#misinformation, Twitter, 7/30/2022 11:57:12 AM, 279742


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#misinformation Twitter NodeXL SNA Map and Report for Saturday, 30 July 2022 at 11:24 UTC
#misinformation Twitter NodeXL SNA Map and Report for Saturday, 30 July 2022 at 11:24 UTC
From:
SMRFoundation
Uploaded on:
July 30, 2022
Short Description:
#misinformation via NodeXL https://bit.ly/3PKrszq
@adamkinzinger
@elle_ham06
@caulfieldtim
@mathiasced
@dame_kah
@cnn
@freedom16356531
@hephaistos_ai
@alineitzelmd
@mdeverna2

Top hashtags:
#misinformation
#disinformation
#fakenews
#factcheck
#dfrac
#sepsis

Description:
Description
The graph represents a network of 5,740 Twitter users whose recent tweets contained "#misinformation", 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, 30 July 2022 at 11:47 UTC.

The tweets in the network were tweeted over the 10-day, 4-hour, 36-minute period from Wednesday, 20 July 2022 at 06:30 UTC to Saturday, 30 July 2022 at 11:06 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 : 5740
Unique Edges : 7390
Edges With Duplicates : 1849
Total Edges : 9239
Number of Edge Types : 5
Retweet : 3292
MentionsInRetweet : 2208
Tweet : 690
Mentions : 2096
Replies to : 953
Self-Loops : 727
Reciprocated Vertex Pair Ratio : 0.0150386313465784
Reciprocated Edge Ratio : 0.0296316433328803
Connected Components : 753
Single-Vertex Connected Components : 306
Maximum Vertices in a Connected Component : 3489
Maximum Edges in a Connected Component : 5737
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.350135
Graph Density : 0.000223332865843034
Modularity : 0.766654
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,740 Twitter users whose recent tweets contained "#misinformation", 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, 30 July 2022 at 11:47 UTC.

The tweets in the network were tweeted over the 10-day, 4-hour, 36-minute period from Wednesday, 20 July 2022 at 06:30 UTC to Saturday, 30 July 2022 at 11:06 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 : #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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[142] https://www.nejm.org/doi/10.1056/NEJMoa2200644?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed
[109] https://arxiv.org/abs/2207.09524
[49] https://twitter.com/KrutikaKuppalli/status/1550176151733166087
[44] https://www.buzzsprout.com/1995660/share
[40] https://news.clearancejobs.com/2022/07/29/ionov-indictment-reveals-russia-election-interference-strategy/
[37] https://twitter.com/mdeverna2/status/1550250332864651264
[36] https://www.politicalflare.com/2022/07/fox-news-loses-major-certification-as-a-trusted-news-source-and-could-now-lose-top-advertisers/
[29] https://twitter.com/michellemcdone/status/1552063236761161736
[29] https://mediafutures.eu/opencall/
[21] https://www.facebook.com/MizzimaDaily/photos/a.320351647999747/5792072600827597/

Top URLs in Tweet in G1:
[1] https://twitter.com/AdamKinzinger/status/1550573035555627008

Top URLs in Tweet in G2:
[4] https://percceptionsdofanoldman.blogspot.com/2021/08/fake-news-false-facts-and-lies-easy.html
[3] https://twitter.com/JamesMelville/status/1550369292264374273
[2] https://www.ghanabusinessnews.com/2022/07/22/african-journalists-must-be-independent-to-deliver-on-watchdog-and-accountability-roles-dogbevi/
[2] https://twitter.com/AP/status/1550459483113095168
[2] https://www.bbc.com/news/science-environment-62225696
[2] https://www.williamquincybelle.com/2022/01/the-world-has-gone-mad-covid-and.html
[2] https://twitter.com/POTUS/status/1551228985413189634
[2] https://insights.taylorandfrancis.com/ukraine/media-disinformation?utm_source=Twitter&utm_medium=Social&utm_campaign=Media+Disinformation
[2] https://www.debatingeurope.eu/disinformation-misinformation/
[2] https://www.aldianews.com/en/politics/policy/immigration-propaganda

Top URLs in Tweet in G3:
[139] https://www.nejm.org/doi/10.1056/NEJMoa2200644?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed
[5] https://twitter.com/SamforOhio/status/1551558291696025600
[4] https://twitter.com/JoshShapiroPA/status/1551241173007728640
[3] https://twitter.com/patriottakes/status/1550568458370285574
[3] https://twitter.com/HillaryClinton/status/1550201393436295169
[2] https://www.youtube.com/watch?v=WXvTPHF4hXc&feature=youtu.be

[2] https://www.bbc.co.uk/news/science-environment-62225696
[1] https://edition.cnn.com/2021/10/19/us/doctors-covid-vaccine-misinformation-invs/index.html
[1] https://www.bbc.com/news/uk-62323048
[1] https://twitter.com/nathaliejacoby1/status/1551305994348683265

Top URLs in Tweet in G4:
[2] https://twitter.com/MattSunRoyal/status/1550430481736425472
[1] https://www.fao.org/sustainable-forest-management/toolbox/cases/case-detail/en/c/1255637n
[1] https://twitter.com/AdamHartScience/status/1551652966041632774
[1] https://twitter.com/Lewis_Brackpool/status/1550069776197865472
[1] https://twitter.com/Dior/status/1549698517811318784
[1] https://www.youtube.com/watch?v=Uy6XdDEXuQs&feature=youtu.be

[1] https://twitter.com/JamesMelville/status/1550141637959057409

Top URLs in Tweet in G5:
[36] https://www.politicalflare.com/2022/07/fox-news-loses-major-certification-as-a-trusted-news-source-and-could-now-lose-top-advertisers/
[12] https://www.huffpost.com/entry/alex-jones-lost-two-sandy-hook-cases_n_61561020e4b008640eb1d56a
[12] https://bipartisanreport.com/2022/07/21/verizon-drops-oann-leaves-them-with-no-major-distributor/?utm_source=dlvr.it&utm_medium=twitter
[8] https://thedailyedge.substack.com/p/a-trump-created-tragedy?r=w4bm&s=w&utm_campaign=post&utm_medium=web
[6] https://www.factcheck.org/2022/07/ocasio-cortez-was-arrested-at-abortion-rights-protest-contrary-to-social-media-posts/
[5] https://edition.cnn.com/2022/02/04/tech/mark-zuckerberg-billionaire-ranking-intl-hnk/index.html
[5] https://itsalljournalism.com/528-myth-detector-fact-checks-news-to-stop-misinformation-from-spreading/
[4] https://www.theguardian.com/technology/2022/jul/26/facebook-considering-ending-restrictions-on-covid-misinformation?CMP=Share_iOSApp_Other
[4] https://www.scientificamerican.com/article/digital-literacy-doesnt-stop-the-spread-of-misinformation/
[2] https://cliffordribner.com/a-summary-of-what-we-all-yes-now-even-the-idiots-know-now-and-ive-known-all-along-about-covid/?wpwautoposter=1659119172

Top URLs in Tweet in G6:
[6] https://www.politico.com/news/2020/06/08/recession-united-states-economy-307403#:~:text=The%20National%20Bureau%20of%20Economic%20Research%20made%20the%20designation%20official%20on%20Monday.&text=The%20U.S.%20economy%20entered%20its,of%20businesses%20across%20the%20country
[5] https://www.wsj.com/livecoverage/federal-reserve-meeting-interest-rates-july-2022/card/powell-we-re-not-in-a-recession-oJnEhZEXciXazu6NUbMo
[1] https://twitter.com/roadtoserfdom3/status/1550478335012118530
[1] http://www.c-span.org/
[1] https://www.c-span.org/video/?c5021092/dr-birx-knew-natural-covid-19-reinfections-early-december-2020
[1] https://twitter.com/xeriland/status/1551530199732441088
[1] https://twitter.com/JackPosobiec/status/1551990387237060610
[1] https://twitter.com/thebreakdownab/status/1551111740263264256
[1] https://www.foxnews.com/media/lee-zeldin-attack-cbs-hammered-report-framing-attempted-stabbing-incident-said-happened
[1] https://twitter.com/KGLiebowitz/status/1549545254113742849

Top URLs in Tweet in G7:
[49] https://twitter.com/KrutikaKuppalli/status/1550176151733166087
[16] https://torontosun.com/news/local-news/mandel-ajax-doc-who-broke-promise-to-mask-with-patients-suspended-nine-months
[12] https://www.jmir.org/2022/2/e35552
[11] https://www.thedailybeast.com/the-four-stages-of-republican-misinformation
[8] https://twitter.com/jmirpub/status/1550511789099532288
[8] https://docs.google.com/forms/d/e/1FAIpQLSfr2w-4UFzh9jGFptnOBQe9q0cWmc2tK9IejGNyO0Yuvg1M5Q/viewform?usp=sf_link
[8] https://www.annenbergpublicpolicycenter.org/survey-1-in-5-americans-fear-getting-monkeypox-but-many-know-little-about-it/
[6] https://twitter.com/TheDEIShift/status/1553106640487845888
[5] https://podcasts.apple.com/us/podcast/medical-misinformation-and-disinformation/id1502320722?i=1000571603044
[5] https://www.nytimes.com/2022/07/24/opinion/abortion-television-movies-dirty-dancing.html?smid=tw-share

Top URLs in Tweet in G8:
[107] https://arxiv.org/abs/2207.09524
[10] https://home-affairs.ec.europa.eu/networks/radicalisation-awareness-network-ran/ran-media/ran-videos_en?pk_campaign=ran_videos&pk_source=twitter&pk_medium=social
[9] https://www.newamerica.org/oti/reports/misleading-information-and-the-midterms/
[7] https://twitter.com/Ofcom/status/1550038734288068608
[6] https://edition.cnn.com/2022/07/13/health/abortion-misinformation-social-media/index.html
[6] https://arstechnica.com/tech-policy/2022/07/meta-thinks-facebook-may-need-more-harmful-health-misinformation/
[5] https://www.youtube.com/watch?v=L7X8oB0179E

[5] https://twitter.com/mdeverna2/status/1550250332864651264
[4] https://www.newsguardtech.com/special-reports/toxic-tiktok/
[2] https://twitter.com/TTP_updates/status/1552304459899871234

Top URLs in Tweet in G9:
[11] https://dfrac.org/ur/2022/07/27/maulana-gave-training-to-the-students-to-use-weapons-in-the-madrasaread-fact-check-dfrac-urdu/
[9] https://dfrac.org/ur/2022/07/24/muslim-girls-of-kerala-are-learning-hindu-warfare-dfrac-urdu/
[9] https://dfrac.org/ur/2022/07/29/fact-check-babasaheb-did-not-say-reservation-should-be-abolished-after-becoming-tribal-president-dfrac-urdu/
[8] https://dfrac.org/en/2022/07/23/no-18-gst-on-crematorium-services-read-the-fact-check/
[8] https://dfrac.org/en/2022/07/27/did-panchayat-shachiv-in-rewa-got-beaten-up-by-bjp-mla-read-the-fact-check/
[8] https://dfrac.org/hi/2022/07/25/fact-check-old-picture-of-president-draupadi-murmu-and-former-president-kovind-worshiping-viral-with-misleading-claim/
[8] https://dfrac.org/hi/2022/07/28/edited-picture-of-bhadinda-mp-harsimrat-kaur-badal-surfacing-the-social-media-read-the-fact-check/
[7] https://dfrac.org/ur/2022/07/25/bangladeshi-muslims-are-demanding-a-separate-country-in-assam-dfrac-urdu/
[7] https://dfrac.org/en/2022/07/20/video-of-a-muslim-woman-breaking-the-ganpati-idols-gone-viral-with-the-misleading-claim-watch-the-factcheck/
[7] https://dfrac.org/en/2022/07/27/fact-check-know-the-truth-behind-the-viral-video-of-police-beating-the-people-bathing-in-the-waterfall/

Top URLs in Tweet in G10:
[3] https://www.niemanlab.org/2022/07/how-the-wealthiest-0-1-view-the-media-and-why-it-matters/
[2] https://www.lawfareblog.com/cyberlaw-podcast-dusty-old-industrial-policy-gets-dusted
[2] https://edition.cnn.com/2022/07/21/tech/youtube-abortion-misinformation-policy/index.html
[2] https://www.youtube.com/watch?v=xf8mjbVRqao&feature=youtu.be

[2] https://www.zerohedge.com/covid-19/fauci-now-claims-have-open-mind-covid-lab-leak-theory
[2] https://twitter.com/JamesMelville/status/1550369292264374273
[2] https://www.niemanlab.org/2022/07/how-one-italian-newspaper-put-facebook-on-lockdown-for-more-than-a-year/
[1] https://www.youtube.com/shorts/7NXA9lKhrdo?feature=share

[1] https://twitter.com/FiveTimesAugust/status/1552124554918727681
[1] https://www.newsguardtech.com/wp-content/uploads/2022/06/Hashtags-and-hoaxes-Misinformation-on-TikTok-UK-media-literacy-resource-8.5x11.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[615] twitter.com
[251] dfrac.org
[143] nejm.org
[109] arxiv.org
[44] buzzsprout.com
[41] youtube.com
[40] clearancejobs.com
[36] politicalflare.com
[34] facebook.com
[33] mediafutures.eu

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[108] twitter.com
[10] youtube.com
[6] ipdefenseforum.com
[6] blogspot.com
[5] bbc.com
[4] linkedin.com
[4] journalift.org
[3] nytimes.com
[3] cnn.com
[3] gizmodo.com

Top Domains in Tweet in G3:
[139] nejm.org
[21] twitter.com
[2] youtube.com
[2] co.uk
[1] cnn.com
[1] bbc.com

Top Domains in Tweet in G4:
[6] twitter.com
[1] fao.org
[1] youtube.com

Top Domains in Tweet in G5:
[36] politicalflare.com
[14] huffpost.com
[12] bipartisanreport.com
[12] cliffordribner.com
[9] twitter.com
[8] substack.com
[6] cnn.com
[6] factcheck.org
[5] itsalljournalism.com
[4] theguardian.com

Top Domains in Tweet in G6:
[11] twitter.com
[6] politico.com
[5] wsj.com
[2] c-span.org
[1] foxnews.com
[1] walmart.com
[1] youtube.com
[1] nbcnews.com

Top Domains in Tweet in G7:
[75] twitter.com
[16] torontosun.com
[14] jmir.org
[12] thedailybeast.com
[8] google.com
[8] annenbergpublicpolicycenter.org
[5] apple.com
[5] onmedicalgrounds.com
[5] nytimes.com
[4] acponline.org

Top Domains in Tweet in G8:
[107] arxiv.org
[15] twitter.com
[10] europa.eu
[9] newamerica.org
[6] cnn.com
[6] arstechnica.com
[5] youtube.com
[4] newsguardtech.com
[2] tanyagoodin.com
[1] bbc.com

Top Domains in Tweet in G9:
[251] dfrac.org
[13] thip.media
[13] twitter.com
[7] com.au
[6] citynews.ca
[5] infodocket.com
[2] propublica.org
[2] suntimes.com
[1] npr.org
[1] cnn.com

Top Domains in Tweet in G10:
[6] youtube.com
[6] twitter.com
[5] niemanlab.org
[2] lawfareblog.com
[2] cnn.com
[2] zerohedge.com
[2] news10.com
[1] newsguardtech.com
[1] variety.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5076] misinformation
[442] disinformation
[301] fakenews
[267] factcheck
[217] dfrac
[142] sepsis
[131] misleading
[129] lies
[122] covid19
[115] meghanmarkle



Top Hashtags in Tweet in G1:
[1391] misinformation
[7] disinformation
[4] restorefairnessdoctrine
[1] january6th
[1] interweb
[1] shameongop
[1] thankkizinger

Top Hashtags in Tweet in G2:
[353] misinformation
[57] disinformation
[18] fakenews
[14] censorship
[14] propaganda
[13] covid19
[13] democrats
[13] monkeypox
[11] covid
[10] abortion

Top Hashtags in Tweet in G3:
[245] misinformation
[139] sepsis
[25] disinformation
[16] climateaction
[16] blacklivesmatter
[14] climatecrisis
[14] longcovid
[13] covid19
[12] vaccines
[12] science

Top Hashtags in Tweet in G4:
[144] misinformation
[113] meghanmarkle
[111] william
[80] sussex
[31] sussexsquad
[7] princeharryattheun
[7] nooneislisteningquitetheoppositeyousayitidontbelieveit
[7] megxitmeansgetlost
[7] princeharryisaliar
[6] subjectivestatementoffeelings

Top Hashtags in Tweet in G5:
[223] misinformation
[67] lies
[44] covid
[36] donors
[14] division
[13] covid19
[13] disinformation
[12] punished
[12] drivel
[12] noise

Top Hashtags in Tweet in G6:
[125] misinformation
[8] trump
[8] disinformation
[6] endpandemicgetvaccinated
[6] covid19
[5] nber
[5] bidenjobspresident
[5] covidisnotover
[5] lies
[5] fakenews

Top Hashtags in Tweet in G7:
[170] misinformation
[49] vaccinations
[49] vaccineswork
[29] covid
[18] disinformation
[17] scienceupfirst
[14] medtwitter
[14] covid19
[12] advocacy
[10] monkeypox

Top Hashtags in Tweet in G8:
[170] misinformation
[107] superspreaders
[25] disinformation
[15] ranreporters
[15] conspiracy
[11] tiktok
[9] ethics
[6] internet
[6] contentmoderation
[6] business

Top Hashtags in Tweet in G9:
[231] factcheck
[217] dfrac
[199] misinformation
[103] misleading
[42] fakenewsalert
[24] फैक्टचेकः
[21] fake
[13] muslims
[11] disinformation
[10] फैक्टचेक

Top Hashtags in Tweet in G10:
[68] misinformation
[6] fakenews
[6] firefauci
[6] abortion
[5] lies
[4] disinformation
[3] dhs
[3] bidenhascovid
[3] media
[3] bigpharma

Top Words
Top Words in Tweet in Entire Graph:
[5276] #misinformation
[2776] democracy
[1904] people
[1543] time
[1462] false
[1427] political
[1395] thousands
[1393] absolutely
[1389] literally
[1386] defending

Top Words in Tweet in G1:
[2756] democracy
[1391] #misinformation
[1378] gander
[1378] absolutely
[1378] false
[1378] literally
[1378] tens
[1378] thousands
[1378] time
[1378] uneasy

Top Words in Tweet in G2:
[353] #misinformation
[57] #disinformation
[34] misinformation
[29] people
[22] news
[18] #fakenews
[14] #covid19
[14] #censorship
[14] media
[14] #propaganda

Top Words in Tweet in G3:
[245] #misinformation
[226] covid
[153] science
[140] nejm
[140] covid19critical
[139] trumps
[139] misinformation
[139] sordid
[139] tale
[139] falsely

Top Words in Tweet in G4:
[337] people
[144] #misinformation
[117] media
[117] silenced
[113] spreading
[113] lies
[113] #meghanmarkle
[112] twitter
[111] network
[111] bot

Top Words in Tweet in G5:
[225] #misinformation
[91] gop
[67] #lies
[57] news
[45] #covid
[37] foxnews
[36] fox
[36] trusted
[36] source
[36] official

Top Words in Tweet in G6:
[125] #misinformation
[37] twitter
[27] potus
[21] twittersupport
[16] recession
[12] stop
[12] 2020
[9] spreading
[8] report
[8] reported

Top Words in Tweet in G7:
[181] #misinformation
[64] caulfieldtim
[58] time
[57] real
[54] like
[50] canpaedsociety
[49] consequences
[49] canadian
[49] children
[49] routine

Top Words in Tweet in G8:
[215] twitter
[170] #misinformation
[114] misinformation
[112] working
[109] accounts
[108] spread
[107] predict
[107] #superspreaders
[107] stab
[107] problem

Top Words in Tweet in G9:
[521] क
[317] #misinformation
[269] #factcheck
[251] #dfrac
[221] र
[198] व
[193] #misleading
[167] ट
[157] न
[157] स

Top Words in Tweet in G10:
[69] #misinformation
[21] youtube
[11] joebiden
[8] news
[7] kylegriffin1
[7] google
[6] #fakenews
[6] #firefauci
[6] #abortion
[6] created

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1384] gander,absolutely
[1384] absolutely,false
[1384] false,literally
[1384] literally,tens
[1384] tens,thousands
[1384] thousands,democracy
[1384] democracy,time
[1384] time,uneasy
[1384] uneasy,alliance
[1384] alliance,democracy

Top Word Pairs in Tweet in G1:
[1378] gander,absolutely
[1378] absolutely,false
[1378] false,literally
[1378] literally,tens
[1378] tens,thousands
[1378] thousands,democracy
[1378] democracy,time
[1378] time,uneasy
[1378] uneasy,alliance
[1378] alliance,democracy

Top Word Pairs in Tweet in G2:
[34] #misinformation,#disinformation
[17] #disinformation,#misinformation
[8] covid,19
[8] fake,news
[7] #fakenews,#misinformation
[6] #ipdf,#northkorea
[6] #northkorea,#misinformation
[6] #misinformation,#indopacific
[6] #covid,#misinformation
[6] #afghanistan,#ukraine

Top Word Pairs in Tweet in G3:
[139] science,trumps
[139] trumps,misinformation
[139] misinformation,nejm
[139] nejm,sordid
[139] sordid,tale
[139] tale,covid19critical
[139] covid19critical,falsely
[139] falsely,touted
[139] touted,ivermectin
[139] ivermectin,covid

Top Word Pairs in Tweet in G4:
[111] network,bot
[111] bot,attack
[111] attack,#william
[111] #william,scaring
[111] scaring,people
[111] people,write
[111] write,statement
[111] statement,wrote
[111] wrote,blocking
[111] blocking,people

Top Word Pairs in Tweet in G5:
[36] fox,trusted
[36] trusted,news
[36] news,source
[36] source,official
[36] official,#misinformation
[36] #misinformation,#donors
[36] #donors,#lies
[36] #lies,gop
[20] gop,foxnews
[14] #lies,#misinformation

Top Word Pairs in Tweet in G6:
[11] 2020,recession
[11] twitter,twittersupport
[9] twitter,#misinformation
[8] potus,#misinformation
[8] #misinformation,#disinformation
[6] spreading,#misinformation
[6] reported,#misinformation
[6] lavern_spicer,false
[6] false,feb
[6] feb,2020

Top Word Pairs in Tweet in G7:
[50] caulfieldtim,canpaedsociety
[49] like,#misinformation
[49] #misinformation,real
[49] real,consequences
[49] consequences,canadian
[49] canadian,children
[49] children,routine
[49] routine,#vaccinations
[49] #vaccinations,devastating
[49] devastating,consequence

Top Word Pairs in Tweet in G8:
[107] predict,accounts
[107] accounts,spread
[107] spread,#misinformation
[107] #misinformation,twitter
[107] twitter,twitter
[107] twitter,misinformation
[107] misinformation,#superspreaders
[107] #superspreaders,stab
[107] stab,problem
[107] problem,working

Top Word Pairs in Tweet in G9:
[145] #dfrac,#factcheck
[114] #factcheck,#misleading
[90] क,ट
[81] #misleading,#misinformation
[81] च,क
[74] फ,क
[71] ट,च
[68] #misinformation,#fakenewsalert
[57] व,यरल
[54] فیکٹ,چیک

Top Word Pairs in Tweet in G10:
[4] #disinformation,#misinformation
[3] #dhs,joebiden
[3] joebiden,big
[3] big,purveyor
[3] purveyor,#misinformation
[3] #misinformation,virus
[3] virus,#bidenhascovid
[3] spreading,#misinformation
[3] wealthiest,view
[3] captured,federal

Top Replied-To
Top Replied-To in Entire Graph:
@mayroskoraks
@loutrakiodusse
@bankingnewsgr
@potus
@karditsastakra
@adamkinzinger
@kylegriffin1
@beyeac
@lavern_spicer
@tomfitton

Top Replied-To in G1:
@adamkinzinger

Top Replied-To in G3:
@nickmmark
@metallizrblx
@big_chief_420_
@wordsleadmeon
@shtoopsed
@weselymd
@spotify

Top Replied-To in G4:
@oldpunk76
@aubreysophi
@canadiana02
@mabels_way
@marinaverdadera
@patdecmm
@people
@lluttrul
@gothloretta
@lgreym

Top Replied-To in G5:
@jim_jordan
@meidastouch
@meta
@foxnews
@actbrigitte
@dineshdsouza
@komonews
@marshablackburn
@amoneyresists
@billpascrell

Top Replied-To in G6:
@potus
@lavern_spicer
@tomfitton
@retrotechnoir
@repmtg
@everytown
@abc
@rbreich
@tomselliott
@jojofromjerz

Top Replied-To in G7:
@futuredocs
@cdcdirector
@thedailybeast
@bonduniversity
@katharinesmart

Top Replied-To in G9:
@cnn
@globaltimesnews
@zoo_bear
@livelawindia
@bbcworld

Top Replied-To in G10:
@kylegriffin1
@repadamschiff
@p_mcculloughmd
@kamalaharris
@usagirl47
@joebiden
@senronjohnson
@zerohedge
@martymakary
@claytravis

Top Mentioned
Top Mentioned in Entire Graph:
@cyberalertgr
@hellenicpolice
@nejm
@covid19critical
@gop
@caulfieldtim
@canpaedsociety
@garymarcus
@fbi
@clearancejobs

Top Mentioned in G3:
@nejm
@covid19critical
@spotify
@joerogan
@googletrends
@theproblem
@jonstewart
@cnn
@thefsmb
@nlfd_org

Top Mentioned in G4:
@distractify
@scobie
@baronessbruck
@elonmusk
@isexton
@kjbennettbeauty
@luciemorrismarr
@60mins
@w_coast_bluesey
@danwootton

Top Mentioned in G5:
@gop
@foxnews
@meta
@brietbartnews
@facebook
@dnc
@crooked
@maddow
@jackweb53085992
@s_gigauri

Top Mentioned in G6:
@twitter
@twittersupport
@potus
@wsjhealth
@littlewern
@nbcnews
@cnnbrk
@abc
@msnbc
@twittersafety

Top Mentioned in G7:
@caulfieldtim
@canpaedsociety
@jmirpub
@mandelsun
@cpso_ca
@jonathanstea
@impact4hc
@abuttenheim
@thedailybeast
@wajahatali

Top Mentioned in G8:
@ofcom
@oti
@spandi_s
@newsguardrating
@ultraviolet
@pulsarplatform
@mp_joemandese
@mediapost

Top Mentioned in G9:
@uppolice
@upmsp1
@pratapgarhpol
@bjp4india
@mppoliceonline
@kremlinrussia_e
@imrankhanpti
@uppviralcheck
@madhukishwar
@myogiadityanath

Top Mentioned in G10:
@youtube
@joebiden
@google
@niemanlab
@thedemocrats
@tiktok_us
@zerohedge
@kamalaharris
@cdc
@stewartbaker

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@tesco
@hrblock_21
@newsoneplace
@cybersecurityn8
@bankingnewsgr
@lizditz
@chrisbrey1
@evankirstel
@cheezwitham

Top Tweeters in G1:
@marthalynneowe1
@all435reps
@amyayers16
@micjojd
@linda1746
@squirrel1110
@windmillcharger
@bjcrochet
@monicarivpin
@redboybroken

Top Tweeters in G2:
@newsoneplace
@allentien
@bquest_shipsco_
@buddy_dek
@mycomfor
@orangezipple1
@social411now
@torrhl
@metalrabbit13
@gate_15_analyst

Top Tweeters in G3:
@morgfair
@lindacollins11
@sandykalano
@mrtachilles
@odoylecharlotte
@carolymorrisse1
@smp0312
@kirkmurphy
@miamidecor
@b52malmet

Top Tweeters in G4:
@bakersonpeekay
@people
@brasilmagic
@forcaribbean
@julienduncan1
@piersmorgan
@kingofpoptweets
@ussceit
@theyoungturks
@bsnvme2

Top Tweeters in G5:
@business
@phendricks71
@janattheocean
@julieroot4
@shell_loyd
@realtuckfrumper
@foxnews
@danskinnerart
@rosemariebrown3
@ccgevirtz

Top Tweeters in G6:
@iamforeverblue2
@huffpost
@rt_com
@analisa_swan
@abc
@abcnews
@nbcnews
@cbsnews
@suepersists
@freep

Top Tweeters in G7:
@lizditz
@denniskoch10
@cocopazzo
@merlinofcanada
@blueravefinn
@forgerat
@thedailybeast
@codienec
@vickimo08056436
@anonomouse1981

Top Tweeters in G8:
@rebellegrrl
@melissasweetdr
@helflower
@nexusdog_uk
@mediapost
@shashib
@unfakingnews
@bbbcccnnn
@tammy
@ichbinschoener

Top Tweeters in G9:
@citynewsvan
@cnn
@bbcworld
@uppolice
@bcwildfirewkly
@livelawindia
@bjp4india
@globaltimesnews
@suntimes
@calfactcheck

Top Tweeters in G10:
@cheezwitham
@zerohedge
@alykhansatchu
@deray
@soulflytry
@joe_kidder2
@abc7
@wten
@joseph_santoro
@darthspader747


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