disinformation, Twitter, 12/21/2021 6:48:03 PM, 268752
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disinformation Twitter NodeXL SNA Map and Report for Sunday, 19 December 2021 at 16:48 UTC
disinformation Twitter NodeXL SNA Map and Report for Sunday, 19 December 2021 at 16:48 UTC
From:
marc_smith
Uploaded on:
December 21, 2021
Short Description:
disinformation via NodeXL https://bit.ly/3EheF14
@mollyjongfast
@alanrmacleod
@peterjukes
@potus
@southwestair
@marcus4georgia
@cnn
@mikel_jollett
@bylinetimes
@karamballes

Top hashtags:
#knowmore
#tigray
#tigraygenocide
#rt
#sputni
#nomore
#disinformation
#covid19

Description:
Description
The graph represents a network of 18,403 Twitter users whose recent tweets contained "disinformation", 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 Sunday, 19 December 2021 at 17:32 UTC.

The tweets in the network were tweeted over the 1-day, 3-hour, 59-minute period from Saturday, 18 December 2021 at 12:49 UTC to Sunday, 19 December 2021 at 16:48 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 : 18896
Unique Edges : 30017
Edges With Duplicates : 358407
Total Edges : 388424
Number of Edge Types : 5
Mentions : 347541
Replies to : 16220
Tweet : 5830
Retweet : 12952
MentionsInRetweet : 5881
Self-Loops : 5931
Reciprocated Vertex Pair Ratio : 0.142807723076258
Reciprocated Edge Ratio : 0.249924322688058
Connected Components : 1803
Single-Vertex Connected Components : 630
Maximum Vertices in a Connected Component : 13477
Maximum Edges in a Connected Component : 348425
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.116377
Graph Density : 0.000148039468527777
Modularity : 0.118463
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 18,403 Twitter users whose recent tweets contained "disinformation", 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 Sunday, 19 December 2021 at 17:32 UTC.

The tweets in the network were tweeted over the 1-day, 3-hour, 59-minute period from Saturday, 18 December 2021 at 12:49 UTC to Sunday, 19 December 2021 at 16:48 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 : disinformation
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:
[1388] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/
[880] https://mronline.org/2017/04/04/the-much-maligned-views-of-rania-khalek-on-syria/
[666] https://imhojournal.org/articles/erasing-people-through-disinformation-syria-and-the-anti-imperialism-of-fools/
[544] https://twitter.com/bnodesk/status/1472378241478447110
[382] https://twitter.com/tmprowell/status/1472052483207933952
[236] https://globalnews.ca/news/8450263/infodemic-covid-19-disinformation-canada-pandemic/
[216] https://subscribe.bylinetimes.com/
[214] https://www.scmp.com/comment/opinion/article/3160141/how-mi6-and-bbc-spread-chinas-debt-trap-myth
[175] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/?mc_cid=8c294defd2
[171] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/?fbclid=IwAR2nAndANUsBTarfisJAi5LnGbT8zSmhyE_mLNtVDgUoCjP3Yy6Q_nQC9Zw

Top URLs in Tweet in G1:
[1293] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/
[212] https://subscribe.bylinetimes.com/
[167] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/?mc_cid=8c294defd2
[164] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/?fbclid=IwAR2nAndANUsBTarfisJAi5LnGbT8zSmhyE_mLNtVDgUoCjP3Yy6Q_nQC9Zw
[24] https://twitter.com/karamballes/status/1421852115148943364?t=2M7jamEwYmxp8fiHsxsJ1A&s=19
[10] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/?mc_cid=abe7fa3e3d
[9] https://twitter.com/christopherhope/status/1472326272399388684
[7] https://bylinetimes.com/2020/11/26/dispelling-disinformation-if-covid-19-doesnt-kill-the-young-and-fit-why-cant-we-just-ignore-it/
[6] https://twitter.com/doctor_oxford/status/1472266466674290695
[5] https://bylinetimes.com/2019/11/05/fighting-division-and-disinformation-from-outside-the-westminster-media-bubble/

Top URLs in Tweet in G2:
[880] https://mronline.org/2017/04/04/the-much-maligned-views-of-rania-khalek-on-syria/
[666] https://imhojournal.org/articles/erasing-people-through-disinformation-syria-and-the-anti-imperialism-of-fools/
[139] https://medium.com/dfrlab/eritrean-report-uses-fact-checking-tropes-to-dismiss-evidence-as-disinformation-385718327481
[48] https://twitter.com/RepJasonCrow/status/1471948616340226049
[34] https://www.youtube.com/watch?v=n5TXqFu9-ZU&feature=youtu.be

[25] https://twitter.com/alexcapron/status/1471847490295111682
[22] https://shabait.com/2021/02/17/highlights-of-interview-with-president-isaias-afwerki/
[21] https://twitter.com/BeritAalborg/status/1472200512409849865
[19] https://twitter.com/PeoplesForumNYC/status/1472343643176390659
[14] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/

Top URLs in Tweet in G3:
[492] https://twitter.com/bnodesk/status/1472378241478447110
[9] https://www.independent.co.uk/life-style/gadgets-and-tech/google-climate-deniers-ads-centre-countering-digital-hate-b1977523.html
[7] https://www.buildingbridgesforamerica.com/items
[7] https://twitter.com/mercedesschlapp/status/1471981442699874310
[6] https://twitter.com/demcastusa/status/1472214241818169346
[5] https://twitter.com/LisPower1/status/1471943963603083273
[5] https://www.joesandbox.com/analysis/541891/0/html
[4] https://twitter.com/BrunoAmato_1/status/1471689785920028677
[4] https://twitter.com/DemDifference/status/1471549890282934279
[3] https://www.buildingbridgesforamerica.com/

Top URLs in Tweet in G4:
[111] https://www.justice.gov/opa/pr/two-iranian-nationals-charged-cyber-enabled-disinformation-and-threat-campaign-designed
[94] https://www.buzzfeednews.com/article/aramroston/trump-administration-mulls-private-rendition
[64] https://twitter.com/bywillpollock/status/1472228254673211396
[44] https://twitter.com/LisPower1/status/1471943963603083273
[28] https://guyonclimate.com/2021/12/18/extreme-temperature-diary-saturday-december-18th-2021-main-topic-some-weekend-reading-taking-stock-of-recent-climate-change-disasters-and-disinformation/
[19] https://twitter.com/crooksandliars/status/1472569919652839424
[18] https://www.reuters.com/investigates/special-report/usa-election-military/
[10] https://twitter.com/bnodesk/status/1472378241478447110
[8] https://twitter.com/gal_suburban/status/1464670184657063950?t=CAk2epidXH6gIHDs0ND6mg&s=19
[7] https://www.cnn.com/2020/09/22/politics/fbi-warning-foreign-disinformation-2020-election-results/index.html

Top URLs in Tweet in G5:
[209] https://www.scmp.com/comment/opinion/article/3160141/how-mi6-and-bbc-spread-chinas-debt-trap-myth
[106] https://www.mintpressnews.com/us-votes-against-un-resolution-condemning-nazis-labels-it-russian-disinformation/273728/
[47] https://twitter.com/ZeinakhodrAljaz/status/1472218524575752194
[19] https://greenwald.substack.com/p/video-transcript-the-real-disinformation
[14] https://www.youtube.com/watch?v=7Awqp0IasRE&feature=youtu.be

[9] https://upine.medium.com/disinformation-about-disinformation-most-people-dont-want-to-believe-propaganda-works-3980264a6093
[7] https://en.wikipedia.org/wiki/Illusory_truth_effect
[4] https://twitter.com/BBCWorld/status/1471901121371414530
[3] https://www.huffpost.com/entry/the-vast-far-right-web-behind-the-hunter-biden-story_n_5fa0c7c7c5b63dc9a5bfffb9
[3] https://www.bbc.com/news/blogs-trending-50695558

Top URLs in Tweet in G6:
[26] https://www.youtube.com/watch?v=6TizS6SPeSI&feature=youtu.be

[8] https://twitter.com/drjbhattacharya/status/1471986453823459330
[7] https://www.ncr-iran.org/en/news/new-report-reinforces-need-for-constant-vigilance-against-irans-online-disinformation/
[6] https://twitter.com/RonnyJacksonTX/status/1471592094989012995
[6] https://iranianvoicenews.wordpress.com/2021/12/17/new-report-reinforces-need-for-constant-vigilance-against-irans-online-disinformation/
[6] https://news.sky.com/story/ukraine-facing-tonnes-of-pro-russian-disinformation-ahead-of-possible-invasion-says-government-minister-in-kiev-12498781
[5] https://www.einnews.com/pr_news/558652543/video-new-report-reinforces-need-for-constant-vigilance-against-iran-s-online-disinformation
[5] https://greenwald.substack.com/p/the-real-disinformation-agents-watch
[4] https://m.tiktok.com/v/7002274482236738821.html?_d=secCgYIASAHKAESPgo8pz%2FTxqa9dSoOojyaFZXL7%2FBzXDTc%2FG7IX3wJhtxzKM6xsW%2F4ABMu%2FF%2BN2K%2BlhzXRWGEMBp2VG6YKF8NTGgA%3D&checksum=4ba11b91e8acdd810d074e7fb29414100a90c244bb2aaab3e96b40db1d9b72da&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAcR8MhVSpjJEmD5OkvwGtklUOqFTnzDfg1UUn54XJydZlvOwN32bhPDA2GL96dIj8&share_app_id=1233&share_item_id=7002274482236738821&share_link_id=BEAD278A-FD07-43BE-A4E7-E04EDE0EAAA8&source=h5_m×tamp=1630378744&tt_from=copy&u_code=dbg40eclkah198&user_id=6808945376549962758&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[4] https://twitter.com/IanSams/status/1471703598794956805

Top URLs in Tweet in G7:
[111] https://twitter.com/AlexanderDent6/status/1472034957380005889
[91] https://globalnews.ca/news/8450263/infodemic-covid-19-disinformation-canada-pandemic/
[21] https://twitter.com/ct_bergstrom/status/1472070540143652864
[17] https://www.nolicensefordisinformation.org/report
[16] https://www.youtube.com/watch?v=2iIR4GYn6_4&feature=youtu.be

[12] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/
[11] https://twitter.com/halfon4harlowMP/status/1472532663806447627
[10] https://debeaumont.org/news/2021/disinformation-doctors-report/
[9] https://debeaumont.org/news/2021/disinformation-doctors-poll/
[8] https://globalnews.ca/news/8450263/infodemic-covid-19-disinformation-canada-pandemic/?utm_source=NewsletterNational&utm_medium=Email&utm_campaign=2021

Top URLs in Tweet in G8:
[369] https://twitter.com/tmprowell/status/1472052483207933952
[66] https://twitter.com/mercedesschlapp/status/1471981442699874310
[20] https://www.nytimes.com/2021/08/05/us/politics/covid-vaccines-russian-disinformation.html
[15] https://twitter.com/jljcolorado/status/1471161759469903873
[15] https://www.containmentnu.nl/articles/disinformation-court-case
[15] https://twitter.com/bnodesk/status/1472378241478447110
[13] https://twitter.com/peterhotez/status/1472240430548930563
[8] https://twitter.com/politicussarah/status/1472593084919824397
[7] https://www.acpjournals.org/doi/10.7326/M21-2780
[5] https://twitter.com/VirpiFlyg/status/1468707765606653953

Top URLs in Tweet in G9:
[43] https://globalnews.ca/news/8450263/infodemic-covid-19-disinformation-canada-pandemic/
[29] https://globalnews.ca/
[19] https://bylinetimes.com/2021/12/14/steve-bakers-conservative-rebellion-tied-to-pro-trump-disinformation-network-bankrolled-by-robert-mercer/
[12] https://www.washingtonexaminer.com/opinion/editorials/democrats-spread-disinformation-on-climate-change-and-tornadoes
[7] https://news.sky.com/story/ukraine-facing-tonnes-of-pro-russian-disinformation-ahead-of-possible-invasion-says-government-minister-in-kiev-12498781
[6] http://www.msn.com/en-ca/news/canada/the-great-covid-19-infodemic-how-disinformation-networks-are-radicalizing-canadians/ar-AARWm63?ocid=st
[6] https://techcrunch.com/2021/12/19/putin-and-xis-evolving-disinformation-playbooks-pose-new-threats/?utm_source=dlvr.it&utm_medium=twitter
[6] https://techcrunch.com/2021/12/19/putin-and-xis-evolving-disinformation-playbooks-pose-new-threats/
[5] https://rumble.com/vqvoyn-joe-scarborough-and-claire-mccaskil-lie-to-smear-assange.html
[5] https://apple.news/ABO5P7UZtTOK2K0k9xJxTqQ

Top URLs in Tweet in G10:
[45] https://twitter.com/KathrynLaskey/status/1472205281190940676
[43] https://twitter.com/KlugeJosephB/status/1472043929663115270
[15] https://secure.actblue.com/donate/marcusforgeorgia
[13] https://twitter.com/galt_sean/status/1471979895639232516
[11] https://secure.actblue.com/donate/mfg
[10] https://twitter.com/TimOBrien/status/1471854295964430349
[6] https://twitter.com/bnodesk/status/1472378241478447110
[5] https://twitter.com/SammyG_MD/status/1471629739685289984?s=20
[4] https://www.npr.org/2021/03/19/977879589/yes-capitol-rioters-were-armed-here-are-the-weapons-prosecutors-say-they-used
[3] https://twitter.com/mcqueenfornm/status/1471905867310137345

Top Domains
Top Domains in Tweet in Entire Graph:
[3790] twitter.com
[1996] bylinetimes.com
[881] mronline.org
[667] imhojournal.org
[355] globalnews.ca
[278] youtube.com
[215] scmp.com
[178] medium.com
[132] justice.gov
[107] mintpressnews.com

Top Domains in Tweet in G1:
[1864] bylinetimes.com
[138] twitter.com
[13] co.uk
[8] theguardian.com
[6] justice.gov
[3] axios.com
[3] thedailybeast.com
[3] cnbc.com
[3] dailyadvent.com
[2] justsecurity.org

Top Domains in Tweet in G2:
[880] mronline.org
[667] imhojournal.org
[177] twitter.com
[145] medium.com
[42] youtube.com
[22] shabait.com
[18] shorturl.at
[14] bylinetimes.com
[12] aljazeera.com
[10] trib.al

Top Domains in Tweet in G3:
[550] twitter.com
[10] buildingbridgesforamerica.com
[9] co.uk
[5] joesandbox.com
[2] nolicensefordisinformation.org
[2] lawfareblog.com
[2] disinformationindex.org
[1] washingtonpost.com
[1] bbc.com
[1] thehill.com

Top Domains in Tweet in G4:
[335] twitter.com
[112] justice.gov
[95] buzzfeednews.com
[28] guyonclimate.com
[18] reuters.com
[16] washingtonpost.com
[10] cnn.com
[8] forbes.com
[7] ctvnews.ca
[6] theguardian.com

Top Domains in Tweet in G5:
[209] scmp.com
[106] mintpressnews.com
[67] twitter.com
[20] substack.com
[15] youtube.com
[10] medium.com
[7] wikipedia.org
[3] huffpost.com
[3] bbc.com
[2] bylinetimes.com

Top Domains in Tweet in G6:
[93] twitter.com
[28] youtube.com
[15] trib.al
[13] rawstory.com
[12] substack.com
[11] foxnews.com
[10] sky.com
[9] washingtonpost.com
[8] rumble.com
[7] ncr-iran.org

Top Domains in Tweet in G7:
[383] twitter.com
[101] globalnews.ca
[46] youtube.com
[26] bylinetimes.com
[19] debeaumont.org
[17] nolicensefordisinformation.org
[15] cdc.gov
[10] nih.gov
[8] reuters.com
[5] elsevierhealth.com

Top Domains in Tweet in G8:
[530] twitter.com
[20] nytimes.com
[15] containmentnu.nl
[9] reuters.com
[7] acpjournals.org
[5] medium.com
[4] justice.gov
[3] cnn.com
[2] doi.org
[2] theguardian.com

Top Domains in Tweet in G9:
[188] twitter.com
[76] globalnews.ca
[58] youtube.com
[27] bylinetimes.com
[14] washingtonexaminer.com
[13] msn.com
[12] techcrunch.com
[8] rumble.com
[7] nytimes.com
[7] sky.com

Top Domains in Tweet in G10:
[131] twitter.com
[26] actblue.com
[4] npr.org
[2] buzzfeednews.com
[2] globalnews.ca
[1] statnews.com
[1] rawstory.com
[1] medium.com
[1] nga.org
[1] congress.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3186] knowmore
[1493] tigray
[1048] tigraygenocide
[889] rt
[888] sputni
[566] nomore
[395] disinformation
[326] covid19
[246] ethiopia
[162] demvoice1



Top Hashtags in Tweet in G1:
[39] stevebaker
[37] borisjohnson
[14] covid_19
[13] covidiots
[13] covidisairborne
[13] omicron
[13] torycovid
[10] disinformation
[9] brexit
[9] camillatomineyisaliar

Top Hashtags in Tweet in G2:
[3096] knowmore
[1406] tigray
[1043] tigraygenocide
[888] rt
[888] sputni
[415] nomore
[219] ethiopia
[79] disinformation
[76] eritrea
[63] un

Top Hashtags in Tweet in G3:
[20] disinformation
[10] grassroots
[10] bb4am
[10] thisisourshot
[7] toolbox
[7] volunteers
[6] demcast
[5] alternativefacts
[5] covid19
[5] radio

Top Hashtags in Tweet in G4:
[49] disinformation
[41] covid19
[29] climatecrisis
[28] weather
[16] misinformation
[15] terrorist
[14] truth2voice
[12] lockthemallup
[12] terrorism
[12] victims

Top Hashtags in Tweet in G5:
[16] assange
[5] posobiecrussia
[4] posobieclies
[3] freeassangenow
[3] freethetruth
[1] stopthesteal
[1] safeact
[1] nhsprivatisation
[1] cdnmedia
[1] brazil

Top Hashtags in Tweet in G6:
[85] covid19
[44] spreadnecks
[27] covidiots
[20] fakenews
[17] coronavirus
[14] iran
[12] covid
[11] getvaccinated
[10] wearamask
[9] mek

Top Hashtags in Tweet in G7:
[121] covid19
[53] infodemic
[53] scienceupfirst
[35] disinformationdoctors
[26] vaccinessavelives
[17] getvaccinatednow
[16] vaccines
[7] misinformationkills
[6] togetherdeclaration
[6] omicron

Top Hashtags in Tweet in G8:
[30] medtwitter
[29] pandemic
[28] publichealth
[15] desinformatie
[10] tfg
[6] covidisairborne
[6] covid19
[6] flynn
[3] omicron
[3] vaccineswork

Top Hashtags in Tweet in G9:
[70] knowmore
[67] tigray
[51] disinformation
[21] misinformation
[14] fakenews
[13] sussexsquad
[13] princeharry
[13] rewired2021
[13] internetliemachine
[13] meghanmarkle

Top Hashtags in Tweet in G10:
[155] demvoice1
[116] onev1
[112] wtpblue
[101] dems4usa
[15] ga14
[15] liveblue2022
[15] bluedot
[11] sendflowerstocongress
[10] foxnewslies
[10] foxnewsispoison

Top Words
Top Words in Tweet in Entire Graph:
[16632] disinformation
[5025] being
[4951] people
[3206] covid
[3186] #knowmore
[2907] trump
[2824] one
[2345] more
[2236] government
[2203] misinformation

Top Words in Tweet in G1:
[1952] disinformation
[1494] baker
[1462] steve
[1450] mercer
[1447] trump
[1444] pro
[1435] robert
[1424] network
[1424] bankrolled
[1390] conservative

Top Words in Tweet in G2:
[3690] being
[3096] #knowmore
[2849] disinformation
[1832] state
[1566] ethiopian
[1560] raniakhalek
[1489] people
[1459] campaigns
[1441] one
[1427] year

Top Words in Tweet in G3:
[1423] disinformation
[605] democrats
[494] kills
[488] anti
[481] vax
[331] covid
[329] more
[329] fox
[309] die
[307] republicans

Top Words in Tweet in G4:
[995] disinformation
[334] trump
[234] covid
[229] journalist
[203] people
[174] see
[157] report
[156] saying
[144] twitter
[141] indictment

Top Words in Tweet in G5:
[1679] bill
[1574] nazism
[1115] disinformation
[894] europe
[892] neo
[846] against
[806] two
[800] russian
[793] countries
[790] vote

Top Words in Tweet in G6:
[545] disinformation
[205] covid
[144] people
[122] foxnews
[109] vaccine
[97] lies
[93] more
[85] #covid19
[85] deaths
[85] fox

Top Words in Tweet in G7:
[1461] mcfunny
[1415] andylumm
[1328] kathmarval
[1317] wendyorent
[1097] mdrisette
[903] ghoppe
[863] truth_in_number
[856] livefre85257272
[856] unclebuckj
[856] markmcdougall13

Top Words in Tweet in G8:
[801] disinformation
[468] covid
[434] southwestair
[408] spreading
[381] re
[379] never
[377] facing
[375] again
[373] surge
[372] control

Top Words in Tweet in G9:
[588] disinformation
[176] people
[160] being
[103] covid
[97] government
[95] over
[94] misinformation
[92] one
[85] year
[78] campaigns

Top Words in Tweet in G10:
[572] disinformation
[420] democracy
[376] congress
[355] extremism
[355] radicalism
[342] place
[340] marjorie
[340] taylor
[340] greene
[340] danger

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1681] disinformation,campaigns
[1628] misinformation,disinformation
[1533] steve,baker
[1524] being,used
[1516] pro,trump
[1515] disinformation,network
[1498] robert,mercer
[1497] people,being
[1492] one,year
[1491] trump,disinformation

Top Word Pairs in Tweet in G1:
[1445] steve,baker
[1439] pro,trump
[1435] robert,mercer
[1422] trump,disinformation
[1422] disinformation,network
[1422] network,bankrolled
[1392] bankrolled,robert
[1137] cambridge,analytica
[874] mercer,cambridge
[874] analytica,fame

Top Word Pairs in Tweet in G2:
[1458] disinformation,campaigns
[1401] misinformation,disinformation
[1400] campaigns,being
[1400] being,used
[1400] #tigray,under
[1400] under,communication
[1400] communication,blackout
[1400] blackout,over
[1400] year,people
[1399] government,silence

Top Word Pairs in Tweet in G3:
[493] disinformation,kills
[480] anti,vax
[480] vax,disinformation
[300] coordinated,anti
[300] disinformation,fox
[300] fox,republican
[300] republican,party
[300] party,lot
[300] lot,more
[300] more,republicans

Top Word Pairs in Tweet in G4:
[140] indictment,imminent
[115] winning,investigative
[115] investigative,journalist
[114] see,quickly
[114] quickly,disinformation
[114] disinformation,spreads
[114] spreads,bunch
[114] bunch,big
[114] big,liberal
[114] liberal,account

Top Word Pairs in Tweet in G5:
[793] russian,disinformation
[787] ukraine,two
[787] two,countries
[787] countries,vote
[787] vote,against
[787] against,bill
[787] bill,condemns
[787] condemns,glorification
[787] glorification,nazism
[787] nazism,neo

Top Word Pairs in Tweet in G6:
[39] disinformation,agents
[36] covid,19
[34] spreading,disinformation
[34] two,minute
[34] minute,clip
[33] nbc,tells
[33] tells,lies
[33] lies,two
[32] covid,disinformation
[29] agents,watch

Top Word Pairs in Tweet in G7:
[853] markmcdougall13,nyob7714
[848] nyob7714,browningneelyn
[844] browningneelyn,kayvonpaul
[783] biovisionary,bill20538001
[783] kayvonpaul,alex_on_a14
[780] truth_in_number,unclebuckj
[737] alex_on_a14,wendyorent
[727] nextgenred,rtheatheist
[669] johnnyutah66623,biovisionary
[668] livefre85257272,wjack76995

Top Word Pairs in Tweet in G8:
[379] spreading,disinformation
[372] actively,spreading
[370] never,fly
[370] again,actively
[369] fly,southwestair
[369] southwestair,again
[369] disinformation,control
[369] control,covid
[369] covid,re
[369] re,facing

Top Word Pairs in Tweet in G9:
[81] misinformation,disinformation
[77] disinformation,campaigns
[70] people,being
[68] being,used
[68] year,people
[67] campaigns,being
[67] used,ethiopian
[67] ethiopian,government
[67] government,silence
[67] silence,african

Top Word Pairs in Tweet in G10:
[355] extremism,radicalism
[355] radicalism,disinformation
[340] marjorie,taylor
[340] taylor,greene
[340] greene,extremism
[340] disinformation,danger
[340] danger,democracy
[340] democracy,place
[340] place,congress
[340] congress,running

Top Replied-To
Top Replied-To in Entire Graph:
@jenna_s_h
@raniakhalek
@drsly16
@jdekstrand
@ken_caudle
@ogilville1
@jt375043170
@rabidllamas
@emsops
@frugalsues

Top Replied-To in G1:
@stevebakerhw
@dinosofos
@camillatominey
@bbcnickrobinson
@doctor_oxford
@daily_ref
@bmay
@jneill
@sirkorma

Top Replied-To in G2:
@raniakhalek
@thechefsgardens
@doulonkyriou
@edenbfkn
@martinplaut
@andrewonthego
@faustianspirit2
@profkindeya
@bbcworld
@bbcpolitics

Top Replied-To in G3:
@mollyjongfast
@themariond
@jdkahler
@justinbaragona
@jeffreymeursing
@galt_sean
@acfou
@angelliangelo
@tg22110
@auntieteaches

Top Replied-To in G4:
@ronfilipkowski
@thejusticedept
@helenjaneadkins
@mercedesschlapp
@jb88000
@mcdutchoven
@predictor_rapid
@frankfigliuzzi1
@davetroy
@simonofthe77th

Top Replied-To in G5:
@senwhitehouse
@helenmallam
@stand4sumtin
@frenchbutthole
@adam4conservtru
@pinksheepmedia
@jennycohn1
@alanrmacleod
@gaijingirl2004
@mnajeddine

Top Replied-To in G6:
@gop
@mtgreenee
@foxnews
@humanidee
@stsparky
@alongcametrisha
@marshablackburn
@claytravis
@nbcnews
@meidastouch

Top Replied-To in G7:
@ogilville1
@jt375043170
@frugalsues
@jsaholmes
@zeetubes
@mcfunny
@andylumm
@moy_barry
@cappsie
@chris_f_carson

Top Replied-To in G8:
@duty2warn
@rkmeibalane
@macroliter
@spiroagnewghost
@krutikakuppalli
@so_rahman
@svdate
@rcataffa
@brianklaas
@_kylerants_

Top Replied-To in G9:

Top Replied-To in G10:
@mhpieperphd
@laboomer68
@kevinsixx13
@marcus4georgia
@4d4lulz
@pamcakes420
@numbers28
@fritsv4
@senseidai
@dmv1g

Top Mentioned
Top Mentioned in Entire Graph:
@mcfunny
@raniakhalek
@andylumm
@kathmarval
@wendyorent
@mdrisette
@eugenepuryear
@ghoppe
@adevotedyogi
@truth_in_number

Top Mentioned in G1:
@nafeezahmed
@peterjukes
@bylinetimes
@stevebakerhw
@lbc
@conservatives
@rwmalonemd
@nhsenglandmedia
@terrychristian
@milkbarkorova

Top Mentioned in G2:
@raniakhalek
@eugenepuryear
@potus
@antonioguterres
@jacksonleetx18
@usambun
@un
@usembassyaddis
@mfaethiopia
@eu_commission

Top Mentioned in G3:
@galt_sean
@fcc
@google
@mollyjongfast
@avengerresister
@jrosenworcelfcc
@allisonemoss4
@nycsouthpaw
@citizenyid
@alexguiden

Top Mentioned in G4:
@aramroston
@twitter
@twittersafety
@sophielouisecc
@william_void
@sjdhatters
@donners99
@jayne_kniphofia
@predictor_rapid
@hartl73516271

Top Mentioned in G5:
@indieafterbern
@kishorblue2
@cathey_walden
@amyklobuchar
@chrystallynn20
@bluegal
@mr_electrico
@jennycohn1
@upine
@darkbobcat

Top Mentioned in G6:
@foxnews
@claytravis
@gop
@joerogan
@cenkuygur
@joebiden
@mtgreenee
@ggreenwald
@nothoodlum
@sgtjames13

Top Mentioned in G7:
@mcfunny
@andylumm
@kathmarval
@wendyorent
@mdrisette
@ghoppe
@truth_in_number
@unclebuckj
@markmcdougall13

Top Mentioned in G8:
@southwestair
@who
@nodank_
@brianklaas
@spiroagnewghost
@ajenglish
@neavebarker
@mijamjoom
@tmprowell
@exrabb

Top Mentioned in G9:
@thetalentguru
@dimosiografia_

Top Mentioned in G10:
@marcus4georgia
@att
@anontoby
@citizenofthewo4
@lin11w
@_porkster_
@anont0by
@kal_ve1n
@solidusdoxxus

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@cybersec_feeds
@robinsnewswire
@alhanda
@s9tmt
@recitesocial
@teamyoutube
@cagney1991
@1denmadrid

Top Tweeters in G1:
@s9tmt
@roblwilson
@sandradunn1955
@jpjanson
@curiocat13
@tartancobweb
@fieryreddragon
@dingabelle
@thestephenralph
@mckinlay_liz

Top Tweeters in G2:
@teamyoutube
@jfsebastian146
@thesun
@sabcnews
@helperstream
@bbcsport
@bbcnews
@nytimes
@telegraph
@danwibg

Top Tweeters in G3:
@robinsnewswire
@cagney1991
@phillip92321
@manmet80
@kenkircher1
@tadrow
@paulstewartii
@jhamby
@princessbravato
@micjojd

Top Tweeters in G4:
@viralvideovlogs
@mayirmamay14
@katcapps
@79topper
@sar_oso
@cotey_mary
@unlewis
@gpwriter
@carrybeyond
@business

Top Tweeters in G5:
@1denmadrid
@billm9
@johnjoechad
@s_total_s2
@jjj5819
@senseof_outrage
@christinejameis
@samir_patil
@pingachoo
@shipa123

Top Tweeters in G6:
@cybersec_feeds
@thehill
@all435reps
@guardian
@rhonda_harbison
@1ajbarrett
@carollarue
@pppatticake
@skynews
@mightymouth5413

Top Tweeters in G7:
@remindme_ofthis
@lizditz
@daily_express
@lehimesa
@cnbsnana
@jot_au
@redboybroken
@bernieupstateny
@sampson_elaine
@inforenique

Top Tweeters in G8:
@sddphoto
@southwestair
@backstorymom1
@jamestoupin
@amyayers16
@brontyman
@reuters
@samhainnight
@enrico056
@marizsmn

Top Tweeters in G9:
@schestowitz
@curiouskd2000
@ssharma68
@yportbill
@investwatchblog
@bobbymckinley33
@ncsventures
@gregorydevans
@_terribilis
@slimpickens2916

Top Tweeters in G10:
@yarosisnancy
@rhiles2760
@marthalynneowe1
@teram323tere
@sallyagale
@smilan317
@mikereesem
@abramson1234
@stevijopayne
@numbers28


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