disinformation, Twitter, 7/31/2020 4:57:49 PM, 231506


FAQ | Problem?

disinformation_2020-07-31_08-23-52.xlsx
disinformation_2020-07-31_08-23-52.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 31, 2020
Short Description:
disinformation via NodeXL https://bit.ly/3jVJGOV
@realdonaldtrump
@jsolomonreports
@donie
@selectedwisdom
@clearing_fog
@karluskap
@blazerlegacy
@codastory
@mitchellvii
@botsentinel

Top hashtags:
#disinformation
#themoreyouknow
#fauci
#covid19
#hydroxychloroquine

Description:
Description
The graph represents a network of 19,437 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 Friday, 31 July 2020 at 16:17 UTC.

The tweets in the network were tweeted over the 19-hour, 58-minute period from Thursday, 30 July 2020 at 19:24 UTC to Friday, 31 July 2020 at 15:23 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 : 19437
Unique Edges : 25066
Edges With Duplicates : 2696
Total Edges : 27762
Number of Edge Types : 5
Retweet : 14531
MentionsInRetweet : 4812
Mentions : 3779
Tweet : 1594
Replies to : 3046
Self-Loops : 1700
Reciprocated Vertex Pair Ratio : 0.00498641910244456
Reciprocated Edge Ratio : 0.00992335619201291
Connected Components : 1671
Single-Vertex Connected Components : 674
Maximum Vertices in a Connected Component : 15040
Maximum Edges in a Connected Component : 22903
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.205015
Graph Density : 6.56206309273046E-05
Modularity : 0.845145
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 19,437 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 Friday, 31 July 2020 at 16:17 UTC.

The tweets in the network were tweeted over the 19-hour, 58-minute period from Thursday, 30 July 2020 at 19:24 UTC to Friday, 31 July 2020 at 15:23 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:
[5515] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[712] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[433] https://www.politico.com/news/2020/07/30/devin-nunes-joe-biden-ukraine-388843
[335] https://www.codastory.com/disinformation/grayzone-xinjiang-denialism/
[182] https://www.fpri.org/fie/disinformation-disasters-election-2020/
[159] https://billmoyers.com/story/bill-moyers-and-heather-cox-richards-on-her-daily-letters/
[158] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html
[143] https://twitter.com/jmacliberty/status/1288844261471981570
[73] https://www.youtube.com/watch?v=_kr3GfiHSz8&feature=youtu.be

[73] https://accountabletech.org/media/polling/

Top URLs in Tweet in G1:
[2709] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[12] https://www.newsweek.com/key-defeating-covid-19-already-exists-we-need-start-using-it-opinion-1519535
[4] https://americasfrontlinedoctorsummit.com/
[3] https://justthenews.com/government/congress/sens-johnson-and-grassley-blast-democratic-lawmakers-tuesday-letter
[3] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign?amp&__twitter_impression=true
[2] https://www.theepochtimes.com/australian-think-tank-report-reveals-details-about-chinas-twitter-disinformation-campaign-targeting-hong-kong-protests_3070359.html
[1] https://twitter.com/MendiCurtis/status/1288915871054925826
[1] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign?amp

Top URLs in Tweet in G2:
[44] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[13] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[13] https://www.splcenter.org/hatewatch/2020/07/23/jack-posobiec-interviewed-pro-hitler-disinformation-poster-one-america-news-network
[12] https://twitter.com/kildaymorgan/status/1288692650321870849
[8] https://twitter.com/jimsciutto/status/1288463609388044288
[8] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign?amp&__twitter_impression=true
[7] https://www.breitbart.com/health/2020/07/27/watch-live-frontline-physicians-aim-to-dispel-massive-covid-19-disinformation-campaign/
[7] https://www.huffpost.com/entry/how-quack-doctors-and-powerful-gop-operatives-spread-misinformation-to-millions_n_5f208048c5b66859f1f33148
[4] https://www.reuters.com/article/us-health-coronavirus-disinformation-idUSKBN21518F
[4] https://twitter.com/Garyatty/status/1287050449070231554

Top URLs in Tweet in G3:
[169] https://www.fpri.org/fie/disinformation-disasters-election-2020/
[43] https://twitter.com/JohnJHarwood/status/1288878470957760512
[20] https://www.cisa.gov/sites/default/files/publications/19_1115_cisa_nrmc-Disinformation-Stops-With-You_0.pdf
[16] https://www.wired.com/story/hackers-broke-into-real-news-sites-to-plant-fake-stories-anti-nato/
[16] https://www.pressclubinstitute.org/2020/07/30/former-cia-analyst-shares-fake-news-tips-for-journalists/
[12] https://www.janes.com/defence-and-security-advisory/bespoke-osint-services/detecting-disinformation-with-john-gray
[7] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[5] https://www.schneier.com/blog/archives/2020/07/fake_stories_in.html?utm_content=buffere82d4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.politico.com/news/2020/07/30/devin-nunes-joe-biden-ukraine-388843
[3] https://twitter.com/theangiestanton/status/1288856754940452864

Top URLs in Tweet in G4:
[79] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[16] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[16] https://threatpost.com/black-hat-usa-2020-preview-election-security-covid-disinformation-and-more/157875/
[10] https://www.codastory.com/disinformation/grayzone-xinjiang-denialism/
[10] https://threatpost.com/black-hat-usa-2020-preview-election-security-covid-disinformation-and-more/157875/?utm_source=dlvr.it&utm_medium=twitter
[7] https://www.bbc.co.uk/news/world-53594955
[6] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign?amp&__twitter_impression=true
[6] https://www.cnn.com/videos/business/2020/07/23/russian-disinformation-misinformation-social-media-orig.cnn-business
[5] https://www.techdirt.com/articles/20200724/17105244975/disinformation-campaigns-are-murky-blends-truth-lies-sincere-beliefs-lessons-pandemic.shtml
[5] https://americasfrontlinedoctorsummit.com/

Top URLs in Tweet in G5:
[598] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[34] https://apnews.com/3acb089e6a333e051dbc4a465cb68ee1
[24] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html?smid=tw-share
[14] https://www.cnn.com/2019/03/11/tech/tv-guide-russian-disinformation/index.html
[7] https://us.macmillan.com/books/9780374287269
[4] https://amp.cnn.com/cnn/2020/07/30/tech/2020-election-russia-disinformation/index.html?__twitter_impression=true
[2] https://www.cnn.com/2020/07/29/politics/house-intel-access-foreign-disinformation/index.html
[1] https://www.codastory.com/disinformation/soft-power/russia-coronavirus-aid-italy/
[1] https://www.brookings.edu/blog/techtank/2020/07/15/we-need-tougher-action-against-disinformation-and-propaganda/
[1] https://www.techdirt.com/tdrt.io/h_G

Top URLs in Tweet in G6:
[17] https://www.cnn.com/2020/07/29/politics/us-troops-germany-criticism/index.html
[9] https://twitter.com/cbouzy/status/1288823483359780865?s=19
[9] https://chrome.google.com/webstore/detail/bot-sentinel/eadmnplpcakhnmjbaioeholpakbknhgc?hl=en-US
[9] https://addons.mozilla.org/en-US/firefox/addon/bot-sentinel/
[8] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[5] https://twitter.com/GreysonFowlkes
[5] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html
[3] https://twitter.com/Ruelaszld80/
[3] https://www.politico.com/news/2020/07/30/devin-nunes-joe-biden-ukraine-388843
[3] https://abc6onyourside.com/news/nation-world/us-officials-say-russian-intelligence-spreading-virus-disinformation

Top URLs in Tweet in G7:
[611] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[2] https://twitter.com/HawleysJadefav/status/1288902754086395905
[2] https://www.youtube.com/watch?v=Jf6_pgeu3fU&feature=youtu.be
[1] https://twitter.com/valentineshow/status/1286422468266270721
[1] https://twitter.com/mitchellvii/status/1288900736621973506
[1] https://twitter.com/mitchellvii/status/1288900735573340161
[1] https://twitter.com/hawleysjadefav/status/1288903137366102018
[1] https://twitter.com/hawleysjadefav/status/1288903833129750536
[1] https://twitter.com/babs_zone/status/1288901438949609472
[1] https://twitter.com/hawleysjadefav/status/1288903751579951107

Top URLs in Tweet in G8:
[531] https://justthenews.com/politics-policy/coronavirus/yale-epidemiologist-accuses-fauci-running-disinformation-campaign
[1] https://twitter.com/MZHemingway/status/1288904000528670722

Top URLs in Tweet in G9:
[63] https://twitter.com/YaleSPH/status/1288559348755595264
[49] https://trib.al/pczvRFh
[23] https://www.nytimes.com/aponline/2020/07/29/business/ap-us-russian-disinformation.html
[18] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[17] https://www.wired.com/story/hackers-broke-into-real-news-sites-to-plant-fake-stories-anti-nato/
[15] https://www.poynter.org/fact-checking/2020/this-is-how-you-can-take-oxygen-away-from-those-false-videos-about-covid-19/
[11] https://apnews.com/3acb089e6a333e051dbc4a465cb68ee1
[10] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html
[9] https://twitter.com/ministerblok/status/1288845716635484160
[7] https://twitter.com/MattNavarra/status/1289131816973152256

Top URLs in Tweet in G10:
[104] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html
[20] https://twitter.com/MollyMcKew/status/1250531738897592320
[10] https://twitter.com/soychicka/status/1288897669709156355
[7] https://www.nytimes.com/2020/07/28/us/politics/russia-disinformation-coronavirus.html?smid=tw-share
[5] https://www.cnn.com/2020/07/30/tech/2020-election-russia-disinformation/index.html
[5] https://www.politico.com/news/2020/07/30/devin-nunes-joe-biden-ukraine-388843
[4] https://standuprepublic.com/what-lessons-havent-we-learned-since-2016/
[4] https://www.fpri.org/fie/disinformation-disasters-election-2020/
[3] https://www.youtube.com/watch?v=_kr3GfiHSz8&feature=youtu.be

[3] https://www.politico.com/news/2020/07/23/democrats-letters-to-trump-allies-are-foreign-plot-to-damage-biden-380217

Top Domains
Top Domains in Tweet in Entire Graph:
[5632] justthenews.com
[1341] twitter.com
[827] cnn.com
[445] politico.com
[362] codastory.com
[293] nytimes.com
[182] fpri.org
[159] billmoyers.com
[153] youtube.com
[129] trib.al

Top Domains in Tweet in G1:
[2716] justthenews.com
[12] newsweek.com
[4] americasfrontlinedoctorsummit.com
[2] theepochtimes.com
[1] twitter.com

Top Domains in Tweet in G2:
[79] twitter.com
[54] justthenews.com
[17] cnn.com
[13] splcenter.org
[8] reuters.com
[7] breitbart.com
[7] huffpost.com
[4] cbsnews.com
[3] nytimes.com
[3] thehill.com

Top Domains in Tweet in G3:
[169] fpri.org
[57] twitter.com
[20] cisa.gov
[19] wired.com
[16] pressclubinstitute.org
[12] janes.com
[8] cnn.com
[5] schneier.com
[4] politico.com
[3] outlook.com

Top Domains in Tweet in G4:
[157] twitter.com
[92] justthenews.com
[35] cnn.com
[27] threatpost.com
[13] co.uk
[10] codastory.com
[9] nytimes.com
[8] politico.eu
[7] youtube.com
[6] washingtonpost.com

Top Domains in Tweet in G5:
[619] cnn.com
[34] apnews.com
[24] nytimes.com
[7] macmillan.com
[1] codastory.com
[1] brookings.edu
[1] techdirt.com
[1] politico.com
[1] twitter.com

Top Domains in Tweet in G6:
[33] twitter.com
[25] cnn.com
[9] google.com
[9] mozilla.org
[5] nytimes.com
[3] politico.com
[3] abc6onyourside.com
[2] trib.al
[2] thehill.com
[1] codastory.com

Top Domains in Tweet in G7:
[612] justthenews.com
[17] twitter.com
[2] youtube.com

Top Domains in Tweet in G8:
[531] justthenews.com
[1] twitter.com

Top Domains in Tweet in G9:
[114] twitter.com
[51] trib.al
[34] nytimes.com
[18] cnn.com
[17] wired.com
[15] poynter.org
[11] apnews.com
[6] medium.com
[5] digitalsherlocks.org
[5] fastcompany.com

Top Domains in Tweet in G10:
[117] nytimes.com
[45] twitter.com
[10] politico.com
[6] cnn.com
[5] standuprepublic.com
[4] fpri.org
[4] youtube.com
[3] justthenews.com
[3] apnews.com
[2] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[526] disinformation
[450] themoreyouknow
[422] fauci
[403] covid19
[392] hydroxychloroquine
[379] msm
[376] twgrp
[181] fie2020
[175] stophateforprofit
[97] onev1



Top Hashtags in Tweet in G1:
[5] bigtech
[5] fda
[1] kag2020

Top Hashtags in Tweet in G2:
[63] covid19
[20] disinformation
[19] firefauci
[8] jackposobiec
[7] trumpisunfit
[7] trumpvirus
[6] coronavirus
[5] tcot
[4] shameonyou
[4] maga

Top Hashtags in Tweet in G3:
[168] fie2020
[22] disinformation
[9] osint
[7] hacking
[7] cybersecurity
[5] fake
[5] infosec
[4] usvsdisinfo
[3] ya
[3] youngadult

Top Hashtags in Tweet in G4:
[26] disinformation
[10] covid19
[8] coronavirus
[8] cybersecurity
[5] fakenews
[4] misinformation
[4] foxnews
[3] trump
[3] pandemic
[3] hydroxychloroquine

Top Hashtags in Tweet in G5:
[6] 2020election
[3] sigh
[1] bardcollege
[1] russia
[1] disinformation
[1] gaslighting
[1] uspolitics
[1] corruption
[1] trumppresser
[1] 2020elections

Top Hashtags in Tweet in G6:
[4] reportblocktrolls
[2] reportblocklyingdisinfotrolls
[1] deletefacebook
[1] conservatives

Top Hashtags in Tweet in G7:
[343] fauci
[342] msm
[342] hydroxychloroquine
[342] twgrp

Top Hashtags in Tweet in G8:
[438] themoreyouknow
[11] fauci
[8] msm
[8] hydroxychloroquine
[8] twgrp
[1] deception
[1] drfraudchi

Top Hashtags in Tweet in G9:
[115] disinformation
[105] covid19
[25] coronavirus
[12] election2020
[10] influenceops
[8] propaganda
[7] infodemic
[7] nato
[7] factcheck
[5] russia

Top Hashtags in Tweet in G10:
[8] disinformation
[5] coronavirus
[5] gopcorruption
[5] mole
[4] misinformation
[4] fie2020
[4] disinfo
[4] covid19
[3] onev1
[3] propaganda

Top Words
Top Words in Tweet in Entire Graph:
[12170] disinformation
[5984] against
[5771] news
[5456] yale
[5447] dr
[5384] epidemiologist
[5310] running
[5064] fauci
[5060] campaign
[4697] hydroxychloroquine

Top Words in Tweet in G1:
[2708] yale
[2708] epidemiologist
[2704] dr
[2698] fauci
[2696] news
[2694] running
[2694] against
[2694] hydroxychloroquine
[2684] campaign
[2669] misinformation

Top Words in Tweet in G2:
[754] disinformation
[357] realdonaldtrump
[100] trump
[92] twitter
[87] spreading
[84] election
[78] spread
[75] media
[73] campaign
[73] people

Top Words in Tweet in G3:
[794] election
[784] distract
[757] disinformation
[435] information
[412] bad
[404] calling
[395] really
[392] delay
[391] economy
[305] headed

Top Words in Tweet in G4:
[552] disinformation
[98] election
[85] covid
[76] news
[75] trump
[67] campaign
[66] against
[66] 2020
[57] more
[51] hydroxychloroquine

Top Words in Tweet in G5:
[695] disinformation
[621] election
[580] kgb
[576] 2020
[575] easier
[575] social
[575] media
[575] former
[574] years
[574] tactics

Top Words in Tweet in G6:
[1153] election
[1088] tweet
[802] disinformation
[581] interference
[474] news
[474] extension
[471] trump's
[467] botsentinel
[466] attempted
[465] breaking

Top Words in Tweet in G7:
[592] against
[577] epidemiologist
[574] yale
[445] dr
[432] running
[430] news
[386] 'misinformation
[386] campaign'
[343] #fauci
[342] ask

Top Words in Tweet in G8:
[529] yale
[529] epidemiologist
[529] against
[525] dr
[522] running
[518] fauci
[514] hydroxychloroquine
[486] news
[483] 'misinformation
[483] campaign'

Top Words in Tweet in G9:
[457] disinformation
[123] democratic
[115] #disinformation
[107] media
[105] #covid19
[102] election
[92] spread
[91] news
[87] information
[81] elections

Top Words in Tweet in G10:
[577] disinformation
[208] russian
[196] stories
[184] amplifying
[163] coronavirus
[163] kyledcheney
[160] nunes
[132] ukrainian
[131] biden
[121] gop

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5378] yale,epidemiologist
[4953] epidemiologist,dr
[4606] dr,fauci
[4593] against,hydroxychloroquine
[4538] fauci,running
[4339] hydroxychloroquine,news
[3315] campaign,against
[3292] misinformation,campaign
[2902] running,misinformation
[2051] running,'misinformation

Top Word Pairs in Tweet in G1:
[2708] yale,epidemiologist
[2693] epidemiologist,dr
[2693] dr,fauci
[2693] fauci,running
[2693] against,hydroxychloroquine
[2691] hydroxychloroquine,news
[2669] running,misinformation
[2669] misinformation,campaign
[2669] campaign,against
[24] running,'misinformation

Top Word Pairs in Tweet in G2:
[55] spreading,disinformation
[52] disinformation,campaign
[47] spread,disinformation
[44] covid,19
[41] #covid19,disinformation
[39] dr,fauci
[38] lies,disinformation
[38] realdonaldtrump,dropped
[38] dropped,pants
[38] pants,defecated

Top Word Pairs in Tweet in G3:
[412] bad,information
[397] election,disinformation
[391] distract,economy
[391] economy,calling
[391] calling,delay
[391] delay,election
[391] disinformation,distract
[391] distract,really
[391] really,bad
[305] headed,election

Top Word Pairs in Tweet in G4:
[44] disinformation,campaign
[43] against,hydroxychloroquine
[43] dr,fauci
[42] yale,epidemiologist
[40] epidemiologist,dr
[40] fauci,running
[39] running,'misinformation
[39] 'misinformation,campaign'
[39] campaign',against
[39] covid,disinformation

Top Word Pairs in Tweet in G5:
[575] social,media
[575] former,kgb
[574] disinformation,tactics
[573] kgb,spy
[573] spy,spent
[573] spent,years
[573] years,undercover
[573] undercover,talks
[573] talks,russia's
[573] russia's,disinformation

Top Word Pairs in Tweet in G6:
[484] election,interference
[466] disinformation,attempted
[466] attempted,election
[465] breaking,news
[465] tweet,disinformation
[312] election,day
[307] news,donald
[307] donald,trump
[307] trump,pinned
[307] pinned,tweet

Top Word Pairs in Tweet in G7:
[574] yale,epidemiologist
[432] epidemiologist,dr
[386] running,'misinformation
[386] 'misinformation,campaign'
[386] campaign',against
[343] dr,#fauci
[343] #fauci,running
[342] ask,yourself
[342] yourself,one
[342] one,md

Top Word Pairs in Tweet in G8:
[529] yale,epidemiologist
[522] epidemiologist,dr
[514] against,hydroxychloroquine
[511] dr,fauci
[511] fauci,running
[483] running,'misinformation
[483] 'misinformation,campaign'
[483] campaign',against
[478] hydroxychloroquine,news
[438] news,#themoreyouknow

Top Word Pairs in Tweet in G9:
[63] cowardly,take
[63] take,prof
[63] prof,risch's
[63] risch's,promotion
[63] promotion,dangerous
[63] dangerous,#covid19
[63] #covid19,disinformation
[63] disinformation,scientific
[63] scientific,disagreement
[63] disagreement,outright

Top Word Pairs in Tweet in G10:
[110] kyledcheney,biden
[110] biden,wise
[110] wise,ahead
[110] ahead,make
[110] make,ad
[110] ad,calling
[110] calling,nunes
[110] nunes,inform
[110] inform,country
[110] country,prepared

Top Replied-To
Top Replied-To in Entire Graph:
@kyledcheney
@realdonaldtrump
@ingrahamangle
@beschlossdc
@cioccolanti
@liz_cheney
@natashabertrand
@blazerlegacy
@atrupar
@donwinslow

Top Replied-To in G1:
@jsolomonreports
@bucksexton
@rising_serpent
@ftwtwit
@glennsangelina
@news4buffalo
@johnwhuber
@smccammon2
@frauke71371712
@govevers

Top Replied-To in G2:
@realdonaldtrump
@mattgaetz
@rudygiuliani
@whitehouse
@donaldjtrumpjr
@kellyannepolls
@lindseygrahamsc
@charliekirk11
@erictrump
@markknoller

Top Replied-To in G3:
@selectedwisdom
@pcbrynn
@lincolnsbible
@cnnpolitics
@realdonaldtrump
@democracyinn
@critleft
@wajahatali
@robertwrighter
@aaronjmate

Top Replied-To in G5:
@donie
@notcapnamerica
@jaketapper
@riotaredherring
@maryro426
@fbm2005

Top Replied-To in G6:
@mollyjongfast
@teamoazul2
@bresisting
@cnnpolitics
@lrpow79
@gregabbott_tx
@sethabramson
@tiffiney_c
@cristianafarias
@themisrules

Top Replied-To in G7:
@trinareyes

Top Replied-To in G8:
@onactoi1
@santasurfing
@mrbotus_520
@ethansdad17
@richardcontrat1
@puddinandbutton
@karluskap
@niro60487270

Top Replied-To in G9:
@liz_cheney
@realdonaldtrump
@rudygiuliani
@andymeiman
@josepborrellf
@ellierotti
@pandoraspocksa1
@dbistola
@hermitadvocate
@hherome

Top Replied-To in G10:
@kyledcheney
@natashabertrand
@peter_wehner
@mollymckew
@ericboehlert
@repdevinnunes
@jonflan
@medit8now
@jonathanvswan
@thebradfordfile

Top Mentioned
Top Mentioned in Entire Graph:
@botsentinel
@realdonaldtrump
@hc_richardson
@fpri
@abc
@codastory
@sangernyt
@julianbarnes
@cethompson5
@accountabletech

Top Mentioned in G1:
@realdonaldtrump
@thedemocrats
@spookdblog
@qanonrye
@gojackflynn
@thespeaker2018
@leslie_hileslie
@udohemmelgarn
@ruepelrestle
@cnnee

Top Mentioned in G2:
@realdonaldtrump
@joebiden
@twitter
@potus
@jack
@gop
@twittersupport
@oann
@vp
@whitehouse

Top Mentioned in G3:
@fpri
@selectedwisdom
@cindyotis_
@grayspective
@mentionm
@pressclubdc
@fireeye
@wired
@devinnunes
@a_greenberg

Top Mentioned in G4:
@falitroke

Top Mentioned in G5:
@johnweisman1
@ridt
@donie
@jaketapper
@codastory
@20committee
@emmalbriant
@kimzetter
@techdirt
@commiegirl1

Top Mentioned in G6:
@botsentinel
@gregabbott_tx
@sethabramson
@linahidalgotx
@janeylinn
@kenpaxtontx
@mostscoshi
@fdny101
@joncoopertweets
@realdonaldtrump

Top Mentioned in G7:
@pismo_b

Top Mentioned in G8:
@santasurfing
@realdonaldtrump
@sunnywray
@voice_logic2020
@healingwayspac
@jenny29lovnlife
@lightup4good
@qjmoss66
@smalltownvoice
@amari_elise

Top Mentioned in G9:
@yale
@ctardaguila
@twittersafety
@katestarbird
@josepborrellf
@graphika_nyc
@defenddemocracy
@uwcip
@dfrlab
@donie

Top Mentioned in G10:
@sangernyt
@julianbarnes
@kyledcheney
@fbi
@repdevinnunes
@charles_gaba
@dailymailuk
@dailymail
@mollymckew
@natashabertrand

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@barntiques859
@the_news_diva
@sectest9
@monicasloves
@joefreedomlove
@mattmurph24
@raybae689
@cagney1991

Top Tweeters in G1:
@raybae689
@patriot_girl_tx
@roylmurry425
@veram43395421
@pmgeezer
@scribbledpages1
@5b20be6386164f8
@usatopguns
@schwingcat
@mooseman1956

Top Tweeters in G2:
@bkindngood
@lizditz
@asmith702
@flugennock
@ouchinagirl
@armsivilli
@jefflee2020
@foxnews
@billyboysdaddy
@appsame

Top Tweeters in G3:
@cagney1991
@serendipitysays
@onahunttoday
@bistycsross
@npsusa
@melissajpeltier
@trumpwatchnews
@caffreyej
@lawgirl318
@cindycrum

Top Tweeters in G4:
@the_news_diva
@andyvermaut
@schestowitz
@therussophile
@sir_max
@it_securitynews
@thedextazlab
@swissbusiness
@evanderburg
@tobesafensound

Top Tweeters in G5:
@barntiques859
@_redfrog
@russelltim151
@akuma_river
@carolmaewy
@theresamax
@leehillerlondon
@cotey_mary
@jeannie_hartley
@jocowboys87

Top Tweeters in G6:
@kenkircher1
@denniskoch10
@pollsstar
@elknight20
@sar_oso
@penndragonart
@sylviaz1913
@nancypeggy
@baronianconsult
@mms5048

Top Tweeters in G7:
@myplace4u
@susaniverach
@tea_party_chris
@darhar981
@yoakumgirl923
@alley167
@heidiec5
@ymcglaun
@beank511
@hawleysjadefav

Top Tweeters in G8:
@rentonmagauk
@sofiegeorge
@saminhim
@bfrasier1951
@ronjellison
@artmanjanet
@ptsd1471
@jennifer_0780
@tennesseepeggy
@nltcny

Top Tweeters in G9:
@amyayers16
@llama_strudel
@sie_kensou77
@boris3324
@washingtonpost
@rt_com
@rwang0
@norsemndem
@thegrugq
@jwomack

Top Tweeters in G10:
@phillip92321
@britpoptarts
@lehimesa
@cheezwitham
@marthalynneowe1
@eddarrell
@79topper
@jot_au
@mstepczyk
@safimaasai