Vindman, Twitter, 11/16/2019 10:01:24 AM, 216558
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Vindman_2019-11-15_23-28-14.xlsx
Vindman_2019-11-15_23-28-14.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
November 16, 2019
Short Description:
Vindman via NodeXL http://bit.ly/33Uy1rh
@funder
@realdonaldtrump
@paulsperry_
@kaitlancollins
@natashabertrand
@acosta
@trinityresists
@richhiggins_dc
@repadamschiff
@dfbharvard

Top hashtags:
#vindman
#trump
#impeachmenthearings
#impeachment
#markmywords
#deepstate

Description:
Description
The graph represents a network of 16,731 Twitter users whose recent tweets contained "Vindman", 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, 16 November 2019 at 08:15 UTC.

The tweets in the network were tweeted over the 1-day, 8-hour, 30-minute period from Thursday, 14 November 2019 at 22:55 UTC to Saturday, 16 November 2019 at 07:26 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 : 16731
Unique Edges : 23216
Edges With Duplicates : 3258
Total Edges : 26474
Self-Loops : 968
Reciprocated Vertex Pair Ratio : 0.00696790540540541
Reciprocated Edge Ratio : 0.013839379324806
Connected Components : 636
Single-Vertex Connected Components : 325
Maximum Vertices in a Connected Component : 15492
Maximum Edges in a Connected Component : 25187
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.606477
Graph Density : 8.51882087800981E-05
Modularity : 0.750094
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 16,731 Twitter users whose recent tweets contained "Vindman", 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, 16 November 2019 at 08:15 UTC.

The tweets in the network were tweeted over the 1-day, 8-hour, 30-minute period from Thursday, 14 November 2019 at 22:55 UTC to Saturday, 16 November 2019 at 07:26 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 : Vindman
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
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[212] https://twitter.com/ddale8/status/1195448392987611136
[97] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/
[62] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/
[47] https://www.washingtonexaminer.com/news/analysis-democrats-have-a-col-vindman-problem
[37] https://twitter.com/Kevinliptakcnn/status/1195447326699077639
[32] https://www.redstate.com/darth641/2019/11/14/deep-state-exist-vindman-proof/
[24] https://www.redstate.com/darth641/2019/11/14/deep-state-exist-vindman-proof/?utm_source=Twitter&utm_medium=social&utm_term=deep-state-exist-vindman-proof&utm_content=2&utm_campaign=PostPromoterPro
[21] https://www.businessinsider.com/alexander-vindman-trump-threaten-smear-campaign-video-2019-11
[20] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/#.XcxP3ppT4mI.twitter
[19] https://theweek.com/speedreads/878996/trumps-new-ukraine-transcript-doesnt-match-original-readout-white-house-blames-lt-col-vindman

Top URLs in Tweet in G1:
[4] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/
[1] https://twitter.com/joshtpm/status/1193726420549357569?s=21
[1] https://www.cnn.com/2019/11/15/politics/white-house-vindman-read-out-trump-zelensky/index.html
[1] https://www.washingtonpost.com/politics/white-house-lawyer-moved-transcript-of-trump-call-to-classified-server-after-ukraine-adviser-raised-alarms/2019/10/30/ba0fbdb6-fb4e-11e9-8190-6be4deb56e01_story.html
[1] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/#.Xc9CP8rmb-Q.twitter
[1] https://theweek.com/speedreads/878996/trumps-new-ukraine-transcript-doesnt-match-original-readout-white-house-blames-lt-col-vindman
[1] https://www.dailykos.com/stories/2019/11/10/1898525/-Lt-Col-Alexander-Vindman-to-be-removed-from-National-Security-Council
[1] https://twitter.com/CharlesPPierce/status/1195119762071834625

Top URLs in Tweet in G2:
[11] https://twitter.com/climateaudit/status/1195553652062195712
[7] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/
[6] https://twitter.com/ddale8/status/1195448392987611136
[4] https://www.washingtonexaminer.com/news/analysis-democrats-have-a-col-vindman-problem
[4] https://www.newstarget.com/2019-10-01-adam-schiff-linked-to-ukrainian-arms-dealer.html?fbclid=IwAR0uw5Cbow0axSe0_mvkgaS5dAKC_oYKkEXdcIF92HbONo11R_xblNzZlFs
[3] https://trib.al/u3RkODE
[3] https://www.thegatewaypundit.com/2019/11/just-in-natsec-advisor-robert-obrien-says-schiff-star-witness-alexander-vindman-will-be-removed-from-national-security-council-video/
[3] https://americanmilitarynews.com/2019/09/video-of-a-bragging-biden-trading-1-billion-in-ukraine-aid-for-official-firing-resurfaces-amid-trump-flap/
[2] https://www.washingtonexaminer.com/news/still-there-vindman-not-removed-from-national-security-council-despite-alarm-over-vengeful-firing
[2] https://twitter.com/lawyer4laws/status/1195348894173007873

Top URLs in Tweet in G3:
[4] https://www.dcclothesline.com/2019/11/14/schiffs-star-witness-alexander-vindman-just-got-the-worst-news-of-his-life-after-flipping-on-trump/
[2] https://twitter.com/seanmdav/status/1193652486147579911
[2] https://www.washingtontimes.com/news/2019/nov/13/alexander-vindman-claims-obama-not-trump-gave-jave/
[1] https://pjmedia.com/trending/the-real-mystery-about-caramella-and-vindman/
[1] https://twitter.com/IngrahamAngle/status/1194980843808329729
[1] https://www.wsj.com/articles/witnesses-grade-trump-zelensky-call-transcript-11572696000
[1] https://twitter.com/andrewkimmel/status/1195347005066895361
[1] https://www.washingtonexaminer.com/policy/defense-national-security/a-bad-look-vindmans-testimony-while-in-uniform-divides-military-community
[1] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/
[1] https://www.cbsnews.com/news/transcript-robert-obrien-on-face-the-nation-november-10-2019/

Top URLs in Tweet in G4:
[176] https://twitter.com/ddale8/status/1195448392987611136
[33] https://twitter.com/Kevinliptakcnn/status/1195447326699077639
[6] https://twitter.com/JYSexton/status/1195363088435994625
[3] https://twitchy.com/gregp-3534/2019/11/15/white-house-blames-alexander-vindman-for-discrepancies-between-april-readout-of-zelensky-call-and-the-transcript/
[3] https://www.nytimes.com/2019/10/29/us/politics/alexander-vindman-trump-ukraine.html
[3] https://www.politico.com/news/2019/10/30/nunes-acolyte-misrepresented-himself-to-trump-as-ukraine-expert-061763
[3] https://twitter.com/TalKopan/status/1195398771749933056
[2] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/
[1] https://twitchy.com/
[1] https://twitter.com/AndrewDesiderio/status/1195341970467643392

Top URLs in Tweet in G5:
[10] https://twitter.com/ddale8/status/1195448392987611136
[5] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/#.Xc8lQwfG9CI.twitter
[4] https://www.cbsnews.com/news/impeachment-hearings-week-2-what-you-need-to-know-about-alexander-vindman-jennifer-williams-kurt-volker-tim-morrison/
[3] https://twitter.com/kaitlancollins/status/1195487583444307969
[2] https://twitter.com/Kevinliptakcnn/status/1195447326699077639
[2] https://www.youtube.com/watch?v=gh925GBSx-E

[1] https://twitter.com/AndrewDesiderio/status/1195341970467643392
[1] https://twitter.com/GOPLeader/status/1194666703747190787
[1] https://www.thedailybeast.com/vindman-burns-trump-booster-john-solomon-in-testimony-all-the-key-elements-of-his-reporting-were-false
[1] https://www.washingtonpost.com/politics/trump-attacks-ambassador-even-as-she-describes-feeling-threatened-by-him/2019/11/15/c14eefaa-07bc-11ea-8ac0-0810ed197c7e_story.html

Top URLs in Tweet in G6:
[62] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/
[28] https://www.washingtonexaminer.com/news/analysis-democrats-have-a-col-vindman-problem
[12] https://www.dailywire.com/news/media-report-trump-fired-alexander-vindman-after-testimony-forced-to-make-yet-another-major-correction
[8] https://twitter.com/seanmdav/status/1195430886193401859?s=21
[7] https://ir.shareaholic.com/e?a=1&u=https://www.washingtontimes.com/news/2019/nov/13/alexander-vindman-claims-obama-not-trump-gave-jave/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[6] https://www.washingtonexaminer.com/policy/defense-national-security/a-bad-look-vindmans-testimony-while-in-uniform-divides-military-community
[5] https://therightscoop.com/breaking-lt-col-vindman-who-testified-for-dems-is-out-of-the-nsc-libs-cry-retaliation/
[5] https://www.nytimes.com/2019/10/29/us/politics/alexander-vindman-trump-ukraine.html
[3] https://twitter.com/seanmdav/status/1195430886193401859
[3] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/#.XcrAeG6RmRs.twitter

Top URLs in Tweet in G7:
[7] https://www.redstate.com/darth641/2019/11/14/deep-state-exist-vindman-proof/
[6] http://dianawest.net/Home/tabid/36/EntryId/3947/Questions-for-Lt-Col-Vindman.aspx
[6] https://twitter.com/dianamee/status/1195474763680043011
[4] https://pjmedia.com/trending/the-real-mystery-about-caramella-and-vindman/
[2] https://twitter.com/truthteller1349/status/1194818889349312517
[2] https://twitter.com/bellagaia1/status/1194980532314095616
[2] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/
[2] https://threadreaderapp.com/thread/1195368406582734849.html
[1] https://usa.one/2019/10/vindman-proizvel-vpechatlenie-amerikanskogo-patriota-i-podlinnogo-professionala-zhurnalist-usa-one-o-lichnom-obshhenii-so-svidetelem-po-delu-ob-impichmente-donalda-trampa/
[1] https://twitter.com/tailpipe72/status/1195001230747037696

Top URLs in Tweet in G8:
[16] https://thefederalist.com/2019/11/12/alex-vindman-is-living-breathing-proof-that-the-deep-state-exists-and-it-is-corrupt/
[14] https://www.redstate.com/darth641/2019/11/14/deep-state-exist-vindman-proof/
[4] https://dcwhispers.com/report-adam-schiff-has-a-colonel-vindman-problem/
[2] https://therightscoop.com/breaking-lt-col-vindman-who-testified-for-dems-is-out-of-the-nsc-libs-cry-retaliation/
[1] https://www.washingtonexaminer.com/policy/defense-national-security/a-bad-look-vindmans-testimony-while-in-uniform-divides-military-community
[1] https://m.washingtontimes.com/news/2019/nov/13/alexander-vindman-claims-obama-not-trump-gave-jave/
[1] https://thefederalist.com/2019/10/29/schiff-directing-witnesses-not-to-answer-gop-questions/#.Xbn9ZNcDMxU.twitter

Top URLs in Tweet in G9:
[18] https://www.businessinsider.com/alexander-vindman-trump-threaten-smear-campaign-video-2019-11
[14] https://www.cnn.com/2019/11/15/politics/white-house-vindman-read-out-trump-zelensky/index.html?utm_source=dlvr.it&utm_medium=twitter
[11] https://www.rawstory.com/2019/11/administration-blaming-lt-col-vindman-for-white-house-lying-to-america-about-the-first-ukraine-call/
[8] https://pjmedia.com/trending/the-real-mystery-about-caramella-and-vindman/
[7] https://www.cnn.com/2019/11/15/politics/white-house-vindman-read-out-trump-zelensky/index.html
[6] https://www.dailykos.com/stories/2019/11/10/1898525/-Lt-Col-Alexander-Vindman-to-be-removed-from-National-Security-Council
[5] https://www.theatlantic.com/ideas/archive/2019/10/appalling-attack-alexander-vindman/601000/?utm_campaign=the-atlantic&utm_medium=social&utm_source=facebook
[5] https://theweek.com/speedreads/878996/trumps-new-ukraine-transcript-doesnt-match-original-readout-white-house-blames-lt-col-vindman
[4] https://www.washingtonexaminer.com/news/analysis-democrats-have-a-col-vindman-problem
[4] https://www.judicialwatch.org/videos/tom-fitton-lt-col-vindman-should-be-nowhere-near-any-policy-making-in-the-u-s-government/

Top URLs in Tweet in G10:
[2] https://www.washingtonpost.com/national-security/2019/11/14/white-house-pentagon-prepare-trump-issue-pardons-war-crimes-cases-officials-say/
[2] https://twitter.com/ddale8/status/1195448392987611136

Top Domains
Top Domains in Tweet in Entire Graph:
[515] twitter.com
[164] thefederalist.com
[84] rawstory.com
[70] washingtonexaminer.com
[66] redstate.com
[41] youtube.com
[41] nytimes.com
[36] cnn.com
[29] thegatewaypundit.com
[28] businessinsider.com

Top Domains in Tweet in G1:
[5] rawstory.com
[2] twitter.com
[1] cnn.com
[1] washingtonpost.com
[1] theweek.com
[1] dailykos.com

Top Domains in Tweet in G2:
[42] twitter.com
[8] rawstory.com
[6] washingtonexaminer.com
[5] thegatewaypundit.com
[5] trib.al
[4] thefederalist.com
[4] newstarget.com
[3] dailykos.com
[3] youtube.com
[3] americanmilitarynews.com

Top Domains in Tweet in G3:
[7] twitter.com
[4] dcclothesline.com
[2] washingtonexaminer.com
[2] washingtontimes.com
[1] pjmedia.com
[1] wsj.com
[1] thefederalist.com
[1] cbsnews.com
[1] frontpagemag.com
[1] thegatewaypundit.com

Top Domains in Tweet in G4:
[229] twitter.com
[4] twitchy.com
[4] rawstory.com
[3] nytimes.com
[3] politico.com
[1] washingtonpost.com
[1] substack.com
[1] militarytimes.com
[1] justsecurity.org
[1] cbsnews.com

Top Domains in Tweet in G5:
[24] twitter.com
[5] rawstory.com
[4] cbsnews.com
[2] washingtonpost.com
[2] youtube.com
[1] thedailybeast.com
[1] dailykos.com
[1] ampproject.org

Top Domains in Tweet in G6:
[66] thefederalist.com
[44] twitter.com
[39] washingtonexaminer.com
[15] nytimes.com
[12] dailywire.com
[7] shareaholic.com
[5] therightscoop.com
[4] washingtonpost.com
[4] pjmedia.com
[3] amgreatness.com

Top Domains in Tweet in G7:
[14] twitter.com
[7] redstate.com
[6] dianawest.net
[4] pjmedia.com
[2] thefederalist.com
[2] threadreaderapp.com
[1] usa.one
[1] eurasiatx.com
[1] washingtonpost.com
[1] npr.org

Top Domains in Tweet in G8:
[17] thefederalist.com
[14] redstate.com
[4] dcwhispers.com
[2] therightscoop.com
[1] washingtonexaminer.com
[1] washingtontimes.com

Top Domains in Tweet in G9:
[71] twitter.com
[24] cnn.com
[21] businessinsider.com
[18] rawstory.com
[11] youtube.com
[9] dailykos.com
[8] pjmedia.com
[8] thefederalist.com
[8] washingtonexaminer.com
[7] westernjournal.com

Top Domains in Tweet in G10:
[2] washingtonpost.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[123] vindman
[62] trump
[60] impeachmenthearings
[56] impeachment
[51] markmywords
[47] deepstate
[36] rules
[29] alexandervindman
[29] news
[19] maga



Top Hashtags in Tweet in G1:
[1] veteransday
[1] impeachthiscorruptmftrump

Top Hashtags in Tweet in G2:
[45] vindman
[36] markmywords
[26] news
[19] facebook
[17] crookedhillary
[16] exposecnn
[14] trump2020
[13] trump
[12] deepstate
[8] yovanovitch

Top Hashtags in Tweet in G3:
[9] markmywords
[3] news
[2] impeachmenthearing
[2] unimpeachablephonecall
[2] seanpatrickmaloney
[1] redherring
[1] impeachment
[1] war
[1] fight
[1] qanon

Top Hashtags in Tweet in G4:
[5] impeachment
[3] vindman
[2] trump
[2] impeachmenthearings
[2] ibelievevindman
[1] markmywords
[1] vindmanisapatriot
[1] yovanovitchisapatriot
[1] fakenews
[1] gidley

Top Hashtags in Tweet in G5:
[2] impeachmenthearings
[2] chadthechud

Top Hashtags in Tweet in G6:
[18] vindman
[7] maga
[7] americafirst
[4] alexandervindman
[4] ukraine
[3] markmywords
[3] trump
[3] yates
[3] impeachmenthearing
[2] dobbs

Top Hashtags in Tweet in G7:
[24] deepstate
[17] alexandervindman
[4] newsandpolitics
[1] markmywords
[1] ciaramella
[1] vindman

Top Hashtags in Tweet in G8:
[4] dcwhispers
[1] markmywords

Top Hashtags in Tweet in G9:
[16] vindman
[6] impeachmenthearings
[4] trump
[3] impeachmenthearing
[3] impeachtrump
[3] yovanovich
[3] impeachinghearings
[2] smartnews
[2] trumpimpeachment
[2] neosoviet

Top Hashtags in Tweet in G10:
[28] impeachment
[1] impeachmenthearing
[1] threeladiesandanimmigrant
[1] rt

Top Words
Top Words in Tweet in Entire Graph:
[21069] Words in Sentiment List#1: Positive
[24808] Words in Sentiment List#2: Negative
[105] Words in Sentiment List#3: Angry/Violent
[622943] Non-categorized Words
[668823] Total Words
[18037] vindman
[10326] week
[8200] trump
[6994] s
[6572] next

Top Words in Tweet in G1:
[6304] week
[3411] trump
[3369] vindman
[3287] sondland
[3227] volker
[3227] cooper
[3215] hill
[3191] s
[3172] hale
[3160] next

Top Words in Tweet in G2:
[2535] vindman
[1311] realdonaldtrump
[1213] trump
[1150] sondland
[1117] hill
[999] ukraine
[914] testified
[874] s
[669] story
[663] gordon

Top Words in Tweet in G3:
[4251] whistleblower
[2584] arent
[2584] hidden
[1834] vindman
[1672] next
[1663] week
[1662] c
[1661] witnesses
[1661] b
[1303] thing

Top Words in Tweet in G4:
[2111] vindman
[1914] house
[1910] white
[1747] wh
[1472] call
[1239] nsc
[1231] between
[1212] transcript
[1203] readout
[1187] s

Top Words in Tweet in G5:
[1771] call
[1535] ukraine
[1487] vindman
[905] july
[897] trump
[782] testified
[781] between
[770] zelensky
[741] efforts
[734] more

Top Words in Tweet in G6:
[1121] vindman
[328] call
[280] trump
[230] col
[200] s
[151] transcript
[151] t
[139] lt
[133] ukraine
[129] testimony

Top Words in Tweet in G7:
[1020] leonid
[851] vindman
[639] army
[627] named
[518] ltc
[510] moscow
[427] starkova
[416] russia
[416] maria
[415] 4

Top Words in Tweet in G8:
[529] schiff
[333] vindman
[296] whistleblower
[263] adam
[263] testify
[261] democrats
[258] under
[257] due
[257] process
[257] house

Top Words in Tweet in G9:
[280] vindman
[102] call
[98] trump
[89] col
[87] house
[83] lt
[82] white
[68] ukraine
[67] alexander
[64] transcript

Top Words in Tweet in G10:
[466] veterans
[330] vindman
[301] trump
[271] taylor
[234] public
[234] servants
[233] attacks
[233] gold
[233] star
[233] families

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6371] next,week
[4250] fiona,hill
[3753] williams,vindman
[3742] hale,thurs
[3669] vindman,volker
[3659] volker,morrison
[3659] cooper,hale
[3658] sondland,cooper
[3653] week,trump
[3653] thurs,fiona

Top Word Pairs in Tweet in G1:
[3157] fiona,hill
[3156] next,week
[3147] week,s
[3145] thought,bad
[3145] bad,week
[3145] week,trump
[3145] trump,check
[3145] check,out
[3145] out,next
[3145] s,schedule

Top Word Pairs in Tweet in G2:
[861] sondland,testified
[537] bolton,vindman
[535] mulvaney,hill
[535] hill,bolton
[535] investigate,democrats
[534] military,aid
[533] ukraine,investigate
[533] foreign,interference
[533] interference,elections
[532] asked,ukraine

Top Word Pairs in Tweet in G3:
[1663] next,week
[1661] b,c
[1293] vindman,testifies
[1292] arent,witnesses
[1292] witnesses,danger
[1292] danger,whistleblower
[1292] whistleblower,saying
[1292] saying,same
[1292] same,thing
[1292] thing,public

Top Word Pairs in Tweet in G4:
[1910] white,house
[1018] ukraine,expert
[1005] nsc,s
[925] alex,vindman
[913] expert,alex
[864] discrepancy,between
[863] readout,transcript
[862] between,readout
[780] press,release
[776] s,top

Top Word Pairs in Tweet in G5:
[766] vindman,testified
[731] national,security
[728] between,april
[726] april,21st
[726] 21st,call
[726] call,july
[726] july,25th
[726] 25th,call
[726] call,trump
[726] trump,spoke

Top Word Pairs in Tweet in G6:
[156] col,vindman
[116] lt,col
[92] next,week
[78] same,rag
[76] alexander,vindman
[69] alex,vindman
[65] fiona,hill
[64] deep,state
[64] ltc,vindman
[63] col,alexander

Top Word Pairs in Tweet in G7:
[516] ltc,vindman
[404] maria,starkova
[319] 1,4
[319] 4,ltc
[319] vindman,two
[319] two,brothers
[319] brothers,yevgeny
[319] yevgeny,army
[319] army,lawyer
[319] lawyer,serves

Top Word Pairs in Tweet in G8:
[262] whistleblower,testify
[261] adam,schiff
[257] due,process
[257] process,house
[257] house,unrepresentatives
[257] unrepresentatives,adam
[257] schiff,cowardly
[257] cowardly,whistleblower
[257] testify,under
[257] under,oath

Top Word Pairs in Tweet in G9:
[81] white,house
[78] lt,col
[64] col,vindman
[59] alexander,vindman
[36] house,blames
[31] ukraine,call
[24] col,alexander
[24] purple,heart
[23] next,week
[21] blames,nsc

Top Word Pairs in Tweet in G10:
[234] public,servants
[233] trump,attacks
[233] attacks,gold
[233] gold,star
[233] star,families
[233] families,insults
[233] insults,widow
[233] widow,fallen
[233] fallen,soldier
[233] soldier,denigrates

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@trinityresists
@lindseygrahamsc
@jim_jordan
@ddale8
@kaitlancollins
@ccm1956
@deanobeidallah
@cspanradio
@ap

Top Replied-To in G1:
@funder
@rayd1475
@maureengaudet66
@treasonstickers

Top Replied-To in G2:
@realdonaldtrump
@trinityresists
@stevescalise
@congressmanhice
@almostjingo
@langdaleca
@repthomasmassie
@shem_infinite
@rwgriswold
@counsel4ubaby

Top Replied-To in G3:
@actbrigitte
@paulsperry_
@realdonaldtrump
@greta
@drwdct
@veteran4trump
@82_and_0
@kdlewis04
@moderated_mike
@byronyork

Top Replied-To in G4:
@ddale8
@kaitlancollins
@rachaelmbade
@acosta
@jbview
@maggienyt
@kevinliptakcnn
@dmrdynamics
@thehill
@realdonaldtrump

Top Replied-To in G5:
@natashabertrand
@andrewdesiderio
@weijia
@realdonaldtrump
@thomass4217
@pajjr2016
@gametheorytoday
@hawaiidelilah
@acosta
@amy_siskind

Top Replied-To in G6:
@jim_jordan
@ccm1956
@ap
@realdonaldtrump
@gopleader
@repmarkmeadows
@byronyork
@donaldjtrumpjr
@dbongino
@nytimes

Top Replied-To in G7:
@richhiggins_dc
@jimhansondc
@akvawe66
@gopkleptocrat
@stuinsd
@jengriffinfnc
@laylow88861429
@almostjingo
@hl_shancken
@visitor22

Top Replied-To in G8:
@pittsburghbuz
@cleanman0
@judicialwatch
@speakerpelosi

Top Replied-To in G10:
@tribelaw
@sruhle
@pumpjacktroll
@evielouise311
@bigrich88872816
@dvillella
@mmcl6789
@ianmack09017816
@hsmatch

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@acosta
@repadamschiff
@seanhannity
@nytimes
@potus
@elisestefanik
@danielsgoldman
@jim_jordan
@speakerpelosi

Top Mentioned in G1:
@joshtpm
@funder
@lee_in_iowa

Top Mentioned in G2:
@realdonaldtrump
@repadamschiff
@cspanwj
@speakerpelosi
@almostjingo
@whitehouse
@varneyco
@stewardshipamer
@eddierispone
@flashoverride99

Top Mentioned in G3:
@crawfishaka
@deptofdefense
@paulsperry_
@thedeepoffice
@carolegordon
@thehill

Top Mentioned in G4:
@acosta
@mikedebonis
@jdawsey1
@maggienyt
@melissajpeltier
@trying2help
@thehill
@realdonaldtrump
@mkraju
@ddale8

Top Mentioned in G5:
@itisimack
@zelenskyyua
@kris_sacrebleu
@gosspaine
@moosemilk1985
@sim427
@mortenbc58
@kaitlancollins
@jbwolfsthal
@cam031741

Top Mentioned in G6:
@realdonaldtrump
@nytimes
@elisestefanik
@potus
@jim_jordan
@byronyork
@jim_hickman13
@jamiegangel
@donaldjtrumpjr

Top Mentioned in G7:
@diana_west_
@jackposobiec
@richhiggins_dc
@hughhewitt
@phil_mckraken
@dectivesamspade
@gorillastyle
@miss_simone247
@zaharias19
@robert_sicario

Top Mentioned in G8:
@ohio_buckeye_us
@savannahsmith88
@patriotrebel9
@jordyntrump1
@dawn_demore1
@emilia_suze
@bibeydoll11
@lilibellmia
@_ournanny_

Top Mentioned in G10:
@repseanmaloney
@realsaavedra
@elenainspires
@richdish
@rachael_nc
@realdonaldtrump
@ianmack09017816
@redwingschic
@dvillella
@tribelaw

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@oldlady12345
@chris_1791
@jim_peoples_
@theagood
@cloudwanderer3
@solutioneer72
@cagney1991
@wrikent3500

Top Tweeters in G1:
@greeeneyedwhwom
@kenkircher1
@kstreet111
@brontyman
@tottenbill
@anthonybourque
@windmillcharger
@sophialamar1
@bmangh
@ecclesias

Top Tweeters in G2:
@theagood
@myplace4u
@patriot_girl_tx
@debrammason1
@paxnostrum
@debi129
@patriotmarie
@cindy_52s
@eykis
@stockguy61

Top Tweeters in G3:
@siminuteman1776
@noncontacthogg
@fasting39
@serafinos
@shoutgracegrace
@justmepammy
@cssueta
@rentonmagauk
@hwholcomb
@6549lmartin

Top Tweeters in G4:
@missb62
@cloudwanderer3
@wrikent3500
@bannerite
@debilu2
@ohiomail
@britpoptarts
@backstorymom1
@latikia
@rachel_mcrea

Top Tweeters in G5:
@oldlady12345
@solutioneer72
@phillip92321
@serendipitysays
@inspiteoftrump
@davidlance3
@homegypsy
@theresamax
@only4rm
@trixywh

Top Tweeters in G6:
@raybae689
@catawu
@israelnewslinks
@pmgeezer
@russelltim151
@akuma_river
@b1e56df9ce6549f
@huffpost
@mjgranger1
@drofdem

Top Tweeters in G7:
@souljahsingh
@threadreaderapp
@doctorcara
@lyn1350
@friendlyjmc
@fl85
@jjmac55
@bfrasier1951
@_yvonneburton
@thereseosulliv2

Top Tweeters in G8:
@ambinc1
@tammywalt61
@susaniverach
@jimdwrench
@lyndag1963
@gaetasusan
@dieb1948
@tigcook
@gbroh10
@pinkk9lover

Top Tweeters in G9:
@cargo_pal
@libertea2012
@pidybi
@hedgebz
@swissbusiness
@wildangel6
@robertloerzel
@dubvnow
@pamelajanevp
@sevenbowie

Top Tweeters in G10:
@cherokeesher2
@janiecestaton
@reagancbrown
@antipandemonium
@glassriverjewel
@daretothink53
@trumpwatchnews
@granny_st
@radfinch
@knight201701


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