Snowden, Twitter, 8/14/2020 9:13:20 PM, 232642


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Snowden_2020-08-14_13-12-57.xlsx
Snowden_2020-08-14_13-12-57.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 14, 2020
Short Description:
Snowden via NodeXL https://bit.ly/2XWFTHV
@snowden
@juliadavisnews
@aclu
@realdonaldtrump
@ggreenwald
@jimmy_dore
@hkrassenstein
@youranoncentral
@malcolmnance
@repthomasmassie

Top hashtags:
#pardonrealitywinner
#homecoming2020
#votegold
#election2020

Description:
Description
The graph represents a network of 13,609 Twitter users whose recent tweets contained "Snowden", 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, 14 August 2020 at 20:41 UTC.

The tweets in the network were tweeted over the 4-hour, 56-minute period from Friday, 14 August 2020 at 15:16 UTC to Friday, 14 August 2020 at 20:12 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 : 13609
Unique Edges : 24406
Edges With Duplicates : 10720
Total Edges : 35126
Number of Edge Types : 5
Replies to : 5916
Mentions : 8310
Retweet : 12513
Tweet : 1034
MentionsInRetweet : 7353
Self-Loops : 1091
Reciprocated Vertex Pair Ratio : 0.0133017698117461
Reciprocated Edge Ratio : 0.0262543108243409
Connected Components : 714
Single-Vertex Connected Components : 533
Maximum Vertices in a Connected Component : 12537
Maximum Edges in a Connected Component : 33989
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.33598
Graph Density : 0.000145617013743499
Modularity : 0.494209
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 13,609 Twitter users whose recent tweets contained "Snowden", 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, 14 August 2020 at 20:41 UTC.

The tweets in the network were tweeted over the 4-hour, 56-minute period from Friday, 14 August 2020 at 15:16 UTC to Friday, 14 August 2020 at 20:12 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 : Snowden
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:
[3294] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[1762] https://twitter.com/snowden/status/1294226668412899328
[1192] https://twitter.com/Snowden/status/1294226668412899328
[841] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[243] https://twitter.com/JuliaDavisNews/status/1294271157374459905?s=20
[215] https://twitter.com/frankfigliuzzi1/status/1294280596697436161
[203] https://reason.com/2020/08/14/trump-teases-possible-edward-snowden-pardon-he-should-do-it/
[187] https://twitter.com/kendilaniannbc/status/1294243115381989382
[159] https://www.standwithsnowden.com/supporters.html
[132] https://twitter.com/RepThomasMassie/status/1294258839907434499

Top URLs in Tweet in G1:
[1140] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[870] https://twitter.com/Snowden/status/1294226668412899328
[455] https://twitter.com/snowden/status/1294226668412899328
[59] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[26] https://reason.com/2020/08/14/trump-teases-possible-edward-snowden-pardon-he-should-do-it/
[15] https://twitter.com/kendilaniannbc/status/1294243115381989382
[12] https://www.standwithsnowden.com/supporters.html
[7] https://twitter.com/JuliaDavisNews/status/1294271157374459905
[7] https://www.delawareonline.com/story/news/2019/09/17/snowden-biden-blocked-former-nsa-contractor-getting-asylum/2350070001/
[7] https://twitter.com/repthomasmassie/status/1294252331131904002

Top URLs in Tweet in G2:
[198] https://twitter.com/frankfigliuzzi1/status/1294280596697436161
[162] https://twitter.com/snowden/status/1294226668412899328
[125] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[39] https://twitter.com/Snowden/status/1294226668412899328
[25] https://twitter.com/JuliaDavisNews/status/1294271157374459905?s=20
[20] https://en.wikipedia.org/wiki/UNICEF#NSA_surveillance
[19] http://archive.is/O8c3Y
[14] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[13] https://twitter.com/JuliaDavisNews/status/1294271845974396939?s=20
[11] https://twitter.com/adamgoldmanNYT/status/1294242615517483016

Top URLs in Tweet in G3:
[998] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[175] https://twitter.com/JuliaDavisNews/status/1294271157374459905?s=20
[24] https://twitter.com/snowden/status/1294226668412899328
[16] https://twitter.com/JuliaDavisNews/status/1294271157374459905
[8] https://twitter.com/JuliaDavisNews/status/1294271845974396939?s=20
[5] https://www.newsweek.com/edward-snowden-donald-trump-pardon-thomas-massie-barack-obama-1525171
[4] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[3] https://twitter.com/kendilaniannbc/status/1294243115381989382
[3] https://twitter.com/frankfigliuzzi1/status/1294280596697436161
[3] https://twitter.com/Snowden/status/1294226668412899328

Top URLs in Tweet in G4:
[614] https://twitter.com/snowden/status/1294226668412899328
[160] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[94] https://twitter.com/Snowden/status/1294226668412899328
[69] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[31] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/amp/?__twitter_impression=true
[28] https://twitter.com/kendilaniannbc/status/1294243115381989382
[27] https://twitter.com/repthomasmassie/status/1294252331131904002?s=21
[27] https://twitter.com/repthomasmassie/status/1294252331131904002
[16] https://twitter.com/RepThomasMassie/status/1294258839907434499
[14] https://reason.com/2020/08/14/trump-teases-possible-edward-snowden-pardon-he-should-do-it/

Top URLs in Tweet in G5:
[311] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[151] https://reason.com/2020/08/14/trump-teases-possible-edward-snowden-pardon-he-should-do-it/
[120] https://www.standwithsnowden.com/supporters.html
[100] https://twitter.com/RepThomasMassie/status/1294258839907434499
[98] https://twitter.com/kendilaniannbc/status/1294243115381989382
[61] https://twitter.com/repthomasmassie/status/1294252331131904002?s=21
[61] https://twitter.com/repthomasmassie/status/1294252331131904002
[43] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[36] https://www.lawfareblog.com/why-obama-should-pardon-edward-snowden
[33] https://twitter.com/snowden/status/1294226668412899328

Top URLs in Tweet in G6:
[624] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[111] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[48] https://medium.com/basic-income/john-oliver-edward-snowden-and-unconditional-basic-income-2f03d8c3fe64
[38] https://www.theguardian.com/us-news/live/2020/aug/14/state-troopers-portland-donald-trump-joe-biden-kamala-harris-coronavirus-covid-19-live-updates?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1597413671
[17] https://twitter.com/kendilaniannbc/status/1294243115381989382
[14] https://www.theguardian.com/us-news/2020/aug/14/edward-snowden-trump-presidential-pardon-speculation?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1597421256
[14] https://twitter.com/snowden/status/1294226668412899328
[11] https://twitter.com/repthomasmassie/status/1294252331131904002?s=21
[11] https://twitter.com/repthomasmassie/status/1294252331131904002
[10] https://twitter.com/Snowden/status/1294226668412899328

Top URLs in Tweet in G7:
[89] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[86] https://twitter.com/adamgoldmanNYT/status/1294242615517483016
[79] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[69] https://twitter.com/JuliaDavisNews/status/1294271845974396939?s=20
[32] https://twitter.com/JuliaDavisNews/status/1294271157374459905?s=20
[32] https://ir.shareaholic.com/e?a=1&u=https://www.washingtontimes.com/news/2020/aug/14/thomas-massie-urges-trump-to-pardon-nsa-leaker-edw/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[16] https://twitter.com/JuliaDavisNews/status/1294271157374459905
[13] https://twitter.com/kendilaniannbc/status/1294243115381989382
[11] https://www.theguardian.com/us-news/2020/aug/14/edward-snowden-trump-presidential-pardon-speculation?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1597422580
[9] https://twitter.com/Snowden/status/1294226668412899328

Top URLs in Tweet in G8:
[48] https://twitter.com/Snowden/status/1294226668412899328
[38] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[30] https://twitter.com/snowden/status/1294226668412899328
[15] https://www.theguardian.com/us-news/2020/aug/14/edward-snowden-trump-presidential-pardon-speculation?CMP=share_btn_tw
[13] https://www.theguardian.com/us-news/2020/aug/14/edward-snowden-trump-presidential-pardon-speculation
[10] https://twitter.com/JuliaDavisNews/status/1294271157374459905
[9] https://twitter.com/juliadavisnews/status/1294271157374459905
[9] https://www.theguardian.com/us-news/2020/aug/14/edward-snowden-trump-presidential-pardon-speculation?CMP=Share_iOSApp_Other
[7] https://twitter.com/Snowden/status/1294260407457193984
[7] https://twitter.com/FrankFigliuzzi1/status/1294280596697436161

Top URLs in Tweet in G9:
[66] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[59] https://twitter.com/bluesky4ev3r/status/1294276980830076928
[8] https://twitter.com/Snowden/status/1294226668412899328
[7] https://twitter.com/GregRubini/status/1233825420405084160?s=20
[5] https://www.washingtontimes.com/news/2020/aug/14/thomas-massie-urges-trump-to-pardon-nsa-leaker-edw/
[4] https://twitter.com/snowden/status/1294226668412899328
[4] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[2] https://twitter.com/LionelMedia/status/1294347743335518209
[2] https://www.eff.org/press/releases/three-nsa-whistleblowers-back-effs-lawsuit-over-governments-massive-spying-program
[1] https://twitter.com/love4thegameAK/status/1294182073826021376

Top URLs in Tweet in G10:
[299] https://twitter.com/snowden/status/1294226668412899328
[32] https://nypost.com/2020/08/13/trump-a-lot-of-people-think-edward-snowden-not-being-treated-fairly/
[14] https://twitter.com/Snowden/status/1294226668412899328
[12] https://twitter.com/guardian/status/1294275610769068032
[9] https://www.latimes.com/opinion/op-ed/la-oe-romero-snowden-pardon-20160919-snap-story.html
[9] https://www.pscp.tv/w/cgVrPzFXZ0tncXhhZ0dtRXZ8MVlxS0RwQWtiTFFLVusv9X20h0_j-X_91sIh8mWNGUhq_qu4URp3sXQd9lqp
[6] https://contraspin.co.nz/freeing-julian-assange-part-two/
[6] https://twitter.com/Suzi3D/status/1090714801322541066
[5] https://twitter.com/kendilaniannbc/status/1294243115381989382
[3] https://wiseupaction.info/2020/07/16/open-letter-to-the-lord-chancellor-and-the-lord-chief-justice-concerning-chief-magistrate-arbuthnot/#comment-68438

Top Domains
Top Domains in Tweet in Entire Graph:
[4764] twitter.com
[3467] nypost.com
[841] latimes.com
[203] reason.com
[194] theguardian.com
[159] standwithsnowden.com
[84] youtube.com
[60] medium.com
[49] lawfareblog.com
[42] gizmodo.com

Top Domains in Tweet in G1:
[1453] twitter.com
[1150] nypost.com
[59] latimes.com
[26] reason.com
[13] youtube.com
[12] standwithsnowden.com
[12] theguardian.com
[7] delawareonline.com
[5] threadreaderapp.com
[3] freeross.org

Top Domains in Tweet in G2:
[490] twitter.com
[126] nypost.com
[20] wikipedia.org
[19] archive.is
[14] latimes.com
[9] youtube.com
[6] archive.org
[5] buzzsprout.com
[5] theguardian.com
[4] kotov.in

Top Domains in Tweet in G3:
[998] nypost.com
[242] twitter.com
[5] newsweek.com
[4] latimes.com
[3] theguardian.com
[2] wikipedia.org
[2] archive.is
[2] huffpostbrasil.com
[1] gizmodo.com
[1] courtlistener.com

Top Domains in Tweet in G4:
[863] twitter.com
[204] nypost.com
[69] latimes.com
[14] reason.com
[12] standwithsnowden.com
[10] theguardian.com
[9] freeross.org
[9] lawfareblog.com
[5] gizmodo.com
[5] huffpostbrasil.com

Top Domains in Tweet in G5:
[434] twitter.com
[316] nypost.com
[151] reason.com
[120] standwithsnowden.com
[43] latimes.com
[36] lawfareblog.com
[25] huffpostbrasil.com
[6] theguardian.com
[6] youtube.com
[3] medium.com

Top Domains in Tweet in G6:
[624] latimes.com
[116] nypost.com
[107] twitter.com
[58] theguardian.com
[48] medium.com
[7] newrepublic.com
[4] standwithsnowden.com
[4] huffpostbrasil.com
[2] youtube.com
[2] reason.com

Top Domains in Tweet in G7:
[265] twitter.com
[169] nypost.com
[32] shareaholic.com
[22] theguardian.com
[6] latimes.com
[1] gop.com
[1] gizmodo.com
[1] linkedin.com
[1] washingtontimes.com
[1] standwithsnowden.com

Top Domains in Tweet in G8:
[196] twitter.com
[51] theguardian.com
[47] nypost.com
[13] tweetedtimes.com
[11] fiverr.com
[7] youtube.com
[7] newsweek.com
[7] gizmodo.com
[5] infowars.com
[3] washingtontimes.com

Top Domains in Tweet in G9:
[83] twitter.com
[70] nypost.com
[5] washingtontimes.com
[2] eff.org
[1] latimes.com
[1] youtube.com

Top Domains in Tweet in G10:
[345] twitter.com
[33] nypost.com
[9] latimes.com
[9] pscp.tv
[6] co.nz
[3] wiseupaction.info
[2] youtube.com
[2] standwithsnowden.com
[1] huffpostbrasil.com
[1] reason.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[278] pardonrealitywinner
[212] homecoming2020
[171] votegold
[170] election2020
[169] votelibertarian
[166] snowden
[68] pardonsnowden
[58] yanggang
[52] shadowgate
[35] realitywinner



Top Hashtags in Tweet in G1:
[140] votegold
[139] votelibertarian
[139] election2020
[15] pardonsnowden
[13] snowden
[10] nofreepass
[7] assange
[7] julianassange
[6] trump
[4] pardonsnowdennow

Top Hashtags in Tweet in G2:
[14] snowden
[14] pardonrealitywinner
[10] traitor
[5] pardonsnowden
[4] fisaabuse
[3] russia
[3] bigdata
[3] freesnowden
[3] traitorsnowden
[3] votelibertarian

Top Hashtags in Tweet in G3:
[236] pardonrealitywinner
[13] realitywinner
[8] compassionaterelease4reality
[3] snowden
[1] cult45
[1] freerealitywinner
[1] politicalprisoner
[1] ettd
[1] gop
[1] values

Top Hashtags in Tweet in G4:
[23] votegold
[22] votelibertarian
[22] election2020
[12] snowden
[11] freejulianassange
[10] pardonrealitywinner
[9] realitywinner
[9] pardonsnowden
[7] freeross
[7] julianassange

Top Hashtags in Tweet in G5:
[11] pardonsnowden
[10] freesnowden
[6] snowden
[3] votelibertarian
[3] votegold
[3] election2020
[2] freejulianassange
[2] pardonrealitywinner
[2] yanggang
[1] pardonsnowdennow

Top Hashtags in Tweet in G6:
[48] yanggang
[7] pardonrealitywinner
[6] pardonsnowden
[6] snowden
[2] traitor
[2] fridayvibes
[2] data
[1] tarareadehoax
[1] blacklivesmatter
[1] youtube

Top Hashtags in Tweet in G7:
[6] russia
[5] snowden
[2] julianassange
[2] trump
[2] pardonsnowden
[1] covid
[1] themoreyouknow
[1] rnc
[1] paulwhelan
[1] thanxtrump

Top Hashtags in Tweet in G8:
[43] snowden
[11] pardonsnowden
[5] yorubanames
[5] proudlyicons
[5] ericaxcontent
[5] premiumdorathy
[5] oisforozo
[5] wayapaychat
[5] burnaboy
[5] toto

Top Hashtags in Tweet in G9:
[210] homecoming2020
[11] themoreyouknow
[7] buymuhbook
[1] wayfairgate
[1] traitor

Top Hashtags in Tweet in G10:
[12] snowden
[10] bermasbrigade
[9] assange
[9] gifiles
[3] assangecase
[3] pardon
[2] julianassange
[2] pardonhim
[2] pardonsnowden
[1] theyarenotforgotten

Top Words
Top Words in Tweet in Entire Graph:
[18829] snowden
[5883] pardon
[5874] trump
[3889] edward
[3621] surveillance
[2936] people
[2180] return
[2153] being
[2139] traitor
[2091] think

Top Words in Tweet in G1:
[3056] snowden
[2309] surveillance
[1863] pardon
[1527] unconstitutional
[1186] exposed
[1139] time
[1133] exposing
[1127] system
[1123] public
[1121] same

Top Words in Tweet in G2:
[3318] snowden
[1111] frankfigliuzzi1
[428] traitor
[419] national
[388] security
[369] democracy
[327] nsagov
[324] harmed
[318] russian
[314] trump

Top Words in Tweet in G3:
[2757] snowden
[2466] trump
[1052] traitor
[1034] russia
[1007] treated
[1003] prison
[999] being
[998] think
[994] people
[992] lot

Top Words in Tweet in G4:
[2613] snowden
[1528] realdonaldtrump
[1141] pardon
[860] edward
[855] constitution
[610] more
[506] repthomasmassie
[403] service
[399] crazyhadel
[395] people

Top Words in Tweet in G5:
[1838] snowden
[896] pardon
[496] trump
[496] surveillance
[340] edward
[302] nsa
[300] mass
[274] pardoned
[252] exile
[238] people

Top Words in Tweet in G6:
[1267] snowden
[879] pardon
[786] edward
[652] years
[644] patriot
[640] democracy
[639] president
[630] better
[629] ago
[626] four

Top Words in Tweet in G7:
[751] snowden
[537] trump
[224] edward
[175] nypost
[150] being
[148] think
[144] lot
[144] treated
[121] gop
[119] pardon

Top Words in Tweet in G8:
[465] snowden
[208] trump
[161] edward
[130] pardon
[49] think
[43] #snowden
[40] traitor
[39] being
[35] over
[34] people

Top Words in Tweet in G9:
[923] snowden
[647] nsa
[420] c_a
[258] news
[258] topics
[238] genflynn
[223] traitor
[213] damage
[213] national
[213] security

Top Words in Tweet in G10:
[587] angry
[586] abusing
[409] country
[363] people
[313] crimes
[296] against
[295] over
[295] those
[294] america
[294] don

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3844] edward,snowden
[1908] mass,surveillance
[1698] being,treated
[1660] very,same
[1634] snowden,traitor
[1560] public,service
[1530] white,house
[1527] last,time
[1527] lot,people
[1527] people,think

Top Word Pairs in Tweet in G1:
[1117] mass,surveillance
[1101] public,service
[1097] very,same
[1094] last,time
[1094] white,house
[1092] work,exposing
[1091] time,heard
[1091] heard,white
[1091] house,considering
[1091] considering,pardon

Top Word Pairs in Tweet in G2:
[1000] frankfigliuzzi1,snowden
[366] national,security
[342] snowden,traitor
[316] harmed,national
[272] attack,democracy
[270] russian,friends
[269] traitor,harmed
[269] security,stay
[269] stay,russian
[269] friends,continue

Top Word Pairs in Tweet in G3:
[1028] snowden,traitor
[992] being,treated
[983] ed,snowden
[983] lot,people
[982] people,think
[981] treated,fairly
[980] snowden,return
[979] before,taking
[979] taking,office
[979] office,trump

Top Word Pairs in Tweet in G4:
[859] edward,snowden
[695] realdonaldtrump,pardon
[679] realdonaldtrump,snowden
[662] pardon,edward
[558] constitution,more
[389] crazyhadel,realdonaldtrump
[335] repthomasmassie,realdonaldtrump
[292] snowden,exposed
[284] american,people
[282] punished,service

Top Word Pairs in Tweet in G5:
[486] pardon,snowden
[337] edward,snowden
[296] mass,surveillance
[161] right,wing
[151] truly,send
[151] send,message
[151] message,problems
[151] problems,secret
[151] secret,fbi
[151] fbi,nsa

Top Word Pairs in Tweet in G6:
[785] edward,snowden
[630] snowden,patriot
[629] years,ago
[626] four,years
[625] patriot,democracy
[625] democracy,better
[625] better,four
[625] ago,president
[625] president,pardon
[115] pardon,edward

Top Word Pairs in Tweet in G7:
[218] edward,snowden
[137] being,treated
[86] trump,thinks
[86] reflect,poorly
[85] trump,completely
[85] completely,betray
[85] betray,intelligence
[85] intelligence,law
[85] law,enforcement
[85] enforcement,communities

Top Word Pairs in Tweet in G8:
[155] edward,snowden
[43] pardon,edward
[31] being,treated
[30] snowden,trump
[27] pardon,snowden
[26] trump,remarks
[25] speculation,grows
[25] grows,over
[25] over,pardon
[24] think,edward

Top Word Pairs in Tweet in G9:
[213] genflynn,snowden
[212] damage,national
[212] national,security
[211] snowden,caused
[211] caused,grave
[211] grave,damage
[211] snowden,stole
[210] snowden,day
[210] day,reckoning
[210] reckoning,upon

Top Word Pairs in Tweet in G10:
[293] america,country
[293] country,adult
[293] adult,children
[293] children,alcoholics
[293] alcoholics,don
[293] don,angry
[293] angry,people
[293] people,abusing
[293] abusing,committing
[293] committing,crimes

Top Replied-To
Top Replied-To in Entire Graph:
@snowden
@frankfigliuzzi1
@crazyhadel
@repthomasmassie
@juliadavisnews
@justinamash
@malcolmnance
@improvedlifenw
@mtaibbi
@realdonaldtrump

Top Replied-To in G1:
@snowden
@justinamash
@mtaibbi
@jorgensen4potus
@frankfigliuzzi1
@darchmare
@toolguyg
@hannahcox7
@trujelloforever
@devinnunessmom1

Top Replied-To in G2:
@frankfigliuzzi1
@snowden
@malcolmnance
@improvedlifenw
@mark1957
@thomas_embleton
@lasass3
@chrisanethery
@bernardgyorgy
@tmertz

Top Replied-To in G3:
@juliadavisnews
@snowden
@truth_truth_now
@hkrassenstein
@fredfli13335617
@mtaibbi
@tarasdemerson
@veterans_i
@dianekelly
@jmflatham

Top Replied-To in G4:
@crazyhadel
@repthomasmassie
@realdonaldtrump
@snowden
@frankfigliuzzi1
@poliscikosis
@youliberal
@petermjr
@boze901
@resetho

Top Replied-To in G5:
@politvidchannel
@freedomofpress
@ggreenwald
@snowden
@reason
@frankfigliuzzi1
@cenkuygur
@jonjpn2
@carvealittlez
@dclaybar2

Top Replied-To in G6:
@aclu
@alexandrachalup
@snowden
@frankfigliuzzi1
@jimbevan85
@blograham
@lucystag
@dmit0820
@ggreenwald
@shawnabnana

Top Replied-To in G7:
@snowden
@adamgoldmannyt
@markszaidesq
@don_morgan
@kendilaniannbc
@detduelist
@mscyberdiva
@juliadavisnews
@educatedadult1
@potus

Top Replied-To in G9:
@bluesky4ev3r
@kate_awakening
@john_f_kennnedy
@frankfigliuzzi1
@vcarman
@kayleighstabs2
@magabeliever20
@oomtown
@rimer_chris
@snipesxrage

Top Replied-To in G10:
@jimmy_dore
@frankfigliuzzi1
@snowden
@aaronjmate
@kthalps
@themongoose0861
@jonsmit84868940
@omshanti1504
@jorgensen4potus
@timis_aldrich

Top Mentioned
Top Mentioned in Entire Graph:
@snowden
@realdonaldtrump
@frankfigliuzzi1
@repthomasmassie
@nsagov
@genflynn
@nypost
@malcolmnance
@justinamash
@crazyhadel

Top Mentioned in G1:
@snowden
@justinamash
@realdonaldtrump
@mtaibbi
@jorgensen4potus
@wangermn
@dukedillydadon
@repthomasmassie
@joebiden
@clibertarian01

Top Mentioned in G2:
@snowden
@frankfigliuzzi1
@nsagov
@malcolmnance
@tmertz
@realdonaldtrump
@halfburnttoast
@moehh76
@mark1957
@edfitzy1977

Top Mentioned in G3:
@juliadavisnews
@spiroagnewghost
@snowden
@realdonaldtrump
@jmflatham
@gop
@mtaibbi
@rralstonagile
@harrisburg78
@nahjustice

Top Mentioned in G4:
@snowden
@realdonaldtrump
@repthomasmassie
@crazyhadel
@potus
@bobgx2
@justinamash
@chesschick01
@jorgensen4potus
@realrossu

Top Mentioned in G5:
@snowden
@realdonaldtrump
@repthomasmassie
@berniesanders
@cornelwest
@sulliview
@ggreenwald
@lawfareblog
@politvidchannel
@freedomofpress

Top Mentioned in G6:
@snowden
@aclu
@realdonaldtrump
@alexandrachalup
@repthomasmassie
@tburages
@noidd
@nsagov
@justinamash
@frankfigliuzzi1

Top Mentioned in G7:
@nypost
@snowden
@gop
@potus
@realdonaldtrump
@mtaibbi
@kendilaniannbc
@adamgoldmannyt
@radiofreetom
@whitehouse

Top Mentioned in G8:
@seefinish

Top Mentioned in G9:
@genflynn
@2runtherace
@snowden
@realdonaldtrump
@theoliverstone
@bruno062418
@karluskap
@yigsstarhouse
@in
@bluesky4ev3r

Top Mentioned in G10:
@snowden
@nbcnews
@rcinvestigates
@julianassange_
@kthalps
@realdonaldtrump
@aclu
@somehardik
@ferejohn
@usps

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@sectest9
@commonpatriot
@threadreaderapp
@mattmurph24
@chidambara09
@pparzival
@roblwilson
@inabster
@cybersec_feeds

Top Tweeters in G1:
@threadreaderapp
@pparzival
@truthglow
@johnjoechad
@79topper
@b140tweet
@yoakumgirl923
@ladydshops
@dalek_fan
@artis_elemental

Top Tweeters in G2:
@mattmurph24
@chidambara09
@russelltim151
@carolmaewy
@katcapps
@saveusrepublic2
@theresamax
@justwhatnowwhy
@amyayers16
@enrico056

Top Tweeters in G3:
@thereal_rebel
@britpoptarts
@homegypsy
@ohiomail
@ungubunugu1274
@metaquest
@liverpotlian
@beverly21811568
@wellness4you13
@fight4freedom72

Top Tweeters in G4:
@debilu2
@thehill
@rentonmagauk
@carolynyadayada
@tallyannae
@mouse458
@mtrushmore2016
@beenewsdaily
@betramobet
@sandoly

Top Tweeters in G5:
@reacci0nariaa
@_yvonneburton
@samir_patil
@alaskarebel
@rosenthalellery
@paulsorrentino3
@capatosta122
@catoletters
@leoluminary
@pistach01

Top Tweeters in G6:
@filafresh
@roblwilson
@givemepie360
@guardian
@_l17r_
@lewisno1fan
@shasta_otter
@murfad
@genghisgalahad2
@hiphopmatrix

Top Tweeters in G7:
@phillip92321
@argojournal
@kak089
@akuma_river
@mayirmamay14
@lizditz
@npsusa
@tigerbeat
@briangrnotabot
@russmove

Top Tweeters in G8:
@der_bluthund
@wandainparis
@cynicalvision50
@rtlfrance
@grauniad_news
@bacfa
@lilylive000lily
@shonatiger
@angsuman
@pleasethink1776

Top Tweeters in G9:
@fasting39
@veram43395421
@inittowinit007
@williamlharbuck
@whereisjustice0
@lattydian
@dgaliger2
@fbag_mag
@luke4tech
@helovedmefirst

Top Tweeters in G10:
@drdaveanddee
@b1e56df9ce6549f
@donmckenzie
@march4progress
@melodijoy
@commonguy123
@cb765
@he_say_she_say
@realdavidcarter
@woobietuesday