#timesup, Twitter, 8/1/2020 2:36:55 AM, 231549


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#timesup_2020-07-31_19-14-36.xlsx
#timesup_2020-07-31_19-14-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
#timesup via NodeXL https://bit.ly/30fBGk8
@timesupnow
@aprildryan
@aoc
@foxnews
@vrsvirginia
@kamalaharris
@jakedthedog
@realdonaldtrump
@weissman247
@truthsayerodet1

Top hashtags:
#timesup
#metoo
#justiceforsurvivors
#savethechildren
#survivorjustice

Description:
Description
The graph represents a network of 7,204 Twitter users whose tweets in the requested range contained "#timesup", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 02:21 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 10-day, 20-hour, 29-minute period from Tuesday, 21 July 2020 at 01:35 UTC to Friday, 31 July 2020 at 22:04 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 : 7204
Unique Edges : 6209
Edges With Duplicates : 11897
Total Edges : 18106
Number of Edge Types : 5
Retweet : 4976
MentionsInRetweet : 7845
Tweet : 1167
Mentions : 3357
Replies to : 761
Self-Loops : 1353
Reciprocated Vertex Pair Ratio : 0.00703817971461627
Reciprocated Edge Ratio : 0.0139779798946865
Connected Components : 817
Single-Vertex Connected Components : 418
Maximum Vertices in a Connected Component : 4829
Maximum Edges in a Connected Component : 14245
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.300797
Graph Density : 0.000201289594694295
Modularity : 0.554983
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,204 Twitter users whose tweets in the requested range contained "#timesup", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 02:21 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 10-day, 20-hour, 29-minute period from Tuesday, 21 July 2020 at 01:35 UTC to Friday, 31 July 2020 at 22:04 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 : GraphServerTwitterSearch
Graph Term : #timesup
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:
[30] https://news.vice.com/en_us/article/a3qz3j/trump-was-like-a-predator-toward-teens-at-parties-in-80s-and-90s-says-bbc-report?utm_campaign=sharebutton
[27] https://bit.ly/2OopTsO
[17] https://twitter.com/Tore_says/status/1286439267636576256
[16] https://www.amazon.co.uk/Stay-Mad-Sweetheart-Heleen-Kist/dp/1913331199/ref=as_li_ss_tl?crid=3LN2XIQZ4GEVX&keywords=stay+mad+sweetheart&qid=1572630930&sprefix=Stay+mad,aps,590&sr=8-1&linkCode=sl1&tag=staymad-21&linkId=42d9082eb6a36229f7a49c9834c47de0&language=en_GB
[13] https://twitter.com/EntheosShines/status/1277401508938735617
[12] https://twitter.com/cspan/status/1286315637275598849
[11] http://www.brilliantbitchin.com/2017/11/justify-my-no-times-up.html
[10] http://www.brilliantbitchin.com/2018/12/what-women-know.html
[10] http://www.sagaftra.org/
[10] https://www.youtube.com/watch?v=6ZFh0Q-wVyU&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://www.thewrap.com/fox-news-ex-host-ed-henry-accused-of-rape-hannity-and-tucker-carlson-of-sexual-harassment-in-new-lawsuit/
[1] https://twitter.com/AprilDRyan/status/1285375882337628162

Top URLs in Tweet in G2:
[9] http://www.sagaftra.org/
[7] https://www.dissentingopinion2020.com/
[5] https://twitter.com/do2020voteno/status/1285694532210823169
[5] https://www.youtube.com/watch?v=R3AyJcMhsj4&feature=youtu.be

[4] http://timesupnow.org/
[2] https://www.hollywoodreporter.com/thr-esq/ashley-judds-sexual-harassment-claim-harvey-weinstein-revived-by-appeals-court-1304898
[2] https://twitter.com/deadline/status/1285408538215370752
[2] https://twitter.com/timesupnow/status/1285378223346458625
[1] https://www.facebook.com/events/2132578240149628/
[1] https://twitter.com/i/web/status/1286031156446728193

Top URLs in Tweet in G3:
[10] https://twitter.com/cspan/status/1286315637275598849
[3] https://www.thewhitereview.org/feature/cesars-time-to-get-up-and-get-out/
[3] https://www.nytimes.com/2020/07/23/us/alexandria-ocasio-cortez-sexism-congress.html?smid=tw-share
[3] https://www.washingtonpost.com/opinions/2020/07/22/trump-admitted-many-meetings-with-ghislaine-maxwell-wishes-her-well-mainstream-media-yawns/
[2] https://twitter.com/TIMESUPNOW/status/1288637917062205441
[2] https://www.nytimes.com/2020/07/28/opinion/trump-white-women.html?smid=tw-share
[2] https://www.washingtonpost.com/lifestyle/style/retired-col-kathy-spletstoser-wasnt-able-to-stop-joint-chiefs-vice-chairman-gen-john-hyten-from-being-confirmed-but-shes-not-done-with-him/2020/07/21/47855cfa-a1c1-11ea-9590-1858a893bd59_story.html
[2] https://twitter.com/cspan/status/1286320267401342976
[2] https://instagram.com/tv/CDAWzmAgLje
[1] https://twitter.com/nyinla2121/status/1289053021331001344

Top URLs in Tweet in G4:
[1] https://act.weareultraviolet.org/sign/Petition_FoxNews?akid=s1086391..5VP7Yz
[1] https://twitter.com/osullivanauthor/status/1289249756225576961
[1] https://twitter.com/i/web/status/1286352297849741317
[1] https://twitter.com/i/web/status/1286083350797713410
[1] https://twitter.com/i/web/status/1286084824155947008
[1] https://twitter.com/i/web/status/1286818826387152896
[1] https://act.weareultraviolet.org/sign/Petition_FoxNews?akid=s1090756..zb6uQr
[1] https://act.weareultraviolet.org/sign/Petition_FoxNews?akid=s1090603..s3OpHS
[1] https://twitter.com/i/web/status/1288614177573990400
[1] https://twitter.com/i/web/status/1288585967679356928

Top URLs in Tweet in G5:
[2] https://twitter.com/PROJECT_RWRS/status/1287391461927989249
[1] http://www.getbrunel.com/
[1] https://medium.com/bullies-assholes-i-have-known/my-french-modelling-agent-the-pedophile-fe1f9aa1e956
[1] https://twitter.com/i/web/status/1286078090653896704
[1] https://twitter.com/i/web/status/1286387463007731712
[1] https://twitter.com/i/web/status/1286743756541173761
[1] http://www.imetpolanski.com
[1] https://twitter.com/i/web/status/1287391461927989249
[1] https://twitter.com/i/web/status/1287504314244763650
[1] https://twitter.com/i/web/status/1287865326831415296

Top URLs in Tweet in G6:
[11] http://www.brilliantbitchin.com/2017/11/justify-my-no-times-up.html
[10] http://www.brilliantbitchin.com/2018/12/what-women-know.html
[6] http://www.brilliantbitchin.com/2017/12/feminism-is-for-everyone-on-misogyny.html
[4] https://www.karlyletomms.com/single-post/2018/01/07/MeToo
[4] https://www.amazon.co.uk/Stay-Mad-Sweetheart-Heleen-Kist/dp/1913331199/ref=as_li_ss_tl?crid=3LN2XIQZ4GEVX&keywords=stay+mad+sweetheart&qid=1572630930&sprefix=Stay+mad,aps,590&sr=8-1&linkCode=sl1&tag=staymad-21&linkId=42d9082eb6a36229f7a49c9834c47de0&language=en_GB
[3] https://www.ted.com/talks/naomi_mcdougall_jones_what_it_s_like_to_be_a_woman_in_hollywood?utm_source=twitter.com&utm_medium=social&utm_campaign=tedspread--a
[2] https://exploresextalk.com/sex/consent/is-asking-for-consent-awkward/?utm_source=twitter
[2] https://twitter.com/danrather/status/1286347776759083009
[2] https://twitter.com/cspan/status/1286315637275598849
[2] https://twitter.com/grandmagrit/status/1286795267627343873

Top URLs in Tweet in G7:
[7] https://www.nickwallis.com/depp-trial
[4] https://twitter.com/realamberheard/status/1286004407969161221
[3] https://www.dailymail.co.uk/news/article-8526299/Amber-Heard-stole-rape-survival-story-says-fired-assistant.html
[3] https://news.sky.com/story/johnny-depp-libel-trial-amber-heard-due-in-witness-box-for-final-time-12034413
[3] https://twitter.com/queenbpip/status/1147267615678717953?s=21
[3] https://threadreaderapp.com/thread/1147267615678717953.html
[3] https://twitter.com/TIMESUPNOW/status/1286031156446728193
[3] https://www.dissentingopinion2020.com/
[2] https://medium.com/@FreedomVoice/i-may-destroy-you-line-spectrum-disorder-72884d95be25
[2] https://theconversation.com/sexism-is-rife-in-the-nigerian-kenyan-and-south-african-press-and-its-left-unchecked-143358

Top URLs in Tweet in G8:
[17] https://twitter.com/Tore_says/status/1286439267636576256
[13] https://twitter.com/EntheosShines/status/1277401508938735617
[3] https://www.washingtonpost.com/sports/2020/07/16/redskins-sexual-harassment-larry-michael-alex-santos/
[2] https://www.youtube.com/watch?v=sn3kRJf-ub4&feature=youtu.be

[1] https://twitter.com/genevievecorine/status/1288950856889430016
[1] https://www.youtube.com/watch?v=JRfBMkJlAxk&feature=youtu.be

[1] https://twitter.com/i/web/status/1288625359089532931
[1] https://twitter.com/samjrakoh/status/1288150698794852352
[1] https://twitter.com/littlemismagic/status/1288224028063412224
[1] https://twitter.com/i/web/status/1288346984596811776

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1286384767827677185
[1] https://twitter.com/atensnut/status/1289183447701889024
[1] https://twitter.com/i/web/status/1288295608831352843
[1] https://twitter.com/i/web/status/1288308160885854208
[1] https://www.washingtonpost.com/lifestyle/media/tara-reades-first-on-camera-interview-wasnt-on-foxnews-or-cnn-it-was-on-megyn-kellys-youtube-channel/2020/05/08/f242c4ca-9127-11ea-9e23-6914ee410a5f_story.html
[1] https://twitter.com/jkbjournalist/status/1286326520705843201
[1] https://twitter.com/cursinggourmet/status/1286439201953783808
[1] https://twitter.com/i/web/status/1287396777033895936
[1] https://twitter.com/lindadavisswink/status/1289173152094773248
[1] https://twitter.com/lionheartnyc/status/1288834648542502914

Top URLs in Tweet in G10:
[3] https://twitter.com/kwilliam111/status/1229763449099608065
[2] https://twitter.com/EyeOldham/status/1223596591824691202
[2] https://recusant-nine.com/yda-children-1/blog-post-title-four-cw9n5
[1] https://www.themaggieoliverfoundation.com/2020/06/22/as-a-child-in-care-you-are-viewed-with-suspicion-labelled-trouble-rather-than-troubled/
[1] https://twitter.com/SimonBridgford/status/1281332743977209857
[1] https://twitter.com/Paul_VanDerMeer/status/1278731209774956545
[1] https://www.youtube.com/watch?v=V8VdAQ6XtMs&feature=youtu.be

[1] https://thesun.co.uk/news/10173558/peter-mandelson-phoned-jeffrey-epstein-while-paedo-tycoon-was-in-jail-for-sex-offences-bombshell-documentary-claims/
[1] https://recusant-nine.com/recusant-nine/welcome2oldhampart5
[1] https://www.thetimes.co.uk/article/conservative-chief-whip-mark-spencer-did-nothing-when-i-said-id-been-sexually-assaulted-dk2kv98r9

Top Domains
Top Domains in Tweet in Entire Graph:
[1278] twitter.com
[218] weareultraviolet.org
[40] youtube.com
[32] co.uk
[30] vice.com
[27] brilliantbitchin.com
[27] bit.ly
[23] instagram.com
[15] nytimes.com
[15] apple.com

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

Top Domains in Tweet in G2:
[73] twitter.com
[9] sagaftra.org
[7] dissentingopinion2020.com
[5] youtube.com
[4] timesupnow.org
[3] deadline.com
[2] hollywoodreporter.com
[2] nytimes.com
[2] latimes.com
[2] thewrap.com

Top Domains in Tweet in G3:
[98] twitter.com
[6] nytimes.com
[6] washingtonpost.com
[4] youtube.com
[3] thewhitereview.org
[3] instagram.com
[2] thehill.com
[2] ofthepeople46.org
[1] sciencemag.org
[1] cnn.com

Top Domains in Tweet in G4:
[218] weareultraviolet.org
[189] twitter.com

Top Domains in Tweet in G5:
[32] twitter.com
[1] getbrunel.com
[1] medium.com
[1] imetpolanski.com
[1] rtl.fr
[1] yahoo.com
[1] nypost.com
[1] co.uk
[1] mesopinions.com
[1] rainn.org

Top Domains in Tweet in G6:
[257] twitter.com
[27] brilliantbitchin.com
[13] instagram.com
[8] karlyletomms.com
[7] youtube.com
[5] co.uk
[4] goo.gl
[3] amazon.in
[3] ted.com
[2] exploresextalk.com

Top Domains in Tweet in G7:
[172] twitter.com
[7] nickwallis.com
[6] sky.com
[5] co.uk
[4] threadreaderapp.com
[3] dissentingopinion2020.com
[2] youtube.com
[2] medium.com
[2] theconversation.com
[2] change.org

Top Domains in Tweet in G8:
[41] twitter.com
[6] youtube.com
[3] washingtonpost.com

Top Domains in Tweet in G9:
[58] twitter.com
[2] washingtonpost.com
[1] breaking911.com
[1] facebook.com
[1] youtube.com
[1] camera.tv
[1] theguardian.com
[1] theatlantic.com
[1] thecut.com

Top Domains in Tweet in G10:
[10] twitter.com
[3] recusant-nine.com
[2] co.uk
[1] themaggieoliverfoundation.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3440] timesup
[1107] metoo
[434] justiceforsurvivors
[294] savethechildren
[217] survivorjustice
[173] jussiesmollett
[141] voteno
[122] sagaftra
[119] beetlejuice
[89] amberheard



Top Hashtags in Tweet in G1:
[7] timesup
[4] metoo
[3] foxnews
[2] seanhannity
[2] tuckercarlson
[2] rogerailes
[1] stopimpunité
[1] pédocriminalité
[1] stopdéni
[1] iwas

Top Hashtags in Tweet in G2:
[261] timesup
[125] voteno
[111] sagaftra
[99] metoo
[33] protectbgbodies
[32] union
[31] fairwage
[28] dissentingopinion2020
[22] do2020voteno
[21] film

Top Hashtags in Tweet in G3:
[182] timesup
[27] metoo
[12] aoc
[11] yoho
[8] trump
[6] electwomen
[6] gop
[6] aocstrong
[5] yohogottago
[4] electmorewomen

Top Hashtags in Tweet in G4:
[432] justiceforsurvivors
[238] timesup
[228] metoo
[217] survivorjustice
[2] rogerailes
[2] draintheswamp
[1] boycotttucker
[1] metoomovement
[1] petition
[1] findsomethingnew

Top Hashtags in Tweet in G5:
[102] timesup
[74] pédocriminalité
[64] solidarité
[64] stopaudeni
[64] stoploidusilence
[42] jeanlucbrunel
[16] metoo
[13] stopimpunité
[12] iwas
[11] stopdéni

Top Hashtags in Tweet in G6:
[440] timesup
[162] metoo
[51] セクハラ
[51] 生理
[49] 月経
[48] period
[43] 経血
[37] feminism
[11] women
[11] genderbias

Top Hashtags in Tweet in G7:
[320] timesup
[148] metoo
[81] amberheard
[69] justiceforjohnnydepp
[57] believewomen
[40] johnnydepp
[38] parrhesia
[25] abusehasnogender
[22] justiceforkatejames
[21] amberheardisanabuser

Top Hashtags in Tweet in G8:
[442] timesup
[293] savethechildren
[173] jussiesmollett
[119] beetlejuice
[4] metoo
[3] amberheardisanabuser
[3] amberheard
[2] amberturd
[2] toxictotalitarianism
[2] wwg1wga

Top Hashtags in Tweet in G9:
[177] timesup
[37] ghislainemaxwell
[34] metoo
[24] trump
[19] trumpisacompletefailure
[19] dictatortrump
[15] joebiden
[6] ticktock
[5] epsteinfiles
[5] trumpcult

Top Hashtags in Tweet in G10:
[24] timesup
[11] rape
[9] metoo
[9] corruption
[8] children
[7] petermandelson
[6] manmetuni
[6] manchester
[6] oldham
[5] childabuse

Top Words
Top Words in Tweet in Entire Graph:
[3441] #timesup
[1700] accused
[1348] sexual
[1107] #metoo
[994] harassment
[897] rape
[862] news
[832] fox
[821] ex
[821] hannity

Top Words in Tweet in G1:
[1616] accused
[810] aprildryan
[810] harassment
[808] fox
[808] news
[808] ex
[808] host
[808] ed
[808] henry
[808] rape

Top Words in Tweet in G2:
[337] timesupnow
[261] #timesup
[231] many
[230] win
[230] others
[229] power
[228] ashleyjudd
[227] sexually
[227] people
[227] film

Top Words in Tweet in G3:
[353] aoc
[182] #timesup
[137] rep
[121] against
[118] apology
[114] yoho
[114] assault
[113] non
[111] verbal
[109] subsequent

Top Words in Tweet in G4:
[446] foxnews
[433] allow
[433] independent
[433] public
[433] investigation
[432] sign
[432] #justiceforsurvivors
[432] tell
[431] widespread
[242] sexual

Top Words in Tweet in G5:
[307] vrsvirginia
[189] time
[150] very
[146] surgery
[109] thank
[108] project_rwrs
[107] survivors
[106] long
[106] before
[104] bad

Top Words in Tweet in G6:
[440] #timesup
[162] #metoo
[51] women
[51] #セクハラ
[51] #生理
[49] #月経
[48] #period
[43] #経血
[37] #feminism
[25] time

Top Words in Tweet in G7:
[320] #timesup
[220] amber
[198] heard
[155] johnny
[148] #metoo
[144] depp
[102] bradhoylman
[101] realamberheard
[93] court
[89] more

Top Words in Tweet in G8:
[442] #timesup
[415] tore_says
[293] #savethechildren
[175] kamalaharris
[174] stop
[173] demanding
[173] group
[173] #jussiesmollett
[173] responsible
[172] #crime

Top Words in Tweet in G9:
[178] #timesup
[112] realdonaldtrump
[52] gop
[45] back
[44] joebiden
[37] #ghislainemaxwell
[35] reallyamerican1
[34] #metoo
[34] down
[32] mail

Top Words in Tweet in G10:
[76] andyburnhamgm
[75] petejacksongmp
[69] truthsayerodet1
[44] thetimes
[40] gmpolice
[38] mennewsdesk
[33] maggieoliveruk
[33] banishfgm
[32] googleexpertuk
[30] bbcnwt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[870] sexual,harassment
[824] fox,news
[821] accused,sexual
[819] accused,rape
[819] tucker,carlson
[818] ed,henry
[818] sean,hannity
[818] hannity,tucker
[817] news,ex
[817] ex,host

Top Word Pairs in Tweet in G1:
[808] fox,news
[808] news,ex
[808] ex,host
[808] host,ed
[808] ed,henry
[808] henry,accused
[808] accused,rape
[808] rape,additionally
[808] additionally,sean
[808] sean,hannity

Top Word Pairs in Tweet in G2:
[226] big,win
[226] win,ashleyjudd
[226] ashleyjudd,many
[226] many,others
[226] others,sexually
[226] sexually,harassed
[226] harassed,people
[226] people,power
[226] power,film
[225] timesupnow,big

Top Word Pairs in Tweet in G3:
[111] against,aoc
[111] non,apology
[109] rep,yoho
[109] yoho,verbal
[109] verbal,assault
[109] assault,against
[109] aoc,subsequent
[109] subsequent,non
[109] apology,embarrassment
[109] embarrassment,floridians

Top Word Pairs in Tweet in G4:
[433] foxnews,allow
[433] allow,independent
[433] independent,public
[433] public,investigation
[432] tell,foxnews
[431] investigation,widespread
[430] sign,#justiceforsurvivors
[429] #justiceforsurvivors,tell
[236] widespread,sexual
[224] #metoo,#timesup

Top Word Pairs in Tweet in G5:
[101] look,before
[101] before,neck
[101] neck,surgery
[101] surgery,soaking
[101] soaking,suns
[101] suns,rays
[101] rays,taking
[101] taking,time
[101] time,chill
[101] chill,life

Top Word Pairs in Tweet in G6:
[110] #metoo,#timesup
[51] #timesup,#セクハラ
[51] #セクハラ,#生理
[49] #生理,#月経
[48] #月経,#period
[43] #period,#経血
[29] #timesup,#metoo
[22] #feminism,#timesup
[12] slut,shaming
[11] read,needs

Top Word Pairs in Tweet in G7:
[194] amber,heard
[131] johnny,depp
[101] #metoo,#timesup
[84] realamberheard,bradhoylman
[57] audio,amber
[55] tw,abuse
[55] abuse,survivors
[55] survivors,here's
[55] here's,audio
[55] heard,mocks

Top Word Pairs in Tweet in G8:
[183] tore_says,#timesup
[173] stop,demanding
[173] demanding,#savethechildren
[173] #savethechildren,kamalaharris
[173] kamalaharris,group
[173] group,#timesup
[173] #timesup,#jussiesmollett
[173] #jussiesmollett,responsible
[172] tore_says,stop
[172] responsible,#crime

Top Word Pairs in Tweet in G9:
[30] hey,gop
[30] gop,leave
[30] leave,gd
[30] gd,usps
[30] usps,alone
[30] alone,back
[30] back,living
[30] living,purposely
[30] purposely,slowing
[30] slowing,mail

Top Word Pairs in Tweet in G10:
[38] petejacksongmp,thetimes
[38] thetimes,andyburnhamgm
[38] andyburnhamgm,gmpolice
[30] mennewsdesk,bbcnwt
[26] truthsayerodet1,petejacksongmp
[26] gmpolice,patel4witham
[26] patel4witham,mennewsdesk
[22] maggieoliveruk,petejacksongmp
[21] googleexpertuk,beforethestars
[21] beforethestars,maggieoliveruk

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@reptedyoho
@realamberheard
@aoc
@alandersh
@timesupnow
@sagaftra
@senatemajldr
@thehill
@artisticblower

Top Replied-To in G1:
@aprildryan

Top Replied-To in G2:
@sagaftra
@rosemcgowan
@prichardsonla
@bryancallen
@amyschumer
@jonlovett
@sommerdanise
@notrelatable9
@kswt16
@peteantico

Top Replied-To in G3:
@reptedyoho
@aoc
@thehill
@davidmweissman
@tedyoho
@alyssa_milano
@speakerpelosi
@therecount
@zerlinamaxwell
@nowthisnews

Top Replied-To in G4:
@realdonaldtrump
@foxnews
@seanhannity
@tuckercarlson
@reptedyoho
@edhenry
@gopleader
@theleoterrell
@saltwaves23
@vbeltiz

Top Replied-To in G5:
@artisticblower
@alandersh
@cordaniofficiel
@vrsvirginia
@donvoncrump1
@realkeithliving
@jennajameson
@_whitneywebb
@techno_fog
@poulin2012

Top Replied-To in G6:
@setssafe

Top Replied-To in G7:
@realamberheard
@timesupnow
@adam_waldman
@thenamesq
@skynews
@youdidnotexist
@lesleychestrman
@kaplanrobbie
@theinfamousone6
@was_geht_man

Top Replied-To in G8:
@iotillet
@jkbjournalist
@youtube
@chrissyteigen
@repmattgaetz
@davidgreen725
@kamalaharris
@dnaleguillou
@aoc

Top Replied-To in G9:
@realdonaldtrump
@hillaryclinton
@joebiden
@barackobama
@danrather
@reptedyoho
@projectlincoln
@oregongovbrown
@reallyamerican1
@shuperttony

Top Replied-To in G10:
@banishfgm
@petejacksongmp
@borisjohnson
@thetimes
@endrapecampaign
@yeatesjm
@andyburnhamgm
@brianparkin04
@pauldakers1
@colonelcohiba

Top Mentioned
Top Mentioned in Entire Graph:
@aprildryan
@foxnews
@tore_says
@timesupnow
@aoc
@vrsvirginia
@ashleyjudd
@seanhannity
@tuckercarlson
@edhenry

Top Mentioned in G1:
@aprildryan
@memoiretrauma
@vrsvirginia

Top Mentioned in G2:
@timesupnow
@ashleyjudd
@sagaftra
@corey_feldman
@frances_fisher
@thegabrielle_c
@caitlindulany
@reesew
@bgcoalition2020
@jennifereckhart

Top Mentioned in G3:
@aoc
@repdwstweets
@timesupnow
@reptedyoho
@hilaryr
@fgossgraves
@dwstweets
@nvlshepersisted
@repaoc
@liisagalea

Top Mentioned in G4:
@foxnews
@seanhannity
@tuckercarlson
@edhenry
@howardkurtz
@bethechange800
@bearmanshannon
@scoopdaa
@aprildryan
@citydweller3

Top Mentioned in G5:
@vrsvirginia
@project_rwrs
@memoiretrauma
@jebrittan2
@artisticblower
@bobby_capucci
@alicecoffin
@raphaellerl
@tinkeringhalo10
@thysia_huisman

Top Mentioned in G6:
@direct7e
@exploresextalk
@lesbianlilith
@mediagig
@gfs2t

Top Mentioned in G7:
@bradhoylman
@realamberheard
@winonasrider
@neverthesun23
@youdidnotexist
@justicesquad2
@istanbulyoga
@heleneweinstein
@queenbpip
@nickwallis

Top Mentioned in G8:
@tore_says
@kamalaharris
@youtube
@jkbjournalist
@instagram
@hayleymcgregor1
@nikkihaley
@thatbrianfella
@standardnews
@america1stgal

Top Mentioned in G9:
@realdonaldtrump
@gop
@joebiden
@reallyamerican1
@briansnewheart
@readealexandra
@trekker34
@gigiwarriorgirl
@teapainusa
@tarareadetruth

Top Mentioned in G10:
@andyburnhamgm
@petejacksongmp
@truthsayerodet1
@thetimes
@gmpolice
@mennewsdesk
@maggieoliveruk
@googleexpertuk
@bbcnwt
@banishfgm

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@gocoo
@blabalade
@monicasloves
@ronniehowlett3
@drocktrot
@baarahk
@manmet80
@mharvey816
@sddphoto

Top Tweeters in G1:
@monicasloves
@linda1746
@katelaity
@joanisparkles
@amadii
@sunnyblondie
@ecwpunk81
@beverlynotmypre
@coalminetweety
@votebluetolive

Top Tweeters in G2:
@drocktrot
@mharvey816
@mrcoollooking75
@jhamby
@patricklee6669
@penndragonart
@hautahbuhgee
@melissajpeltier
@glangendorf01
@zhzm2449coke

Top Tweeters in G3:
@ligayaloyola
@thehill
@carlyinnj
@royaleight
@bndsnoopy61
@suescoby
@cnbc
@lorion
@janesepmeier
@thepowerofmeow

Top Tweeters in G4:
@sddphoto
@cheezwitham
@dgendvil
@davidlance3
@mikecoulson48
@jayoung1892
@redot2005
@foxnews
@suzanneinlgb
@macbeestje

Top Tweeters in G5:
@blabalade
@der_bluthund
@michelejeanson1
@libbyliberalnyc
@ayshamoolla
@pamellalala
@_stopwhispering
@journeysnonnie
@xeni
@mikerestorer

Top Tweeters in G6:
@kane007
@herbsistah
@karlyle_tomms
@mile_by_mile
@drdind
@stfuimtweetn0_o
@sioxielegend
@kaleechbaig
@talentedladies
@rocketman46

Top Tweeters in G7:
@ronniehowlett3
@esnesy
@xstarfirekory
@relisys222
@marionste
@bbcnews
@skynews
@mailonline
@usatoday
@raidersmera

Top Tweeters in G8:
@mitchiepoo46
@loyaltotrump
@harrellryan1
@danna_palmer
@au_bebe
@cc125
@gkilti
@standardnews
@mlhcromwell16
@anncarolperry1

Top Tweeters in G9:
@britpoptarts
@paulsorrentino3
@redz041
@lltwing
@hollaka_hollala
@lrihendry
@myradsirois1
@iamsophianelson
@obtinia
@55andwhat

Top Tweeters in G10:
@googleexpertuk
@mgt_coull26
@drumeshprabhu
@ghengiskhan88
@nydailynews
@ciabaudo
@tiquetaki
@mennewsdesk
@ed_lamon
@thetimes