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#timesup_2022-01-14_19-12-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
#timesup via NodeXL https://bit.ly/3nsGPAG
@hunterjcullen
@borgesmelie
@firstthemnews
@pcarorg
@jamestoupin
@letshearthetru
@nytimes
@owlsi1
@oneeghacarol
@michellekosik_

Top hashtags:
#timesup
#metoo
#firedejoy
#firstthem
#weasourselves
#silenceisviolence

Description:
Description
The graph represents a network of 6,140 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, 15 January 2022 at 03:24 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 53-day, 3-hour, 38-minute period from Monday, 22 November 2021 at 20:56 UTC to Saturday, 15 January 2022 at 00:34 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 : 6140
Unique Edges : 3612
Edges With Duplicates : 12323
Total Edges : 15935
Number of Edge Types : 5
Replies to : 688
Mentions : 2140
MentionsInRetweet : 6530
Retweet : 5118
Tweet : 1459
Self-Loops : 1625
Reciprocated Vertex Pair Ratio : 0.0119834075894915
Reciprocated Edge Ratio : 0.0236830119933202
Connected Components : 889
Single-Vertex Connected Components : 407
Maximum Vertices in a Connected Component : 3751
Maximum Edges in a Connected Component : 12443
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 7.253972
Graph Density : 0.000174751800444958
Modularity : 0.418421
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,140 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, 15 January 2022 at 03:24 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 53-day, 3-hour, 38-minute period from Monday, 22 November 2021 at 20:56 UTC to Saturday, 15 January 2022 at 00:34 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:
[107] https://ew.com/article/1997/05/02/indecent-proposal-set-apt-pupil/
[62] https://www.dailymail.co.uk/femail/article-10303917/amp/A-woman-decides-not-tell-men-shes-trans-hits-trolls-claim-assault.html?fr=operanews
[33] https://www.dailymail.co.uk/news/article-10327339/Woke-Chicago-Lutheran-church-invites-newly-ordained-pastor-hold-drag-queen-story-hour-kids.html
[30] https://krdo.com/news/top-stories/2021/03/23/man-arrested-for-sexual-assault-at-colorado-springs-massage-parlor/
[27] https://www.wtvq.com/corbin-man-charged-with-raping-young-girl/
[25] https://www.gothamjiujitsu.com/women_self_defense
[22] https://www.karlyletomms.com/single-post/2018/01/07/MeToo
[20] https://www.youtube.com/watch?v=guCD8uwrL_0&feature=youtu.be

[18] https://www.nola.com/news/crime_police/article_b4275e02-4c84-11ec-99a1-c7526c685707.html
[14] https://www.lcsun-news.com/story/news/crime/2021/12/13/vado-man-picks-up-his-fourth-child-sexual-assault-case-two-years/6494168001/

Top URLs in Tweet in G1:
[1] https://twitter.com/SecBlinken/status/1468630750383775746
[1] https://twitter.com/HunterJCullen/status/1468367005019422720
[1] https://twitter.com/ericgarland/status/1462897723510820866

Top URLs in Tweet in G2:
[61] https://www.dailymail.co.uk/femail/article-10303917/amp/A-woman-decides-not-tell-men-shes-trans-hits-trolls-claim-assault.html?fr=operanews
[32] https://www.dailymail.co.uk/news/article-10327339/Woke-Chicago-Lutheran-church-invites-newly-ordained-pastor-hold-drag-queen-story-hour-kids.html
[30] https://krdo.com/news/top-stories/2021/03/23/man-arrested-for-sexual-assault-at-colorado-springs-massage-parlor/
[27] https://www.wtvq.com/corbin-man-charged-with-raping-young-girl/
[18] https://www.nola.com/news/crime_police/article_b4275e02-4c84-11ec-99a1-c7526c685707.html
[14] https://www.lcsun-news.com/story/news/crime/2021/12/13/vado-man-picks-up-his-fourth-child-sexual-assault-case-two-years/6494168001/
[13] https://www.hulldailymail.co.uk/news/hull-east-yorkshire-news/hull-mum-29-sex-boy-6234010
[13] https://www.rollingstone.com/music/music-news/marilyn-manson-search-warrant-l-a-county-sheriff-sexual-assault-investigation-1264498/
[12] http://Buckbreakingmovie.com
[12] https://www.jpost.com/israel-news/article-690259

Top URLs in Tweet in G3:
[7] http://williamhazelgrove.com/madam-president-recommended-in-the-new-york-times/
[6] https://www.instagram.com/accounts/login/
[2] https://bleedingcool.com/tv/doctor-who-barrowman-times-up-uk-see-sexual-harassment-differently/
[2] https://uk.news.yahoo.com/john-barrowman-times-up-uk-083127274.html
[2] https://exploresextalk.com/sex/consent/when-can-consent-be-withdrawn/?utm_source=twitter
[2] https://www.youtube.com/watch?v=TUqqQ_xfEJo&feature=youtu.be

[2] https://boardgamegeek.com/boardgame/1353/times
[2] https://www.maqio.com/collections/christmas-bargains?utm_source=Facebook&utm_medium=Organic+Social&utm_campaign=XmasCutOff-18-DEC-Facebook
[1] https://twitter.com/i/web/status/1462978218474958852
[1] https://twitter.com/FemCondition/status/1463137957330759691

Top URLs in Tweet in G4:
[2] https://twitter.com/ellisgreg/status/1463000128839507968
[2] https://twitter.com/redlikejungle/status/1463603347873845252
[1] https://twitter.com/i/web/status/1482149264583053313
[1] https://twitter.com/realDailyWire/status/1470687652277997568
[1] https://twitter.com/Elsie2127/status/1471497161896435734
[1] https://twitter.com/CNN/status/1467459756365254658
[1] https://chicago.suntimes.com/2019/5/29/18644617/tina-tchen-fight-jussie-smollett-subpoena-hate-crime
[1] https://theintercept.com/2021/05/04/anita-dunn-ethics-disclosure-biden-skdk/
[1] https://twitter.com/roaringrapids22/status/1409933209136156675
[1] https://www.courttv.com/news/amber-heard-witness-statements-depp-blamed-the-monster-for-physical-verbal-abuse/

Top URLs in Tweet in G5:
[13] https://www.vanityfair.com/news/2020/11/donald-trump-post-white-house-prosecutions
[2] https://www.usnews.com/news/articles/2014/01/08/military-sexual-assaults-panel-meets-behind-closed-doors?context=amp
[1] https://twitter.com/jakesherman/status/1480952827606450181
[1] https://twitter.com/poetabarbara/status/1473585038071672832
[1] https://twitter.com/jennifernyc/status/1476283424054910979
[1] https://twitter.com/Triumphrat7/status/1456003402131968006
[1] https://twitter.com/cherijacobus/status/1467679725858471942
[1] https://twitter.com/i/web/status/1466865182647353345
[1] https://www.rollingstone.com/culture/culture-features/army-rape-trial-special-forces-fort-bragg-1277246/
[1] https://twitter.com/tradewindsnews/status/1472970720548474883

Top URLs in Tweet in G6:
[8] https://www.buzzfeednews.com/article/nishitajha/smithsonian-tropical-research-institute-metoo?ref=bfnsplash&utm_term=4ldqpho
[5] https://www.buzzfeednews.com/article/nishitajha/smithsonian-tropical-research-institute-metoo
[1] https://twitter.com/i/web/status/1481121281286279169
[1] https://twitter.com/WomenInSoilEco/status/1469002539571974154
[1] https://twitter.com/CaliLiliIndies/status/955118934457331712
[1] https://twitter.com/eddyer96/status/1469000751921827842
[1] https://www.hollywoodreporter.com/tv/tv-news/chris-noth-accused-of-sexual-assault-1235063596/
[1] https://www.bet.com/article/mr9n4b
[1] https://zenodo.org/record/5604956#.YYC3ySRHbYU
[1] https://twitter.com/hormiga/status/1469080516880003075

Top URLs in Tweet in G7:
[107] https://ew.com/article/1997/05/02/indecent-proposal-set-apt-pupil/
[1] https://twitter.com/i/web/status/1475201045244616719
[1] https://twitter.com/i/web/status/1475201645768327168
[1] https://twitter.com/i/web/status/1475275897066373124
[1] https://twitter.com/i/web/status/1475276154152050689
[1] https://twitter.com/i/web/status/1475276278957809668
[1] https://twitter.com/i/web/status/1475276463486246919
[1] https://twitter.com/i/web/status/1475279924051251202
[1] https://twitter.com/i/web/status/1475349964133908480
[1] https://twitter.com/i/web/status/1475302663453614091

Top URLs in Tweet in G8:
[1] https://twitter.com/ninivjones/status/1463191995967590412
[1] https://twitter.com/SharaThompson/status/1470109202630819843
[1] https://twitter.com/canonbowque/status/1471855673705119745
[1] https://twitter.com/bluedoors2021/status/1475516973391958024
[1] https://twitter.com/canonbowque/status/1471627475889405961
[1] https://twitter.com/i/web/status/1481731462445551619
[1] https://twitter.com/cackle76/status/1468610864441970688
[1] https://twitter.com/drproudman/status/1478040961288753153
[1] https://twitter.com/cackle76/status/1480238596900671493
[1] https://twitter.com/FlossGriffiths/status/1481365959088738315

Top URLs in Tweet in G9:
[22] https://www.karlyletomms.com/single-post/2018/01/07/MeToo
[13] https://www.karlyletomms.com/
[5] https://www.dnaindia.com/node/2675252
[2] https://twitter.com/Leena_Ghani/status/1477634225583136770
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267011
[1] https://twitter.com/brian_schnee/status/1466344864467980290
[1] https://twitter.com/bronzevillepost/status/1466431483082592259
[1] https://www.dailymail.co.uk/femail/article-10303917/amp/A-woman-decides-not-tell-men-shes-trans-hits-trolls-claim-assault.html?fr=operanews
[1] https://www.dailymail.co.uk/news/article-10327339/Woke-Chicago-Lutheran-church-invites-newly-ordained-pastor-hold-drag-queen-story-hour-kids.html
[1] https://twitter.com/DaltonReport/status/1474263980256284674

Top URLs in Tweet in G10:
[1] https://www.pslhub.org/learn/culture/whistle-blowing/the-right-%E2%80%93-and-duty-%E2%80%93-of-nhs-staff-to-speak-up-r2340/
[1] https://twitter.com/nowthisnews/status/1128344974800539648
[1] https://twitter.com/nytimes/status/1129420076824825862
[1] https://twitter.com/TheBOSSofStress/status/457283813987479552
[1] https://www.change.org/p/let-s-put-an-end-to-abuse-of-power-corruption-and-all-crimes-against-humanity-n-o-w-anticorruption-antihumantrafficking-integrity-mmiw-metoo-endit-timesup-thank-you-everyone?recruiter=34708678&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=share_twitter_responsive&recruited_by_id=7a092ee0-15fb-0130-0cf5-3c764e044e9e&share_bandit_exp=initial-3736584-en-US&share_bandit_var=v3
[1] https://twitter.com/i/web/status/1275981850067054592
[1] https://twitter.com/GeoEdResearch/status/1137063294710243328

Top Domains
Top Domains in Tweet in Entire Graph:
[658] twitter.com
[151] co.uk
[108] ew.com
[75] youtube.com
[39] gothamjiujitsu.com
[35] karlyletomms.com
[30] krdo.com
[27] wtvq.com
[18] nola.com
[17] rollingstone.com

Top Domains in Tweet in G1:
[3] twitter.com

Top Domains in Tweet in G2:
[128] co.uk
[97] twitter.com
[30] krdo.com
[27] wtvq.com
[18] nola.com
[16] cbslocal.com
[14] rollingstone.com
[14] lcsun-news.com
[12] buckbreakingmovie.com
[12] jpost.com

Top Domains in Tweet in G3:
[151] twitter.com
[9] youtube.com
[7] williamhazelgrove.com
[6] instagram.com
[4] tiktok.com
[3] yahoo.com
[3] linkedin.com
[3] theguardian.com
[3] maqio.com
[2] bleedingcool.com

Top Domains in Tweet in G4:
[29] twitter.com
[4] youtube.com
[1] suntimes.com
[1] theintercept.com
[1] courttv.com
[1] dropbox.com
[1] gaslightinggilligan.com

Top Domains in Tweet in G5:
[26] twitter.com
[13] vanityfair.com
[3] usnews.com
[1] rollingstone.com
[1] tradewindsnews.com
[1] maritime-executive.com
[1] nytimes.com
[1] rainn.org
[1] washingtonpost.com
[1] wsj.com

Top Domains in Tweet in G6:
[13] buzzfeednews.com
[5] twitter.com
[1] hollywoodreporter.com
[1] bet.com
[1] zenodo.org

Top Domains in Tweet in G7:
[107] ew.com
[18] twitter.com
[1] vulture.com

Top Domains in Tweet in G8:
[28] twitter.com
[2] cbc.ca
[1] globalnews.ca
[1] empirecenter.org

Top Domains in Tweet in G9:
[35] karlyletomms.com
[14] twitter.com
[5] dnaindia.com
[4] theguardian.com
[2] co.uk
[2] net.au
[2] nodexlgraphgallery.org
[1] lawenforcementtoday.com
[1] beingindian.com

Top Domains in Tweet in G10:
[5] twitter.com
[1] pslhub.org
[1] change.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4516] timesup
[1830] metoo
[951] firedejoy
[798] firstthem
[501] weasourselves
[481] silenceisviolence
[448] anopensecret
[440] h1news
[91] survivors
[89] resignsturgeon



Top Hashtags in Tweet in G1:
[960] timesup
[946] firedejoy
[2] lockhimup
[2] jaildejoy
[1] america
[1] gopbetrayedamerica
[1] votebluetosaveamerica
[1] metoo

Top Hashtags in Tweet in G2:
[794] firstthem
[661] metoo
[535] timesup
[498] weasourselves
[477] silenceisviolence
[445] anopensecret
[437] h1news
[79] teachers
[57] dammitflorida
[48] stopasianhatecrimes

Top Hashtags in Tweet in G3:
[448] timesup
[106] metoo
[19] everydaysexism
[19] thisisnotconsent
[18] womenfundamentalrights
[18] wfrindia
[15] ibelieveher
[14] women
[11] india
[11] inspirationalpeople

Top Hashtags in Tweet in G4:
[239] timesup
[120] metoo
[52] amberheard
[32] believewomen
[12] johnnydepp
[11] robertakaplan
[11] amberheardisanabuser
[9] justiceforjohnnydepp
[8] jussiesmollett
[6] fraud

Top Hashtags in Tweet in G5:
[125] timesup
[46] lindseyknapp
[46] drawtheline
[38] obstructionendsnow
[26] metoo
[13] timetomove
[7] day1forera
[7] era2022
[7] truth
[6] ndaa

Top Hashtags in Tweet in G6:
[119] timesup
[99] metoo
[12] fempowered
[12] empowermentt
[8] stemtoo
[7] genderequity
[6] womeninstem
[4] womensmarch
[4] womensmarch2018
[4] teeshirt

Top Hashtags in Tweet in G7:
[140] timesup
[129] metoo
[2] nataliewood
[2] westsidestory
[2] arresttrumpnow
[2] bellletstalk
[1] goldenglobes
[1] celebrityjustice
[1] anselelgort
[1] stevenspielberg

Top Hashtags in Tweet in G8:
[90] timesup
[27] metoo
[17] canadian
[17] police
[17] truthisacompletedefense
[12] speakyourtruth
[8] truthtopower
[7] laws
[7] canada
[7] whistleblowers

Top Hashtags in Tweet in G9:
[73] timesup
[67] metoo
[8] enoughisenough
[6] lnp
[5] mallikadua
[5] vinoddua
[4] firstthem
[4] decriminalizedefamation
[3] weasourselves
[3] silenceisviolence

Top Hashtags in Tweet in G10:
[17] timesup
[7] metoo
[6] timesuphc
[3] hr
[3] poeticjustice
[3] socialjukebox
[2] fassm
[2] metoostem
[2] metoophd
[2] faith

Top Words
Top Words in Tweet in Entire Graph:
[4501] #timesup
[1902] dejoy
[1890] firstthemnews
[1821] #metoo
[968] bye
[961] board
[957] hunterjcullen
[951] governors
[951] perfect
[951] #firedejoy

Top Words in Tweet in G1:
[1891] dejoy
[960] #timesup
[952] hunterjcullen
[946] #firedejoy
[944] toast
[944] confirmations
[944] board
[944] governors
[944] perfect
[944] timing

Top Words in Tweet in G2:
[1875] firstthemnews
[789] #firstthem
[660] #metoo
[541] charged
[532] old
[530] #timesup
[513] year
[493] #weasourselves
[472] #silenceisviolence
[444] sexual

Top Words in Tweet in G3:
[448] #timesup
[106] #metoo
[53] time
[40] women
[29] know
[23] people
[21] more
[20] sexual
[19] #everydaysexism
[19] #thisisnotconsent

Top Words in Tweet in G4:
[238] #timesup
[120] #metoo
[104] media
[99] amber
[96] heard
[78] thatumbrella
[77] still
[76] women
[76] everyone
[76] lives

Top Words in Tweet in G5:
[125] #timesup
[51] thank
[48] story
[46] unacceptable
[46] many
[46] #lindseyknapp
[46] #drawtheline
[45] sharing
[45] voices
[45] silenced

Top Words in Tweet in G6:
[224] women
[119] #timesup
[99] #metoo
[92] stri_panama
[82] smithsonian
[76] scientists
[76] sexual
[76] harassment
[75] stri
[73] jkwillenbring

Top Words in Tweet in G7:
[226] altschul
[216] movies
[140] #timesup
[129] #metoo
[120] producer
[119] tomdesanto
[119] told
[119] work
[118] fernando
[118] minors

Top Words in Tweet in G8:
[89] #timesup
[27] #metoo
[22] send
[19] thank
[18] used
[18] gift
[18] before
[17] #canadian
[17] #police
[17] officer

Top Words in Tweet in G9:
[72] #timesup
[67] #metoo
[46] leena_ghani
[44] itsmeeshashafi
[43] boundaries
[40] cross
[40] examination
[34] support
[34] many
[28] update

Top Words in Tweet in G10:
[17] #timesup
[8] braincures
[7] proftimnoakes
[7] reddit
[7] marikasboros
[7] normanlamb
[7] #metoo
[6] anybodybutberti
[6] rogerkline
[6] nicochan33

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[950] perfect,timing
[950] buh,bye
[950] dejoy,#firedejoy
[950] #firedejoy,#timesup
[949] dejoy,toast
[949] toast,confirmations
[949] confirmations,board
[949] board,governors
[949] governors,perfect
[949] timing,buh

Top Word Pairs in Tweet in G1:
[945] dejoy,#firedejoy
[945] #firedejoy,#timesup
[944] dejoy,toast
[944] toast,confirmations
[944] confirmations,board
[944] board,governors
[944] governors,perfect
[944] perfect,timing
[944] timing,buh
[944] buh,bye

Top Word Pairs in Tweet in G2:
[567] #firstthem,#metoo
[476] year,old
[436] #silenceisviolence,#anopensecret
[428] #timesup,#h1news
[414] #metoo,#weasourselves
[375] #weasourselves,#silenceisviolence
[352] #anopensecret,#timesup
[267] sexually,assaulting
[154] 20,years
[145] sentenced,20

Top Word Pairs in Tweet in G3:
[50] #metoo,#timesup
[18] #timesup,#everydaysexism
[16] #womenfundamentalrights,#wfrindia
[16] twitter,know
[15] #timesup,#metoo
[15] #wfrindia,#timesup
[15] #thisisnotconsent,#ibelieveher
[14] #everydaysexism,#thisisnotconsent
[12] #ibelieveher,#metoo
[12] _dipikar,twitter

Top Word Pairs in Tweet in G4:
[92] amber,heard
[82] #metoo,#timesup
[72] times,#timesup
[72] #timesup,forced
[72] forced,fire
[72] fire,everyone
[72] everyone,media
[72] media,still
[72] still,praises
[72] praises,ruined

Top Word Pairs in Tweet in G5:
[45] thank,sharing
[45] sharing,story
[45] story,unacceptable
[45] unacceptable,many
[45] many,voices
[45] voices,silenced
[45] #timesup,#drawtheline
[44] silenced,#lindseyknapp
[44] #lindseyknapp,#timesup
[37] #drawtheline,#obstructionendsnow

Top Word Pairs in Tweet in G6:
[87] #metoo,#timesup
[78] smithsonian,stri_panama
[75] sexual,harassment
[75] harassment,stri
[73] women,scientists
[72] grateful,women
[72] women,speaking
[72] speaking,sexual
[72] stri,#metoo
[72] #timesup,women

Top Word Pairs in Tweet in G7:
[123] #timesup,#metoo
[118] fernando,altschul
[118] altschul,tomdesanto
[118] tomdesanto,told
[118] told,minors
[118] minors,disrobe
[118] disrobe,apt
[118] apt,pupil
[118] pupil,work
[116] work,hollywood

Top Word Pairs in Tweet in G8:
[17] thank,#canadian
[17] #canadian,#police
[17] #police,officer
[17] officer,stalkers
[17] stalkers,used
[17] used,amazon
[17] amazon,send
[17] send,gift
[17] gift,before
[17] before,christmas

Top Word Pairs in Tweet in G9:
[40] cross,examination
[39] itsmeeshashafi,cross
[38] #metoo,#timesup
[26] leena_ghani,update
[21] advocates,meesha
[21] meesha,many
[21] many,perhaps
[21] perhaps,don
[21] don,access
[21] access,support

Top Word Pairs in Tweet in G10:
[6] anybodybutberti,rogerkline
[6] rogerkline,proftimnoakes
[6] proftimnoakes,nicochan33
[6] nicochan33,reddit
[6] reddit,marikasboros
[6] marikasboros,nhsproviders
[6] nhsproviders,matthew_weaver
[6] matthew_weaver,normanlamb
[6] #timesup,#timesuphc
[5] braincures,anybodybutberti

Top Replied-To
Top Replied-To in Entire Graph:
@kathybibang
@borisjohnson
@thatumbrella
@cnn
@spencerkarter
@neveraloneadvo1
@noahshachtman
@rollingstone
@nicolasturgeon
@nazgul39213

Top Replied-To in G1:
@donwinslow
@baddcompani
@hunterjcullen
@chris_notcapn

Top Replied-To in G2:
@spencerkarter
@timesupnow
@tariqnasheed
@rahulkanwal
@f0rlornclown
@profblacktruth
@bosnerdley
@fordhamnyc
@blkliberation84
@blackdetta

Top Replied-To in G3:

Top Replied-To in G4:
@kathybibang
@thatumbrella
@readealexandra
@ap
@kb9498
@jenniferbonjean
@bradleyrhaywood
@rmcough
@charliekellyph1
@glitterroad

Top Replied-To in G5:
@rollingstone
@noahshachtman
@neveraloneadvo1
@repraulruizmd
@senatedems
@kelleyalynch1
@repchuygarcia
@evilgalprods
@sengillibrand
@erohealthcomms

Top Replied-To in G6:
@commondefense
@chelseahandler
@womensmarch
@smithsonian

Top Replied-To in G7:
@thereturnofplur
@variety
@blakestuerman
@wildhairedwoman
@nonothing67
@garth2the2ndpwr
@realwarlund
@glorphus526
@savageneverdies
@epicmuttonchops

Top Replied-To in G8:
@annesterling20
@shesrideordie
@fit4duty_ethics
@shades_dirty
@serpicodet
@sphillipsab
@katieghannon
@janisirwin
@commonman_marty
@donkeehotey

Top Replied-To in G9:
@aamiral99186799
@civilpunisher17

Top Replied-To in G10:
@anybodybutberti
@runelinding
@choo_ek
@realjudgelynn

Top Mentioned
Top Mentioned in Entire Graph:
@firstthemnews
@hunterjcullen
@tomdesanto
@transformers
@stri_panama
@pcarorg
@smithsonian
@adylady9969
@jkwillenbring
@roaringrapids22

Top Mentioned in G1:
@hunterjcullen
@donwinslow
@littlered623

Top Mentioned in G2:
@firstthemnews
@metoomvmt
@taranaburke
@usatoday
@usatodaylife
@penn
@google
@timesupnow
@b1sandiego1
@usnavy

Top Mentioned in G3:
@_dipikar
@mojosiedlak
@oshunpublicaton
@exploresextalk
@ezracubero
@khadymany
@futurefemproj
@grainneoreilly9
@alienloveprince
@johncordbooks2

Top Mentioned in G4:
@roaringrapids22
@thatumbrella
@littlemismagic
@letshearthetru
@winonasrider
@thatbrianfella
@themaddimension
@duck_jerk
@odetomisery
@princonsuella_

Top Mentioned in G5:
@potus
@maddow
@mike_pence
@robreiner
@11thhour
@vp
@remirol1956
@senschumer
@sethharpesq
@speakerpelosi

Top Mentioned in G6:
@stri_panama
@smithsonian
@jkwillenbring
@eddyer96
@megcrofoot
@mattlarsenstri
@velociaeb
@or
@adrianarabyart
@calililiindies

Top Mentioned in G7:
@tomdesanto
@transformers
@thereturnofplur
@sho_thelword
@empiretvseries
@speakup1981
@lasdhq
@gloriasteinem
@ladaoffice
@tinatchen

Top Mentioned in G8:
@heathermcwill1
@sharon_zehr
@fit4duty_ethics
@bluedoors2021
@profjuliemac
@zeldazeldaluna
@elvebeloved
@kjcleth
@weekskimd
@shades_dirty

Top Mentioned in G9:
@leena_ghani
@itsmeeshashafi
@firstthemnews
@winkiesword
@usamakhilji
@fatimarazzaq20
@ayumiture
@ijenkins99
@dna
@karlyle_tomms

Top Mentioned in G10:
@braincures
@proftimnoakes
@reddit
@marikasboros
@normanlamb
@rogerkline
@nicochan33
@nhsproviders
@matthew_weaver
@anybodybutberti

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@united
@britpoptarts
@mhall55nine
@inspiteoftrump
@klm
@debilu2
@wrikent3500
@kenkircher1

Top Tweeters in G1:
@oldlady12345
@britpoptarts
@inspiteoftrump
@wrikent3500
@kenkircher1
@lesleygsmith3
@rhiles2760
@kak089
@teram323tere
@stonefree63

Top Tweeters in G2:
@jdjongumzidenga
@youranonriots
@nypost
@slimjim2123
@spencerkarter
@ballinandy24
@usatoday
@mentalhealthbo5
@fuller_derek
@chtucker18

Top Tweeters in G3:
@dantresomi
@jrmiej
@bleedingcool
@mattmackowiak
@talentedladies
@thetalentguru
@rocketman46
@cybervenus
@sensimilliea
@samsoprano30

Top Tweeters in G4:
@250praveen
@nytimes
@ap
@_haikusgoddess
@nomuru2d
@dan__brummitt
@sbarrbrisebois
@zigmanfreud
@rancidpotato
@mynameisamy7

Top Tweeters in G5:
@awelab1956
@peta
@cherijacobus
@nancyneff2
@remirol1956
@lilylive000lily
@daveweigel
@greg_doucette
@atmelsdiner
@kjd_kimd63

Top Tweeters in G6:
@womencodersbot
@dmellieon
@botfemale
@blink2xamerica
@drjulie_b
@calililiindies
@needhibhalla
@almostjingo
@zwartblesie
@amcell

Top Tweeters in G7:
@comicbooknow
@people
@comicbook
@variety
@mtv
@newsweek
@phyddledd
@losivad
@theatlantic
@sgvtribune

Top Tweeters in G8:
@ayshamoolla
@robinedgar
@answerallman
@nbcnewyork
@laserhaas01
@donkeehotey
@sebastiennel
@dwain_campbell
@to_resident
@feltstory1

Top Tweeters in G9:
@dna
@ani
@karlyle_tomms
@lawrence_wray
@bbcworld
@naheinyaar
@gqabbasi
@papanda_san
@nekoyamanao
@khanaslamshahid

Top Tweeters in G10:
@humanre41270855
@nicochan33
@mbalter
@debhazeldine
@schneiderleonid
@hrw
@shaunlintern
@braincures
@proftimnoakes
@rogerkline