forbes, Twitter, 6/24/2021 12:59:08 AM, 257604


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forbes_2021-06-23_13-42-25.xlsx
forbes_2021-06-23_13-42-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 24, 2021
Short Description:
forbes via NodeXL https://bit.ly/2UBHgNv
@forbes
@drunkunctony
@shahnawazs83
@noturbine
@markcojuangco
@forbes_mexico
@txt_members
@luther81957760
@tojamesconnor
@txtchart_kr

Top hashtags:
#ai
#machinelearning
#datascience
#artificialintelligence
#analytics
#bigdata

Description:
Description
The graph represents a network of 8,706 Twitter users whose tweets in the requested range contained "forbes", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 June 2021 at 20:51 UTC.

The requested start date was Tuesday, 22 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 2-hour, 3-minute period from Saturday, 19 June 2021 at 05:29 UTC to Monday, 21 June 2021 at 07:33 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 : 8706
Unique Edges : 6271
Edges With Duplicates : 12449
Total Edges : 18720
Number of Edge Types : 5
Retweet : 4670
MentionsInRetweet : 6520
Tweet : 2063
Mentions : 4404
Replies to : 1063
Self-Loops : 2124
Reciprocated Vertex Pair Ratio : 0.0101235067827495
Reciprocated Edge Ratio : 0.0200440970134295
Connected Components : 1587
Single-Vertex Connected Components : 818
Maximum Vertices in a Connected Component : 4546
Maximum Edges in a Connected Component : 12365
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.118765
Graph Density : 0.000131660670155186
Modularity : 0.526123
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,706 Twitter users whose tweets in the requested range contained "forbes", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 June 2021 at 20:51 UTC.

The requested start date was Tuesday, 22 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 2-hour, 3-minute period from Saturday, 19 June 2021 at 05:29 UTC to Monday, 21 June 2021 at 07:33 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 : forbes
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:
[273] https://www.forbes.com/sites/hughmcintyre/2021/06/20/k-pop-group-twice-polo-g-maroon-5-and-migos-debut-new-albums-inside-the-billboard-200s-top-10/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[162] https://www.forbes.com/sites/andymeek/2021/06/16/meet-abc-news-rachel-scott-who-looked-putin-in-the-eye-and-asked-him-what-are-you-so-afraid-of/
[103] https://www.forbes.com/sites/hughmcintyre/2021/06/20/tomorrow-x-together-chris-stapleton-and-kendrick-lamar-albums-to-watch-on-the-billboard-200/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[83] https://www.forbes.com/sites/willyakowicz/2021/06/17/connecticut-to-become-18th-state-to-legalize-adult-use-cannabis/?sh=2428817b7825&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[68] https://www.forbes.com/sites/ninashapiro/2021/06/20/study-documents-changes-in-brain-after-covid-19-infection/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[42] https://www.huffpost.com/entry/wilbur-ross-53-million-commerce-head-finance-report_n_60cd5ceae4b01af0c2706d30?ncid=engmodushpmg00000004
[40] https://twinybots.ch/
[33] https://twitter.com/Forbes/status/1405303703234658304
[31] https://www.forbes.com/sites/martinrivers/2021/06/17/el-salvador-can-pay-world-bank-in-bitcoin-according-to-charter/
[29] https://www.forbes.com/sites/forbestechcouncil/2021/06/16/ai-driven-predictive-models-three-steps-to-transform-customer-experience/

Top URLs in Tweet in G1:
[272] https://www.forbes.com/sites/hughmcintyre/2021/06/20/k-pop-group-twice-polo-g-maroon-5-and-migos-debut-new-albums-inside-the-billboard-200s-top-10/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[159] https://www.forbes.com/sites/andymeek/2021/06/16/meet-abc-news-rachel-scott-who-looked-putin-in-the-eye-and-asked-him-what-are-you-so-afraid-of/
[80] https://www.forbes.com/sites/willyakowicz/2021/06/17/connecticut-to-become-18th-state-to-legalize-adult-use-cannabis/?sh=2428817b7825&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[74] https://www.forbes.com/sites/hughmcintyre/2021/06/20/tomorrow-x-together-chris-stapleton-and-kendrick-lamar-albums-to-watch-on-the-billboard-200/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[68] https://www.forbes.com/sites/ninashapiro/2021/06/20/study-documents-changes-in-brain-after-covid-19-infection/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[25] https://www.huffpost.com/entry/wilbur-ross-53-million-commerce-head-finance-report_n_60cd5ceae4b01af0c2706d30?ncid=engmodushpmg00000004
[22] https://www.forbes.com/sites/forbestheculture/2021/06/18/these-two-women-collaborated-to-remove-mental-health-stigmas-in-marginalized-communities/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[17] https://www.forbes.com/sites/andymeek/2021/06/16/meet-abc-news-rachel-scott-who-looked-putin-in-the-eye-and-asked-him-what-are-you-so-afraid-of/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Valerie
[16] https://www.forbes.com/sites/davidnikel/2021/06/11/a-travel-primer-on-the-scandinavian-countries/?sh=51d903b319b7&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter&utm_medium=social
[15] https://www.forbes.com/sites/roberthart/2021/06/17/chinas-sinovac-vaccine-under-scrutiny-as-covid-soars-in-highly-vaccinated-countries/?sh=276889001444&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social

Top URLs in Tweet in G2:
[16] https://twinybots.ch/
[12] https://twitter.com/Forbes/status/1406742458411753474
[7] https://www.forbes.com/sites/russellflannery/2021/06/19/aihuishou-gains-23-on-nasdaq-debut-enriching-chinas-jdcom/?utm_source=dlvr.it&utm_medium=twitter
[7] https://www.forbes.com/sites/gordonkelly/2021/06/19/google-chrome-warning-zero-day-security-exploit-free-upgrade-chrome-users/
[7] https://news.yahoo.co.jp/articles/b77ad9d54779581d712a820e60aa667898a9546d
[5] https://www.jd.com
[5] https://twitter.com/Forbes/status/1406831434589949955
[5] https://www.forbes.com/sites/paulfroberts/2021/06/20/under-scrutiny-big-ag-scrambles-to-address-cyber-risk/?sh=949db5561e3c
[4] https://twitter.com/forbes/status/1405303703234658304
[4] https://tribune.com.pk/story/2306014/pakistani-woman-makes-it-to-forbes-next-1000-list

Top URLs in Tweet in G3:
[29] https://www.forbes.com/sites/forbestechcouncil/2021/06/16/ai-driven-predictive-models-three-steps-to-transform-customer-experience/
[25] https://www.forbes.com/sites/robtoews/2021/06/20/these-are-the-startups-applying-ai-to-tackle-climate-change/?sh=255009e87b26
[23] https://www.forbes.com/sites/forbeste
[23] https://www.forbes.com/sites/moorinsi
[17] https://twinybots.ch/
[15] https://www.forbes.com/sites/bernardmarr/2020/08/10/what-is-the-artificial-intelligence-revolution-and-why-does-it-matter-to-your-business/
[13] https://www.forbes.com/sites/jamiecartereurope/2021/06/18/the-edge-of-our-solar-system-has-been-found-the-heliosphere-bubble-just-got-mapped/?utm_source=TWITTER&utm_medium=social&utm_content=5007656894&utm_campaign=sprinklrForbesTechTwitter
[13] https://www.forbes.com/sites/tomtaulli/2021/06/18/bidens-ai-initiative-will-it-work/?sh=f7f06ac1cc71
[12] https://www.forbes.com/sites/curtissilver/2021/01/25/100-years-later-the-future-of-robots-still-lies-in-science-fiction/
[12] https://www.forbes.com/sites/cognitiveworld/2021/05/30/the-five-ways-to-build-machine-learning-models/

Top URLs in Tweet in G4:
[29] https://www.forbes.com/sites/hughmcintyre/2021/06/20/tomorrow-x-together-chris-stapleton-and-kendrick-lamar-albums-to-watch-on-the-billboard-200/?utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[1] https://twitter.com/forbes/status/1406679515942752256
[1] https://www.forbes.com/sites/hughmcintyre/2021/06/20/k-pop-group-twice-polo-g-maroon-5-and-migos-debut-new-albums-inside-the-billboard-200s-top-10/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[1] https://twitter.com/Forbes/status/1406679515942752256
[1] https://www.forbes.com/sites/hughmcintyre/2021/06/20/tomorrow-x-together-chris-stapleton-and-kendrick-lamar-albums-to-watch-on-the-billboard-200/amp/?__twitter_impression=true

Top URLs in Tweet in G5:
[22] https://www.forbes.com/sites/ewelinaochab/2021/06/05/ethiopia-on-the-brink-of-famine/?sh=46aff2b74252
[3] https://www.forbes.com/sites/zackfriedman/2021/06/16/biden-has-now-cancelled-3-billion-of-student-loans/
[2] https://g.co/kgs/5Vc48B
[1] https://www.forbes.com/sites/tommybeer/2021/06/10/nfl-encountering-substantial-vaccine-hesitancy-among-players/
[1] https://twitter.com/hoszimi/status/1406315703322484740
[1] https://twitter.com/Charpy73/status/1406491900736163841?s=20
[1] https://www.bbcamerica.com/anglophenia/2012/12/anti-trump-farmer-michael-forbes-wins-scotsman-of-the-year-award
[1] https://twitter.com/Charpy73/status/1406491030699089922?s=20
[1] https://twitter.com/forbes/status/1406468110526423040
[1] https://www.forbes.com/sites/zackfriedman/2021/06/16/biden-has-now-cancelled-3-billion-of-student-loans/?sh=1f003d52540d

Top URLs in Tweet in G6:
[4] https://www.forbes.com.mx/ficrea-las-finanzas-prueba-de-fraude-no-existen/
[2] https://www.ft.com/video/9cbadf0e-df8a-4631-bc5b-e3acd11d6702
[2] https://www.forbes.com/sites/kellyphillipserb/2015/05/27/numerous-fifa-officials-arrested-in-massive-corruption-scheme-tied-world-cup-other-tournaments/
[2] https://www.forbes.com.mx/chile-inaugura-primera-planta-termosolar-de-latinoamerica/
[1] https://www.forbes.com.mx/jorge-luis-lavalle-maury-primer-exsenador-preso-acusaciones-lozoya/
[1] https://www.forbes.com/sites/chrisladd/2017/03/27/pastors-not-politicians-turned-dixie-republican/?sh=819b6ea695fc
[1] https://www.thepetitionsite.com/takeaction/345/520/435/
[1] https://abogado.com.ph/wrongly-executed-director-hopes-film-prompts-biden-to-curb-death-penalty/
[1] https://www.forbes.com/sites/timabansal/2021/05/13/how-green-is-tesla-really/
[1] https://www.forbes.com.mx/la-opacidad-ante-solicitudes-de-informacion-a-presidencia-se-triplica-con-amlo/

Top URLs in Tweet in G7:
[5] https://twitter.com/Forbes/status/1405303703234658304
[2] https://www.forbes.com/sites/zackfriedman/2021/06/16/biden-has-now-cancelled-3-billion-of-student-loans/?sh=28b1a896540d&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter

Top URLs in Tweet in G9:
[12] https://www.forbes.com/sites/andrewsolender/2021/06/18/traitor-pence-faces-hecklers-during-conservative-christian-summit/
[9] https://www.forbes.com/sites/michaeltnietzel/2021/06/01/more-than-100-scholars-issue-warning-that-american-democracy-is-in-danger-call-for-federal-reforms/?sh=1ca5a3ae26f7
[5] https://www.forbes.com/sites/alisondurkee/2021/04/29/over-2-in-3-americans-voted-using-methods-gop-trying-to-restrict-census-data-shows/
[4] https://www.forbes.com/sites/zacheverson/2021/06/16/trump-golf-clubs-collect-more-than-40000-from-new-jersey-gubernatorial-candidate/amp/
[3] https://www.forbes.com/sites/melissaholzberg/2021/03/17/domestic-extremists-motivated-by-election-fraud-narrative-could-commit-more-violence-this-year-threat-assessment-finds/
[2] https://www.forbes.com/sites/andymeek/2021/06/16/meet-abc-news-rachel-scott-who-looked-putin-in-the-eye-and-asked-him-what-are-you-so-afraid-of/
[2] https://www.forbes.com/sites/andrewsolender/2021/06/18/trump-ethics-critics-take-rare-shot-at-biden-over-jobs-for-top-aides-kids/
[2] https://www.forbes.com/sites/andrewsolender/2021/06/16/house-overwhelmingly-approves-senate-bill-making-juneteenth-a-federal-holiday/
[2] https://www.forbes.com/sites/andrewsolender/2021/06/16/house-overwhelmingly-approves-senate-bill-making-juneteenth-a-federal-holiday/?sh=640c0d4162ac
[1] https://www.forbes.com/sites/joewalsh/2021/05/07/threats-against-members-of-congress-jumped-107-this-year-capitol-police-say/

Top URLs in Tweet in G10:
[1] https://twitter.com/fuckdcarey/status/1406448159560196104

Top Domains
Top Domains in Tweet in Entire Graph:
[3489] forbes.com
[336] twitter.com
[97] com.mx
[48] huffpost.com
[40] twinybots.ch
[39] co.jp
[39] bit.ly
[31] forbesjapan.com
[29] linkedin.com
[28] forbes.ru

Top Domains in Tweet in G1:
[1363] forbes.com
[27] twitter.com
[25] huffpost.com
[8] youtu.be
[4] bit.ly
[4] linkedin.com
[4] investment.ceo
[3] vdfn.biz
[2] twinybots.ch
[2] youtube.com

Top Domains in Tweet in G2:
[398] forbes.com
[108] twitter.com
[32] co.jp
[24] linkedin.com
[22] forbesjapan.com
[19] dy.si
[18] delovidenie.com
[16] twinybots.ch
[14] com.mx
[13] tweetedtimes.com

Top Domains in Tweet in G3:
[736] forbes.com
[55] twitter.com
[17] twinybots.ch
[17] bing.com
[14] tweetedtimes.com
[6] jd.com
[6] ciodive.com
[4] faveeo.com
[3] radian6.com
[2] buff.ly

Top Domains in Tweet in G4:
[31] forbes.com
[2] twitter.com

Top Domains in Tweet in G5:
[29] forbes.com
[6] twitter.com
[2] g.co
[1] bbcamerica.com

Top Domains in Tweet in G6:
[8] com.mx
[7] forbes.com
[2] ft.com
[1] thepetitionsite.com
[1] com.ph
[1] medium.com
[1] google.com
[1] twitter.com

Top Domains in Tweet in G7:
[5] twitter.com
[2] forbes.com

Top Domains in Tweet in G9:
[48] forbes.com
[1] huffpost.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[397] ai
[338] machinelearning
[255] datascience
[169] artificialintelligence
[139] analytics
[134] bigdata
[130] thalapathyrewind
[114] python
[111] data
[105] ml



Top Hashtags in Tweet in G1:
[15] next1000
[13] digitaltransformation
[12] ai
[9] juneteenth
[9] it
[7] tolonbillboard200
[6] digital
[6] monsta_x
[6] monstax
[6] im

Top Hashtags in Tweet in G2:
[14] yahooニュース
[9] bitcoin
[9] startup
[7] security
[7] realestate
[7] cybersecurity
[7] newspicks
[6] forbes
[5] ai
[5] news

Top Hashtags in Tweet in G3:
[371] ai
[334] machinelearning
[251] datascience
[157] artificialintelligence
[130] bigdata
[114] python
[106] analytics
[104] ml
[104] data
[95] tech

Top Hashtags in Tweet in G4:
[5] txt
[3] tomorrow_x_together
[1] 투모로우바이투게더

Top Hashtags in Tweet in G5:
[22] tigrayfamine
[20] tigraygenocide
[19] dv2021
[11] 2021dvazerbaijan
[9] savediversityvisaazerbaijan2021
[6] dv2020
[6] savedvazerbaijan2021
[4] cancelstudentdebt
[3] savediversityvisa
[3] kcc_not_working

Top Hashtags in Tweet in G6:
[2] yulin
[2] china
[2] rwanda
[1] dogs
[1] dogsoftwitter
[1] champbiden
[1] champ
[1] abogadonews

Top Hashtags in Tweet in G8:
[130] thalapathyrewind
[1] happybirthdaykajal

Top Hashtags in Tweet in G9:
[3] ettd
[1] goptaxscam

Top Words
Top Words in Tweet in Entire Graph:
[4238] forbes
[547] more
[546] 10
[517] people
[492] top
[436] billboard
[436] 200
[407] albums
[398] #ai
[338] #machinelearning

Top Words in Tweet in G1:
[1795] forbes
[355] billboard
[355] 200
[346] albums
[323] twice
[315] 10
[289] top
[276] inside
[275] group
[274] pop

Top Words in Tweet in G2:
[439] forbes
[66] japan
[47] cease
[44] more
[32] news
[30] malcolm
[30] bryn
[27] world
[26] one
[26] covid

Top Words in Tweet in G3:
[372] #ai
[334] #machinelearning
[251] #datascience
[236] ai
[235] forbes
[157] #artificialintelligence
[130] #bigdata
[114] #python
[112] artificial
[112] forbestech

Top Words in Tweet in G4:
[250] txt_members
[245] asian
[245] more
[245] album
[243] 5th
[239] forbes
[196] boy
[196] chart
[195] band
[194] canadian

Top Words in Tweet in G5:
[73] potus
[65] statedept
[45] travelgov
[43] vp
[40] tigray
[40] repmccaul
[39] people
[37] starving
[36] eritrea
[36] govts

Top Words in Tweet in G6:
[18] forbes
[12] skynews
[10] ft
[8] mario_dico50
[8] snietocastillo
[8] ap_noticias
[7] mario
[7] constanzo
[7] ap
[6] bbcbreaking

Top Words in Tweet in G7:
[318] people
[159] 10
[159] down
[159] 100
[159] million
[159] go
[158] drunkunctony
[2] forbes
[2] biden
[2] cancelled

Top Words in Tweet in G8:
[131] forbes
[130] thalapathy
[130] vijay
[130] conquered
[130] ranking
[130] 2015
[130] #thalapathyrewind
[129] vijayismylife
[20] treats
[20] fans

Top Words in Tweet in G9:
[81] voting
[80] 100
[80] scholars
[80] warn
[80] procedures
[80] several
[80] states
[80] being
[80] transformed
[71] tojamesconnor

Top Words in Tweet in G10:
[136] forbes
[84] caroline
[82] klaus
[82] mikaelson
[82] olhando
[82] esse
[82] twitter
[81] klajosephfavs
[54] top
[54] mortes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] billboard,200
[302] top,10
[275] pop,group
[274] group,twice
[274] twice,polo
[274] polo,maroon
[274] maroon,migos
[274] migos,debut
[274] debut,albums
[274] albums,inside

Top Word Pairs in Tweet in G1:
[355] billboard,200
[281] top,10
[272] pop,group
[272] group,twice
[272] twice,polo
[272] polo,maroon
[272] maroon,migos
[272] migos,debut
[272] debut,albums
[272] albums,inside

Top Word Pairs in Tweet in G2:
[64] forbes,japan
[30] malcolm,forbes
[30] bryn,forbes
[23] cease,dream
[23] dream,cease
[23] cease,live
[23] live,malcolm
[19] breaking,news
[18] forbes,breaking
[16] japan,フォーブス

Top Word Pairs in Tweet in G3:
[202] #machinelearning,#datascience
[110] artificial,intelligence
[103] #datascience,#python
[95] #artificialintelligence,#machinelearning
[83] #ai,#ml
[82] #python,#ai
[79] #bigdata,#analytics
[76] #ml,#artificialintelligence
[76] #datascience,#bigdata
[76] #analytics,#blockchain

Top Word Pairs in Tweet in G4:
[243] more,album
[195] boy,band
[194] album,canadian
[194] canadian,chart
[194] chart,forbes
[193] txt_members,5th
[193] 5th,boy
[193] band,asian
[193] asian,nation
[193] nation,send

Top Word Pairs in Tweet in G5:
[42] potus,vp
[36] starving,people
[36] people,tigray
[34] eritrea,govts
[34] govts,starving
[34] tigray,part
[34] part,state
[34] state,sponsored
[34] sponsored,campaign
[34] campaign,wipe

Top Word Pairs in Tweet in G6:
[7] mario,constanzo
[5] europe1,lci
[5] lci,franceinfo
[5] franceinfo,ajenews
[5] ajenews,rfi
[5] rfi,cnews
[5] cnews,cnni
[5] cnni,skynews
[5] skynews,afp
[5] afp,bbcbreaking

Top Word Pairs in Tweet in G7:
[159] 10,people
[159] people,down
[159] down,100
[159] 100,million
[159] million,people
[159] people,go
[158] drunkunctony,10
[2] forbes,biden
[2] biden,cancelled
[2] cancelled,billion

Top Word Pairs in Tweet in G8:
[130] thalapathy,vijay
[130] vijay,conquered
[130] conquered,forbes
[130] forbes,ranking
[130] ranking,2015
[130] 2015,#thalapathyrewind
[129] vijayismylife,thalapathy
[20] treats,fans
[20] fans,came
[20] came,non

Top Word Pairs in Tweet in G9:
[80] 100,scholars
[80] scholars,warn
[80] warn,voting
[80] voting,procedures
[80] procedures,several
[80] several,states
[80] states,being
[80] being,transformed
[62] transformed,political
[39] rbreich,worse

Top Word Pairs in Tweet in G10:
[82] klaus,mikaelson
[82] mikaelson,olhando
[82] olhando,caroline
[82] caroline,forbes
[82] forbes,esse
[82] esse,twitter
[81] klajosephfavs,klaus
[54] top,mortes
[54] mortes,ficção
[54] ficção,53

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@rachelvscott
@forbestech
@paultassi
@forbes_mexico
@sdiversityvisa
@eurekaforbes
@forbesadvisor
@tvdu_forbes
@lewa_forbes

Top Replied-To in G1:
@forbes
@rachelvscott
@paultassi
@forbesadvisor
@erikkain
@mccuen_d
@jaroslawkuzniar
@masterbtcltc
@mrvigilantebtc
@cantanker1962

Top Replied-To in G3:
@forbestech
@realphoenixfire
@dohadebates
@gaiapluto
@ipfconline1
@betamoroney

Top Replied-To in G4:
@forbes
@txt_members

Top Replied-To in G5:
@sdiversityvisa
@alaaelk56143285
@ailanational
@flotus45
@pop77821032
@unstoppable_orc
@robertp93830192
@hoszimi
@realdonaldtrump
@repwesterman

Top Replied-To in G6:
@bbcbreaking
@traca63
@mario_dico50
@snietocastillo
@edmundo_hankel
@cbsnews
@manitasdecoco
@vagoilustrado
@sochepi
@euronews

Top Replied-To in G9:
@donwinslow
@ryanstruyk
@desjarlaistn04
@strandjunker
@b52malmet
@alexpadilla4ca
@waltshaub
@rbreich
@amyklobuchar
@pattymurray

Top Replied-To in G10:
@tvdu_forbes
@lovzblake
@moonstlw
@anistonshy

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@txt_members
@txtchart_kr
@rachelvscott
@drunkunctony
@vijayismylife
@forbestech
@forbes_mexico
@nicochan33
@klajosephfavs

Top Mentioned in G1:
@forbes
@rachelvscott
@forbesadvisor
@joeking3333
@paultassi
@tedcruz
@tamaramccleary
@jypetwice
@realceoofantifa

Top Mentioned in G2:
@ajbcsurveys
@georgementz
@_team_up
@78tiger
@3dprinting_mag
@flightaj
@sampathmanickam
@bankrot_59ru
@samma_pl
@mbsadmin

Top Mentioned in G3:
@forbes
@forbestech
@nicochan33
@sallyeaves
@paula_piccard
@haroldsinnott
@trippbraden
@harbrimah
@new081082
@spirosmargaris

Top Mentioned in G4:
@txt_members
@txtchart_kr
@txt__news
@forbes
@txt_book
@kyubiinx
@txt_bighit
@itboythefed
@choixthk
@txt_pakistan

Top Mentioned in G5:
@potus
@statedept
@vp
@travelgov
@forbes
@secmayorkas
@secblinken
@ailanational
@repmccaul
@senatorleahy

Top Mentioned in G6:
@forbes
@ft
@skynews
@mario_dico50
@snietocastillo
@ap
@cnbc
@washingtonpost
@cnni
@afp

Top Mentioned in G7:
@drunkunctony
@forbes

Top Mentioned in G8:
@vijayismylife
@amanikajal

Top Mentioned in G9:
@tojamesconnor
@rbreich
@crewcrew
@andrewsolender
@amyklobuchar
@senatedems
@b52malmet
@alexpadilla4ca
@sensherrodbrown
@sen_joemanchin

Top Mentioned in G10:
@klajosephfavs
@seriestwbz
@karevblake
@juudols
@hollandbaby
@fuckdcarey
@lovzblake
@ifspetrova_

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@barntiques859
@easy_branches
@uber_support
@lasillarota
@robinsnewswire
@cybersec_feeds
@chidambara09
@pairsonnalitesa
@easyjanjansen

Top Tweeters in G1:
@barntiques859
@bigtimefootball
@rhiles2760
@parnnyparnparnz
@theresamax
@justwhatnowwhy
@stonefree63
@mikedesai
@therezafontoura
@cnbsnana

Top Tweeters in G2:
@robinsnewswire
@pairsonnalitesa
@splatoonch
@tweetz789
@simpleweather4u
@news_japan_s
@lucas_wyrsch
@houstonfan00
@jeannie_hartley
@pourqoispas

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@bexxmodd
@codernotesbot
@cybersecurityn8
@thedeveloperbot
@viralvideovlogs
@thedextazlab

Top Tweeters in G4:
@junior990907
@kao_2195
@hybestanph
@apnntps
@btsarmy200302
@uremaaguilar
@slothyoon
@_hello_my_moon
@taecactus_
@soobiniebun

Top Tweeters in G5:
@lorisums
@dcexaminer
@cnn
@datelinenbc
@pbs
@rselasi2020
@statedept
@brktihadush
@realdonaldtrump
@aclu

Top Tweeters in G6:
@independent
@ntelevisa_com
@actualidadrt
@guardian
@thesun
@botliberalisme
@blackrepublican
@skynews
@bbcnews
@thr

Top Tweeters in G7:
@b0nb0n__
@inbtwnnames
@heatherxstarrr
@aqua_sprite
@sammyloove
@freeksnkeeks
@___callmeari
@ireri_theone
@drunkunctony
@onlygodknow

Top Tweeters in G8:
@hariroger_
@anandhamanikand
@karthis778
@aruljz
@jujukasi007
@vijaygeek
@bigilyunushvfc
@libinhlr
@danielvijay14
@nethajinagu4510

Top Tweeters in G9:
@teram323tere
@businessinsider
@drseid
@purrmonsta
@masky_jay_hoody
@mtinamorgan
@miamidecor
@b52malmet
@covid19testsnow
@susan_borts

Top Tweeters in G10:
@hackerllps
@cupcakestylinsn
@leexigrey
@marinanery_
@renmineoct
@respectearz
@nalandaon
@euxduarda
@koryedick
@esthellamaiia