forbes, Twitter, 10/9/2019 9:18:21 PM, 212395


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forbes_2019-10-09_13-27-37.xlsx
forbes_2019-10-09_13-27-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 09, 2019
Short Description:
forbes via NodeXL http://bit.ly/32e4tnu
@forbes
@brunoamato_1
@katpa73
@bettersmrs
@ninetyniners
@forbeseurope
@wildpalmsltd
@mirmakofficial
@herseyian
@bishop2345

Top hashtags:
#bts
#ai
#forbes
#pakistan
#rt
#제이홉
#fintech
#bigdata
#artificialintelligence

Description:
Description
The graph represents a network of 5,829 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, 09 October 2019 at 20:29 UTC.

The requested start date was Wednesday, 09 October 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 1-hour, 18-minute period from Monday, 07 October 2019 at 06:22 UTC to Tuesday, 08 October 2019 at 07:41 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/
[30] https://www.forbes.com/sites/elanagross/2017/03/08/flexible-work-is-the-future-of-feminism/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[20] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/#364127b04506
[18] https://www.forbes.com/sites/bryancampbell/2019/10/04/all-electric-suvs-are-already-primed-for-success/?utm_source=TWITTER&utm_medium=social&utm_content=2716258548&utm_campaign=sprinklrForbesMainTwitter#6e533ee63e16?
[17] https://twinybots.ch/
[17] https://forbesjapan.com/articles/detail/29907
[15] https://www.forbes.com/sites/danmunro/2019/10/08/trumps-executive-order-could-bankrupt-the-medicare-trust-funds-in-less-than-5-months/
[15] https://www.forbes.com/sites/jessicahagy/2017/01/25/10-harsh-things-you-need-to-hear-right-now/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[15] https://www.forbes.com/sites/danalexander/2017/06/06/how-donald-trump-shifted-kids-cancer-charity-money-into-his-business/
[15] https://www.forbes.com/sites/rachelsandler/2019/10/07/after-uproar-historic-all-female-spacewalk-is-back-on-nasa-says/?utm_source=TWITTER&utm_medium=social&utm_content=2717178675&utm_campaign=sprinklrForbesMainTwitter#51b3f00549fc?

Top URLs in Tweet in G1:
[46] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/
[28] https://www.forbes.com/sites/elanagross/2017/03/08/flexible-work-is-the-future-of-feminism/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[18] https://www.forbes.com/sites/bryancampbell/2019/10/04/all-electric-suvs-are-already-primed-for-success/?utm_source=TWITTER&utm_medium=social&utm_content=2716258548&utm_campaign=sprinklrForbesMainTwitter#6e533ee63e16?
[15] https://www.forbes.com/sites/jessicahagy/2017/01/25/10-harsh-things-you-need-to-hear-right-now/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[15] https://www.forbes.com/sites/rachelsandler/2019/10/07/after-uproar-historic-all-female-spacewalk-is-back-on-nasa-says/?utm_source=TWITTER&utm_medium=social&utm_content=2717178675&utm_campaign=sprinklrForbesMainTwitter#51b3f00549fc?
[13] https://www.forbes.com/sites/startswithabang/2019/10/01/astronomers-debate-how-many-habitable-planets-does-each-sun-like-star-have/?utm_source=TWITTER&utm_medium=social&utm_content=2702371263&utm_campaign=sprinklrForbesMainTwitter
[10] https://www.forbes.com/sites/markmurphy/2017/03/19/you-need-to-know-the-7-types-of-power-if-you-want-to-succeed/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[9] https://www.forbes.com/sites/rachelsandler/2019/10/07/southwest-pilots-sue-boeing-for-lost-wages-from-737-max-grounding/?utm_source=TWITTER&utm_medium=social&utm_term=Jennie/
[9] https://www.forbes.com/sites/tomlayberger/2019/10/07/after-expressing-the-need-to-score-early-tampa-bays-kevin-kiermaier-delivered-in-game-3-of-the-alds/?utm_source=TWITTER&utm_medium=social&utm_term=Jennie/
[7] https://www.forbes.com/sites/gordonkelly/2019/10/05/microsoft-windows-10-warning-search-start-menu-bootprint-problem-upgrade-windows-10/?utm_source=TWITTER&utm_medium=social&utm_term=Dottie/

Top URLs in Tweet in G2:
[1] https://www.forbes.com/sites/danalexander/2017/06/06/how-donald-trump-shifted-kids-cancer-charity-money-into-his-business/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/davekeating/2019/05/03/seeking-to-deflate-trade-tensions-eu-will-double-us-gas-imports-in-five-years/#27bdbeb26d52

Top URLs in Tweet in G3:
[10] https://www.forbes.com/sites/tracybrower/2019/10/06/is-agile-really-worth-it-evidence-says-yes-if-you-do-these-4-things/
[6] https://www.forbes.com/sites/ralphjennings/2015/12/08/five-signs-taiwan-is-emerging-not-developed/
[6] http://lnks.io/r.php?Conf_Source=GlobalLink&destURL=https://www.amazon.com/gp/goldbox/ref%3Dnav_cs_gb%26&Amzn_AfiliateID_US=bostana-20&Amzn_AfiliateID_GB=bostana-21&Amzn_AfiliateID_DE=bostana0e-21&Amzn_AfiliateID_FR=bostana0a-21&Amzn_AfiliateID_IT=bostana04-21&Amzn_AfiliateID_ES=bostana03-21
[5] https://www.cinconoticias.com/forbes-lanza-un-nuevo-ranking-monetario-deportivo/
[5] https://headlines.yahoo.co.jp/article?a=20191008-00030075-forbes-bus_all
[5] https://www.forbes.com/sites/danmunro/2019/10/08/trumps-executive-order-could-bankrupt-the-medicare-trust-funds-in-less-than-5-months/
[4] https://www.asiloenusa.info/trump-bars-immigrants-without-health-insurance-what-it-means-forbes/
[4] https://www.forbes.com/sites/abdullahimuhammed/2019/10/08/21-best-websites-to-get-programming-jobs-in-2019/
[4] https://www.facebook.com/ComunicacionQR/videos/548246609281256/
[3] https://www.forbes.com/sites/brianmazique/2019/10/06/wwe-hell-in-a-cell-2019-the-fiend-vs-seth-rollins-match-draws-massive-criticism-and-fan-backlash/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[5] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/
[2] https://www.forbes.com/sites/zakdoffman/2019/10/06/apple-fails-to-get-it-right-in-china-again/
[1] https://buff.ly/30SDL2n
[1] https://www.forbes.com/sites/jamesayles/2019/10/03/miami-to-be-home-to-first-ever-esports-arena/
[1] https://www.forbes.com/sites/zakdoffman/2019/10/04/major-new-android-cyberwarfare-attack-on-citizens-likely-hiding-a-devious-twist/
[1] https://www.forbes.com/sites/anagarciavaldivia/2019/10/07/spain-will-confront-us-tariffs-on-eu-products-if-no-negotiated-solution/
[1] http://bit.ly/2Ip2Ifl

Top URLs in Tweet in G5:
[9] https://twinybots.ch/
[6] https://www.forbes.com/sites/smartsheet/2019/02/08/4-strategies-for-cios-to-accelerate-digital-transformation/#5422a3561519
[5] https://www.forbes.com/sites/ronshevlin/2019/10/07/why-cant-banks-get-digital-account-opening-right/#1880575c3bfd
[5] http://out.faveeo.com/?url=https://www.forbes.com/sites/ronshevlin/2019/01/14/the-looming-artificial-intelligence-ai-gap-in-banking/&vertical=future-of-money&lang=en&family=en
[4] https://www.forbes.com/sites/alanmcintyre/2019/10/07/10-questions-to-determine-is-your-bank-really-digital/#b17dd777e46c
[3] https://www.forbes.com/sites/ronshevlin/2019/10/07/why-cant-banks-get-digital-account-opening-right/
[2] https://www.forbes.com/sites/bernardmarr/2019/09/30/the-7-biggest-technology-trends-in-2020-everyone-must-get-ready-for-now/
[2] https://www.forbes.com/sites/forbestechcouncil/2019/08/20/digital-transformation-in-the-age-of-millennials-and-gen-z/?utm_content=101143308&utm_medium=social&utm_source=twitter&hss_channel=tw-898562908036124672
[2] https://www.forbes.com/sites/ktorpey/2019/10/07/duckduckgo-research-makes-bullish-case-for-bitcoin-and-cryptocurrency/
[2] https://www.forbes.com/sites/ronshevlin/2019/10/07/why-cant-banks-get-digital-account-opening-right/#6cb391533bfd

Top URLs in Tweet in G6:
[20] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/#364127b04506
[6] https://channels.vlive.tv/EBF267/vtoday/0.11981676
[4] https://www.forbes.com/sites/hughmcintyre/2019/10/07/btss-mic-drop-has-now-been-charting-for-two-full-years/
[3] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/
[1] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/#128aa2a54506
[1] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/#6ee4ee344506
[1] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/#53c38f345067
[1] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/?utm_source=TWITTER&utm_medium=social&utm_term=Valerie/
[1] http://entertain.v.daum.net/v/20191006072011950
[1] https://www.forbes.com/sites/hughmcintyre/2019/10/06/btss-j-hope-proves-his-popularity-in-the-uk-by-debuting-on-the-singles-chart/amp/?__twitter_impression=true

Top URLs in Tweet in G7:
[4] https://www.forbes.com.mx/la-aprobacion-a-amlo-se-mantiene-68-avala-su-gestion-encuesta-el-financiero/amp/?__twitter_impression=true
[3] https://www.reeditor.com/columna/21873/23/politica/nacional/participa/carlos/joaquin/foro/forbes/2019
[2] http://bit.ly/2OtscMK
[2] https://www.forbes.com.mx/la-aprobacion-a-amlo-se-mantiene-68-avala-su-gestion-encuesta-el-financiero/
[1] https://www.forbes.com.mx/forbes-life/casa-madero-lanza-una-nueva-etiqueta-1597-seleccion-de-barricas/amp/
[1] http://bit.ly/2IvaSmC
[1] http://bit.ly/2ItKsS9
[1] http://bit.ly/2puQCLk
[1] https://www.forbes.com.mx/bimbo-lanzara-su-primer-empaque-compostable/
[1] http://bit.ly/2pVTjpz

Top URLs in Tweet in G8:
[4] https://byq6z.app.goo.gl/GjWnr
[4] https://byq6z.app.goo.gl/M6Qfs
[4] https://byq6z.app.goo.gl/VnSCH
[2] https://byq6z.app.goo.gl/jPNo1
[2] https://byq6z.app.goo.gl/5Qgvz
[2] https://byq6z.app.goo.gl/39rRo
[2] https://byq6z.app.goo.gl/HGxv2
[2] https://byq6z.app.goo.gl/Ar3j9
[2] https://byq6z.app.goo.gl/aiQcT
[2] https://byq6z.app.goo.gl/osGt1

Top URLs in Tweet in G10:
[1] https://www.forbes.com/sites/laurajames/2019/10/03/investigation-into-agri-food-tech-startups-reveals-the-alarming-disparity-between-funding-for-female-versus-male-entrepreneurs/#aa504c25ca30
[1] https://www.cope.es/n/514294
[1] https://www.cope.es/programas/herrera-en-cope/la-historia-del-dia/noticias/espanol-que-aparece-lista-forbes-que-nadie-conoce-20191007_514294
[1] https://www.cope.es/programas/herrera-en-cope/la-historia-del-dia/audios/espanol-que-aparece-lista-forbes-que-nadie-conoce-20191007_876321

Top Domains
Top Domains in Tweet in Entire Graph:
[2068] forbes.com
[100] twitter.com
[49] linkedin.com
[48] com.mx
[40] forbes.fr
[38] bit.ly
[37] dy.si
[35] forbesjapan.com
[29] goo.gl
[27] forbes.ru

Top Domains in Tweet in G1:
[677] forbes.com
[9] twitter.com
[9] youtube.com
[7] escritoragaviota.com
[6] ow.ly
[5] instagram.com
[5] beautyfromitaly.it
[4] bit.ly
[2] t.co
[2] indiegogo.com

Top Domains in Tweet in G2:
[2] forbes.com

Top Domains in Tweet in G3:
[554] forbes.com
[36] linkedin.com
[32] twitter.com
[19] forbes.fr
[14] com.mx
[13] dlvr.it
[9] co.jp
[8] dy.si
[7] facebook.com
[6] lnks.io

Top Domains in Tweet in G4:
[10] forbes.com
[1] buff.ly
[1] bit.ly

Top Domains in Tweet in G5:
[92] forbes.com
[9] twinybots.ch
[7] faveeo.com
[3] twitter.com
[2] bit.ly
[2] ow.ly
[1] lnkd.in
[1] medium.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G6:
[32] forbes.com
[6] vlive.tv
[1] daum.net

Top Domains in Tweet in G7:
[15] bit.ly
[14] com.mx
[4] twitter.com
[3] reeditor.com
[2] ow.ly
[1] youtu.be
[1] facebook.com

Top Domains in Tweet in G8:
[27] goo.gl
[5] forbes.com
[4] twitter.com
[2] newyorker.com
[2] youtube.com
[1] blackballmedia.ca
[1] statuscoup.com

Top Domains in Tweet in G10:
[3] cope.es
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[343] bts
[173] ai
[156] forbes
[126] pakistan
[72] rt
[62] 제이홉
[56] fintech
[53] bigdata
[51] artificialintelligence
[51] machinelearning



Top Hashtags in Tweet in G1:
[63] rt
[21] ai
[11] forbes400
[9] bigdata
[9] leadership
[8] iot
[8] digital
[8] blockchain
[7] digitaltransformation
[6] forbesfinds

Top Hashtags in Tweet in G3:
[44] sportsmoney
[22] ai
[19] marketing
[14] reviews
[10] news
[9] leadership
[7] fintech
[7] innovation
[7] cx
[7] customerexperience

Top Hashtags in Tweet in G4:
[337] bts
[18] chickennoodlesoup
[18] jhope
[2] government
[2] warning
[1] iphone11pro
[1] samsung
[1] security
[1] cns
[1] pcas

Top Hashtags in Tweet in G5:
[79] ai
[42] fintech
[40] machinelearning
[36] bigdata
[24] artificialintelligence
[21] ml
[21] digitaltransformation
[14] dl
[14] cybersecurity
[12] blockchain

Top Hashtags in Tweet in G6:
[61] 제이홉
[11] jhope
[5] pcas
[3] themusicvideo
[3] boywithluv
[3] bts
[2] theconcerttour
[2] loveyourselfspeakyourself
[2] chickennoodlesoup
[2] thegroup

Top Hashtags in Tweet in G7:
[18] foroforbes2019
[6] delasemana
[5] méxico
[4] cities
[4] housing
[4] transportation
[4] energy
[3] yosoy132
[3] xlalibre
[3] quintanaroo

Top Hashtags in Tweet in G8:
[5] conapremm
[3] semanamorazánica
[2] ethics
[2] privacy
[2] freedomofspeech
[2] freeworld
[2] encryption
[2] whatsapp
[2] fb
[2] voip

Top Hashtags in Tweet in G9:
[123] forbes
[123] pakistan

Top Hashtags in Tweet in G10:
[4] historiadeldía
[2] lahistoriadeldía
[2] forbes
[2] pakistan
[1] felizlunes
[1] felizsemana

Top Words
Top Words in Tweet in Entire Graph:
[3658] Words in Sentiment List#1: Positive
[2192] Words in Sentiment List#2: Negative
[18] Words in Sentiment List#3: Angry/Violent
[104756] Non-categorized Words
[110606] Total Words
[1711] forbes
[1244] new
[824] s
[737] trump
[658] never

Top Words in Tweet in G1:
[855] forbes
[100] s
[63] #rt
[57] new
[45] jparis_sports
[33] more
[33] t
[30] here
[30] up
[29] golabolts

Top Words in Tweet in G2:
[631] charity
[629] trump
[628] never
[628] forget
[628] family
[628] disallowed
[628] operating
[628] state
[628] new
[628] york

Top Words in Tweet in G3:
[219] forbes
[87] s
[55] 2019
[48] new
[44] #sportsmoney
[40] forbestech
[32] more
[27] best
[26] business
[26] marketing

Top Words in Tweet in G4:
[354] singles
[354] chart
[342] forbeseurope
[342] u
[340] s
[339] k
[338] new
[337] #bts
[337] j
[337] hope

Top Words in Tweet in G5:
[83] forbes
[77] #ai
[42] #fintech
[40] #machinelearning
[36] #bigdata
[24] #artificialintelligence
[23] go
[22] artificial
[22] intelligence
[21] #ml

Top Words in Tweet in G6:
[137] bts
[114] uk
[110] noodle
[107] s
[102] lt
[102] gt
[95] 2
[94] chicken
[94] soup
[94] debuted

Top Words in Tweet in G7:
[116] forbes_mexico
[39] más
[38] amlo
[28] méxico
[26] forbes
[26] ha
[25] presidente
[24] impuestos
[20] credibilidad
[18] #foroforbes2019

Top Words in Tweet in G8:
[58] nytimes
[54] forbes
[43] foxnews
[41] time
[36] bbcworld
[34] reuters
[33] cnn
[31] abc
[30] youtube
[29] wsj

Top Words in Tweet in G9:
[123] #forbes
[123] declares
[123] #pakistan
[123] one
[123] top
[123] 10
[123] coolest
[123] places
[123] visit
[123] year

Top Words in Tweet in G10:
[98] spectatorindex
[94] places
[94] 1
[94] 2
[94] 3
[94] 4
[94] 5
[94] 6
[92] ten
[92] 'coolest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[641] new,york
[636] never,forget
[631] forget,trump
[631] trump,family
[631] family,disallowed
[631] disallowed,operating
[631] operating,charity
[631] charity,state
[631] state,new
[631] york,stole

Top Word Pairs in Tweet in G1:
[63] #rt,forbes
[41] jparis_sports,forbes
[23] tylitetony18,golabolts
[23] golabolts,jparis_sports
[19] electric,suvs
[19] primed,success
[18] suvs,primed
[17] historic,female
[17] female,spacewalk
[17] spacewalk,back

Top Word Pairs in Tweet in G2:
[628] never,forget
[628] forget,trump
[628] trump,family
[628] family,disallowed
[628] disallowed,operating
[628] operating,charity
[628] charity,state
[628] state,new
[628] new,york
[628] york,stole

Top Word Pairs in Tweet in G3:
[13] hell,cell
[13] https,t
[13] t,co
[12] wwe,hell
[12] cell,2019
[11] customer,experience
[11] 21,best
[11] best,websites
[11] websites,programming
[11] programming,jobs

Top Word Pairs in Tweet in G4:
[354] singles,chart
[339] u,k
[338] s,u
[337] j,hope
[336] #bts,member
[336] member,j
[336] hope,debuted
[336] debuted,week
[336] week,s
[336] k,singles

Top Word Pairs in Tweet in G5:
[23] forbes,go
[22] artificial,intelligence
[22] go,#ai
[22] #ai,#bigdata
[21] #machinelearning,look
[21] look,twenty
[21] twenty,years
[21] years,quora
[21] quora,forbes
[14] #ai,#ml

Top Word Pairs in Tweet in G6:
[94] chicken,noodle
[94] noodle,soup
[94] soup,debuted
[94] debuted,ahead
[94] ahead,2
[94] 2,new
[94] new,songs
[94] songs,well
[94] well,known
[94] known,western

Top Word Pairs in Tweet in G7:
[18] forbes_mexico,credibilidad
[17] credibilidad,presidente
[17] presidente,amlo
[17] amlo,ha
[17] ha,crecido
[17] crecido,además
[17] además,considerado
[17] considerado,persona
[17] persona,honesta
[17] honesta,liderazgo

Top Word Pairs in Tweet in G8:
[27] ebay,youtube
[27] youtube,facebook
[27] facebook,cnn
[27] cnn,bbcbreaking
[27] bbcbreaking,google
[27] google,bbcworld
[27] bbcworld,twitter
[27] twitter,cnnbrk
[27] cnnbrk,nytimes
[27] nytimes,globaltimesnews

Top Word Pairs in Tweet in G9:
[123] #forbes,declares
[123] declares,#pakistan
[123] #pakistan,one
[123] one,top
[123] top,10
[123] 10,coolest
[123] coolest,places
[123] places,visit
[123] visit,year
[123] year,small

Top Word Pairs in Tweet in G10:
[92] ten,'coolest
[92] 'coolest,places
[92] places,go'
[92] go',2019
[92] 2019,1
[92] 1,azores
[92] azores,portugal
[92] portugal,2
[92] 2,eastern
[92] eastern,bhutan

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@forbes_mexico
@juanorlandoh
@johnwalters_sd
@christopherrim
@sanchezj81
@realdonaldtrump
@gopchairwoman
@golabolts
@roytimothy858

Top Replied-To in G1:
@forbes
@johnwalters_sd
@sanchezj81
@golabolts
@roytimothy858
@terracedamo
@detikcom
@jparis_sports
@paultassi
@ashleymarinep

Top Replied-To in G4:
@ukzak

Top Replied-To in G5:
@bodleyrobert

Top Replied-To in G6:
@forbes

Top Replied-To in G7:
@forbes_mexico
@lizgottik
@zorrosoberon
@fjvictorio
@tumbaburross
@arteagaromeroc
@disenodigital7
@kielmr2
@toki_aguilar
@shaulin88

Top Replied-To in G8:
@juanorlandoh
@christopherrim
@thehill
@kanuck_j
@jondavi87753992
@evenings_star
@dporter721
@mattjorg4543446
@antimatterman2
@deliveroo

Top Replied-To in G10:
@spectatorindex

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@brunoamato_1
@forbeseurope
@mirmakofficial
@spectatorindex
@shadow_twts
@forbes_mexico
@wildpalmsltd
@nytimes
@katpa73

Top Mentioned in G1:
@forbes
@jparis_sports
@tylitetony18
@golabolts
@greggstebben
@forbes_books
@scullather
@rachsa
@culturecrave
@madflabby

Top Mentioned in G2:
@brunoamato_1
@theviewfromll2

Top Mentioned in G3:
@ajbcsurveys
@brandontpe
@togovern
@thunderbirdexc1
@charlescatagnu5
@mobisoftinfo
@workcrowd
@sakamobi
@crroberts2018
@analystsantiago

Top Mentioned in G4:
@forbeseurope
@btslab_twt
@forbes
@happygeek
@ukzak
@bts_twt
@hopeonworld_twt

Top Mentioned in G5:
@forbes
@ronald_vanloon
@bernardmarr
@jimmarous
@ianljones98
@rshevlin
@quora
@spirosmargaris
@hubbucket
@gilpress

Top Mentioned in G6:
@shadow_twts
@hopeonworld_twt
@forbes
@cestlavie9090
@jisukssi
@jhopenote
@bts_twt
@gabihopedream
@vliveindonesia
@mari_belle021

Top Mentioned in G7:
@forbes_mexico
@gianmeda
@carlosjoaquin
@andromaco64
@brozoxmiswebs
@lopezobrador_
@lizgottik
@galdamezandrea
@forbes_ca
@nayibbukele

Top Mentioned in G8:
@nytimes
@forbes
@foxnews
@time
@bbcworld
@reuters
@cnn
@abc
@youtube
@wsj

Top Mentioned in G9:
@mirmakofficial

Top Mentioned in G10:
@spectatorindex
@herreraencope
@cope
@foodtank
@mirmakofficial
@thekatecox
@newfoodeconomy
@iamlbt
@agfunder
@losfosfonautas

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@nakhon224
@arkangelscrap
@lasillarota
@detikcom
@robinsnewswire
@jurylady5
@resilient_ent
@ranaalikash
@llemj

Top Tweeters in G1:
@detikcom
@resilient_ent
@mroopchand143
@chidambara09
@msavaarmstrong
@nerds4lifee
@syr829
@therezafontoura
@vnatale
@andrewmorrisuk

Top Tweeters in G2:
@lesleygsmith3
@ybreevaart67_63
@catherinemginn
@hellahandbasket
@amorgaia
@eliasthesailor
@beverlyfolkers
@yah_reed
@tlobri
@buzzedition

Top Tweeters in G3:
@robinsnewswire
@ranaalikash
@ecointernetdrgb
@startupnws
@csa_dvillamizar
@clubcritica
@guaripetesol
@2009yurien
@analyticaglobal
@repeat_

Top Tweeters in G4:
@tiramisumarble
@nun7036
@intobecause
@mainhoseok
@ggukmiinahre_
@nam_chutikan
@annneko3
@bangsonyeontan
@seoneunp
@uky5124

Top Tweeters in G5:
@gamergeeknews
@evankirstel
@ottlegalrebels
@gmizrachi
@santchiweb
@marshacollier
@gvalan
@cybersec_feeds
@thomaspower
@warrenwhitlock

Top Tweeters in G6:
@f286574b78ae424
@armyteamid
@jjj_kkk_m
@vyunvkayav
@andreaarmy9
@biswaspreyanka
@hobithyrsus
@whykatiecassidy
@thahminam
@hosammul1

Top Tweeters in G7:
@yoloxokotl
@pedrocantue
@iijongui
@barrenecheapatt
@antoniochairesc
@lopezdoriga
@lpz_37
@forbes_mexico
@berthisbonita
@tere345

Top Tweeters in G8:
@truthglow
@thehill
@globeandmail
@reuters
@foxnews
@nytimes
@skynews
@telegraph
@diariolaprensa
@time

Top Tweeters in G9:
@imranakashah
@sakhwa
@shehzad_ulhaq
@durrani_farrukh
@wasim_375_7
@qikahloon
@m_khurram_saeed
@khanjeezai
@shayanahmed_
@zi21786

Top Tweeters in G10:
@llemj
@julienramauge
@claudiagcbell
@avinash49465394
@maryamlime
@cope
@syedaaammara
@choclateboysam
@davmuhire
@wilkushintweets