forbes, Twitter, 10/5/2021 10:22:18 PM, 263788
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forbes_2021-10-05_14-24-01.xlsx
forbes_2021-10-05_14-24-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2021
Short Description:
forbes via NodeXL https://bit.ly/3Aek7j2
@forbes
@kylegriffin1
@zhusu
@wendysa85396804
@sirdaddy55
@mrgenetic1
@chennai123
@chickesh
@craigkellymp
@juju0747

Top hashtags:
#ai
#pandorapapers
#machinelearning
#kuchkarneka
#save_our_job_in_hp
#hp
#hpindia
#datascience

Description:
Description
The graph represents a network of 8,633 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 Tuesday, 05 October 2021 at 21:34 UTC.

The requested start date was Tuesday, 05 October 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, 1-hour, 32-minute period from Saturday, 02 October 2021 at 06:00 UTC to Monday, 04 October 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 : 8633
Unique Edges : 4997
Edges With Duplicates : 13650
Total Edges : 18647
Number of Edge Types : 5
Replies to : 887
Mentions : 3439
Retweet : 5302
MentionsInRetweet : 7149
Tweet : 1870
Self-Loops : 1947
Reciprocated Vertex Pair Ratio : 0.00862822193097422
Reciprocated Edge Ratio : 0.0171088251218192
Connected Components : 1401
Single-Vertex Connected Components : 712
Maximum Vertices in a Connected Component : 3809
Maximum Edges in a Connected Component : 10738
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.897885
Graph Density : 0.000123926369566872
Modularity : 0.500693
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,633 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 Tuesday, 05 October 2021 at 21:34 UTC.

The requested start date was Tuesday, 05 October 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, 1-hour, 32-minute period from Saturday, 02 October 2021 at 06:00 UTC to Monday, 04 October 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:
[322] https://www.forbes.com/sites/jasonbrett/2021/10/02/texas-poised-to-be-a-world-leader-in-bitcoin-and-blockchain/
[119] https://www.forbes.com/sites/hughmcintyre/2021/10/01/with-another-smash-single-2021-has-become-btss-biggest-year-ever-in-australia/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[60] https://twinybots.ch/
[60] https://www.forbes.com/sites/zacheverson/2021/09/30/facebook-has-donated-to-11-of-the-12-senators-grilling-its-head-of-safety-today/?sh=613023e42ed6
[46] https://www.forbes.com/sites/kenrickcai/2021/09/27/elon-musk-200-billion-richest-person-in-the-world/?sh=1ca8c7b63c3e&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[46] https://www.forbes.com/sites/zakdoffman/2021/10/02/stop-using-google-chrome-on-windows-10-android-and-apple-iphones-ipads-and-macs/
[45] https://promo-web.idolchamp.com/app_proxy.html?type=vote&id=vote_2463_1215
[34] https://www.forbes.com/sites/williampesek/2021/09/30/goldman-flags-82-trillion-threat-worse-than-china-evergrande/
[28] https://www.forbes.com/sites/paultassi/2021/10/03/at-this-point-halo-infinite-could-launch-without-a-campaign-and-still-be-a-megahit/
[27] https://www.forbes.com/sites/sethjoseph/2021/09/30/artificial-intelligence-myth-vs-reality-where-do-healthcare-experts-think-we-stand/

Top URLs in Tweet in G1:
[119] https://www.forbes.com/sites/hughmcintyre/2021/10/01/with-another-smash-single-2021-has-become-btss-biggest-year-ever-in-australia/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[43] https://www.forbes.com/sites/kenrickcai/2021/09/27/elon-musk-200-billion-richest-person-in-the-world/?sh=1ca8c7b63c3e&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[38] https://twinybots.ch/
[27] https://www.forbes.com/sites/sethjoseph/2021/09/30/artificial-intelligence-myth-vs-reality-where-do-healthcare-experts-think-we-stand/
[24] https://www.forbes.com/sites/paultassi/2021/10/03/at-this-point-halo-infinite-could-launch-without-a-campaign-and-still-be-a-megahit/
[19] https://www.forbes.com/sites/zacheverson/2021/09/30/facebook-has-donated-to-11-of-the-12-senators-grilling-its-head-of-safety-today/
[16] https://www.forbes.com/sites/louiscolumbus/2021/02/21/10-reasons-why-every-enterprise-needs-a-devops-strategy-in-2021/
[15] https://www.forbes.com/sites/bernardmarr/2021/10/04/the-5-biggest-data-science-trends-in-2022/?sh=3dd52eca40d3
[14] https://www.forbes.com/sites/amyblaschka/2021/10/02/3-ways-to-master-this-highly-valuable-and-often-overlooked-leadership-soft-skill/?utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[14] https://www.forbes.com/sites/scottmendelson/2021/10/03/record-90m-debut-for-tom-hardy-woody-harrelson-venom-let-there-be-carnage-proves-covid-pandemic-box-office-is-safe-for-blockbusters/?utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter&utm_medium=social

Top URLs in Tweet in G2:
[34] https://www.forbes.com/sites/jasonbrett/2021/10/02/texas-poised-to-be-a-world-leader-in-bitcoin-and-blockchain/
[26] https://www.forbes.com/sites/zakdoffman/2021/10/02/stop-using-google-chrome-on-windows-10-android-and-apple-iphones-ipads-and-macs/
[20] https://www.forbes.com/sites/johnkoetsier/2021/09/20/adobes-new-marketing-ai-let-customer-cut-ad-spend-50-while-growing-sales-10/
[19] https://www.forbes.com/sites/forbes-global-properties/2021/10/02/three-new-real-estate-developments-that-get-you-closer-to-nature/?utm_source=dlvr.it&utm_medium=twitter
[15] https://www.forbes.com/sites/brendarichardson/2021/10/02/matt-damon-sells-his-los-angeles-home-after-a-3-million-price-cut/?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.forbes.com/sites/williampesek/2021/09/30/goldman-flags-82-trillion-threat-worse-than-china-evergrande/
[10] https://www.forbes.com/sites/forbes-global-properties/2021/10/03/exploring-dubais-palm-jumeirah-a-landmark-of-an-ambitious-city/?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.forbes.com/
[9] https://twinybots.ch/
[7] https://www.forbes.com/sites/bernardmarr/2021/10/04/the-5-biggest-data-science-trends-in-2022/

Top URLs in Tweet in G3:
[9] https://www.forbes.com/sites/joewalsh/2021/09/30/hundreds-of-united-airlines-staff-hand-in-covid-vaccination-proof-after-company-threatens-to-fire-them/amp/?__twitter_impression=true
[3] https://www.forbes.com/sites/jemimamcevoy/2020/12/16/we-want-them-all-infected-trump-appointee-repeatedly-pushed-for-herd-immunity-while-at-hhs/
[1] https://bit.ly/39WT1lI
[1] https://bit.ly/3A2bkk1
[1] https://bit.ly/3AXtLrH
[1] https://bit.ly/3mcPlCc
[1] https://www.forbes.com/sites/lisakim/2021/09/27/bidens-dhs-tries-to-protecttakes-steps-to-preserve-daca-after-texas-federal-judge-strikes-it-down/?sh=2d1f27cf72f3&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[1] https://www.forbes.com/sites/victoriaforster/2021/09/23/people-end-up-in-icu-after-attending-covid-party/amp/
[1] https://ballotpedia.org/State_legislative_elections,_2022
[1] https://www.forbes.com/sites/alisondurkee/2020/09/28/how-the-house-could-decide-the-presidential-election-electoral-college-tie-contingent-election/

Top URLs in Tweet in G4:
[4] https://www.forbes.com/sites/morgansimon/2021/04/21/toxic-alabama-private-prison-deal-falling-apart-with-barclays-exit/
[2] https://www.forbes.pl/gospodarka/jak-polskie-firmy-moga-skorzystac-z-kryzysu-towarowego-w-wielkiej-brytanii/3x47r3n?utm_source=tt_forbes&utm_medium=social&utm_campaign=onetsg_fb
[2] https://www.forbes.pl/inwestowanie/siergiej-kolesnikov-rosyjski-miliarder-buduje-w-polsce-druga-fabryke-wywiad/jheezhz?utm_source=tt_forbes&utm_medium=social&utm_campaign=onetsg_fb
[2] https://www.forbes.com/sites/zakdoffman/2019/11/06/new-government-spy-report-your-social-media-is-probably-being-watched-right-now/
[1] https://trib.al/Ap2CV0n
[1] https://www.forbes.pl/finanse/rzad-przyjal-budzet-jednak-plan-jego-dochodow-i-wydatkow-moze-byc-zupelnie-inny/76ejxkb?utm_source=tt_forbes&utm_medium=social&utm_campaign=onetsg_fb
[1] https://www.forbes.com/sites/kotlikoff/2019/01/09/holding-u-s-treasuries-beware-uncle-sam-cant-account-for-21-trillion/
[1] https://studyinternational.com/news/indian-entrepreneur-forbes/
[1] https://www.forbes.com/sites/realspin/2017/03/03/ethiopias-cruel-con-game/
[1] https://www.forbes.com/sites/daviddawkins/2019/10/31/jeremy-corbyn-launches-election-campaign-with-attack-on-billionaires-tax-dodgers-and-a-corrupt-system/

Top URLs in Tweet in G5:
[261] https://www.forbes.com/sites/jasonbrett/2021/10/02/texas-poised-to-be-a-world-leader-in-bitcoin-and-blockchain/
[2] https://www.forbes.com/sites/brendarichardson/2021/10/01/mortgage-forbearance-ending-for-over-12-million-loans/
[1] https://twinybots.ch/
[1] https://www.forbes.com/sites/stevedenning/2021/09/28/why-strategic-innovation-requires-mastery-of-the-institutional-context/?sh=5324317192ce&utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[1] https://www.forbes.com/sites/paultassi/2021/10/01/squid-game-is-so-popular-its-driving-netflix-stock-to-new-highs/

Top URLs in Tweet in G6:
[9] https://www.forbes.com/sites/hughmcintyre/2021/10/03/blackpinks-lisa-replaces-herself-at-no-1-on-youtubes-chart-of-the-biggest-music-videos-in-the-world/
[2] https://www.forbes.com/sites/hughmcintyre/2021/10/01/5-ways-blackpinks-lisa-made-hot-100-history-with-her-first-solo-smash/
[1] https://www.forbes.com/sites/hughmcintyre/2021/10/03/blackpinks-lisa-replaces-herself-at-no-1-on-youtubes-chart-of-the-biggest-music-videos-in-the-world/?sh=10a43e7e5e7f

Top URLs in Tweet in G8:
[4] https://www.forbes.com.mx/si-los-robots-de-boston-dynamics-ya-bailan-mejor-que-muchos-humanos/
[4] https://www.forbes.com.mx/forbes-life/entretenimiento-que-es-mean-girls-day-vestir-de-rosa/
[3] https://www.forbes.com.mx/negocios-aumentar-10-capacidad-plantas-chips-40000-mdd-tardaria-un-anio/
[3] https://www.forbes.com/sites/williampesek/2021/09/30/goldman-flags-82-trillion-threat-worse-than-china-evergrande/
[3] https://www.forbes.com.mx/noticias-actos-de-corrupcion-crecieron-en-el-primer-ano-de-amlo-inegi/
[2] https://www.reuters.com/world/asia-pacific/indonesian-museum-made-plastic-bottles-bags-highlights-marine-crisis-2021-10-04/?taid=615a847bb735d700013c7bcf&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.forbes.com.mx/noticias-checo-perez-gana-demanda-millonaria-a-pemex/
[2] https://www.forbes.com.mx/negocios-aeromexico-presenta-su-plan-de-reestructura/
[2] https://www.forbes.com.mx/politica-amlo-dice-que-septiembre-fue-historico-en-creacion-de-empleos/
[2] https://www.forbes.com.mx/venden-la-hamburguesa-mas-cara-del-mundo-6000-dolares-y-no-trae-papas/

Top URLs in Tweet in G9:
[1] https://www.forbes.com/sites/jonathanponciano/2021/10/01/moderna-crash-wipes-out-22-billion-in-value-after-mercks-covid-pill-triggers-vaccine-stock-plunge/amp/?sh=1712f2365f67&__twitter_impression=true

Top URLs in Tweet in G10:
[60] https://www.forbes.com/sites/zacheverson/2021/09/30/facebook-has-donated-to-11-of-the-12-senators-grilling-its-head-of-safety-today/?sh=613023e42ed6
[7] https://www.forbes.com/sites/graisondangor/2021/09/21/facebook-overpaid-ftc-fine-by-billions-to-protect-zuckerberg-lawsuits-say/
[3] https://www.forbes.com/sites/christianweller/2019/05/30/the-2017-tax-cuts-didnt-work-the-data-prove-it/
[2] https://www.nytimes.com/2018/10/15/technology/myanmar-facebook-genocide.html
[2] https://www.forbes.com/sites/camilomaldonado/2019/10/10/trump-tax-cuts-helped-billionaires-pay-less-taxes-than-the-working-class-in-2018/
[2] https://www.forbes.com/sites/alisondurkee/2021/06/10/pro-trump-lawyer-lin-wood-loses-lawsuit-over-mental-health-evaluation/?sh=5938488b5137
[2] https://www.forbes.com/sites/gregorymcneal/2014/06/28/facebook-manipulated-user-news-feeds-to-create-emotional-contagion/
[1] https://www.forbes.com/sites/christianweller/2020/01/29/trumps-wasteful-tax-cuts-lead-to-continued-trillion-dollar-deficits-in-expanding-economy/
[1] https://www.forbes.com/sites/nicholasreimann/2020/10/23/feds-far-right-boogaloo-bois-member-fired-ak-47-at-minneapolis-police-station-yelled-justice-for-floyd/
[1] https://www.forbes.com/sites/zacheverson/2021/09/22/lauren-boebert-used-campaign-funds-to-pay-rent-she-says-she-reimbursed-the-money/?sh=65ad5cb9ca9a

Top Domains
Top Domains in Tweet in Entire Graph:
[2990] forbes.com
[183] twitter.com
[92] com.mx
[60] twinybots.ch
[56] idolchamp.com
[39] co.jp
[36] bit.ly
[33] youtube.com
[28] linkedin.com
[21] forbesjapan.com

Top Domains in Tweet in G1:
[1230] forbes.com
[38] twinybots.ch
[9] twitter.com
[9] geniouxfacts.com
[8] faveeo.com
[8] t.co
[7] dy.si
[7] neurons.ai
[4] bing.com
[4] drive-token.com

Top Domains in Tweet in G2:
[509] forbes.com
[56] twitter.com
[28] co.jp
[26] linkedin.com
[13] forbesjapan.com
[10] com.mx
[10] forbes.fr
[9] twinybots.ch
[8] google.com
[7] dy.si

Top Domains in Tweet in G3:
[19] forbes.com
[4] bit.ly
[1] ballotpedia.org
[1] twitter.com

Top Domains in Tweet in G4:
[16] forbes.com
[6] forbes.pl
[5] twitter.com
[2] dw.com
[2] linkedin.com
[1] trib.al
[1] studyinternational.com
[1] com.mx
[1] bit.ly
[1] crisisgroup.org

Top Domains in Tweet in G5:
[265] forbes.com
[1] twinybots.ch

Top Domains in Tweet in G6:
[12] forbes.com

Top Domains in Tweet in G8:
[40] com.mx
[13] bit.ly
[3] forbes.com
[2] reuters.com
[2] bolsafree.com
[2] dlvr.it
[1] forbesconecta.com
[1] youtube.com

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

Top Domains in Tweet in G10:
[82] forbes.com
[2] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[238] ai
[210] pandorapapers
[127] machinelearning
[127] kuchkarneka
[124] save_our_job_in_hp
[119] hp
[116] hpindia
[114] datascience
[102] bigdata
[84] iot



Top Hashtags in Tweet in G1:
[224] ai
[113] machinelearning
[96] datascience
[91] bigdata
[76] iot
[69] artificialintelligence
[64] cybersecurity
[63] taylorswift
[50] digitaltransformation
[49] analytics

Top Hashtags in Tweet in G2:
[16] yahooニュース
[15] bitcoin
[11] forbes
[10] blockchain
[9] business
[7] crypto
[7] texas
[7] trendsspy
[6] nft
[6] leadership

Top Hashtags in Tweet in G3:
[9] demvoice1
[9] onev1

Top Hashtags in Tweet in G4:
[12] ambazonia
[9] cameroon
[6] endanglophonecrisis
[5] tplf
[5] southerncameroons
[2] ethiopia
[2] stopamharagenocide
[2] anglophonecrisis
[2] unga
[2] france

Top Hashtags in Tweet in G5:
[2] mortgageforbearance
[1] innovation
[1] ui
[1] nflx

Top Hashtags in Tweet in G6:
[2] lisa
[2] lalisa
[1] money

Top Hashtags in Tweet in G7:
[3] mewonasf2021
[3] mewsuppasit

Top Hashtags in Tweet in G8:
[4] meangirlsday
[3] forbeswomen
[3] nuestrarevista
[2] businessclass
[2] evergrande
[1] acustico

Top Hashtags in Tweet in G9:
[1] dannext

Top Words
Top Words in Tweet in Entire Graph:
[3788] forbes
[674] texas
[510] one
[434] city
[433] world
[431] kylegriffin1
[386] top
[364] health
[344] more
[335] leader

Top Words in Tweet in G1:
[1290] forbes
[224] #ai
[211] 2021
[192] one
[190] biggest
[175] become
[140] bts
[140] year
[130] another
[127] single

Top Words in Tweet in G2:
[263] forbes
[66] world
[49] japan
[46] bitcoin
[41] texas
[38] leader
[38] more
[36] cut
[34] data
[33] poised

Top Words in Tweet in G3:
[427] kylegriffin1
[389] city
[324] health
[196] ban
[194] austin
[194] council
[194] voted
[194] favor
[194] resolution
[194] opposes

Top Words in Tweet in G4:
[90] more
[57] forbes
[52] washingtonpost
[48] 000
[46] list
[45] files
[45] detail
[45] offshore
[45] activities
[45] 29

Top Words in Tweet in G5:
[522] texas
[261] crypto
[261] leader
[261] cryptocurrency
[261] coming
[261] grocery
[261] stores
[260] zhusu
[2] #mortgageforbearance
[2] ending

Top Words in Tweet in G6:
[222] forbes
[182] lisa
[159] popular
[159] artists
[159] planet
[108] ไม
[108] น
[72] one
[70] cvntylisa
[70] calling

Top Words in Tweet in G7:
[180] forbes
[171] bb
[158] music
[156] pop
[155] world
[155] top
[155] artist
[155] song
[154] themoonherald
[154] face

Top Words in Tweet in G8:
[79] forbes_mexico
[22] contra
[13] metro
[12] choque
[12] tacubaya
[12] pcc
[11] forbeslifelatam
[11] diferencia
[11] accidente
[11] 12

Top Words in Tweet in G9:
[275] antiviral
[275] pill
[138] shares
[138] merck
[137] makers
[137] fell
[137] seek
[137] regulatory
[137] approval
[136] craigkellymp

Top Words in Tweet in G10:
[70] facebook
[56] bowmannancy
[48] 60minutes
[35] member
[35] whistleblower
[34] z_everson
[34] frances
[34] haugen
[34] testify
[34] tuesday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[277] antiviral,pill
[265] texas,crypto
[265] crypto,leader
[265] leader,cryptocurrency
[265] cryptocurrency,coming
[265] coming,texas
[265] texas,grocery
[265] grocery,stores
[262] zhusu,texas
[207] forbes,korea

Top Word Pairs in Tweet in G1:
[120] forbes,another
[119] another,smash
[119] smash,single
[119] single,2021
[119] 2021,become
[119] become,bts
[119] bts,biggest
[119] biggest,year
[119] year,australia
[93] artificial,intelligence

Top Word Pairs in Tweet in G2:
[49] forbes,japan
[34] world,leader
[33] poised,world
[31] texas,poised
[31] leader,bitcoin
[30] bitcoin,blockchain
[23] three,estate
[23] estate,developments
[23] developments,closer
[23] closer,nature

Top Word Pairs in Tweet in G3:
[194] austin,city
[194] city,council
[194] council,voted
[194] voted,favor
[194] favor,resolution
[194] resolution,opposes
[194] opposes,texas'
[194] texas',abortion
[194] abortion,ban
[194] ban,approves

Top Word Pairs in Tweet in G4:
[46] forbes,list
[45] files,detail
[45] detail,offshore
[45] offshore,activities
[45] activities,more
[45] more,29
[45] 29,000
[45] 000,accounts
[45] accounts,more
[45] more,130

Top Word Pairs in Tweet in G5:
[261] texas,crypto
[261] crypto,leader
[261] leader,cryptocurrency
[261] cryptocurrency,coming
[261] coming,texas
[261] texas,grocery
[261] grocery,stores
[260] zhusu,texas
[2] #mortgageforbearance,ending
[2] ending,over

Top Word Pairs in Tweet in G6:
[159] popular,artists
[159] artists,planet
[88] planet,forbes
[87] lisa,popular
[72] one,popular
[70] forbes,calling
[70] calling,lisa
[70] lisa,one
[69] cvntylisa,forbes
[54] แงง,ต

Top Word Pairs in Tweet in G7:
[154] face,genius
[154] genius,simply
[154] simply,pop
[154] pop,thai
[154] thai,superstar
[154] superstar,forbes
[154] forbes,bb
[154] bb,charts
[154] charts,world
[154] world,music

Top Word Pairs in Tweet in G8:
[11] diferencia,accidente
[11] accidente,12
[11] 12,choque
[11] choque,trenes
[11] trenes,tacubaya
[11] tacubaya,incendio
[11] incendio,pcc
[11] pcc,metro
[11] metro,reservado
[10] buenas,noticias

Top Word Pairs in Tweet in G9:
[275] antiviral,pill
[137] shares,makers
[137] makers,fell
[137] fell,merck
[137] merck,seek
[137] seek,regulatory
[137] regulatory,approval
[137] approval,antiviral
[137] pill,antiviral
[136] craigkellymp,shares

Top Word Pairs in Tweet in G10:
[34] facebook,whistleblower
[34] whistleblower,frances
[34] frances,haugen
[34] haugen,testify
[34] testify,tuesday
[34] tuesday,before
[34] before,12
[34] 12,member
[34] member,senate
[34] senate,committee

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@mihi_forbes
@forbestech
@paultassi
@forbes_mexico
@dbivanslxxxvi
@lewa_forbes_
@vijay41768621
@sanjayk60778030
@marble19841

Top Replied-To in G1:
@forbes
@paultassi
@dbivanslxxxvi
@marble19841
@ajplus
@scottmendelson
@andy_p_moriarty
@saynotosino
@h0ll0w1d0l
@mortivoree

Top Replied-To in G3:
@resistnonsense
@nwpinpdx

Top Replied-To in G4:
@freemind_human
@cnn
@randall_cooper
@dubzridah
@untgaps
@washingtonpost
@shepherdwong
@trigger_karen
@shonuffhnic
@amg26

Top Replied-To in G6:
@bestgirlili
@lisabp_0327
@cvntylisa
@tomqtamo

Top Replied-To in G8:
@forbes_mexico
@seattlem
@lisa32071160
@gustavo_diazu
@jimmy_lizcano
@imacpanther
@mario_delgado
@lucrecia1borgia
@clayton45120029
@ivonnemelgar

Top Replied-To in G10:
@2018winning
@jackoujo
@60minutes
@forbes
@elaineseco
@laurenboebert
@juddlegum
@andymstone
@franceshaugen_
@jimstewartson

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@kylegriffin1
@zhusu
@hpmajdoor
@themoonherald
@hp
@pmoindia
@narendramodi_in
@craigkellymp
@vijay41768621

Top Mentioned in G1:
@forbes
@forbesadvisor
@paultassi
@theswiftsociety
@gp_pulipaka
@terence_mills
@celoorg
@khulood_almani
@harbrimah
@sonu_monika

Top Mentioned in G2:
@_team_up
@mbsadmin
@nancydoylepsych
@beetchymoi
@provincego
@aaklodi
@cactusfoothills
@thetrend___

Top Mentioned in G3:
@kylegriffin1
@clearing_fog
@d_jeneration
@fozziebear88
@forbes
@realtuckfrumper
@quantumvigilan1
@minomazz
@lillithmind
@resistnonsense

Top Mentioned in G4:
@washingtonpost
@un
@secblinken
@nytimes
@cnn
@potus
@who
@realdonaldtrump
@forbes
@leahhardingaje

Top Mentioned in G5:
@zhusu
@carlaacarlson
@forbes

Top Mentioned in G6:
@cvntylisa
@lm19_
@lisabp_0327
@lilyleigh18
@crew_lisanesia
@lilieshome_
@crazylovelili
@7l4ever
@digitallifeasia
@tomqtamo

Top Mentioned in G7:
@themoonherald
@evermewore
@nimitha1413
@msuppasit
@msuppasitstudio

Top Mentioned in G8:
@forbes_mexico
@forbeslifelatam
@lopezobrador_
@claudiashein
@cceoficialmx
@reuters
@fashionweek_mx
@jtrianat
@waldoras
@raul_mtz_17

Top Mentioned in G9:
@craigkellymp
@forbes

Top Mentioned in G10:
@bowmannancy
@60minutes
@z_everson
@facebook
@jimstewartson
@karolcummins
@1813doncarlo
@yahoo
@donwinslow
@fpwellman

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@tomthunkitsmind
@jornalistavitor
@sectest9
@filafresh
@cryptotraderpro
@paoloigna1
@detikcom
@cybersec_feeds
@chidambara09

Top Tweeters in G1:
@jornalistavitor
@sectest9
@filafresh
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@mroopchand143
@thedeveloperbot
@cybersecurityn8

Top Tweeters in G2:
@cryptotraderpro
@newsoneplace
@splatoonch
@schestowitz
@viper01x
@news_japan_s
@lucas_wyrsch
@ahmetisitez
@by_ukraine
@cnnphilippines

Top Tweeters in G3:
@jamestoupin
@brontyman
@cblazblaz
@riskyliberal
@joanisparkles
@solomankarl
@ecwpunk81
@shareitarie10
@jcr914
@knight201701

Top Tweeters in G4:
@7b73f39b85e1415
@indiatoday
@timesnow
@aquarius1049
@geostompx
@publico
@newsjunkie60
@bostonglobe
@cnbc
@nytimes

Top Tweeters in G5:
@sutty_thatvirgo
@stanleyepstein
@chocolaterain__
@lazulbypablo
@handle_dhis
@4e93c4b107fea2
@carlaacarlson
@imeaniguessgirl
@k1ka1der
@hugthejuice

Top Tweeters in G6:
@lliiisailili
@mylalisa27
@tqqbpxxt
@lisaxalways
@jlv9597
@bluetiening
@mawizawiza1
@bpyeka5h
@kimpm_twt
@thetopicflow

Top Tweeters in G7:
@fearncpn
@sirikamol6
@wintermss
@nancynanzaa
@rewji25401482
@ping_wilawan
@fonthip_nn
@myblackwitch
@parallel1402
@me_masmew

Top Tweeters in G8:
@adrianat9735
@el_universal_mx
@milenio
@infobae
@reuters
@thesun
@publimetromx
@channelnewsasia
@abc_es
@welt

Top Tweeters in G9:
@acuhealtcm
@marionste
@funymnjamo
@ronthorp
@hklongman
@max970
@rationaliza
@kfjelsted
@quirkyreally
@tweetannylee

Top Tweeters in G10:
@padakitty
@theresamax
@roripierpont1
@jeffreymeursing
@kimpy123
@funnagan
@granny_st
@laurendownsouth
@karolcummins
@foxnews


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