forbes, Twitter, 12/14/2021 11:54:03 PM, 268384
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forbes_2021-12-14_15-15-38.xlsx
forbes_2021-12-14_15-15-38.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2021
Short Description:
forbes via NodeXL https://bit.ly/3pVJfrQ
@forbes
@earisteguieta
@the_rastaman
@sb19official
@miree512
@luminousriverph
@chartdata
@lopezobrador_
@bts_twt
@tribalarmy

Top hashtags:
#snowdrop
#forbesunder30
#btsv
#nctdream
#준
#세븐틴
#powerwomen
#ai
#yahooニュース
#forbes

Description:
Description
The graph represents a network of 8,614 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, 14 December 2021 at 23:28 UTC.

The requested start date was Tuesday, 14 December 2021 at 01:01 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, 28-minute period from Saturday, 11 December 2021 at 06:04 UTC to Monday, 13 December 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 : 8614
Unique Edges : 6160
Edges With Duplicates : 12283
Total Edges : 18443
Number of Edge Types : 5
Tweet : 1872
Mentions : 3242
Retweet : 4935
MentionsInRetweet : 7048
Replies to : 1346
Self-Loops : 1949
Reciprocated Vertex Pair Ratio : 0.00671746541006617
Reciprocated Edge Ratio : 0.0133452843342297
Connected Components : 1362
Single-Vertex Connected Components : 676
Maximum Vertices in a Connected Component : 4502
Maximum Edges in a Connected Component : 11866
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.301221
Graph Density : 0.000135337345012053
Modularity : 0.528687
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,614 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, 14 December 2021 at 23:28 UTC.

The requested start date was Tuesday, 14 December 2021 at 01:01 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, 28-minute period from Saturday, 11 December 2021 at 06:04 UTC to Monday, 13 December 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:
[221] https://elcontraste.cl/hija-de-hugo-chavez-forbes/23/08/2021/
[91] https://www.forbes.com/sites/scottking/2021/12/10/excerpt-how-espn-magazines-iconic-destinys-child-cover-came-together/?sh=2aa929dd212d
[43] https://www.forbes.com/sites/kimberleespeakman/2021/12/09/squid-game-fails-to-make-netflixs-us-top-10-for-first-week-since-september/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[34] https://www.forbes.com/sites/siladityaray/2021/12/10/second-female-employee-sues-tesla-alleging-sexual-harassments-and-retaliation/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[33] https://www.forbes.com/sites/marisadellatto/2021/12/09/jussie-smollett-found-guilty-on-5-counts-in-hoax-hate-crime-trial/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[30] https://www.forbes.com/sites/robertolsen/2021/12/13/crypto-giant-binance-shuts-down-singapore-trading-platform/
[29] https://www.forbes.com/sites/davidaxe/2021/12/10/nato-surveillance-planes-crowd-the-black-sea-to-track-russian-troops-around-ukraine/?sh=184055e3254f&utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[27] https://www.forbes.com/sites/forbesbusinesscouncil/2021/12/10/leaning-into-the-great-resignation/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[27] https://www.forbes.com/sites/danidiplacido/2021/12/11/keanu-reeves-thinks-nfts-are-a-joke/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Valerie
[25] https://twinybots.ch/

Top URLs in Tweet in G1:
[91] https://www.forbes.com/sites/scottking/2021/12/10/excerpt-how-espn-magazines-iconic-destinys-child-cover-came-together/?sh=2aa929dd212d
[43] https://www.forbes.com/sites/kimberleespeakman/2021/12/09/squid-game-fails-to-make-netflixs-us-top-10-for-first-week-since-september/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[32] https://www.forbes.com/sites/siladityaray/2021/12/10/second-female-employee-sues-tesla-alleging-sexual-harassments-and-retaliation/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[31] https://www.forbes.com/sites/marisadellatto/2021/12/09/jussie-smollett-found-guilty-on-5-counts-in-hoax-hate-crime-trial/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[27] https://www.forbes.com/sites/danidiplacido/2021/12/11/keanu-reeves-thinks-nfts-are-a-joke/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Valerie
[27] https://www.forbes.com/sites/davidaxe/2021/12/10/nato-surveillance-planes-crowd-the-black-sea-to-track-russian-troops-around-ukraine/?sh=184055e3254f&utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[25] https://www.forbes.com/sites/forbesbusinesscouncil/2021/12/10/leaning-into-the-great-resignation/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[22] https://www.forbes.com/sites/siladityaray/2021/12/10/wikileaks-founder-julian-assange-may-be-extradited-to-the-us-london-court-rules/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[21] https://www.forbes.com/sites/vikrammittal/2021/12/10/new-technology-required-by-us-army-for-looming-war-with-china/?sh=45483347725b&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[20] https://www.forbes.com/sites/davidhambling/2021/12/09/us-air-force-reveals-two-new-classified-aircraft-programs/?sh=657ca6931256&utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter

Top URLs in Tweet in G2:
[15] https://www.forbes.com/sites/robertolsen/2021/12/13/crypto-giant-binance-shuts-down-singapore-trading-platform/
[10] https://news.yahoo.co.jp/articles/269e91eea7fc99fe7f3839c6f591d088de083793
[10] https://twitter.com/Forbes/status/1470051236472885257
[9] https://www.forbes.com/
[8] https://www.forbes.com/sites/robertolsen/2021/12/13/crypto-giant-binance-shuts-down-singapore-trading-platform/?utm_source=dlvr.it&utm_medium=twitter
[7] https://www.forbes.com/sites/ianpalmer/2021/12/12/my-reaction-to-oil-and-gas-industry-on-climate-change-at-world-petroleum-congress/?utm_source=dlvr.it&utm_medium=twitter
[6] https://twinybots.ch/
[5] https://www.forbes.com/sites/billybambrough/2021/12/11/massive-fourth-quarter-why-ethereum-could-outperform-bitcoin-after-serious-fed-price-warning/
[5] https://www.forbes.com/sites/danidiplacido/2021/12/11/keanu-reeves-thinks-nfts-are-a-joke/
[5] https://www.forbes.com/sites/bernardmarr/2021/12/13/the-5-biggest-internet-of-things-iot-trends-in-2022/

Top URLs in Tweet in G3:
[217] https://elcontraste.cl/hija-de-hugo-chavez-forbes/23/08/2021/

Top URLs in Tweet in G4:
[5] https://www.washingtonpost.com/business/2021/10/06/moderna-vaccine-forbes-400-richest-list/
[4] https://www.forbes.com/sites/alisondurkee/2021/12/07/wisconsin-conservative-group-finds-no-evidence-of-widespread-fraud-in-2020-election/
[4] https://www.forbes.com/sites/christianweller/2020/01/29/trumps-wasteful-tax-cuts-lead-to-continued-trillion-dollar-deficits-in-expanding-economy/
[4] 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/rrapier/2021/03/27/which-president-oversaw-the-highest-gasoline-prices/
[2] https://www.forbes.com/sites/roberthart/2020/10/21/report-trump-paid-nearly-200000-in-taxes-to-china/
[2] https://twitter.com/forbes/status/1470101345214607365
[2] https://www.forbes.com/sites/zackfriedman/2021/10/12/biden-has-cancelled-115-billion-of-student-loans-but-heres-what-this-means-for-student-loan-forgiveness/?sh=32e9ba397fd7
[2] https://www.forbes.com/sites/michaelschein/2018/05/25/dr-oz-makes-millions-even-though-hes-a-total-fraud-and-other-reasons-you-should-follow-his-lead/?sh=755a10a15fe1
[2] https://www.forbes.com/sites/karlsson/2021/12/11/armenia-a-new-wine-country-that-is-actually-very-old-illustrated-with-two-wines/?sh=2987375a11ab

Top URLs in Tweet in G6:
[8] https://www.forbes.com/sites/hughmcintyre/2021/12/07/sb19-becomes-the-first-act-to-replace-bts-at-no-1-on-billboards-newest-chart/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[3] https://www.forbes.com/sites/hughmcintyre/2021/12/08/sb19-bts-olivia-rodrigo-and-rule-googles-most-searched-songs-of-2021/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[2] https://www.forbes.com/sites/hughmcintyre/2021/12/07/sb19-becomes-the-first-act-to-replace-bts-at-no-1-on-billboards-newest-chart/?sh=16d4f5d3577f
[2] https://www.forbes.com/sites/hughmcintyre/2021/12/07/sb19-becomes-the-first-act-to-replace-bts-at-no-1-on-billboards-newest-chart/?sh=15c36083577f
[2] https://www.forbes.com/sites/hughmcintyre/2021/12/08/sb19-bts-olivia-rodrigo-and-rule-googles-most-searched-songs-of-2021/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie
[2] https://twitter.com/Forbes/status/1468246513205796879
[2] https://www.youtube.com/watch?v=p6XBcQj5Hs4&feature=youtu.be

[1] https://twitter.com/forbes/status/1468246513205796879
[1] https://www.forbes.com/sites/hughmcintyre/2017/04/17/the-new-role-merchandise-plays-when-creating-a-musicians-brand/
[1] https://www.forbes.com/sites/bobbyowsinski/2019/02/23/streaming-physical-product-revenue/

Top URLs in Tweet in G7:
[10] https://twitter.com/MarsellisTheOne/status/1470196753282572292?t=oKLdvd3CoPQbdd-RY4q6SA&s=19
[5] https://www.forbes.com/sites/paultassi/2021/12/11/destiny-2s-bungie-faces-its-struggles-with-workplace-sexism-and-toxicity/
[3] https://www.forbes.com/sites/lawrencewintermeyer/2021/12/09/digital-custody-is-the-key-to-unlocking-crypto-spot-markets-for-institutions/?sh=e080c641ab05&utm_source=TWITTER&utm_medium=social&utm_content=6041149241&utm_campaign=sprinklrForbesCrypto
[2] https://www.forbes.com/sites/cbovaird/2021/12/05/whats-next-for-bitcoin-after-it-fell-to-42000-and-recovered/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Carrie
[2] https://www.forbes.com/sites/oluwaseunadeyanju/2021/11/23/african-bitcoin-exchange-busha-raises-42-million-seed-led-by-jump-capital/?sh=3e20855b579a&utm_source=TWITTER&utm_medium=social&utm_content=5952957845&utm_campaign=sprinklrForbesCrypto
[2] https://www.forbes.com/sites/paultassi/2021/12/12/the-destiny-2-god-roll-dares-of-eternity-weapons-you-should-be-farming-for/
[2] https://www.forbes.com/sites/paultassi/2021/12/10/final-fantasy-xiv-endwalker-is-the-highest-scored-game-on-metacritic-by-users-in-2021/
[2] https://www.forbes.com/sites/paultassi/2021/12/11/halo-infinite-legendary-ending-heres-the-significant-difference/
[2] https://www.forbes.com/sites/paultassi/2021/12/11/keanu-reeves-is-thrilled-cyberpunk-2077-modders-made-his-character-romanceable/
[2] https://www.forbes.com/sites/marisadellatto/2021/12/09/jussie-smollett-found-guilty-on-5-counts-in-hoax-hate-crime-trial/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social&utm_term=Gordie

Top URLs in Tweet in G8:
[6] https://www.forbes.com.mx/tecnologia-rae-y-microsoft-impulsaran-buen-uso-del-espanol-en-inteligencia-artificial/
[5] https://www.forbes.com.mx/noticias-calentamiento-global-en-niveles-sin-precedentes-en-24000-anos/
[5] https://www.forbes.com.mx/pemex-gana-segundo-trimestre-2021/
[3] https://www.forbes.com.mx/politica-inai-ira-a-la-corte-contra-decreto-de-amlo-sobre-obras/
[2] https://www.forbes.com.mx/la-diferencia-entre-ahorrar-e-invertir/
[2] https://www.forbes.com.mx/tecnologia-buscan-creadores-de-contenidos-para-ampliar-su-audiencia/
[2] https://www.forbes.com.mx/tecnologia-te-presentamos-you-que-es-mucho-mas-que-el-nuevo-rival-de-google/
[2] https://www.forbes.com.mx/interjet-planea-reiniciar-operaciones-en-2022-tras-un-ano-sin-volar/
[2] https://www.forbes.com.mx/reino-unido-eleva-nivel-alerta-rapida-expansion-omicron/
[2] https://www.forbes.com.mx/tecnologia-spot-el-robot-de-boston-dynamics-presume-su-baile-a-lo-jagger-en-video-viral/

Top URLs in Tweet in G10:
[10] https://www.news18.com/news/movies/bts-v-becomes-first-korean-idol-to-have-birthday-advertisement-on-forbes-magazine-4532378.html
[2] https://n.news.naver.com/entertain/article/108/0003012126
[1] https://www.latestly.com/social-viral/bts-v-aka-kim-taehyung-birthday-advertisement-in-forbes-magazine-k-pop-idols-fans-make-the-unthinkable-possible-to-celebrate-v-day-view-post-3138524.html
[1] https://twitter.com/forbes/status/1470245120939282433
[1] https://twitter.com/jeromepolin/status/1469674581254311943
[1] http://theviewers.co.kr/View.aspx?No=2140127

Top Domains
Top Domains in Tweet in Entire Graph:
[2428] forbes.com
[298] twitter.com
[221] elcontraste.cl
[114] com.mx
[50] co.jp
[45] youtube.com
[37] bit.ly
[25] twinybots.ch
[25] rarible.com
[18] forbesmiddleeast.com

Top Domains in Tweet in G1:
[1132] forbes.com
[18] twitter.com
[8] better.com
[7] bit.ly
[6] youtube.com
[5] forbesargentina.com
[4] t.me
[4] noticiacripto.com
[2] twinybots.ch
[2] forbes.mc

Top Domains in Tweet in G2:
[339] forbes.com
[113] twitter.com
[29] co.jp
[18] com.mx
[17] dlvr.it
[9] forbesjapan.com
[9] apple.news
[8] forbes.ru
[8] newsoneplace.com
[7] dy.si

Top Domains in Tweet in G3:
[217] elcontraste.cl

Top Domains in Tweet in G4:
[41] forbes.com
[12] twitter.com
[5] washingtonpost.com
[2] reason.com
[1] winemag.com
[1] youtube.com
[1] co.za

Top Domains in Tweet in G6:
[19] forbes.com
[5] twitter.com
[2] youtube.com

Top Domains in Tweet in G7:
[67] forbes.com
[16] twitter.com
[2] ceoweekly.com
[2] imdb.com
[1] zoom.us
[1] forbes.es
[1] google.com

Top Domains in Tweet in G8:
[54] com.mx
[10] bit.ly
[1] forbes.com
[1] twitter.com

Top Domains in Tweet in G10:
[10] news18.com
[2] naver.com
[2] twitter.com
[1] latestly.com
[1] co.kr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[112] snowdrop
[98] forbesunder30
[92] btsv
[56] nctdream
[48] 준
[47] 세븐틴
[46] powerwomen
[45] ai
[39] yahooニュース
[38] forbes



Top Hashtags in Tweet in G1:
[96] snowdrop
[76] forbesunder30
[39] powerwomen
[12] squid
[8] forbes400
[7] ai
[7] machinelearning
[7] digitaltransformation
[6] metaverse
[6] softwaredevelopment

Top Hashtags in Tweet in G2:
[16] yahooニュース
[9] forbes
[8] trendsspy
[7] forbesthailand
[6] asia
[5] ai
[5] crypto
[5] podcast
[4] quote
[4] games

Top Hashtags in Tweet in G4:
[5] armenia
[5] wine
[3] cancelstudentdebt
[2] goplies
[2] china
[2] irantruth
[2] jennie
[2] mbengwiroad
[2] bamenda
[1] infrastructure

Top Hashtags in Tweet in G6:
[12] sb19
[12] bazinga_sb19
[5] sb19billboardhtstop1
[5] stanworld
[4] hottrendingsongs
[4] atin
[3] benandbenkuwadernoconcert
[2] sb19mapatopgoogled

Top Hashtags in Tweet in G7:
[36] babydoge
[23] bitcoin
[15] ecuador
[11] crypto
[9] ubisoft
[9] nfts
[5] microstrategy
[5] forbesunder30
[4] nft
[4] btc

Top Hashtags in Tweet in G8:
[2] listaforbes
[2] turístico
[2] fifi
[2] neoliberal
[2] conservador
[1] residencial
[1] cancún
[1] sayholatoanewlife
[1] playamujeres
[1] inmobiliario

Top Hashtags in Tweet in G10:
[90] btsv
[21] supertunadancechallenge
[11] bts
[10] v
[1] kimtaehuyng
[1] taetae
[1] taehyung
[1] supertuna
[1] jin
[1] janetjackson

Top Words
Top Words in Tweet in Entire Graph:
[5179] forbes
[557] 30
[534] 2021
[382] millones
[379] क
[378] chávez
[374] bts
[364] earisteguieta
[343] स
[334] one

Top Words in Tweet in G1:
[2104] forbes
[258] jackharlow
[165] one
[153] week
[143] game
[137] squid
[112] 2021
[104] co
[103] shows
[103] coming

Top Words in Tweet in G2:
[320] forbes
[44] japan
[43] world
[42] 2021
[34] singapore
[33] down
[31] list
[30] more
[30] 30
[29] people

Top Words in Tweet in G3:
[379] forbes
[374] chávez
[372] millones
[364] earisteguieta
[221] hija
[221] supera
[220] fortuna
[219] hugo
[219] 600
[153] muñequitas

Top Words in Tweet in G4:
[30] potus
[24] forbes
[16] trump
[15] more
[10] business
[9] nytimes
[9] group
[9] evidence
[8] 2020
[8] washingtonpost

Top Words in Tweet in G5:
[244] อ
[243] bts
[243] บ
[242] เม
[242] ปล
[242] อยเพลงก
[242] ม
[242] กจะข
[242] นอ
[242] นด

Top Words in Tweet in G6:
[217] sb19official
[195] congratulations
[193] level
[191] another
[190] chapters_ph
[37] forbes
[18] sb19
[18] article
[15] bts
[12] #sb19

Top Words in Tweet in G7:
[95] forbes
[72] forbescrypto
[61] babydogecoin
[53] guzmanalexie
[43] crypto
[36] #babydoge
[31] paultassi
[31] ama
[30] today's
[30] doubt

Top Words in Tweet in G8:
[60] lopezobrador_
[57] pemex
[53] forbes_mexico
[53] forbes
[52] pedroferriz3
[27] malthusgamba
[12] nivel
[10] co
[9] méxico
[9] dinero

Top Words in Tweet in G9:
[250] 30
[205] content
[205] creator
[138] 2020
[136] year
[133] forbes
[133] under
[123] owner
[122] co
[122] 100t

Top Words in Tweet in G10:
[88] #btsv
[58] forbes
[58] ad
[56] full
[54] china
[52] 2022
[48] birthday
[42] 30
[38] fans
[37] second

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[284] under,30
[256] jackharlow,forbes
[254] 30,under
[244] นด,บ
[242] เม,อ
[242] อ,bts
[242] bts,ปล
[242] ปล,อยเพลงก
[242] อยเพลงก,ม
[242] ม,กจะข

Top Word Pairs in Tweet in G1:
[256] jackharlow,forbes
[104] forbes,squid
[96] #snowdrop,mentioned
[96] mentioned,one
[96] one,anticipated
[96] anticipated,shows
[96] shows,coming
[96] coming,dec
[96] dec,forbes
[96] forbes,co

Top Word Pairs in Tweet in G2:
[44] forbes,japan
[27] trading,platform
[24] shuts,down
[23] down,singapore
[23] singapore,trading
[22] binance,shuts
[21] crypto,giant
[21] giant,binance
[18] gas,industry
[17] oil,gas

Top Word Pairs in Tweet in G3:
[219] hija,hugo
[219] hugo,chávez
[219] chávez,forbes
[219] forbes,fortuna
[219] fortuna,supera
[219] supera,600
[219] 600,millones
[213] earisteguieta,hija
[153] forbes,muñequitas
[153] muñequitas,chávez

Top Word Pairs in Tweet in G4:
[8] evidence,widespread
[6] conservative,group
[6] donald,trump
[6] call,twittersafety
[6] twittersafety,ban
[6] ban,account
[6] account,screenshot
[6] screenshot,below
[6] below,dare
[6] dare,spread

Top Word Pairs in Tweet in G5:
[242] เม,อ
[242] อ,bts
[242] bts,ปล
[242] ปล,อยเพลงก
[242] อยเพลงก,ม
[242] ม,กจะข
[242] กจะข,นอ
[242] นอ,นด
[242] นด,บ
[242] บ,#1

Top Word Pairs in Tweet in G6:
[195] congratulations,sb19official
[191] another,level
[191] level,congratulations
[190] chapters_ph,another
[13] forbes,sb19
[10] becomes,first
[10] newest,chart
[8] sb19,becomes
[8] first,act
[8] act,replace

Top Word Pairs in Tweet in G7:
[30] today's,babydogecoin
[30] babydogecoin,ama
[30] ama,doubt
[30] doubt,awesome
[30] awesome,project
[30] project,headed
[30] headed,know
[30] know,#babydoge
[29] guzmanalexie,today's
[19] hong,kong

Top Word Pairs in Tweet in G8:
[47] pedroferriz3,lopezobrador_
[45] lopezobrador_,pemex
[45] pemex,forbes
[25] malthusgamba,pedroferriz3
[6] microsoft,rae
[6] rae,promoverán
[6] promoverán,uso
[6] uso,correcto
[6] correcto,español
[6] español,universo

Top Word Pairs in Tweet in G9:
[205] content,creator
[133] under,30
[122] co,owner
[122] owner,100t
[121] game,awards
[117] forbes,30
[117] 30,under
[111] creator,year
[94] 100t,2020
[94] 2020,game

Top Word Pairs in Tweet in G10:
[54] full,ad
[52] #btsv,china
[36] china,fans
[36] fans,celebrating
[36] celebrating,#btsv
[36] #btsv,birthday
[36] birthday,second
[36] second,full
[36] ad,time
[36] time,january

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@jackharlow
@lewa_forbes_
@squidgamenew
@pedroferriz3
@bizballmaury
@scottmendelson
@malthusgamba
@justintradesevs
@guzmanalexie

Top Replied-To in G1:
@forbes
@jackharlow
@squidgamenew
@scottmendelson
@justintradesevs
@soramitsu_co
@elsaysitall
@min_moan
@johntomfoolery
@corybates1895

Top Replied-To in G2:

Top Replied-To in G3:
@earisteguieta

Top Replied-To in G4:
@lyle0_0
@forbes
@ronfilipkowski
@andrewtwentyman
@atrayal22
@rebelwithoutap3
@antonioguterres
@pattyarquette
@williamburt9
@feedmanjustin

Top Replied-To in G6:
@forbes
@ppopking
@sb19journo

Top Replied-To in G7:
@guzmanalexie
@paultassi
@elonmusk
@invest_answers
@denquility
@forbes_es
@josecantsecophd
@forbes
@maaya_qah
@greenfangxyz

Top Replied-To in G8:
@pedroferriz3
@malthusgamba
@forbes_mexico
@melenaperezjaen
@yordimx
@darozepeda1
@forbes
@luiscarlosplata
@mikecastillom13
@fredyguzmanr

Top Replied-To in G9:
@valkyrae

Top Replied-To in G10:
@mike67437
@its_monosoul
@olanrewaju_adek
@josephfanai10
@nyoko30060040
@chartdata

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@earisteguieta
@yoong_coffee
@sb19official
@chapters_ph
@jackharlow
@jichu_charts
@agorapovic
@forbescrypto
@tribalarmy

Top Mentioned in G1:
@forbes
@jackharlow
@jichu_charts
@squidgamenew
@bluefaceniloc
@forbesadvisor
@natererun
@fentyindo
@aleahcb
@aoc

Top Mentioned in G2:
@mbsadmin
@oceancitydental
@forbes_th
@allentien
@hlogii13
@dr_nanajaemin
@jay1stnewyorker
@triggermlm
@stigmabase

Top Mentioned in G3:
@earisteguieta
@trafficaracas
@gracielarequena
@asidijocarlos
@forbes

Top Mentioned in G4:
@potus
@forbes
@nytimes
@washingtonpost
@shadowartland1
@msnbc
@reuters
@twittersafety
@cbsnews
@lindseygrahamsc

Top Mentioned in G5:
@yoong_coffee

Top Mentioned in G6:
@sb19official
@chapters_ph
@forbes
@esha0838
@sb19journo
@alexvincentm
@planetangesbi
@ppopking
@sonymusicph
@sb19gandalf

Top Mentioned in G7:
@forbes
@forbescrypto
@babydogecoin
@guzmanalexie
@paultassi
@iamtjjackson
@zinnialee23
@lassoguillermo
@lwintermeyer
@binance

Top Mentioned in G8:
@lopezobrador_
@forbes
@pemex
@forbes_mexico
@pedroferriz3
@malthusgamba
@forbeslifelatam
@zuritacarpio
@mariettoponce
@epigmenioibarra

Top Mentioned in G9:
@agorapovic
@hotdemonrae
@tinaiuvrs
@iheartvalkyrae
@valkyrae

Top Mentioned in G10:
@vglobalunion
@jinbase_
@chartdata
@kth_news
@kimtaehyungbar_
@beyonce
@forbes
@rihanna
@taylorswift13
@showsha_in

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@tomthunkitsmind
@sectest9
@cryptotraderpro
@kompascom
@cybersec_feeds
@robinsnewswire
@okezonenews
@chidambara09
@edinburghwatch

Top Tweeters in G1:
@falconhamada_90
@orgetorix
@mroopchand143
@denniskoch10
@noticiascaracol
@therezafontoura
@viriyabot
@fl85
@ami_tvdfan
@marconavarrolor

Top Tweeters in G2:
@elnacionalweb
@cryptotraderpro
@robinsnewswire
@okezonenews
@newsoneplace
@hanayuu
@jondknight
@tweetz789
@jenkers_en
@chronlaw

Top Tweeters in G3:
@trafficaracas
@mariposatuitera
@dralcapino
@ismaeljestabap
@agathagatosa
@routek
@francisco_romer
@raykar57
@dachanazoa
@maga43

Top Tweeters in G4:
@littlebytesnews
@thehill
@ecclesias
@reuters
@princessbibirf_
@morgfair
@business
@limeylizzie
@slate
@nytimes

Top Tweeters in G5:
@ffebruaryeight
@causeimblue
@momod645
@bumkth_lovely
@pairrylland
@ariangsantia
@dongkeystar07
@rrbtmtsljrtlp
@happylday
@honey9795

Top Tweeters in G6:
@billboard
@elle24169177
@juicecullen
@macemacaroni
@epolapol1624
@sb19princess
@athenarheia
@fangirlmoako
@mialiwanagan
@imthaddaeus_

Top Tweeters in G7:
@faustojarrint
@financialtimes
@jeffreyawillia4
@ismaelgonzale99
@cnnbusiness
@diariodeavisos
@master_deli
@favubus
@cm620
@milantehvillain

Top Tweeters in G8:
@sinembargomx
@el_universal_mx
@milenio
@yordimx
@alcinodoliveira
@foro_tv
@reforma
@mileniotv
@elfinanciero_mx
@epigmenioibarra

Top Tweeters in G9:
@ratamarta17
@bibell101
@yooliest
@flopzsh
@tinyxkkuno
@kim_estradalove
@starrysyk
@starryhazz
@softlynid
@pearbears_

Top Tweeters in G10:
@soymayhurtado
@pwetnitaehyung
@happy64032102
@siewlynnc
@nazmiswift
@latestly
@boredkimpanda
@unoczarah
@callme_sire
@applestyles16


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