forbes, Twitter, 2/24/2021 1:04:09 PM, 249509
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forbes_2021-02-23_13-42-25.xlsx
forbes_2021-02-23_13-42-25.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
February 24, 2021
Short Description:
forbes via NodeXL https://bit.ly/2NqPx3z
@forbes
@gldcoastgoddess
@lewa_forbes
@niyih
@sighmoanwears
@floxieeee
@ipacglobal
@grayna38898974
@monblaze
@geytoboi

Top hashtags:
#ai
#machinelearning
#800m
#artificialintelligence
#datascience
#cybersecurity
#forbes

Description:
Description
The graph represents a network of 8,138 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, 23 February 2021 at 21:51 UTC.

The requested start date was Tuesday, 23 February 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, 0-hour, 54-minute period from Saturday, 20 February 2021 at 07:41 UTC to Monday, 22 February 2021 at 08:35 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 : 8138
Unique Edges : 3954
Edges With Duplicates : 12718
Total Edges : 16672
Number of Edge Types : 5
Retweet : 5530
MentionsInRetweet : 6653
Tweet : 1634
Replies to : 685
Mentions : 2170
Self-Loops : 1691
Reciprocated Vertex Pair Ratio : 0.00930506478209658
Reciprocated Edge Ratio : 0.0184385575913175
Connected Components : 1206
Single-Vertex Connected Components : 634
Maximum Vertices in a Connected Component : 4292
Maximum Edges in a Connected Component : 10264
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.935891
Graph Density : 0.000129404131200839
Modularity : 0.509158
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,138 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, 23 February 2021 at 21:51 UTC.

The requested start date was Tuesday, 23 February 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, 0-hour, 54-minute period from Saturday, 20 February 2021 at 07:41 UTC to Monday, 22 February 2021 at 08:35 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:
[123] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang
[71] https://twitter.com/forbes/status/1363262277307289605
[69] https://www.forbes.com/sites/maddieberg/2021/01/06/heres-how-much-money-is-at-stake-in-a-kim-kardashian-kanye-west-divorce/?sh=381ae9613c99&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[61] https://www.forbes.com/sites/hughmcintyre/2021/02/19/bts-was-the-sixth-most-tweeted-about-person-of-2020-globally-beating-elon-musk-and-kamala-harris/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[54] https://www.forbes.com/sites/andrewsolender/2021/02/20/its-like-gangster-stuff-more-new-york-politicians-accuse-cuomo-of-threatening-behavior/
[46] https://www.forbes.com/sites/hughmcintyre/2021/02/19/bts-ateez-kanye-west-and-beyonc-these-were-the-most-tweeted-about-musicians-in-the-us-in-2020/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[36] https://www.forbes.com/sites/tommybeer/2021/02/18/covid-19-cases-and-deaths-are-dropping-dramatically/?sh=91858f34382e&utm_source=TWITTER&utm_medium=social&utm_content=4507476946&utm_campaign=sprinklrForbesMainTwitter
[34] https://api.whatsapp.com/send?phone=&text=&source=&data=
[32] https://www.forbes.com/sites/joewalsh/2021/02/20/airplane-parts-crash-into-colorado-neighborhood-after-engine-failure/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[25] https://www.forbes.com/sites/siladityaray/2021/02/22/several-boeing-777-jets-grounded-after-engine-breaks-apart-over-denver/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie

Top URLs in Tweet in G1:
[36] https://twitter.com/forbes/status/1363262277307289605
[4] https://www.forbes.com/sites/joewalsh/2021/02/20/airplane-parts-crash-into-colorado-neighborhood-after-engine-failure/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[1] https://twitter.com/forbes/status/1362805494876938240

Top URLs in Tweet in G2:
[67] https://www.forbes.com/sites/maddieberg/2021/01/06/heres-how-much-money-is-at-stake-in-a-kim-kardashian-kanye-west-divorce/?sh=381ae9613c99&utm_campaign=socialflowForbesMainTwitter&utm_medium=social&utm_source=ForbesMainTwitter
[61] https://www.forbes.com/sites/hughmcintyre/2021/02/19/bts-was-the-sixth-most-tweeted-about-person-of-2020-globally-beating-elon-musk-and-kamala-harris/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[42] https://www.forbes.com/sites/hughmcintyre/2021/02/19/bts-ateez-kanye-west-and-beyonc-these-were-the-most-tweeted-about-musicians-in-the-us-in-2020/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[36] https://www.forbes.com/sites/tommybeer/2021/02/18/covid-19-cases-and-deaths-are-dropping-dramatically/?sh=91858f34382e&utm_source=TWITTER&utm_medium=social&utm_content=4507476946&utm_campaign=sprinklrForbesMainTwitter
[28] https://www.forbes.com/sites/joewalsh/2021/02/20/airplane-parts-crash-into-colorado-neighborhood-after-engine-failure/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[25] https://www.forbes.com/sites/siladityaray/2021/02/22/several-boeing-777-jets-grounded-after-engine-breaks-apart-over-denver/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[21] https://www.forbes.com/sites/robertfarrington/2021/02/01/theres-more-to-cryptocurrency-than-bitcoin/?sh=3712f0aeb6dc&utm_source=TWITTER&utm_medium=social&utm_content=4508442655&utm_campaign=sprinklrForbesMainTwitter
[16] https://www.forbes.com/sites/ebauer/2021/02/17/too-high-too-low-one-things-for-sure-the-covid-relief-bill-is-about-far-more-than-covid-relief/?sh=136925e65376&utm_source=TWITTER&utm_medium=social&utm_content=4507473669&utm_campaign=sprinklrForbesMainTwitter
[14] https://www.forbes.com/sites/serenitygibbons/2021/02/16/5-principles-to-keep-your-business-thriving-in-2021/?sh=331a85503976&utm_source=TWITTER&utm_medium=social&utm_content=4505995140&utm_campaign=sprinklrForbesMainTwitter
[10] https://www.forbes.com/sites/prudygourguechon/2021/02/18/how-psychology-can-help-leaders-avoid-leader-malpractice-and-the-crime-of-complicity/?sh=a9b27f055ef1&utm_source=TWITTER&utm_medium=social&utm_content=4507478245&utm_campaign=sprinklrForbesMainTwitter

Top URLs in Tweet in G4:
[29] https://twitter.com/forbes/status/1363262277307289605
[13] https://twitter.com/Forbes/status/1362805494876938240
[11] https://twitter.com/forbes/status/1362805494876938240
[8] https://twitter.com/Forbes/status/1363262277307289605
[8] https://twitter.com/forbes/status/1363678750987141121
[6] https://www.forbes.com.mx/red-forbes-mas-alla-del-agotamiento/
[5] https://twitter.com/Forbes/status/1362875725603307522
[5] https://twitter.com/forbes/status/1363318490879451136
[5] https://www.forbes.com.mx/rusia-reporta-primer-caso-en-el-mundo-de-infeccion-humana-con-cepa-h5n8-de-gripe-aviar/
[5] https://twinybots.ch/

Top URLs in Tweet in G5:
[14] https://www.forbes.com/sites/jenniferhicks/2021/02/14/how-hardware-data-and-artificial-intelligence-are-changing-diabetes-care/
[14] https://www.forbes.com/sites/louiscolumbus/2021/02/21/10-ways-ai-and-machine-learning-are-improving-marketing-in-2021/
[13] https://forbes.com/sites/forbestechcouncil/2021/02/03/machines-are-learning-from-each-other-but-its-a-good-thing/?sh=7b8df1d94c5d
[12] https://www.forbes.com/sites/niallmccarthy/2020/08/27/the-5g-speed-revolution-infographic/?utm_campaign=buffer&utm_content=buffer50642&utm_medium=social&utm_source=twitter.com
[11] https://twinybots.ch/
[11] https://www.forbes.com/sites/bernardmarr/2021/02/19/apple-vs-facebook--who-will-win-the-data-privacy-war/?utm_source=TWITTER&utm_medium=social&utm_content=4505612046&utm_campaign=sprinklrForbesTechTwitter
[11] https://www.forbes.com/sites/forbestechcouncil/2021/02/03/machines-are-learning-from-each-other-but-its-a-good-thing/
[10] https://www.forbes.com/sites/evansparks/2021/02/10/four-predictions-for-artificial-intelligence-and-machine-learning-in-2021/
[9] https://www.forbes.com/sites/robtoews/2021/02/15/artificial-intelligence-and-the-end-of-work/
[9] https://www.forbes.com/sites/louiscolumbus/2021/02/21/10-ways-ai-and-machine-learning-are-improving-marketing-in-2021/?sh=58e1540214c8&utm_content=buffera14fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[34] https://api.whatsapp.com/send?phone=&text=&source=&data=
[1] https://twitter.com/ad_farouq/status/1362342637529882624
[1] https://twitter.com/ad_farouq/status/1361583316936310786
[1] https://twitter.com/ad_farouq/status/1361222618284777475
[1] https://twitter.com/ad_farouq/status/1361221966909300736

Top URLs in Tweet in G7:
[3] https://www.forbes.com/sites/hughmcintyre/2021/02/07/txt-exo-stray-kids-and-ateez-the-k-pop-boy-bands-that-could-break-in-america-in-2021/
[2] https://www.forbes.com/sites/hughmcintyre/2021/02/07/txt-exo-stray-kids-and-ateez-the-k-pop-boy-bands-that-could-break-in-america-in-2021/amp/?sh=5e36276b3e73&__twitter_impression=true
[1] https://twitter.com/straykids_hp/status/1363699584262897666
[1] https://twitter.com/ABlackParadise1/status/1363652361898635267
[1] https://www.forbes.com/sites/hughmcintyre/2021/02/07/txt-exo-stray-kids-and-ateez-the-k-pop-boy-bands-that-could-break-in-america-in-2021?__twitter_impression=true

Top URLs in Tweet in G8:
[120] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang
[25] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang/amp/
[25] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang/amp/?__twitter_impression=true
[3] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang/?sh=3beafd09116a
[1] https://www.forbes.com/sites/ewelinaochab/2021/02/19/genocide-is-the-right-word-for-the-atrocities-in-xinjiang/
[1] https://twitter.com/ewelinauo/status/1362784867461775367

Top URLs in Tweet in G9:
[2] https://www.forbes.com/sites/jemimamcevoy/2021/02/17/most-americans-think-schools-should-wait-until-teachers-are-vaccinated-to-reopen-poll-shows/?sh=1a335292fadd
[1] https://www.rnz.co.nz/news/national/436924/minister-seeking-details-about-inhumane-prisoner-ruling
[1] https://www.rnz.co.nz/national/programmes/music101/audio/2018784350/che-fu-on-20-years-of-navigator
[1] https://aleaderlikeme.com/conferences/div-in-action-conference/
[1] https://twitter.com/rondell_s/status/1295709157115547648
[1] https://www.forbes.com/sites/zackfriedman/2021/01/09/biden-wants-to-cancel-student-loans-but-this-must-happen-first/
[1] https://www.forbes.com/sites/ewelinaochab/2021/02/16/mass-atrocities-including-the-use-of-rape-and-sexual-violence-in-the-tigray-region-of-ethiopia/
[1] https://www.forbes.com/sites/alisondurkee/2021/02/19/these-are-the-lawmakers-pushing-biden-to-fire-the-postal-service-board-and-oust-dejoy/?sh=45be40136259
[1] https://www.forbes.com/sites/joewalsh/2021/02/16/wind-power-isnt-to-blame-for-texas-electricity-crisis/
[1] https://www.forbes.com/sites/joewalsh/2021/02/16/wind-power-isnt-to-blame-for-texas-electricity-crisis/?sh=2100dbbc21b3

Top URLs in Tweet in G10:
[1] https://www.forbes.com/sites/hughmcintyre/2021/02/07/txt-exo-stray-kids-and-ateez-the-k-pop-boy-bands-that-could-break-in-america-in-2021/amp/?sh=5e36276b3e73&__twitter_impression=true

Top Domains
Top Domains in Tweet in Entire Graph:
[2350] forbes.com
[326] twitter.com
[88] com.mx
[40] linkedin.com
[38] co.jp
[35] whatsapp.com
[24] bit.ly
[23] dy.si
[18] youtu.be
[17] forbesjapan.com

Top Domains in Tweet in G1:
[37] twitter.com
[4] forbes.com

Top Domains in Tweet in G2:
[695] forbes.com
[26] twitter.com
[16] t.co
[15] youtu.be
[6] youtube.com
[3] dy.si
[2] zoom.us
[2] forbes.fr
[2] daum.net
[2] facebook.com

Top Domains in Tweet in G4:
[347] forbes.com
[124] twitter.com
[25] com.mx
[20] linkedin.com
[16] dy.si
[16] co.jp
[14] forbesjapan.com
[12] forbes.ru
[12] einnews.com
[12] healthcareforbes.com

Top Domains in Tweet in G5:
[359] forbes.com
[15] twitter.com
[13] linkedin.com
[11] twinybots.ch
[5] faveeo.com
[4] bit.ly
[4] forbes.it
[3] bah.com
[3] dy.si
[3] youtu.be

Top Domains in Tweet in G6:
[34] whatsapp.com
[4] twitter.com

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

Top Domains in Tweet in G8:
[174] forbes.com
[1] twitter.com

Top Domains in Tweet in G9:
[10] forbes.com
[3] twitter.com
[2] co.nz
[1] aleaderlikeme.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[165] ai
[150] machinelearning
[123] 800m
[116] artificialintelligence
[81] datascience
[71] cybersecurity
[65] forbes
[60] bighit
[59] marketing
[53] ateez



Top Hashtags in Tweet in G2:
[18] next1000
[10] gamestop
[7] wandavision
[7] entrepreneur
[7] doge
[5] dogecoin
[5] businessstrategy
[5] newbentayga
[4] wonho
[4] leadership

Top Hashtags in Tweet in G4:
[19] forbes
[14] business
[13] realestate
[12] yahooニュース
[7] ai
[7] opinión
[7] redforbes
[6] newspicks
[6] wsj
[6] nytimes

Top Hashtags in Tweet in G5:
[138] machinelearning
[133] ai
[99] artificialintelligence
[74] datascience
[51] cybersecurity
[40] python
[38] analytics
[34] iot
[32] bigdata
[32] marketing

Top Hashtags in Tweet in G6:
[97] 800m
[33] hushpuppi
[2] saveeksu
[1] jesus
[1] highwayvideo
[1] accessbankatitagain
[1] occupynigeria

Top Hashtags in Tweet in G7:
[7] 스트레이키즈
[5] straykids
[1] straykidsworlddomination
[1] jyp
[1] kpop
[1] exo

Top Hashtags in Tweet in G8:
[24] uyghurgenocide
[3] concentrationcamps
[3] genocide
[1] gestapo

Top Hashtags in Tweet in G9:
[22] pp10014
[14] dv2021
[8] dv2020
[7] savediversityvisa
[3] diversityvisa
[3] tigray
[2] h1b
[2] lekkimassacre
[2] buharimustgo
[2] lekkigenocide

Top Hashtags in Tweet in G10:
[20] 1stlovestay
[1] straykids
[1] 스트레이키즈

Top Words
Top Words in Tweet in Entire Graph:
[2950] forbes
[1308] naked
[1290] under
[1253] pic
[1250] saw
[1249] bag
[1243] fumbled
[1243] laid
[1242] gldcoastgoddess
[725] worth

Top Words in Tweet in G1:
[1233] bag
[1233] fumbled
[1233] pic
[1233] saw
[1233] laid
[1233] under
[1232] gldcoastgoddess
[4] forbes
[4] airplane
[4] parts

Top Words in Tweet in G2:
[1176] forbes
[135] bts
[127] learning
[124] north
[122] west
[118] hushpuppi
[115] funds
[114] nigerian
[114] hackers
[113] influencer

Top Words in Tweet in G3:
[1302] naked
[653] worth
[651] rihanna
[651] sells
[651] semi
[651] photos
[651] form
[651] book
[651] 500
[651] copies

Top Words in Tweet in G4:
[218] forbes
[38] japan
[38] 2021
[35] more
[29] covid
[26] 19
[22] work
[21] one
[21] news
[20] list

Top Words in Tweet in G5:
[138] #machinelearning
[133] #ai
[133] forbes
[116] intelligence
[107] artificial
[104] learning
[99] #artificialintelligence
[80] machine
[76] 2021
[76] ai

Top Words in Tweet in G6:
[159] best
[97] prices
[97] #800m
[90] forbes
[90] 7k
[71] 3k
[69] location
[68] everton
[66] quality
[65] retweet

Top Words in Tweet in G7:
[174] stray_kids
[138] 2021
[132] forbes
[126] kpop
[125] break
[107] groups
[103] named
[103] one
[103] few
[102] skzchartdata

Top Words in Tweet in G8:
[153] genocide
[148] right
[148] word
[148] xinjiang
[145] atrocities
[124] forbes
[120] ipacglobal
[27] ewelinauo
[27] stop
[25] maajidnawaz

Top Words in Tweet in G9:
[23] potus
[22] #pp10014
[19] forbes
[16] mihi_forbes
[14] alimayorkas
[14] #dv2021
[14] president
[12] biden
[11] day
[10] use

Top Words in Tweet in G10:
[135] pop
[135] boy
[135] break
[135] america
[135] 2021
[135] forbes
[134] 210222
[134] stray
[134] kids
[134] ได

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1243] bag,fumbled
[1243] fumbled,pic
[1243] pic,saw
[1243] saw,laid
[1243] laid,under
[1242] gldcoastgoddess,bag
[654] rihanna,sells
[654] sells,semi
[654] semi,naked
[654] naked,naked

Top Word Pairs in Tweet in G1:
[1233] bag,fumbled
[1233] fumbled,pic
[1233] pic,saw
[1233] saw,laid
[1233] laid,under
[1232] gldcoastgoddess,bag
[4] forbes,airplane
[4] airplane,parts
[4] parts,crash
[4] crash,colorado

Top Word Pairs in Tweet in G2:
[113] nigerian,influencer
[113] laundered,funds
[112] influencer,ramon
[112] ramon,hushpuppi
[112] hushpuppi,abbas
[112] abbas,laundered
[112] funds,north
[112] north,korean
[112] korean,hackers
[112] hackers,department

Top Word Pairs in Tweet in G3:
[651] rihanna,sells
[651] sells,semi
[651] semi,naked
[651] naked,naked
[651] naked,photos
[651] photos,form
[651] form,book
[651] book,500
[651] 500,copies
[651] copies,worth

Top Word Pairs in Tweet in G4:
[37] forbes,japan
[24] covid,19
[12] japan,#yahooニュース
[12] elon,musk
[11] forbes,list
[10] donnie,darko
[9] 10,ways
[9] ways,ai
[9] ai,machine
[9] machine,learning

Top Word Pairs in Tweet in G5:
[107] artificial,intelligence
[71] machine,learning
[40] ai,machine
[32] #ai,#machinelearning
[31] 10,ways
[30] ways,ai
[29] #artificialintelligence,#machinelearning
[28] end,work
[26] intelligence,machine
[25] #machinelearning,#python

Top Word Pairs in Tweet in G6:
[95] best,prices
[64] shop,best
[64] best,quality
[64] quality,customisable
[64] customisable,wears
[64] wears,best
[64] prices,shirt
[64] shirt,3k
[64] 3k,sweatshirts
[64] sweatshirts,6k

Top Word Pairs in Tweet in G7:
[103] stray_kids,named
[103] named,one
[103] one,few
[103] few,kpop
[103] kpop,groups
[103] groups,break
[103] break,2021
[103] 2021,forbes
[102] skzchartdata,stray_kids
[42] stray,kids

Top Word Pairs in Tweet in G8:
[148] genocide,right
[148] right,word
[145] word,atrocities
[145] atrocities,xinjiang
[120] xinjiang,forbes
[119] ipacglobal,genocide
[25] xinjiang,maajidnawaz
[25] maajidnawaz,rachelrileyrr
[25] rachelrileyrr,appguyghurs
[24] ewelinauo,genocide

Top Word Pairs in Tweet in G9:
[10] proclamation,#pp10014
[8] #dv2021,#dv2020
[7] wait,until
[7] mr,president
[6] first,day
[6] potus,secblinken
[6] secblinken,alimayorkas
[6] revoking,#pp10014
[5] cnn,forbes
[5] told,wait

Top Word Pairs in Tweet in G10:
[135] pop,boy
[135] break,america
[135] america,2021
[134] 210222,stray
[134] stray,kids
[134] kids,ได
[134] ได,ร
[134] ร,บการกล
[134] บการกล,าวถ
[134] าวถ,งในห

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@lewa_forbes
@aubrey_forbes
@paultassi
@jarokrolewski
@__mercyy_
@newplatonism
@that_blacc_girl
@mihi_forbes
@forbes_mexico

Top Replied-To in G2:
@forbes
@paultassi
@jarokrolewski
@laurabockov
@prodbyemque
@joaoestrangeiro
@stockshaman
@princessnaruto4
@apishatweets
@vaughnramdeen

Top Replied-To in G5:
@newplatonism
@rudzinskimaciej
@psb_dc
@bernardmarr
@haahrmarianne
@yousofancy
@forbestech

Top Replied-To in G8:
@theeconomist
@ipacglobal

Top Replied-To in G9:
@mihi_forbes
@nzstuff
@1998ngaitahu
@repdancrenshaw
@vomalley
@pdchina
@royalfamily
@presssec
@whitehouse
@potus

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@gldcoastgoddess
@theskindoctor13
@stray_kids
@straykidsaddict
@ipacglobal
@skzchartdata
@ateezofficial
@sighmoanwears
@xeedadyluv

Top Mentioned in G1:
@gldcoastgoddess
@forbes
@papuccino18

Top Mentioned in G2:
@forbes
@aoc
@ajenglish
@itchytwibbafngz
@jacksonleetx18
@houstonfoodbank
@vaughnramdeen
@repsylviagarcia
@stephanieaburns
@paultassi

Top Mentioned in G3:
@theskindoctor13

Top Mentioned in G4:
@cecyduranmena
@ajbcsurveys
@oceancitydental
@forbes_andra
@forbes_th
@_and_emi_cam_2
@_toby_forbes
@georgementz
@judsontelemed
@asocdpadres

Top Mentioned in G5:
@forbes
@richardeudes
@forbestech
@ronald_vanloon
@bernardmarr
@paula_piccard
@spirosmargaris
@uisceglas
@propagatorvc
@louiscolumbus

Top Mentioned in G6:
@sighmoanwears
@xeedadyluv
@iam_olaide
@samuelgalax
@tommy_viccetti
@oluwasnehdata
@firstladyship
@shvmsu_dantati
@heisizumichaels
@malikiumar85

Top Mentioned in G7:
@stray_kids
@skzchartdata
@ablackparadise1
@straykids_hp
@straykidsera
@straykidspl
@skzlatam__
@skz_kingdom
@straykidsaddict
@weareoneexo

Top Mentioned in G8:
@ipacglobal
@ewelinauo
@maajidnawaz
@rachelrileyrr
@appguyghurs
@benedictrogers
@forbes
@theeconomist
@tenam108
@kiarakun13

Top Mentioned in G9:
@potus
@forbes
@alimayorkas
@mihi_forbes
@secblinken
@joebiden
@helga89043073
@cnn
@dv2021_
@presssec

Top Mentioned in G10:
@straykidsaddict
@binhothusiasst
@stray_kids

Top Tweeters
Top Tweeters in Entire Graph:
@tandmprodco
@sectest9
@robinsnewswire
@ecodaren
@sprintcare
@cybersec_feeds
@chidambara09
@sahelhkj
@raejeanhightow8
@jude_mugabi

Top Tweeters in G1:
@esnesy
@darthvenn
@clan_clueless
@tylaskan
@anasofakingcoo
@76ercule
@kiannabanks
@tifethebawse
@gldcoastgoddess
@sofie_lovee

Top Tweeters in G2:
@jude_mugabi
@susanneleist
@_redfrog
@therezafontoura
@ami_tvdfan
@marconavarrolor
@pairrylland
@drmazzen
@wendizzle__
@whatkimchi

Top Tweeters in G3:
@n2r3ndr2
@harishk04131926
@gurujeegayabh
@arunsharma2304
@sandeep21031983
@dewbispeaks
@pokaabhii
@fight4urindia
@ruchirrmm
@being_royals

Top Tweeters in G4:
@robinsnewswire
@ecodaren
@tweetz789
@robinsportsnews
@lucas_wyrsch
@clubcritica
@webnowcompany
@beep_roadrunner
@nabilahudatahar
@1sourceconsult

Top Tweeters in G5:
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@codegnuts
@cybersecurityn8
@llnuxbot
@tess_blue815
@andrewmorrisuk
@gezgintrk

Top Tweeters in G6:
@yaksbrother193
@jerziiii
@dc_ross55
@heisizumichaels
@ubywills
@ij_kush
@omokiikan
@sam66432
@tommy_viccetti
@tweetsbyspice

Top Tweeters in G7:
@hold_it_on
@sukchannie
@kokonimeru
@stayzensthetic
@ihwang97_
@sugarcherry07
@bangolka
@hope_nomad
@binnierv
@guitar_pwr

Top Tweeters in G8:
@yymods
@theeconomist
@pyuqqnekqtjgizf
@pikarasukaru
@cj2k98
@geurtie
@auntie_grizelda
@hky2147
@kafka60613837
@nanwarner

Top Tweeters in G9:
@independent
@gmanews
@skynews
@foxnews
@nzstuff
@cnn
@lacadri34
@bbcworld
@colleenholt20
@france24_en

Top Tweeters in G10:
@kiimiie9419
@ppntmmc
@hourglass__9
@kctt_sh
@_skyfah01
@ginstinct
@piinff
@bbxjenmoongmood
@a_a99946507
@byminute0412_


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