forbes, Twitter, 9/14/2021 10:00:31 PM, 262075


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forbes_2021-09-14_14-24-01.xlsx
forbes_2021-09-14_14-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 14, 2021
Short Description:
forbes via NodeXL https://bit.ly/39dWeNn
@forbes
@memeaw_k
@jasmine_encore
@cryptolawus
@ujjvalkapadia4
@ronniemotes8
@farrahraja
@taimur_laal
@gurmeydorjes
@koorckstar

Top hashtags:
#tigraygenocide
#ai
#shahbazgill
#artificialintelligence
#ukactnow
#turkeydronesale

Description:
Description
The graph represents a network of 8,441 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 September 2021 at 21:36 UTC.

The requested start date was Tuesday, 14 September 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 5-day, 1-hour, 13-minute period from Wednesday, 08 September 2021 at 06:20 UTC to Monday, 13 September 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 : 8441
Unique Edges : 6741
Edges With Duplicates : 12060
Total Edges : 18801
Number of Edge Types : 5
Retweet : 4984
MentionsInRetweet : 7197
Mentions : 3794
Tweet : 1869
Replies to : 957
Self-Loops : 1936
Reciprocated Vertex Pair Ratio : 0.00612244897959184
Reciprocated Edge Ratio : 0.0121703853955375
Connected Components : 1307
Single-Vertex Connected Components : 716
Maximum Vertices in a Connected Component : 4707
Maximum Edges in a Connected Component : 12886
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.040653
Graph Density : 0.000152241569724842
Modularity : 0.564387
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 8,441 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 September 2021 at 21:36 UTC.

The requested start date was Tuesday, 14 September 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 5-day, 1-hour, 13-minute period from Wednesday, 08 September 2021 at 06:20 UTC to Monday, 13 September 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:
[348] https://www.forbes.com/sites/hughmcintyre/2021/09/07/btss-butter-officially-named-song-of-the-summer-by-billboard/?utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[98] https://www.forbes.com/sites/petersuciu/2021/09/09/attack-on-california-gubernatorial-hopeful-larry-elder-goes-viral--will-it-impact-the-election/?sh=7cb97e2a19d1
[85] https://www.forbes.com/sites/unicefusa/2021/08/12/tigrays-hunger-crisis-deepens/?sh=77883db25cd7
[79] https://www.forbes.com/sites/ewelinaochab/2021/08/11/i-dont-know-if-they-realized-i-was-a-person-the-use-of-rape-as-a-weapon-of-war-in-tigray/
[50] https://twinybots.ch/
[45] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/
[44] https://www.forbes.com/sites/johnkoetsier/2021/09/11/will-ai-make-you-fastersmarterstronger--or-just-replace-you/?utm_sq=gudjhzhjs5&sh=1e6bc99662d6
[35] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/amp/
[31] https://news.yahoo.co.jp/articles/52831e7dfd7e843177b838e007e8b1428fa22c3e
[30] https://www.forbes.com/sites/gordonkelly/2021/09/11/apple-iphone-14-iphone-13-pro-max-design-upgrade-new-iphone-release/?utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter

Top URLs in Tweet in G1:
[334] https://www.forbes.com/sites/hughmcintyre/2021/09/07/btss-butter-officially-named-song-of-the-summer-by-billboard/?utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[29] https://www.forbes.com/sites/gordonkelly/2021/09/11/apple-iphone-14-iphone-13-pro-max-design-upgrade-new-iphone-release/?utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[24] https://www.forbes.com/sites/rachelsandler/2021/09/08/bill-gates-investment-firm-buys-controlling-stake-in-four-seasons-hotels-for-22-billion/?sh=3bc2f64c462b&utm_medium=social&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter
[23] https://www.forbes.com/sites/davidbressan/2021/09/11/rock-sampled-by-nasas-perseverance-rover-reveals-mars-ancient-past/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[23] https://www.forbes.com/sites/siladityaray/2021/09/13/north-korea-test-fires-long-range-cruise-missile-hints-it-is-nuclear-capable/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[21] https://www.forbes.com/sites/andrewsolender/2021/09/12/tensions-erupt-as-manchin-slams-aoc-warns-america-will-recoil-at-progressives-infrastructure-threats/?sh=62fa6a5eb7fb&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter&utm_medium=social
[19] https://www.forbes.com/sites/jemimamcevoy/2021/09/08/who-calls-for-pause-on-covid-booster-shots-until-2022/?sh=27472e717f9a&utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter
[17] https://www.forbes.com/sites/jamesmorris/2021/09/11/bmw-still-hedging-bets-with-electric-cars-despite-renewed-focus/?utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[14] https://www.forbes.com/sites/hughmcintyre/2021/09/11/bts-score-yet-another-entrant-into-youtubes-billion-views-club-with-idol/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[14] https://www.forbes.com/sites/suzannerowankelleher/2021/09/08/vaccine-mandates-for-planes-hotels-restaurants-gallup/?sh=306a73f36872&utm_source=ForbesMainTwitter&utm_medium=social&utm_campaign=socialflowForbesMainTwitter

Top URLs in Tweet in G2:
[28] https://www.forbes.com/sites/marchershberg/2021/09/12/shubert-organization-floating-on-air-after-record-breaking-deal/?utm_source=dlvr.it&utm_medium=twitter
[20] https://www.forbes.com/sites/lanceeliot/2021/09/01/this-is-what-happens-when-you-honk-your-horn-at-an-ai-self-driving-car/
[17] https://twinybots.ch/
[13] https://news.yahoo.co.jp/articles/52831e7dfd7e843177b838e007e8b1428fa22c3e
[13] https://news.yahoo.co.jp/articles/2fcb242f4f7888cd85997249125d4e35a7bc3934
[11] https://www.forbes.com/
[6] https://news.yahoo.co.jp/articles/1dfc66009f0f8245d765c1d596eff1e036a91701
[6] https://www.forbes.com/sites/jonathanburgos/2021/09/13/malaysian-tycoon-jeffrey-cheahs-sunway-partner-win-singapore-housing-site-with-277-million-bid/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.forbes.com/sites/joemckendrick/2021/09/12/digital-transformation-is-only-the-beginning-a-companys-journey/
[5] https://www.forbes.com/sites/roslynlayton/2021/09/12/its-time-to-end-the-secs-clarity-charade-on-crypto/

Top URLs in Tweet in G3:
[42] https://www.forbes.com/sites/johnkoetsier/2021/09/11/will-ai-make-you-fastersmarterstronger--or-just-replace-you/?utm_sq=gudjhzhjs5&sh=1e6bc99662d6
[32] https://twinybots.ch/
[20] https://www.forbes.com/sites/anniebrown/2021/09/06/is-artificial-intelligence-set-to-take-over-the-art-industry/
[19] https://www.forbes.com/sites/louiscolumbus/2021/02/21/10-reasons-why-every-enterprise-needs-a-devops-strategy-in-2021/
[17] https://www.forbes.com/sites/shephyken/2021/09/12/the-secret-to-a-great-customer-experience-is-a-great-employee-experience/?sh=147f84f182c4
[16] https://www.forbes.com/sites/bernardmarr/2021/09/10/how-do-we-use-artificial-intelligence-ethically/
[15] https://www.forbes.com/sites/joemckendrick/2021/07/18/superior-customer-experience-only-possible-through-superior-employee-experience/?sh=171d20b17d7f
[14] https://www.forbes.com/sites/cindygordon/2021/09/05/the-rise-of-ai-in-the-transportation-and-logistics-industry/?utm_sq=gu6t58mm16&sh=3bec8d877869
[13] https://www.forbes.com/sites/forbestechcouncil/2021/01/29/future-focused-the-2021-cybersecurity-landscape/?sh=a7178815e4c1
[10] https://www.forbes.com/sites/evansparks/2021/02/10/four-predictions-for-artificial-intelligence-and-machine-learning-in-2021/?utm_sq=gueivull9f

Top URLs in Tweet in G4:
[1] http://jmagazine.joins.com/forbes/view/334495
[1] https://twitter.com/memeaw_k/status/1436878298622009344
[1] https://www.vlive.tv/post/0-25212831

Top URLs in Tweet in G5:
[10] https://www.forbes.com/sites/roslynlayton/2021/09/12/its-time-to-end-the-secs-clarity-charade-on-crypto/amp/?__twitter_impression=true
[9] https://www.forbes.com/sites/roslynlayton/2021/09/12/its-time-to-end-the-secs-clarity-charade-on-crypto/
[3] https://www.forbes.com/sites/jeffkauflin/2018/12/05/cryptopia-in-crisis-billionaire-joe-lubins-ethereum-experiment-is-a-mess-how-long-will-he-prop-it-up/
[3] https://www.forbes.com/sites/cbovaird/2021/09/10/algorand-has-rallied-600-this-year-what-has-fueled-these-gains/amp/?__twitter_impression=true
[2] https://www.forbes.com/sites/roslynlayton/2021/09/12/its-time-to-end-the-secs-clarity-charade-on-crypto/?sh=ab7936025fa8
[2] https://www.forbes.com/sites/cbovaird/2021/09/05/litecoin-prices-reach-a-3-month-high-as-fundamentals-continue-to-improve/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Carrie
[2] https://www.forbes.com/sites/cbovaird/2021/09/09/why-solana-prices-have-skyrocketed-more-than-13000-year-to-date/?sh=7f31c7f946fd&utm_source=TWITTER&utm_medium=social&utm_content=5458758996&utm_campaign=sprinklrForbesCrypto
[2] https://www.forbes.com/sites/alpha-alarm/2021/08/18/jpeg-mania-how-nfts-are-capturing-the-heart-of-the-crypto-market/?sh=619696232365&utm_source=TWITTER&utm_medium=social&utm_content=5460522781&utm_campaign=sprinklrForbesCrypto
[2] https://www.forbes.com/sites/roslynlayton/2021/08/30/the-crypto-uprising-the-sec-didnt-see-coming/?sh=6f49bee5143e&utm_source=TWITTER&utm_medium=social&utm_content=5393031739&utm_campaign=sprinklrForbesCrypto
[1] https://www.forbes.com/sites/jonathanponciano/2021/09/07/el-salvador-taps-billionaire-backed-bitcoin-unicorn-in-the-cryptocurrencys-historic-legal-tender-debut/?sh=1a6159a74fac&utm_source=TWITTER&utm_medium=social&utm_content=5460526679&utm_campaign=sprinklrForbesCrypto

Top URLs in Tweet in G6:
[13] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/amp/
[8] https://www.forbes.com/sites/lisettevoytko/2020/09/11/a-timeline-of-trumps-misleading-911-claims/?sh=23ed26145836
[7] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/
[2] http://themarkojenx.cn
[2] https://www.forbes.com/sites/brucelee/2021/09/05/36-of-those-who-had-covid-19-didnt-develop-antibodies-study-says/
[2] https://www.forbes.com/sites/brucelee/2019/01/20/measles-outbreak-show-why-anti-vaxxers-made-who-10-global-health-threats-list/?sh=29d90c636c64
[2] https://www.thenation.com/article/world/how-us-funds-taliban/
[2] https://www.forbes.com/sites/unicefusa/2021/08/12/tigrays-hunger-crisis-deepens/
[1] https://www.reuters.com/world/asia-pacific/myanmar-urged-avoid-violence-after-junta-opponents-declare-revolt-2021-09-08/?taid=613861d7eca2670001c47901&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/COOTUR/status/1433425259345022988

Top URLs in Tweet in G7:
[85] https://www.forbes.com/sites/unicefusa/2021/08/12/tigrays-hunger-crisis-deepens/?sh=77883db25cd7
[79] https://www.forbes.com/sites/ewelinaochab/2021/08/11/i-dont-know-if-they-realized-i-was-a-person-the-use-of-rape-as-a-weapon-of-war-in-tigray/
[3] https://www.forbes.com/sites/ewelinaochab/2021/08/11/i-dont-know-if-they-realized-i-was-a-person-the-use-of-rape-as-a-weapon-of-war-in-tigray/?sh=188dfe8a37b7
[1] https://www.forbes.com/sites/ewelinaochab/2021/08/11/i-dont-know-if-they-realized-i-was-a-person-the-use-of-rape-as-a-weapon-of-war-in-tigray/?sh=575bad8d37b7

Top URLs in Tweet in G8:
[1] https://www.forbes.com/sites/breannawilson/2019/10/11/this-popular-solo-female-travel-vlogger-thinks-pakistan-could-be-the-worlds-1-tourism-destination/?utm_source=TWITTER&utm_medium=social&utm_content=2730307720&utm_campaign=sprinklrForbesMainTwitter#e167dd027073?
[1] https://www.forbes.com/sites/laurabegleybloom/2017/07/28/10-most-dangerous-places-for-women-travelers-and-how-to-stay-safe/
[1] https://twitter.com/Taimur_Laal/status/1436611560634568705
[1] https://www.forbes.com/sites/laurabegleybloom/2019/07/26/20-most-dangerous-places-for-women-travelers/

Top URLs in Tweet in G9:
[3] https://www.forbes.com/sites/naazneenkarmali/2021/09/08/philippines-50-richest-2021-collective-wealth-up-30-as-economy-regains-momentum/?sh=5286f6493917&utm_source=TWITTER&utm_medium=social&utm_content=5448975728&utm_campaign=sprinklrForbesAsia
[2] https://www.reverbnation.com/kinglegendsays
[1] https://www.forbes.com/sites/gregpetro/2020/01/31/sustainable-retail-how-gen-z-is-leading-the-pack/
[1] https://www.forbesindia.com/article/harvard-business-school/managers-heres-how-to-bond-with-new-hires-remotely/70349/1
[1] https://www.forbesindia.com/article/darden-school-of-business/2-things-about-managing-through-change-(and-3-things-others-are-asking)/70283/1
[1] https://www.forbesindia.com/article/global-news/warning-of-income-gap-xi-tells-chinas-tycoons-to-share-wealth/70281/1
[1] https://www.forbesindia.com/article/special/inside-ceo-rajesh-gopinathans-plan-for-the-future-of-tata-consultancy-services/70345/1
[1] https://www.forbesindia.com//audio/forbes-india-daily-tech-brief-podcast/hyundais-hydrogen-fuel-cell-system-google-picks-women-founders-academy-2021-orca-co2-trap-and-aneesh-reddy-on-capillarys-us-acquisition/70277
[1] https://www.forbesindia.com/article/economic-revival/banking-whats-next-for-loans/70275/1
[1] https://www.forbesindia.com/article/global-news/from-afghanistan-to-the-world-cup-tiny-wealthy-qatar-steps-up/70279/1

Top URLs in Tweet in G10:
[18] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/amp/
[6] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/
[4] https://www.forbes.com/sites/alisondurkee/2021/08/04/pro-trump-attorneys-sanctioned-in-colorado-over-election-lawsuit---one-enormous-conspiracy-theory-judge-fumes/
[3] https://www.forbes.com/sites/lisettevoytko/2020/09/11/a-timeline-of-trumps-misleading-911-claims/?sh=69f2f3b75836
[2] https://www.forbes.com/sites/lisettevoytko/2020/09/11/a-timeline-of-trumps-misleading-911-claims/?sh=85034ea58361
[1] https://www.forbes.com/sites/danalexander/2017/06/06/how-donald-trump-shifted-kids-cancer-charity-money-into-his-business/?sh=1ed159766b4a
[1] https://www.forbes.com/sites/lealane/2019/05/02/percentage-of-americans-who-never-traveled-beyond-the-state-where-they-were-born-a-surprise/?sh=721cf3c28984
[1] https://www.forbes.com/sites/lisettevoytko/2020/09/11/pure-evil-report-on-trump-administration-draining-fund-for-fdnys-911-responders-draws-outrage/amp/?__twitter_impression=true
[1] https://www.forbes.com/sites/kensilverstein/2021/09/07/former-coal-baron-blankenships-defamation-suit-aims-to-knock-out-trump-jr/?sh=3f45d1a417ed
[1] https://www.forbes.com/sites/lisettevoytko/2020/09/11/a-timeline-of-trumps-misleading-911-claims/

Top Domains
Top Domains in Tweet in Entire Graph:
[3153] forbes.com
[207] twitter.com
[111] co.jp
[73] com.mx
[50] twinybots.ch
[49] bit.ly
[38] idolchamp.com
[36] forbesjapan.com
[23] dlvr.it
[22] ift.tt

Top Domains in Tweet in G1:
[1031] forbes.com
[24] twitter.com
[6] bit.ly
[5] t.co
[3] youtube.com
[2] forbes.fr
[2] facebook.com
[2] buff.ly
[1] twinybots.ch
[1] overpassmusic.com

Top Domains in Tweet in G2:
[529] forbes.com
[69] co.jp
[65] twitter.com
[20] forbesjapan.com
[17] twinybots.ch
[17] com.mx
[13] linkedin.com
[12] dlvr.it
[11] newsoneplace.com
[10] ift.tt

Top Domains in Tweet in G3:
[339] forbes.com
[32] twinybots.ch
[10] ampproject.org
[8] buff.ly
[5] bit.ly
[5] linkedin.com
[3] hostnoc.com
[2] antidos.com
[2] datasciencecentral.com
[2] petapixel.com

Top Domains in Tweet in G4:
[1] joins.com
[1] twitter.com
[1] vlive.tv

Top Domains in Tweet in G5:
[83] forbes.com
[4] twitter.com

Top Domains in Tweet in G6:
[44] forbes.com
[7] twitter.com
[3] com.mx
[2] themarkojenx.cn
[2] thenation.com
[1] reuters.com
[1] motherlanddoc.com
[1] ampproject.org

Top Domains in Tweet in G7:
[168] forbes.com

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

Top Domains in Tweet in G9:
[14] forbes.com
[13] forbesindia.com
[2] reverbnation.com
[1] bit.ly
[1] reuters.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[159] tigraygenocide
[158] ai
[88] shahbazgill
[84] artificialintelligence
[80] ukactnow
[79] turkeydronesale
[64] customerexperience
[63] อยุธยา
[63] โควิด19
[56] machinelearning



Top Hashtags in Tweet in G1:
[22] got7
[22] 王嘉尔
[7] boxoffice
[5] bitcoin
[5] forbesadvisor
[5] metaverse
[4] crypto
[4] artificialintelligence
[4] shangchi
[4] mamamoo

Top Hashtags in Tweet in G2:
[34] yahooニュース
[11] customerexperience
[11] trendsspy
[9] ai
[9] employeeexperience
[8] bitcoin
[8] business
[7] yahooニュース
[7] nft
[7] newspicks

Top Hashtags in Tweet in G3:
[134] ai
[73] artificialintelligence
[54] machinelearning
[49] customerexperience
[43] employeeexperience
[34] cybersecurity
[30] digitaltransformation
[28] cx
[27] datascience
[27] bigdata

Top Hashtags in Tweet in G4:
[3] got7
[2] bambam
[2] 뱀뱀
[2] แบมแบม
[2] 갓세븐
[1] weloveyoubambam
[1] respectbambam
[1] apologizetobambam
[1] youngjae
[1] 영재

Top Hashtags in Tweet in G5:
[16] ripple
[7] xrpcommunity
[2] cryptonews
[2] nft
[2] crypto
[1] xrp
[1] algorand
[1] cryptocurrency
[1] altcoins
[1] bscgems

Top Hashtags in Tweet in G6:
[2] myanmarmilitaryterrorists
[2] neverforget911
[2] covid19
[2] gregabbott
[2] allowaccesstotigray
[1] stop2ndarmeniangenocide
[1] cancelstudentdebt
[1] crimesagainsthumanity
[1] whatshappeninginmyanmar
[1] getvaccinated

Top Hashtags in Tweet in G7:
[159] tigraygenocide
[80] ukactnow
[79] turkeydronesale
[4] nothingtocelebrate
[3] cdnpoli
[3] notsofeminist
[2] tigray
[1] 300daysoftigraygenocide

Top Hashtags in Tweet in G8:
[88] shahbazgill
[1] pakistan

Top Hashtags in Tweet in G9:
[6] worldentrepreneursday
[2] beatcovid19
[2] youthlead
[2] forbes
[2] firecrackers
[1] sdgs
[1] chatleadz
[1] youthday
[1] genderequality
[1] nelsonmandela

Top Hashtags in Tweet in G10:
[11] monetizingcovid
[11] stealingfromcancerkids
[11] sellingamericansecrets
[1] gqpgrift

Top Words
Top Words in Tweet in Entire Graph:
[4361] forbes
[967] korea
[674] นด
[479] 2021
[405] summer
[402] 100
[380] bambam
[375] power
[364] celebrity
[359] named

Top Words in Tweet in G1:
[1615] forbes
[340] song
[338] officially
[338] named
[336] summer
[336] billboard
[331] btsâ
[331] butterâ
[154] mamamoo
[99] best

Top Words in Tweet in G2:
[283] forbes
[93] japan
[79] ø
[73] ãƒ
[60] ù
[40] breaking
[39] more
[38] record
[37] air
[36] æ

Top Words in Tweet in G3:
[231] forbes
[132] #ai
[87] ai
[73] #artificialintelligence
[72] intelligence
[71] artificial
[66] make
[54] paula_piccard
[54] faster
[54] smarter

Top Words in Tweet in G4:
[686] korea
[664] นด
[377] bambam
[356] forbes
[334] ก
[334] 2021
[334] บ
[332] ขออวยอ
[332] จากการจ
[332] ดอ

Top Words in Tweet in G5:
[199] ethereum
[160] blessed
[160] rival
[147] roslynlayton
[146] ripple
[134] notice
[124] coinbase
[119] sued
[119] wells
[116] aaveaave

Top Words in Tweet in G6:
[29] forbes
[20] 11
[13] potus
[12] pfizer
[11] vaccines
[11] over
[11] next
[11] few
[10] claudiashein
[10] drericding

Top Words in Tweet in G7:
[158] #tigraygenocide
[109] ethiopia
[108] weapon
[103] turkish
[103] violates
[103] core
[103] tenet
[103] nato
[103] selling
[103] regime

Top Words in Tweet in G8:
[143] forbes
[115] women
[100] taimur_laal
[100] dangerous
[99] article
[96] 20
[96] places
[90] information
[88] given
[88] #shahbazgill

Top Words in Tweet in G9:
[19] agnishwarj
[19] forbes_india
[10] forbes
[9] founder
[9] activate1m1b
[9] salonetitihawa
[9] deespeak
[8] ceo
[8] featured
[8] chavivohra

Top Words in Tweet in G10:
[71] pay
[70] lawyers
[37] legal
[36] tomthunkitsmind
[36] big
[36] fees
[35] lie
[35] starting
[35] price
[35] judge

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[484] forbes,korea
[351] song,summer
[350] officially,named
[350] named,song
[350] summer,billboard
[345] btsâ,butterâ
[345] butterâ,officially
[343] forbes,btsâ
[337] ดอ,นด
[336] อ,นด

Top Word Pairs in Tweet in G1:
[336] officially,named
[336] named,song
[336] song,summer
[336] summer,billboard
[331] btsâ,butterâ
[331] butterâ,officially
[330] forbes,btsâ
[77] hi,forbes
[77] forbes,mamamoo
[77] mamamoo,comeback

Top Word Pairs in Tweet in G2:
[93] forbes,japan
[40] ãƒ,ãƒ
[35] floating,air
[35] air,record
[35] record,breaking
[35] breaking,deal
[34] japan,#yahooニュース
[31] ø,ù
[31] ø,ø
[29] ù,ø

Top Word Pairs in Tweet in G3:
[71] artificial,intelligence
[54] make,faster
[54] faster,smarter
[54] smarter,stronger
[54] stronger,replace
[52] ai,make
[44] forbes,johnkoetsier
[42] replace,forbes
[41] paula_piccard,ai
[41] johnkoetsier,#mac

Top Word Pairs in Tweet in G4:
[354] forbes,korea
[332] ขออวยอ,ก
[332] ก,จากการจ
[332] จากการจ,ดอ
[332] ดอ,นด
[332] นด,บป
[332] บป,2021
[332] 2021,korea
[332] korea,power
[332] power,youtuber

Top Word Pairs in Tweet in G5:
[160] ethereum,blessed
[160] blessed,rival
[133] rival,ripple
[119] ripple,sued
[119] sued,coinbase
[119] coinbase,wells
[119] wells,notice
[116] notice,aaveaave
[116] aaveaave,gets
[115] roslynlayton,ethereum

Top Word Pairs in Tweet in G6:
[11] over,next
[11] next,few
[10] pfizer,file
[10] file,results
[10] results,vaccines
[10] vaccines,kids
[10] kids,11
[10] 11,over
[10] few,weeks
[10] weeks,founders

Top Word Pairs in Tweet in G7:
[103] violates,core
[103] core,tenet
[103] tenet,nato
[103] nato,selling
[103] regime,uses
[101] turkish,government
[101] government,violates
[79] weapon,#turkeydronesale
[79] #turkeydronesale,condemned
[79] condemned,immediately

Top Word Pairs in Tweet in G8:
[98] forbes,article
[96] article,20
[96] 20,dangerous
[96] dangerous,places
[96] places,women
[88] information,given
[88] given,#shahbazgill
[88] #shahbazgill,totally
[88] totally,incorrect
[88] incorrect,fact

Top Word Pairs in Tweet in G9:
[9] activate1m1b,salonetitihawa
[8] chavivohra,activateimpact
[8] activateimpact,activate1m1b
[8] salonetitihawa,deespeak
[8] deespeak,robertovalentun
[8] robertovalentun,valaafshar
[7] founder,ceo
[7] valaafshar,aidanrgallagher
[7] agnishwarj,chavivohra
[6] #worldentrepreneursday,ndtv's

Top Word Pairs in Tweet in G10:
[36] legal,fees
[35] big,lie
[35] lie,lawyers
[35] lawyers,starting
[35] starting,pay
[35] pay,price
[35] price,judge
[35] judge,ordered
[35] ordered,lawyers
[35] lawyers,pay

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@mihi_forbes
@forbes_ca
@forbestech
@shavonnewong_
@lewa_forbes_
@koorckstar
@paultassi
@malok1906
@eurekaforbes

Top Replied-To in G1:
@forbes
@shavonnewong_
@koorckstar
@paultassi
@scottmendelson
@cwroehl
@sourpatchlyds
@rtfktstudios
@bullishpalmtree
@zaptio

Top Replied-To in G2:

Top Replied-To in G3:
@kaspersky
@cioonline
@joelcomm
@amazon
@happygeek
@theadityapatro
@betamoroney
@pettet50
@manzhussain4
@iotmore

Top Replied-To in G5:
@forbes
@rulexrp
@maddow
@garygensler
@xavier_marigo
@arturo_p_a

Top Replied-To in G6:
@forbes
@nbcla
@kellyannepolls
@cnn
@mjoehlerich
@borisjohnson
@usatoday
@duty2warn
@ap
@reuters

Top Replied-To in G8:
@shabazgil
@taimur_laal
@amberrshamsi
@ajmaljami
@gfarooqi

Top Replied-To in G9:
@forbes_india
@chavivohra
@drsangitareddy
@sportradar
@sumairaabdulali
@forbes
@agnishwarj
@saraswatbank
@tonitones
@cb98637507

Top Replied-To in G10:
@duty2warn
@pontosen
@1aallday
@kimguilfoyle
@junecalhoun1116
@dollfinswimmer
@stevedaines
@trethack24
@talibshahbaz2
@bennyjohnson

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@memeaw_k
@roslynlayton
@ethereum
@ripple
@coinbase
@aaveaave
@sentosumosaba
@baejoohyunews
@nato

Top Mentioned in G1:
@forbes
@koorckstar
@valenti84869127
@demetriusharmon
@voguesingapore
@flobga
@paultassi
@cathyhackl
@rtfktstudios
@jacksonwang852

Top Mentioned in G2:
@forbes_andra
@ajbcsurveys
@_team_up
@pollsandodds
@nononsenselawyr
@kzooooo
@wfttcoaching
@guadalu00564506
@businessconfid

Top Mentioned in G3:
@forbes
@paula_piccard
@johnkoetsier
@mentalmarketer
@ipfconline1
@mvollmer1
@tamaramccleary
@louiscolumbus
@harbrimah
@shi4tech

Top Mentioned in G4:
@memeaw_k
@oneahgasegot7
@got7official
@bambam1a
@bambamxabyss
@nongdew40gmail1
@got7_quote
@gotyj_ars_vita

Top Mentioned in G5:
@roslynlayton
@ethereum
@ripple
@coinbase
@aaveaave
@garygensler
@cryptolawus
@forbes
@forbescrypto
@leerzeit

Top Mentioned in G6:
@forbes
@potus
@un
@drericding
@afp
@unhumanrights
@cnn
@foxnews
@claudiashein
@nytimes

Top Mentioned in G7:
@nato
@germanynato
@italyatnato
@david_duguid
@john2win
@davidmundelldct
@mpiainds
@lucyfrazermp
@lukehall
@s_hammond

Top Mentioned in G8:
@taimur_laal
@gfarooqi
@nayadaurpk
@fakenews_buster
@forbes
@farrahraja
@shabazgil

Top Mentioned in G9:
@agnishwarj
@forbes_india
@activateimpact
@activate1m1b
@salonetitihawa
@deespeak
@robertovalentun
@valaafshar
@garuda_india
@aidanrgallagher

Top Mentioned in G10:
@tomthunkitsmind
@donaldjtrumpjr
@duty2warn
@joebarton1238
@ronniemotes8
@hugolowell
@tdzwilewski
@pontosen
@tomilahren
@dannydeurbina

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@koboxingnewsuk
@detikcom
@robinsnewswire
@cybersec_feeds
@mistersalesman
@chidambara09
@kzooooo
@yoshiki7111

Top Tweeters in G1:
@falconhamada_90
@piyuanker12
@cipherequality
@raumunz
@flipthescript8
@bogotasinmiedo
@mcdonalds
@therezafontoura
@cnbsnana
@ami_tvdfan

Top Tweeters in G2:
@koboxingnewsuk
@robinsnewswire
@mistersalesman
@kzooooo
@yoshiki7111
@newsoneplace
@robinsportsnews
@justiceoutcry
@chronlaw
@lucas_wyrsch

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@business
@artificialbra1n
@businessinsider

Top Tweeters in G4:
@piayee
@bamsmoose_x
@skymonzter
@nafejunnn_
@boatbooo
@n_mindd
@ppiyatidach
@phaechai
@hrujung1204
@i_ttuuww77

Top Tweeters in G5:
@marketwatch
@ft
@cnnbusiness
@beerdhead
@lionel46294550
@shalnoi_news
@realbskylstad
@firstsquawk
@paintingdenver
@dbc___

Top Tweeters in G6:
@independent
@indiatoday
@indianexpress
@reuters
@timesnow
@guardian
@huffpost
@channelnewsasia
@skynews
@straits_times

Top Tweeters in G7:
@cbcnews
@elizabethmay
@letebrhangebre1
@frewyenik
@keseteyohanne
@eu_echo
@adeywith
@justintrudeau
@lena_waero
@euatun

Top Tweeters in G8:
@kahnfaizi
@qureshiatiq
@khaaksaar__k
@lawliga
@aamerinam
@farrahraja
@drhamdard47
@arsalanh_khan
@sabihayousafzai
@future_way1

Top Tweeters in G9:
@ndtv
@bcci
@valaafshar
@rachelintheoc
@kristialvarad0
@pattyarquette
@khushsundar
@parents4future
@vincentcoyle1
@zenzolusengo

Top Tweeters in G10:
@tomthunkitsmind
@teram323tere
@straitarrow10
@all100senators
@tdzwilewski
@dawneryans
@dollymad1812
@frankie1654
@ginademiranda2
@tony_porras2050