forbes, Twitter, 8/11/2020 10:34:28 PM, 232443


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forbes_2020-08-11_14-53-43.xlsx
forbes_2020-08-11_14-53-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 11, 2020
Short Description:
forbes via NodeXL https://bit.ly/2DZlHhd
@forbes
@crewcrew
@darmagirl24
@joebiden
@dk_khiladi9
@kamalaharris
@realdonaldtrump
@bobdabuilder142
@akshaykumar
@harleyb11

Top hashtags:
#ai
#covid19
#artificialintelligence
#forbes
#machinelearning
#business
#tiktok

Description:
Description
The graph represents a network of 8,906 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, 11 August 2020 at 22:02 UTC.

The requested start date was Tuesday, 11 August 2020 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 4-day, 7-hour, 53-minute period from Thursday, 06 August 2020 at 06:40 UTC to Monday, 10 August 2020 at 14:34 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 : 8906
Unique Edges : 6447
Edges With Duplicates : 11175
Total Edges : 17622
Number of Edge Types : 5
Retweet : 4687
MentionsInRetweet : 6398
Mentions : 3662
Tweet : 2039
Replies to : 836
Self-Loops : 2091
Reciprocated Vertex Pair Ratio : 0.0117754542686022
Reciprocated Edge Ratio : 0.0232768134844988
Connected Components : 1755
Single-Vertex Connected Components : 956
Maximum Vertices in a Connected Component : 4693
Maximum Edges in a Connected Component : 11439
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.77829
Graph Density : 0.000125674696086507
Modularity : 0.559399
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,906 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, 11 August 2020 at 22:02 UTC.

The requested start date was Tuesday, 11 August 2020 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 4-day, 7-hour, 53-minute period from Thursday, 06 August 2020 at 06:40 UTC to Monday, 10 August 2020 at 14:34 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:
[262] https://www.forbes.com/sites/erinspencer1/2020/08/06/women-of-color-are-running-for-congress-at-an-all-time-high/
[145] https://www.forbes.com/sites/isabeltogoh/2020/08/10/hong-kong-media-tycoon-jimmy-lai-arrested-under-controversial-national-security-law/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie/#676f7264696
[54] https://www.forbes.com/sites/pedrodacosta/2020/08/10/the-covid-19-crisis-has-wiped-out-nearly-half-of-black-small-businesses/
[49] https://www.forbes.com/sites/robsalkowitz/2019/10/08/surprising-new-data-shows-comic-readers-are-leaving-superheroes-behind/
[41] https://headlines.yahoo.co.jp/article?a=20200806-00036297-forbes-int
[40] https://www.forbes.com/sites/richardmcgahey/2020/08/10/trumps-orders-cant-replace-stimulus-checks-unemployment-aid-and-state-and-local-funding/
[35] https://www.forbes.com/sites/williamhaseltine/2020/07/31/new-evidence-suggests-young-children-spread-covid-19-more-efficiently-than-adults/
[24] https://www.forbes.com/sites/nicholasreimann/2020/08/04/workers-trapped-on-us-cruise-ship-for-months-doing-unpaid-forced-labor-lawsuit-claims/#5772659b2d3b
[24] https://www.forbes.com/sites/brucelee/2020/08/09/study-14-face-masks-here-are-the-best-worst-for-covid-19-coronavirus/?utm_source=TWITTER&utm_medium=social&utm_content=3571343300&utm_campaign=sprinklrForbesMainTwitter#6634291a1e13
[23] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/

Top URLs in Tweet in G1:
[143] https://www.forbes.com/sites/isabeltogoh/2020/08/10/hong-kong-media-tycoon-jimmy-lai-arrested-under-controversial-national-security-law/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie/#676f7264696
[49] https://www.forbes.com/sites/robsalkowitz/2019/10/08/surprising-new-data-shows-comic-readers-are-leaving-superheroes-behind/
[24] https://www.forbes.com/sites/brucelee/2020/08/09/study-14-face-masks-here-are-the-best-worst-for-covid-19-coronavirus/?utm_source=TWITTER&utm_medium=social&utm_content=3571343300&utm_campaign=sprinklrForbesMainTwitter#6634291a1e13
[18] https://www.forbes.com/sites/richardmcgahey/2020/08/10/trumps-orders-cant-replace-stimulus-checks-unemployment-aid-and-state-and-local-funding/?utm_source=TWITTER&utm_medium=social&utm_content=3571335039&utm_campaign=sprinklrForbesMainTwitter#1bee4fe45b54
[16] https://www.forbes.com/sites/sergeiklebnikov/2020/08/10/dow-jumps-100-points-after-trump-signs-executive-orders-to-extend-coronavirus-relief/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie/#676f7264696
[16] https://www.forbes.com/sites/paultassi/2020/08/09/square-enix-is-going-to-kill-avengers-with-obnoxious-marketing/
[15] https://www.forbes.com/sites/jackkelly/2020/06/08/heres-what-to-do-right-now-if-youre-feeling-agitated-angry-and-afraid/?utm_source=TWITTER&utm_medium=social&utm_content=3560660495&utm_campaign=sprinklrForbesMainTwitter#718affa029b4
[12] https://www.forbes.com/sites/isabeltogoh/2020/08/10/a-good-idea-to-me-trump-denies-asking-south-dakota-governor-to-add-him-to-mount-rushmore/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Valerie/#76616c657269
[11] https://www.forbes.com/sites/isabeltogoh/2020/08/05/heres-why-gold-has-topped-2000-for-the-first-time/?utm_source=TWITTER&utm_medium=social&utm_content=3560131374&utm_campaign=sprinklrForbesMainTwitter#68362ff35656
[11] https://www.forbes.com/sites/wesleywhistle/2020/07/01/interest-rates-are-low-but-dont-refinance-your-student-loans-just-yet/?utm_source=TWITTER&utm_medium=social&utm_content=3560659571&utm_campaign=sprinklrForbesMainTwitter#6edcdbb11ea7

Top URLs in Tweet in G2:
[15] https://www.forbes.com/sites/richardmcgahey/2020/08/10/trumps-orders-cant-replace-stimulus-checks-unemployment-aid-and-state-and-local-funding/
[11] https://twinybots.ch/
[11] https://www.forbes.com/sites/forbesfinancecouncil/2020/07/27/five-things-to-do-ahead-of-this-years-medicare-annual-enrollment-period/#3eeef88430a1
[6] https://www.forbes.com/sites/zackfriedman/2020/08/08/student-loans-suspend-december-31/
[6] https://www.forbes.com/sites/zackfriedman/2020/08/08/second-stimulus-checks-trump-executive-order/
[5] https://www.forbes.com/sites/kateoflahertyuk/2020/08/09/microsoft-teams-declares-battle-with-zoom-with-these-stellar-new-features/
[4] https://www.forbes.com.mx/politica-alfonso-romo-bloquea-energias-renovables-y-temas-ambientales-toledo/
[4] https://www.forbes.com/sites/billybambrough/2020/08/06/us-congressman-coronavirus-crisis-will-make-bitcoin-more-important-and-stronger/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.forbes.com/sites/cryptoconfidential/2020/08/09/bitcoins-flash-crash-rebound-felony-charges-for-teen-twitter-hacker/
[4] https://www.forbes.com/sites/cognitiveworld/2019/01/14/the-weaponization-of-artificial-intelligence/

Top URLs in Tweet in G3:
[9] https://www.forbes.com/sites/michelatindera/2020/07/21/how-donald-trump-moved-millions-from-his-campaign-donors-to-his-private-business/
[7] https://www.forbes.com/sites/teresaghilarducci/2019/08/23/trumps-second-term-plan-for-social-security-starve-the-beast/
[7] https://www.vox.com/policy-and-politics/2017/7/26/16033956/trump-tax-cuts-rich-wealthy-middle-class
[7] https://www.forbes.com/sites/camilomaldonado/2019/10/10/trump-tax-cuts-helped-billionaires-pay-less-taxes-than-the-working-class-in-2018/#6a6e649b3128
[7] https://www.vox.com/policy-and-politics/2019/3/12/18260271/trump-medicaid-social-security-medicare-budget-cuts
[7] https://www.businessinsider.com/trump-mar-a-lago-you-all-just-got-a-lot-richer-friends-tax-bill-2017-12
[7] https://www.forbes.com/sites/shaharziv/2020/07/20/trump-aims-to-gut-social-security-and-medicare-second-stimulus-check-in-next-stimulus-package/
[6] https://www.forbes.com/sites/elanagross/2020/07/06/billionaire-kanye-wests-yeezy-received-a-multimillion-dollar-ppp-loan/
[5] https://www.forbes.com/sites/stuartanderson/2020/08/06/biden-says-he-will-end-trumps-tariffs-on-chinese-made-goods/
[4] https://www.forbes.com/sites/shaharziv/2020/04/14/why-are-rich-americans-getting-17-million-stimulus-checks/

Top URLs in Tweet in G4:
[1] https://www.forbes.com/sites/michelatindera/2020/08/03/the-richest-politician-on-capitol-hill-is-likely-georgias-recently-appointed-controversial-senator-kelly-loeffler/#6c4ac99817a3
[1] https://www.forbes.com/sites/johngoodman/2020/08/10/is-the-fda-killing-people/
[1] https://www.forbes.com/sites/jackkelly/2020/08/05/multibillionaire-sir-richard-bransons-virgin-atlantic-files-for-bankruptcy/

Top URLs in Tweet in G5:
[11] https://www.forbes.com/sites/ronshevlin/2020/08/10/who-wants-google-to-be-their-bank/#5e7d31bb3aa6
[11] https://www.forbes.com/sites/cognitiveworld/2019/09/04/how-iot-and-ai-can-enable-environmental-sustainability/
[8] https://www.forbes.com/sites/alexcapri/2020/08/09/us-action-against-tiktok-and-wechat-symbolizes-a-global-backlash-against-china-inc/
[7] https://www.forbes.com/sites/hollyeve/2020/08/10/hire-your-weaknesses-then-get-out-of-the-way/
[7] https://www.forbes.com/sites/maribellopez/2020/07/26/how-ford-drives-business-agility-with-design-thinking/#6f5e28d04a5b
[7] https://www.forbes.com/sites/cognitiveworld/2019/09/17/the-seven-patterns-of-ai/
[6] https://www.forbes.com/sites/quora/2019/09/04/what-will-it-take-to-build-smart-cities/#673cce064a69
[6] https://www.forbes.com/sites/quora/2020/08/04/when-does-artificial-intelligence-not-work-in-business/
[6] https://www.forbes.com/sites/tomtaulli/2020/08/08/how-to-create-an-ai-artificial-intelligence-startup/
[5] https://www.forbes.com/sites/alexkonrad/2020/08/06/blackline-ceo-therese-tucker-rare-woman-founder-atop-a-public-tech-company-plans-to-step-down/?utm_source=TWITTER&utm_medium=social&utm_content=3560259517&utm_campaign=sprinklrForbesTechTwitter

Top URLs in Tweet in G6:
[254] https://www.forbes.com/sites/erinspencer1/2020/08/06/women-of-color-are-running-for-congress-at-an-all-time-high/
[1] https://www.forbes.com/sites/danalexander/2019/12/06/trump-has-now-shifted-17-million-from-campaign-donors-to-his-private-business/
[1] https://www.forbes.com/sites/chuckdevore/2019/07/10/in-trumps-first-30-months-manufacturing-up-by-314000-jobs-over-obama-what-states-are-hot/#1e1eaf592677
[1] https://www.forbes.com/sites/michelatindera/2020/07/21/how-donald-trump-moved-millions-from-his-campaign-donors-to-his-private-business/

Top URLs in Tweet in G8:
[2] https://bit.ly/3id0eR0
[2] https://www.forbes.com.mx/mundo-todos-los-voluntarios-que-recibieron-vacuna-rusa-contra-covid-19-desarrollaron-inmunidad-medios/
[2] https://www.forbes.com.mx/politica-por-primera-vez-la-mayoria-de-los-mexicanos-58-desaprueba-a-amlo-encuesta-gea-isa/
[1] https://www.forbes.com.mx/mundo-alemania-regreso-a-clases-cubrebocas-cierres-contagios/
[1] https://bit.ly/3gATKLo
[1] https://bit.ly/39WHh23
[1] https://bit.ly/33xdLyC
[1] https://www.forbes.com.mx/politica-congreso-oaxaca-prohibe-venta-alimentos-chatarra-ninos/
[1] https://bit.ly/2PF6kwY
[1] https://bit.ly/31fpJu8

Top URLs in Tweet in G9:
[51] https://www.forbes.com/sites/pedrodacosta/2020/08/10/the-covid-19-crisis-has-wiped-out-nearly-half-of-black-small-businesses/
[1] https://bit.ly/31wpOK6
[1] https://www.forbes.com/sites/christianweller/2020/08/04/working-longer-was-a-retirement-plan-until-it-wasnt/#4cbe2b513e70
[1] https://www.forbes.com/sites/michaelgoldstein/2020/07/20/afraid-of-coronavirus-eu-world-destinations-shun-us-travelers/#6427a67712c0
[1] https://twitter.com/JohnsonHildy/status/1292825309335752704
[1] https://www.forbes.com/sites/richardmcgahey/2020/08/10/trumps-orders-cant-replace-stimulus-checks-unemployment-aid-and-state-and-local-funding/
[1] https://www.forbes.com/sites/rachelsandler/2020/08/07/cia-finds-no-evidence-chinese-government-has-accessed-tiktok-data-report-says/
[1] https://www.forbes.com/sites/richardmcgahey/2020/08/10/trumps-orders-cant-replace-stimulus-checks-unemployment-aid-and-state-and-local-funding/?utm_source=TWITTER&utm_medium=social&utm_content=3571335039&utm_campaign=sprinklrForbesMainTwitter#1bee4fe45b54
[1] https://www.forbes.com/sites/pedrodacosta/2020/08/10/the-covid-19-crisis-has-wiped-out-nearly-half-of-black-small-businesses/#108b4ed64310

Top URLs in Tweet in G10:
[18] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/
[3] https://www.forbes.com/sites/johngoodman/2020/08/10/is-the-fda-killing-people/#4ad27c9854df
[3] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/amp/?__twitter_impression=true
[1] https://twitter.com/appliedcvb/status/1292826683716907010
[1] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/#1ab484f166a2
[1] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/#3fd49f5e66a2
[1] https://www.forbes.com/sites/madhukarpai/2020/08/09/journalists-need-to-get-it-right-epidemiology-training-can-help/#3a89625f66a2
[1] https://open.spotify.com/playlist/4JqiAUqvFUJnchAVWGVnfN?si=y5hM6fpRT-CB2OGDxGXj5g

Top Domains
Top Domains in Tweet in Entire Graph:
[3587] forbes.com
[146] twitter.com
[133] com.mx
[110] bit.ly
[62] co.jp
[51] ift.tt
[48] linkedin.com
[34] forbes.ru
[26] lnkd.in
[23] twinybots.ch

Top Domains in Tweet in G1:
[965] forbes.com
[17] bit.ly
[14] twitter.com
[4] youtube.com
[4] republicain-lorrain.fr
[3] mayoclinic.org
[3] google.com
[2] voicestorm.com
[2] clikhe.re
[2] buff.ly

Top Domains in Tweet in G2:
[724] forbes.com
[46] twitter.com
[42] com.mx
[38] ift.tt
[38] linkedin.com
[19] bit.ly
[18] lnkd.in
[11] twinybots.ch
[9] buff.ly
[8] co.jp

Top Domains in Tweet in G3:
[126] forbes.com
[14] vox.com
[7] businessinsider.com
[5] twitter.com
[1] thehill.com
[1] google.com
[1] hampletonpartners.com
[1] readyforsocial.com
[1] rebelarmy.com
[1] jacksonfreepress.com

Top Domains in Tweet in G4:
[3] forbes.com

Top Domains in Tweet in G5:
[263] forbes.com
[7] bit.ly
[3] tweetedtimes.com
[2] buff.ly
[2] twitter.com
[1] swim.ai
[1] ow.ly
[1] dy.si
[1] lnkd.in
[1] amzc.news

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

Top Domains in Tweet in G8:
[22] bit.ly
[11] com.mx
[1] org.mx

Top Domains in Tweet in G9:
[57] forbes.com
[1] bit.ly
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[122] ai
[101] covid19
[86] artificialintelligence
[82] forbes
[73] machinelearning
[64] business
[57] tiktok
[57] akshaykumar
[54] leadership
[51] cybersecurity



Top Hashtags in Tweet in G1:
[20] covid19
[16] cybersecurity
[16] ai
[15] machinelearning
[13] data
[13] sb19
[12] entrepreneur
[11] cloud
[9] leadership
[8] sb19forbesarticle

Top Hashtags in Tweet in G2:
[44] forbes
[24] business
[23] leadership
[17] reuters
[16] nytimes
[16] marketwatch
[16] cnn
[15] wsj
[15] bet
[15] foxnews

Top Hashtags in Tweet in G3:
[5] kanyewest
[4] boycottkanyewest
[3] gopcorruption
[3] maga
[3] grifterinchief
[3] greennucleardeal
[2] trump
[2] moscowmitch
[2] covidshitbag
[2] covidiots

Top Hashtags in Tweet in G4:
[5] covid19

Top Hashtags in Tweet in G5:
[83] ai
[45] artificialintelligence
[39] machinelearning
[30] bigdata
[29] fintech
[28] iot
[27] cybersecurity
[25] innovation
[24] digitaltransformation
[20] ml

Top Hashtags in Tweet in G7:
[57] akshaykumar
[28] akkians
[1] indian
[1] forbes
[1] khiladi

Top Hashtags in Tweet in G8:
[7] ãšltimahora
[7] delasemana
[1] privatecapital
[1] financialwellness
[1] wealthmanagement
[1] finanzas
[1] invertir
[1] inversiones
[1] dinero
[1] forex

Top Hashtags in Tweet in G9:
[18] presidenttrump
[18] tiktok
[18] nationalsecurity
[18] cia
[2] protectallworkers
[1] passtheheroesact
[1] chinese
[1] ffs
[1] covid19
[1] crisis

Top Hashtags in Tweet in G10:
[10] covid19
[5] epidemiology
[4] globalhealth
[1] journalism
[1] pandemicjournalism
[1] mcgillvac
[1] misinformation
[1] media

Top Words
Top Words in Tweet in Entire Graph:
[3311] forbes
[896] ãƒ
[492] congress
[488] future
[443] position
[438] commission
[437] richest
[429] trading
[426] maintains
[424] kelly

Top Words in Tweet in G1:
[1546] forbes
[329] ãƒ
[140] paultassi
[119] day
[113] quote
[87] covid
[83] trump
[79] 19
[63] data
[57] here's

Top Words in Tweet in G2:
[222] forbes
[91] áƒ
[75] ãƒ
[58] covid
[51] more
[48] 19
[47] trump
[44] #forbes
[40] business
[33] pandemic

Top Words in Tweet in G3:
[125] realdonaldtrump
[71] president
[71] unemployment
[69] orders
[66] use
[65] federal
[64] great
[64] decision
[64] executive
[64] continue

Top Words in Tweet in G4:
[416] kelly
[416] loeffler
[416] richest
[416] member
[416] congress
[416] maintains
[416] position
[416] commodities
[416] future
[416] trading

Top Words in Tweet in G5:
[165] forbes
[83] #ai
[45] #artificialintelligence
[44] business
[39] #machinelearning
[38] forbestech
[38] artificial
[38] intelligence
[31] more
[30] #bigdata

Top Words in Tweet in G6:
[254] kamalaharris
[254] done
[254] november
[15] bombshelldaily
[15] trump
[15] steals
[15] campaign
[15] cash
[15] steering
[15] re

Top Words in Tweet in G7:
[357] forbes
[343] box
[343] office
[316] ormax
[294] youtube
[292] television
[286] brand
[282] google
[279] brands
[270] instagram

Top Words in Tweet in G8:
[120] forbes_mexico
[55] coronavirus
[40] méxico
[35] mexicanos
[27] salud
[25] trincheras
[25] peligrosas
[25] trabajador
[25] corre
[24] cu

Top Words in Tweet in G9:
[57] covid
[54] nearly
[52] wiped
[52] half
[51] pdacosta
[51] black
[51] small
[51] businesses
[50] 19
[50] crisis

Top Words in Tweet in G10:
[80] journalists
[53] paimadhu
[42] need
[40] epidemiology
[36] two
[23] help
[23] forbes
[22] training
[21] piece
[20] right

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[522] ãƒ,ãƒ
[423] kelly,loeffler
[423] loeffler,richest
[423] richest,member
[423] member,congress
[423] congress,maintains
[423] maintains,position
[423] position,commodities
[423] commodities,future
[423] future,trading

Top Word Pairs in Tweet in G1:
[282] ãƒ,ãƒ
[113] quote,day
[110] forbes,quote
[106] paultassi,forbes
[75] covid,19
[49] surprising,data
[49] data,shows
[49] shows,comic
[49] comic,readers
[49] readers,leaving

Top Word Pairs in Tweet in G2:
[75] áƒ,áƒ
[47] covid,19
[41] ãƒ,ãƒ
[15] #wsj,#nytimes
[15] #cnn,#bet
[15] #bet,#foxnews
[15] #foxnews,#latimes
[15] #usatoday,#realdonaldtrump
[14] #nytimes,#business
[14] #business,#reuters

Top Word Pairs in Tweet in G3:
[66] president,realdonaldtrump
[64] great,decision
[64] decision,president
[64] realdonaldtrump,use
[64] use,executive
[64] executive,orders
[64] orders,continue
[64] continue,federal
[64] federal,unemployment
[64] unemployment,supplement

Top Word Pairs in Tweet in G4:
[416] kelly,loeffler
[416] loeffler,richest
[416] richest,member
[416] member,congress
[416] congress,maintains
[416] maintains,position
[416] position,commodities
[416] commodities,future
[416] future,trading
[416] trading,commission

Top Word Pairs in Tweet in G5:
[38] artificial,intelligence
[22] digital,transformation
[17] revolution,matter
[17] matter,business
[15] forbes,#ai
[14] intelligence,revolution
[14] jimmarous,helene_wpli
[13] forbes,forbeseurope
[13] brettking,jimmarous
[12] danielnewmanuv,forbes

Top Word Pairs in Tweet in G6:
[254] done,november
[253] kamalaharris,done
[15] trump,steals
[15] steals,campaign
[15] campaign,cash
[15] cash,steering
[15] steering,re
[15] re,election
[15] election,events
[15] events,towards

Top Word Pairs in Tweet in G7:
[343] box,office
[285] forbes,ormax
[279] ormax,box
[279] office,television
[279] television,brands
[279] brands,google
[279] google,youtube
[270] youtube,instagram
[270] instagram,facebook
[270] facebook,twitter

Top Word Pairs in Tweet in G8:
[25] trincheras,coronavirus
[25] coronavirus,peligrosas
[25] peligrosas,mexicanos
[25] mexicanos,trabajador
[25] trabajador,salud
[25] salud,méxico
[25] méxico,corre
[24] forbes_mexico,trincheras
[24] corre,cu
[17] mã,xico

Top Word Pairs in Tweet in G9:
[52] nearly,half
[51] wiped,nearly
[51] half,black
[51] black,small
[51] small,businesses
[50] covid,19
[50] 19,crisis
[50] crisis,wiped
[49] pdacosta,covid
[25] loss,staggering

Top Word Pairs in Tweet in G10:
[38] journalists,need
[20] training,help
[20] courses,journalists
[18] teaching,two
[18] two,epidemiology
[18] epidemiology,courses
[18] journalists,two
[18] two,continents
[18] continents,summary
[18] summary,piece

Top Replied-To
Top Replied-To in Entire Graph:
@forbes
@paultassi
@realdonaldtrump
@forbes_mexico
@lifeafterdawn
@miss_demeanours
@rickygervais
@jilltempered
@magpiemcgraw
@finchtastic9

Top Replied-To in G1:
@forbes
@paultassi
@rickygervais
@finchtastic9
@magpiemcgraw
@businessff_com
@stephenkallao
@braideraid
@zac_petkanas
@d1alphaveteran

Top Replied-To in G2:

Top Replied-To in G3:
@realdonaldtrump
@joebiden
@erictrump
@donaldjtrumpjr
@forbes
@johncornyn
@teamtrump
@cnbc
@robreiner
@aprildryan

Top Replied-To in G5:
@kentumin
@rshevlin
@brucejapsen
@marcusborba
@corix_jc
@rvp
@betamoroney
@drjdrooghaag
@ianljones98
@ronald_vanloon

Top Replied-To in G6:
@techlover52

Top Replied-To in G7:
@candid_hravii
@akshaykumar

Top Replied-To in G8:
@forbes_mexico
@shaulin88
@almarendn2
@rockstroke
@dkoarmando

Top Replied-To in G9:
@robert4787

Top Replied-To in G10:
@paimadhu
@jenn_cy_chung
@picardonhealth
@k_g_andersen
@helenbranswell
@gregggonsalves

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@crewcrew
@kamalaharris
@akshayk
@akshay_brigade
@realdonaldtrump
@forbes_mexico
@akshays_storm
@akshaykumar
@akshayku

Top Mentioned in G1:
@forbes
@paultassi
@macchimc72
@tommyasc91
@missmariammusa
@sb19official
@zac_petkanas
@rickygervais
@magpiemcgraw
@badiucao

Top Mentioned in G2:
@bigtrail2
@ajbcsurveys
@miquelmarin
@kiltronxenviro
@blackrepublican
@togovern

Top Mentioned in G3:
@realdonaldtrump
@lindseygrahamsc
@joebiden
@forbes
@gop
@potus
@projectlincoln
@wsj
@speakerpelosi
@truethevote

Top Mentioned in G4:
@crewcrew
@bulldoghill
@grantstern

Top Mentioned in G5:
@forbes
@forbestech
@ronald_vanloon
@paula_piccard
@spirosmargaris
@nicochan33
@forbeseurope
@rshevlin
@jimmarous
@ianljones98

Top Mentioned in G6:
@kamalaharris
@bombshelldaily
@crewcrew
@nate_mcmurray
@ah241315
@robbystarbuck
@joebiden
@randomwatcher51

Top Mentioned in G7:
@akshayk
@akshay_brigade
@akshays_storm
@akshaykumar
@akshayku
@_pushp81
@gurudevakshay5
@adityas_indian
@akshaykuma
@moviesbuzz9

Top Mentioned in G8:
@forbes_mexico
@mariettoponce
@jose_a_palmieri
@arturogtzt
@almarendn2
@mrossgr8
@lopezobrador_
@eleconomista
@vitales_signos
@jorgeacast

Top Mentioned in G9:
@pdacosta
@sfpelosi
@robert4787
@fightfor15
@phil_free_
@bpcruiseline
@bobcesca_go
@forbes

Top Mentioned in G10:
@paimadhu
@forbes
@mcgillu
@equitylist
@picardonhealth
@helenbranswell
@udnore
@drejoanneliu
@paimad
@katribertram

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@filafresh
@sectest9
@arkangelscrap
@dolartoday
@atthelp
@robinsnewswire
@loupo85
@chidambara09
@rjber15

Top Tweeters in G1:
@szilviade_
@femtech_
@copyofone
@ottlegalrebels
@jmlpyt
@flipthescript8
@katcapps
@zohias
@level_7g
@kinasato_cap001

Top Tweeters in G2:
@filafresh
@dolartoday
@robinsnewswire
@iam__network
@kotatsu_mi
@chang40
@breizh2008
@elestimulo
@blackrepublican
@dxxptoughts

Top Tweeters in G3:
@cnnnews18
@thehill
@timesofindia
@reuters
@walmart
@cliffhangernlv
@kurtschlichter
@aajtak
@irritatedwoman
@foxnews

Top Tweeters in G4:
@phillip92321
@politicalbee
@grandpooba5440
@micjojd
@jeannie_hartley
@domer94
@trumpwatchnews
@bulldoghill
@debsomewhere
@andrea_51544005

Top Tweeters in G5:
@sectest9
@arkangelscrap
@cybersec_feeds
@diegodelunamx
@rvp
@amazingchevvolt
@marshacollier
@nicochan33
@akwyz
@cybersecurityn8

Top Tweeters in G6:
@joni_looking
@phendricks71
@docrocktex26
@mhai56
@stfuimtweetn0_o
@taritac
@solomonkarori2
@ltanner70
@resinanian
@craigjo80374965

Top Tweeters in G7:
@akshay_brigade
@vikaskravi4
@gujju_amit_akki
@akkischamp
@bhushanadhau1
@adityas_indian
@vicked__007
@akfansgroup
@bhagchand_ak
@akkipz

Top Tweeters in G8:
@eleconomista
@santigurtubay
@epigmenioibarra
@forbes_mexico
@ecuacion2010
@alejandroaalex
@soyleoluna
@arturogtzt
@hectorlastra1
@ilatemistokles

Top Tweeters in G9:
@billm9
@miss_placed_
@estarianne
@bad_woof
@grannynannynews
@mary_swilling
@upchuck66
@donahuejm
@prpeep
@pdacosta

Top Tweeters in G10:
@picardonhealth
@mcleans4
@anantbhan
@maneeshjuneja
@mariela_marin_
@bhekisisa_mg
@ekemma
@vieilautiste
@naturerulesus
@marynmck


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