futureofwork , Twitter, 3/2/2020 4:26:31 AM, 222313


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futureofwork _2020-03-01_19-31-20.xlsx
futureofwork _2020-03-01_19-31-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2020
Short Description:
futureofwork via NodeXL http://bit.ly/32KCg9g
@mikequindazzi
@clairebotai
@haroldsinnott
@wef
@yourstoryco
@nodexl
@mvollmer1
@forbes
@arnabch01
@ronald_vanloon

Top hashtags:
#futureofwork
#ai
#robotics
#leadership
#defstar5
#datascience
#bigdata
#iot
#blockchain

Description:
Description
The graph represents a network of 2,581 Twitter users whose tweets in the requested range contained "futureofwork ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 March 2020 at 03:32 UTC.

The requested start date was Monday, 02 March 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 13-hour, 54-minute period from Friday, 28 February 2020 at 21:24 UTC to Sunday, 01 March 2020 at 11:18 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 : 2581
Unique Edges : 6364
Edges With Duplicates : 8219
Total Edges : 14583
Number of Edge Types : 4
Tweet : 664
Mentions : 3407
MentionsInRetweet : 10419
Replies to : 93
Self-Loops : 664
Reciprocated Vertex Pair Ratio : 0.0258168616377572
Reciprocated Edge Ratio : 0.0503342508847818
Connected Components : 282
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 1928
Maximum Edges in a Connected Component : 13581
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.050162
Graph Density : 0.00114567095861528
Modularity : 0.390384
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 2,581 Twitter users whose tweets in the requested range contained "futureofwork ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 March 2020 at 03:32 UTC.

The requested start date was Monday, 02 March 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 13-hour, 54-minute period from Friday, 28 February 2020 at 21:24 UTC to Sunday, 01 March 2020 at 11:18 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 : futureofwork
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:
[53] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221891
[41] https://sciencebusiness.net/news/ai-talent-moving-fast-around-world-oecd-database-shows
[36] https://www.zdnet.com/article/how-coronavirus-may-accelerate-the-future-of-work/
[33] https://twitter.com/ruben_arce_s
[30] https://www.cognilytica.com/2020/02/27/infographic-worldwide-country-ai-strategies-and-competitiveness-2020/?utm_source=dlvr.it&utm_medium=twitter
[22] https://www.crn.com/slide-shows/internet-of-things/10-emerging-it-trends-to-watch-out-for-in-2020
[21] https://i-hls.com/archives/99186
[21] https://www.engadget.com/2020/02/25/johnson-johnson-apple-clinical-trial/
[20] https://blogs.sas.com/content/hiddeninsights/2018/05/24/data-scientists-lifelong-learning/?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[18] https://www.theverge.com/2020/2/27/21155254/automation-robots-unemployment-jobs-vs-human-google-amazon

Top URLs in Tweet in G1:
[23] https://www.cognilytica.com/2020/02/27/infographic-worldwide-country-ai-strategies-and-competitiveness-2020/?utm_source=dlvr.it&utm_medium=twitter
[22] https://www.zdnet.com/article/how-coronavirus-may-accelerate-the-future-of-work/
[18] https://www.engadget.com/2020/02/25/johnson-johnson-apple-clinical-trial/
[17] https://www.crn.com/slide-shows/internet-of-things/10-emerging-it-trends-to-watch-out-for-in-2020
[16] https://i-hls.com/archives/99186
[9] https://www.weforum.org/agenda/2019/07/chart-of-the-day-these-are-the-world-s-most-innovative-economies
[6] https://www.theverge.com/2020/2/27/21155254/automation-robots-unemployment-jobs-vs-human-google-amazon
[6] https://www.sify.com/finance/ai-to-replace-69-of-managers-workload-by-2024-gartner-news-technology-ubxqPgfhecagj.html#.XjQLkphRTEA.twitter
[5] https://sciencebusiness.net/news/ai-talent-moving-fast-around-world-oecd-database-shows
[5] https://www.technative.io/now-hiring-robots-to-your-workplace/

Top URLs in Tweet in G2:
[47] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221891
[33] https://twitter.com/ruben_arce_s
[9] https://twitter.com/Harry_Robots
[8] https://twitter.com/HaroldSinnott
[8] https://twitter.com/hudson_chatbots
[7] https://constructech.com/whats-next-for-jobsite-safety/
[7] https://blogs.sas.com/content/hiddeninsights/2018/05/24/data-scientists-lifelong-learning/?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[7] https://www.strategy-business.com/article/The-Four-Building-Blocks-of-Transformation
[7] https://www.linkedin.com/pulse/ultimately-what-any-company-does-when-successful-merely-fabio-moioli/
[7] https://twitter.com/ZingHR

Top URLs in Tweet in G3:
[6] https://www.youtube.com/watch?v=HSzy2Xyl3lc

[5] http://news.mit.edu/2020/starr-videgaray-artificial-intelligence-policy-0220
[4] https://peggysmedleyshow.com/the-internet-of-skills
[4] https://peggysmedleyshow.com/leadership-and-life-hacks
[4] https://www.forbes.com/sites/theyec/2020/02/12/why-empathy-and-listening-are-great-leadership-traits/
[4] https://www.business2community.com/leadership/5-must-have-tips-for-hiring-an-executive-coach-02285950
[3] https://www2.deloitte.com/us/en/insights/focus/tech-trends/2019/macro-technology-trends-forces-at-work.html
[2] https://peggysmedleyshow.com/radio-regulations
[2] https://thriveglobal.com/stories/futurism-is-workless/
[2] https://www.engadget.com/2020/02/25/johnson-johnson-apple-clinical-trial/

Top URLs in Tweet in G4:
[2] https://events.yourstory.com/future-of-work-2020
[2] http://www.goibibo.com/
[2] https://yourstory.com/2020/02/future-of-work-meeta-malhotra-hard-copy-business-design
[1] https://twitter.com/i/web/status/1233579681728696321
[1] https://twitter.com/i/web/status/1233593457723076608
[1] https://twitter.com/i/web/status/1233595691336785921
[1] https://twitter.com/i/web/status/1233596868602413056
[1] https://twitter.com/i/web/status/1233611667746897922
[1] https://twitter.com/i/web/status/1233619984238161920
[1] https://twitter.com/i/web/status/1233642763716980736

Top URLs in Tweet in G5:
[2] https://www.sourcematch.team/book-a-meeting/
[2] https://www.youtube.com/watch?v=uiJTa3mMqkI

[2] https://www.techrepublic.com/article/technology-and-demographics-changing-work-forever/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221891
[2] https://www.shrm.org/hr-today/news/hr-magazine/spring2020/pages/robotic-process-automation-comes-to-hr.aspx
[2] https://hbr.org/2020/02/data-driven-cultures-start-at-the-top
[1] https://twitter.com/i/web/status/1233503900264783872
[1] http://www.brinknews.com/quick-take/can-working-from-home-help-the-environment/?sf230800276=1
[1] https://twitter.com/i/web/status/1233505499431260161
[1] https://twitter.com/i/web/status/1233508681993551872

Top URLs in Tweet in G6:
[4] https://vanrijmenam.nl/academic-research-should-be-freely-available-all-imagjn/
[4] https://www.zdnet.com/article/how-coronavirus-may-accelerate-the-future-of-work/
[3] https://floq.to/2020/
[2] https://www.thedailystar.net/supplements/29th-anniversary-supplements/digitisation-and-inclusivity-taking-everyone-along/news/digital-revolution-prospects-and-preparations-1869583
[2] https://vanrijmenam.nl/five-blockchain-trends-consider-this-year/
[2] https://www.theguardian.com/commentisfree/2019/aug/14/the-us-labor-market-is-broken-but-an-opportunity-marketplace-could-save-it
[2] https://vanrijmenam.nl/could-blockchain-prevent-internet-of-vulnerable-things/
[1] http://bit.ly/2yB8yES
[1] https://dy.si/rJsP2
[1] https://dy.si/oeK1Ti2

Top URLs in Tweet in G7:
[31] https://sciencebusiness.net/news/ai-talent-moving-fast-around-world-oecd-database-shows
[11] https://blogs.sas.com/content/hiddeninsights/2018/05/24/data-scientists-lifelong-learning/?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[6] https://www.theverge.com/2020/2/27/21155254/automation-robots-unemployment-jobs-vs-human-google-amazon
[3] http://ow.ly/NJoc30oP51m
[3] https://www.datasciencecentral.com/profiles/blogs/automation-through-advance-analytics-financial-services
[3] https://www.techrepublic.com/article/digital-transformation-a-cheat-sheet/
[2] https://www.kdnuggets.com/2020/02/free-mathematics-courses-data-science-machine-learning.html
[2] https://www.cio.com/article/3236451/business-process-management/what-is-rpa-robotic-process-automation-explained.html
[2] http://ow.ly/aZbA30oztk8
[2] http://ow.ly/CuPx30oQF2n

Top URLs in Tweet in G8:
[5] https://constructech.com/whats-next-for-jobsite-safety/
[3] https://www.everestgrp.com/2020-02-competition-for-digital-talent-is-fierce-market-insights-52685.html/
[3] https://learneron.net/news/details/on-motivation-overcome-challenges-and-stay-on-course-for-successful-continuous-lifelong-learning
[2] https://sloanreview.mit.edu/article/redefining-work-for-new-value-the-next-opportunity/
[2] https://constructech.com/tp-20-computer-presentation-systems-siteviewer/
[2] https://constructech.com/tp-20-mcneilus-truck-and-manufacturing/
[2] https://phys.org/news/2020-02-scientists-sensitive-date-silicon.html
[2] https://www.cmrubinworld.com/around-the-world-in-30-days-feb-2020/
[1] https://twitter.com/i/web/status/1233703779377254400
[1] https://www.strategy-business.com/article/10-principles-for-leadership-presence

Top URLs in Tweet in G9:
[9] https://www.trippbraden.com/2020/02/28/how-to-communicate-to-better-connect-with-people-in-2020/
[3] https://www.inc.com/martin-zwilling/7-ways-to-increase-your-companys-results-without-working-harder.html?icid=readmoretext_ab
[2] http://yoursocialmediaworks.com/focus-on-lifestyle-when-you-have-a-difficult-to-sell-service
[2] https://www.inc.com/anna-hensel/ss/smartest-money-advice.html
[2] https://www.inc.com/don-reisinger/why-warren-buffett-is-right-apple-has-built-perfect-business.html?icid=readmoretext_ab
[2] https://www.marketleadership.net/how-to-develop-clients/
[2] https://www.marketleadership.net/5-soft-trends-in-manufacturing/
[1] https://www.inc.com/justin-bariso/after-years-of-research-google-discovered-secret-weapon-to-building-a-great-team-its-a-lesson-in-emotional-intelligence.html
[1] https://sloanreview.mit.edu/article/establishing-high-performing-teams-lessons-from-health-care/
[1] https://buff.ly/2w68384

Top URLs in Tweet in G10:
[10] http://digital-leadership-associates.passle.net/post/102fzg6/the-x-factor-of-great-corporate-cultures
[9] http://digital-leadership-associates.passle.net/post/102fzzd/trust-the-number-one-currency-in-business-today-says-bp-ceo
[7] https://www.linkedin.com/pulse/millennials-every-one-us-person-individual-element-power-diedrick/
[4] https://www.youtube.com/watch?v=toa7Uow8PRY&feature=youtu.be

[2] http://digital-leadership-associates.passle.net/post/102fzgc/recruiting-a-new-ceo-or-cmo-consider-these-3-things?LinkSource=PassleAPI&utm_content=buffer0343b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://digital-leadership-associates.passle.net/post/102fzeu/the-power-of-the-employee-influencer
[2] http://digital-leadership-associates.passle.net/post/102fyz0/whats-keeping-hr-up-at-night-in-2020
[1] https://twitter.com/i/web/status/1233690886200053762
[1] https://twitter.com/i/web/status/1233560270745849856
[1] https://twitter.com/i/web/status/1233575627619434497

Top Domains
Top Domains in Tweet in Entire Graph:
[550] twitter.com
[58] nodexlgraphgallery.org
[52] linkedin.com
[49] faveeo.com
[41] sciencebusiness.net
[39] dy.si
[39] forbes.com
[37] zdnet.com
[30] cognilytica.com
[30] weforum.org

Top Domains in Tweet in G1:
[31] twitter.com
[23] cognilytica.com
[22] zdnet.com
[18] engadget.com
[17] crn.com
[16] i-hls.com
[13] weforum.org
[7] forbes.com
[6] theverge.com
[6] sify.com

Top Domains in Tweet in G2:
[163] twitter.com
[52] nodexlgraphgallery.org
[46] faveeo.com
[19] dy.si
[16] forbes.com
[16] linkedin.com
[11] constructech.com
[11] strategy-business.com
[10] weforum.org
[8] mit.edu

Top Domains in Tweet in G3:
[14] twitter.com
[10] peggysmedleyshow.com
[7] youtube.com
[5] mit.edu
[4] forbes.com
[4] business2community.com
[3] connectedworld.com
[3] deloitte.com
[3] weforum.org
[2] thriveglobal.com

Top Domains in Tweet in G4:
[77] twitter.com
[12] yourstory.com
[2] goibibo.com
[1] livemint.com

Top Domains in Tweet in G5:
[79] twitter.com
[10] linkedin.com
[5] paper.li
[4] youtube.com
[4] dy.si
[3] pbynd.co
[2] sourcematch.team
[2] mckinsey.com
[2] techrepublic.com
[2] co.uk

Top Domains in Tweet in G6:
[14] dy.si
[14] twitter.com
[11] mercer.com
[10] vanrijmenam.nl
[5] zdnet.com
[3] floq.to
[2] weforum.org
[2] thedailystar.net
[2] theguardian.com
[1] bit.ly

Top Domains in Tweet in G7:
[31] sciencebusiness.net
[20] ow.ly
[18] twitter.com
[11] sas.com
[6] theverge.com
[4] techrepublic.com
[3] datasciencecentral.com
[2] kdnuggets.com
[2] forbes.com
[2] cio.com

Top Domains in Tweet in G8:
[28] twitter.com
[11] constructech.com
[6] karlsmith.info
[3] everestgrp.com
[3] learneron.net
[2] mit.edu
[2] phys.org
[2] cmrubinworld.com
[1] strategy-business.com
[1] lifeworkonline.com

Top Domains in Tweet in G9:
[9] trippbraden.com
[8] inc.com
[8] twitter.com
[4] marketleadership.net
[2] yoursocialmediaworks.com
[2] mit.edu
[2] constellationr.com
[1] buff.ly
[1] sage.com
[1] crn.com

Top Domains in Tweet in G10:
[27] passle.net
[14] twitter.com
[7] linkedin.com
[4] youtube.com
[2] social-experts.net
[1] faveeo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2694] futureofwork
[1584] ai
[1041] robotics
[693] leadership
[645] defstar5
[638] datascience
[554] bigdata
[515] iot
[464] blockchain
[453] innovation



Top Hashtags in Tweet in G1:
[421] futureofwork
[390] ai
[190] robotics
[176] iot
[129] artificialintelligence
[129] robots
[84] digitaltransformation
[82] mixedreality
[79] tech
[77] innovation

Top Hashtags in Tweet in G2:
[1229] futureofwork
[901] ai
[743] robotics
[626] defstar5
[591] datascience
[552] leadership
[423] blockchain
[409] bigdata
[323] innovation
[295] sales

Top Hashtags in Tweet in G3:
[137] futureofwork
[104] ai
[70] iot
[50] bigdata
[46] robotics
[43] digitaltransformation
[38] ml
[37] stem
[35] cloud
[34] python

Top Hashtags in Tweet in G4:
[148] fow2020
[134] futureofwork
[52] yourstory
[17] ai
[13] deconstruct
[13] ataltinkeringlabs
[10] aadhaar
[8] cybersecurity
[4] sharechat
[4] udaan

Top Hashtags in Tweet in G5:
[126] futureofwork
[23] ai
[13] hr
[7] leadership
[7] automation
[7] employeeexperience
[7] humanresources
[6] datascience
[6] digitaltransformation
[5] remotework

Top Hashtags in Tweet in G6:
[80] futureofwork
[13] ai
[12] diversity
[9] leadership
[8] automation
[7] business
[7] genderparity
[7] technology
[7] longevity
[6] inclusion

Top Hashtags in Tweet in G7:
[61] futureofwork
[60] ai
[42] robotics
[41] bigdata
[26] automation
[23] iot
[20] datascience
[18] rpa
[16] tech
[13] digital

Top Hashtags in Tweet in G8:
[44] futureofwork
[23] digitaltransformation
[22] iot
[15] ai
[12] askanengineer
[9] ux
[9] fintech
[8] blockchain
[7] businessagility
[7] cx

Top Hashtags in Tweet in G9:
[28] leadership
[19] futureofwork
[19] entrepreneurs
[4] teams
[4] communication
[4] engagement
[4] contentmarketing
[3] collaboration
[3] workingoutloud
[2] founders

Top Hashtags in Tweet in G10:
[22] leadership
[22] futureofwork
[14] socialselling
[13] digitalselling
[11] employeeexperience
[8] humanresources
[7] talentacquisition
[6] innovation
[6] hrleader
[5] hiring

Top Words
Top Words in Tweet in Entire Graph:
[3784] Words in Sentiment List#1: Positive
[685] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[97470] Non-categorized Words
[101939] Total Words
[3417] gt
[2694] #futureofwork
[1587] #ai
[1180] mikequindazzi
[1041] #robotics

Top Words in Tweet in G1:
[421] #futureofwork
[390] #ai
[280] gt
[190] #robotics
[176] #iot
[133] haroldsinnott
[129] #artificialintelligence
[129] #robots
[102] mvollmer1
[100] mikequindazzi

Top Words in Tweet in G2:
[2915] gt
[1229] #futureofwork
[1023] mikequindazzi
[903] #ai
[743] #robotics
[655] ravikikan
[626] #defstar5
[591] #datascience
[575] wef
[552] #leadership

Top Words in Tweet in G3:
[193] arnabch01
[184] mhall55nine
[176] eoff_sylvia
[171] yukarikingdom18
[169] angelicagallegs
[164] bperrionni
[164] semicvet50
[164] montynishimura
[164] brindusab1
[151] ritacobix

Top Words in Tweet in G4:
[148] #fow2020
[134] #futureofwork
[130] yourstoryco
[55] event
[53] sunilanandts
[52] #yourstory
[39] mr
[38] design
[30] tech
[25] build

Top Words in Tweet in G5:
[126] #futureofwork
[23] #ai
[16] work
[14] more
[13] #hr
[13] future
[12] ai
[12] 2020
[11] jobs
[11] world

Top Words in Tweet in G6:
[80] #futureofwork
[33] work
[24] need
[19] anyone
[19] quality
[18] successful
[18] recognizes
[18] life
[18] marathon
[18] sprint

Top Words in Tweet in G7:
[61] #futureofwork
[60] #ai
[42] #robotics
[41] #bigdata
[40] kirkdborne
[37] spirosmargaris
[33] fast
[33] around
[32] shows
[31] moving

Top Words in Tweet in G8:
[44] #futureofwork
[23] #digitaltransformation
[22] #iot
[15] #ai
[15] user
[14] learning
[12] #askanengineer
[12] workshop
[9] #ux
[9] business

Top Words in Tweet in G9:
[28] #leadership
[19] #futureofwork
[19] #entrepreneurs
[12] work
[11] trippbraden
[11] 2020
[10] better
[9] communicate
[9] connect
[9] people

Top Words in Tweet in G10:
[51] timothy_hughes
[31] passle
[22] #leadership
[22] #futureofwork
[19] dlaignite
[17] business
[14] #socialselling
[13] sales
[13] marketing
[13] #digitalselling

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2229] gt,gt
[460] mikequindazzi,gt
[444] #datascience,#leadership
[444] #leadership,#defstar5
[425] #blockchain,#robotics
[346] #robotics,#futureofwork
[318] #defstar5,#blockchain
[291] ravikikan,#startup
[276] #startup,#datascience
[246] #sales,ravikikan

Top Word Pairs in Tweet in G1:
[170] gt,gt
[64] #robotics,#ai
[52] #futureofwork,#digitaltransformation
[49] technology,improving
[49] improving,workplace
[49] workplace,productivity
[49] productivity,gigadgets_
[49] gigadgets_,#futureofwork
[49] #digitaltransformation,#iot
[49] #iot,#innovation

Top Word Pairs in Tweet in G2:
[1919] gt,gt
[435] #datascience,#leadership
[435] #leadership,#defstar5
[410] #blockchain,#robotics
[398] mikequindazzi,gt
[310] #defstar5,#blockchain
[290] #robotics,#futureofwork
[278] ravikikan,#startup
[263] #startup,#datascience
[243] #sales,ravikikan

Top Word Pairs in Tweet in G3:
[172] mhall55nine,eoff_sylvia
[168] yukarikingdom18,mhall55nine
[165] angelicagallegs,yukarikingdom18
[132] bperrionni,semicvet50
[107] eoff_sylvia,montynishimura
[107] montynishimura,bperrionni
[107] semicvet50,brindusab1
[103] brindusab1,ritacobix
[90] gt,gt
[73] marinella_maria,mariangelasant8

Top Word Pairs in Tweet in G4:
[50] #fow2020,event
[45] yourstoryco,#futureofwork
[41] #fow2020,#futureofwork
[32] #yourstory,yourstoryco
[29] event,#yourstory
[19] #fow2020,#yourstory
[13] ll,doing
[13] doing,sneak
[13] sneak,peek
[13] peek,designupconf

Top Word Pairs in Tweet in G5:
[7] future,work
[6] #futureofwork,2020
[5] #hr,#humanresources
[4] #futureofwork,#ai
[4] #globalbusiness,#futureofwork
[4] #futureofhr,#futureofwork
[3] world,#hr
[3] #leadership,#futureofwork
[3] experience,cisco
[3] cisco,headset

Top Word Pairs in Tweet in G6:
[18] anyone,successful
[18] successful,recognizes
[18] recognizes,life
[18] life,work
[18] work,marathon
[18] marathon,sprint
[18] sprint,need
[18] need,quality
[18] quality,weekend
[17] _premyadav,anyone

Top Word Pairs in Tweet in G7:
[31] moving,fast
[31] fast,around
[31] around,world
[31] database,shows
[30] #ai,talent
[30] talent,moving
[30] world,oecd
[30] oecd,database
[30] shows,ht
[30] ht,spirosmargaris

Top Word Pairs in Tweet in G8:
[13] #iot,#ai
[12] #askanengineer,workshop
[8] user,experience
[7] #digitaltransformation,#businessagility
[7] #businessagility,#cx
[7] #cx,#ux
[7] really,excited
[7] excited,explore
[7] explore,a2i_bd
[7] a2i_bd,expand

Top Word Pairs in Tweet in G9:
[19] #leadership,#entrepreneurs
[9] communicate,better
[9] better,connect
[9] connect,people
[9] people,2020
[9] 2020,#leadership
[4] #entrepreneurs,#communication
[4] #communication,#engagement
[4] #engagement,#contentmarketing
[4] #contentmarketing,#futureofwork

Top Word Pairs in Tweet in G10:
[21] passle,timothy_hughes
[13] #socialselling,#digitalselling
[12] employee,advocacy
[12] advocacy,program
[12] program,place
[12] place,help
[12] help,amplify
[12] amplify,sales
[12] sales,marketing
[12] marketing,human

Top Replied-To
Top Replied-To in Entire Graph:
@angelicagallegs
@andrewyang
@semicvet50
@bperrionni
@marinella_maria
@frisesally
@exchangeseva
@lotusevangelist
@meetamalhotra
@sminaev2015

Top Replied-To in G1:
@shicooks
@stanleychen0402

Top Replied-To in G2:
@lotusevangelist
@psb_dc
@ruben_arce_s
@darshan_h_sheth

Top Replied-To in G3:
@angelicagallegs
@semicvet50
@marinella_maria
@bperrionni
@frisesally
@sminaev2015
@tmanspeaks
@yukarikingdom18
@arnabch01

Top Replied-To in G4:
@meetamalhotra
@sharmashradha
@bounceshare

Top Replied-To in G6:
@meghanmbiro
@whenwomenthrive

Top Replied-To in G8:
@divinecassie
@danpriceseattle

Top Replied-To in G9:
@ritazonius
@workingoutloud

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@ravikikan
@thomas_harrer
@haroldsinnott
@arnabch01
@jamesvgingerich
@mhall55nine
@antgrasso
@eoff_sylvia

Top Mentioned in G1:
@haroldsinnott
@mvollmer1
@ronald_vanloon
@wef
@hyperbuild_
@mikequindazzi
@jblefevre60
@evankirstel
@shicooks
@gigadgets_

Top Mentioned in G2:
@mikequindazzi
@ravikikan
@wef
@thomas_harrer
@jamesvgingerich
@antgrasso
@welcomeai
@themegatrends
@haroldsinnott

Top Mentioned in G3:
@arnabch01
@mhall55nine
@eoff_sylvia
@yukarikingdom18
@montynishimura
@brindusab1
@bperrionni
@semicvet50
@angelicagallegs
@ritacobix

Top Mentioned in G4:
@yourstoryco
@sunilanandts
@meetamalhotra
@nitiaayog
@pramodkvarma
@designupconf
@uidai
@nasscomfs
@jdallcaps
@keshav_murugesh

Top Mentioned in G5:
@brinknewsnow
@bhercanada
@otter_ai
@noemibarrazueta
@heatherwetzler
@techtweet24h

Top Mentioned in G6:
@_premyadav
@mercer
@byron_auguste
@vanrijmenam
@p_santilli
@opptyatwork
@whenwomenthrive
@oecd
@forbes
@aunguresan

Top Mentioned in G7:
@kirkdborne
@spirosmargaris
@mashable
@glengilmore
@arjenvanberkum
@ravikikan
@rpa_bizdev
@nextmapping
@bigdata_joe
@haroldsinnott

Top Mentioned in G8:
@gersonrolim
@_womeng
@a2i_bd
@constructechmag
@ubinetus
@interactionsinc
@anirchowdhury
@debeersgroup
@mpande04
@karlmehta

Top Mentioned in G9:
@trippbraden
@carol_stephen
@dhinchcliffe
@workingoutloud
@elsua
@dpontefract
@rhappe
@johnstepper
@isabeldeclercq
@grissombrad

Top Mentioned in G10:
@timothy_hughes
@dlaignite
@fow_media
@andycapaloff
@dlai
@robwilmot
@youtube
@st3ph3n6
@keynode
@igipartners

Top Tweeters
Top Tweeters in Entire Graph:
@henrirouen
@sectest9
@huskorkut
@edinburghwatch
@marionspekker
@monicasloves
@ejlazar
@chidambara09
@mhall55nine
@evankirstel

Top Tweeters in G1:
@evankirstel
@deejayiwan
@lorimoreno
@thecloudnetwork
@billnigh
@swissbusiness
@amazingchevvolt
@femtech_
@marshacollier
@nmugai

Top Tweeters in G2:
@sectest9
@chidambara09
@clairebotai
@eraser
@businessinsider
@alvinlindsay21
@iam__network
@zimei_no_ri
@ele9061
@nancyrubin

Top Tweeters in G3:
@henrirouen
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@mhall55nine
@nieuwemarlean
@marienassar_
@jilliemary
@cybersec_feeds

Top Tweeters in G4:
@gojekindonesia
@myntra
@goibibo
@tvmohandaspai
@yourstoryco
@tripathiam3
@shivesh77_kumar
@chuck_gopal
@vikramadhiman
@uidai

Top Tweeters in G5:
@futureworldcen
@joseph_santoro
@fractals
@theledge80
@big3consulting3
@vijaybankar
@startuphuddle
@empowerelle
@rpmuriera
@everyday_mba

Top Tweeters in G6:
@arunbajpairajan
@guardian
@saffronsangh
@kundanpathakk
@harisbhadra
@cooladitaya
@maryc1850sadler
@gdutttweets
@zdnet
@trabajareuropa

Top Tweeters in G7:
@itknowingness
@mashable
@simonlporter
@vivmilano
@giuliog
@justbementalist
@spirosmargaris
@thesoccerdcn
@venturebeat
@kirkdborne

Top Tweeters in G8:
@edinburghwatch
@fintechna
@designthinkbot
@05_kemmie
@e_nterdiscipl
@sprintbaseb
@moviescreenpro
@gquaggiotto
@askn0b0dy
@domsden1

Top Tweeters in G9:
@trippbraden
@twilli2861
@rwang0
@shellykramer
@holgermu
@carol_stephen
@jeremyscrivens
@elsua
@constellationr
@rhappe

Top Tweeters in G10:
@timothy_hughes
@roshaundadgreen
@nubi_j
@olilince
@konradsanders
@highchloecloud
@elainebeare
@digitalleadtim
@dlaignite
@steveturner50


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