futureofwork , Twitter, 10/27/2020 12:05:27 PM, 238893


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futureofwork _2020-10-26_11-51-21.xlsx
futureofwork _2020-10-26_11-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 27, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/34v2bE8
@wef
@chidambara09
@haroldsinnott
@margaretsiegien
@ronald_vanloon
@shicooks
@terence_mills
@guzmand
@hana_elsayyed
@the404code

Top hashtags:
#futureofwork
#ai
#iot
#machinelearning
#artificialintelligence
#rstats

Description:
Description
The graph represents a network of 4,044 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, 26 October 2020 at 19:01 UTC.

The requested start date was Monday, 26 October 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 3-day, 8-hour, 43-minute period from Thursday, 22 October 2020 at 15:17 UTC to Monday, 26 October 2020 at 00:00 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 : 4044
Unique Edges : 5739
Edges With Duplicates : 17254
Total Edges : 22993
Number of Edge Types : 5
Mentions : 3883
Tweet : 1698
MentionsInRetweet : 12120
Retweet : 5203
Replies to : 89
Self-Loops : 2006
Reciprocated Vertex Pair Ratio : 0.0330935251798561
Reciprocated Edge Ratio : 0.064066852367688
Connected Components : 764
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 2573
Maximum Edges in a Connected Component : 20876
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.988835
Graph Density : 0.000570890621173522
Modularity : 0.313742
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,044 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, 26 October 2020 at 19:01 UTC.

The requested start date was Monday, 26 October 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 3-day, 8-hour, 43-minute period from Thursday, 22 October 2020 at 15:17 UTC to Monday, 26 October 2020 at 00:00 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:
[77] https://www.everestgrp.com/2019-12-rpa-product-capability-future-trends-market-insights-51974.html/
[52] https://www.weforum.org/agenda/2020/10/ai-jobs/
[33] https://www.weforum.org/agenda/2020/10/intentional-learning-skills-jobs-reset-fourth-industrial-revolution?utm_source=twitter&utm_medium=social_scheduler&utm_term=Future+of+Work&utm_content=23/10/2020+09:00
[30] https://blog.konicaminolta.us/redefining-future-of-work/?utm_medium=organic%2520social&utm_source=twitter&utm_campaign=social%2520media
[30] https://asia.nikkei.com/Business/Technology/Army-of-avatar-robots-readies-to-invade-Japanese-job-market?utm_content=buffera7dda&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[28] https://www.everestgrp.com/2020-02-competition-for-digital-talent-is-fierce-market-insights-52685.html/
[26] http://www3.weforum.org/docs/WEF_Future_of_Jobs_2020.pdf
[24] https://futuristspeaker.com/
[23] https://www.weforum.org/agenda/2020/10/ai-jobs/?utm_content=buffer2566a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[19] https://go.synctrics.com/synctrics

Top URLs in Tweet in G1:
[73] https://www.everestgrp.com/2019-12-rpa-product-capability-future-trends-market-insights-51974.html/
[26] https://www.everestgrp.com/2020-02-competition-for-digital-talent-is-fierce-market-insights-52685.html/
[25] https://asia.nikkei.com/Business/Technology/Army-of-avatar-robots-readies-to-invade-Japanese-job-market?utm_content=buffera7dda&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] http://www3.weforum.org/docs/WEF_Future_of_Jobs_2020.pdf
[18] https://www.weforum.org/agenda/2020/10/ai-jobs/?utm_content=buffer2566a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.crn.com/news/cloud/5-emerging-ai-and-machine-learning-trends-to-watch-in-2021
[14] https://www.weforum.org/agenda/2020/10/ai-jobs/
[12] https://www.weforum.org/agenda/2020/10/these-6-skills-cannot-be-replicated-by-artificial-intelligence/?utm_content=buffer9ac2a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.neweurope.eu/article/covid-has-made-our-digital-infrastructure-a-priority/
[11] https://www.everestgrp.com/2019-12-rpa-market-characteristics-market-insights-51965.html/

Top URLs in Tweet in G2:
[28] https://www.weforum.org/agenda/2020/10/ai-jobs/
[13] https://www.weforum.org/agenda/2020/02/how-ai-is-shaping-financial-services/
[10] https://www.weforum.org/agenda/2018/02/mobility-future-electric-cars-fourth-industrial-revolution/
[10] https://www.youtube.com/watch?v=hFqtrxHUqb0&feature=youtu.be

[9] https://digital-leadership-associates.passle.net/post/102ght0/a-checklist-for-boards-in-the-new-normal
[8] https://www.weforum.org/agenda/2020/10/ai-jobs
[7] https://www.forbes.com/sites/forbestechcouncil/2020/10/23/the-future-of-work-is-increasingly-remote---and-hands-free/#4bfe76b06660
[6] https://www.deccanherald.com/science-and-environment/artificial-intelligence-assesses-alzheimers-risk-by-analyzing-word-usage-905731.html
[6] https://www.zdnet.com/article/artificial-intelligence-skills-shortages-re-emerge/
[6] https://www.weforum.org/agenda/2020/10/your-next-job-move-could-be-easier-than-you-think?utm_source=twitter&utm_medium=social_scheduler&utm_term=JRS2020&utm_content=21/10/2020+15:45

Top URLs in Tweet in G3:
[3] https://sherryheyl.com/2018/03/01/ignorance-is-not-bliss-in-an-ever-changing-world/?ref=quuu
[2] https://www.futureofwork.manpowergroup.es/formacion-online-bonificada-manpower-2020?utm_campaign=05.10.2020_captaci%C3%B3n
[2] de
[2] cr%C3%A9dito
[2] 2020_Manpower
[2] https://ofa.guru/dark-web-explained-in-tamil-2020/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.inc.com/justin-bariso/this-companys-new-2-sentence-remote-work-policy-is-best-ive-ever-heard.html?utm_sq=ghr5qfy3af&utm_source=twitter&utm_medium=social&utm_campaign=secureship&utm_content=remotework
[2] https://www.newsday.com/business/coronavirus/covid-estate-office-demand-1.44063398
[2] https://www.politico.com/news/2020/10/18/next-economic-crisis-empty-retail-space-429994?utm_source=pocket-newtab
[2] https://www.linkedin.com/posts/henryroselee_genz-family-futureofwork-activity-6724197753037041664-i41n?utm_campaign=do-you-ever-wish-you-had-a-time-machine-read-more&utm_medium=social_link&utm_source=missinglettr-twitter

Top URLs in Tweet in G4:
[32] https://www.weforum.org/agenda/2020/10/intentional-learning-skills-jobs-reset-fourth-industrial-revolution?utm_source=twitter&utm_medium=social_scheduler&utm_term=Future+of+Work&utm_content=23/10/2020+09:00
[8] https://app.swapcard.com/event/hr-technology-r-conference-and-exposition/planning/UGxhbm5pbmdfMTY0MzU3
[7] https://www.weforum.org/agenda/2020/10/ai-jobs/
[6] https://www.linkedin.com/slink?code=d6werfH
[6] https://www.weforum.org/reports/the-future-of-jobs-report-2020/in-full/infographics-e4e69e4de7
[6] https://www.weforum.org/agenda/2020/10/top-10-work-skills-of-tomorrow-how-long-it-takes-to-learn-them/
[4] https://sapientinsights.com/five-years-of-hr-technology-trends-and-how-they-might-change-this-year/
[4] https://www.forbes.com/sites/forbestechcouncil/2020/10/23/the-future-of-work-is-increasingly-remote---and-hands-free/#4bfe76b06660
[3] https://www2.deloitte.com/us/en/insights/industry/technology/ai-talent-challenges-shortage.html?id=us:2sm:3tw:4di_gl:5eng:6di
[3] https://www2.deloitte.com/us/en/insights/topics/value-of-diversity-and-inclusion/diversity-and-inclusion-in-tech/virtual-workplace-well-being.html?id=us:2sm:3tw:4di_gl:5eng:6di

Top URLs in Tweet in G5:
[12] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://sciencedirect.com/science/article/pii/S0040162520310003
[6] https://www.everestgrp.com/2019-12-rpa-market-characteristics-market-insights-51965.html/
[6] https://thefinancialbrand.com/102882/digital-transformation-banking-ai-cloud-technology-innovation-systems-culture/?smedia-twt-jm
[5] https://www.embedded-computing.com/guest-blogs/factories-of-the-future-are-using-machine-learning-analytics-to-optimize-assets
[3] http://www.imagingoffice.com?utm_content=143647749&utm_medium=social&utm_source=twitter&hss_channel=tw-1178143126365655040
[3] https://www.forbes.com/sites/neerajain/2020/09/30/3-things-to-know-about-the-future-of-work-and-automation/#18653a994a15
[3] https://www.kdnuggets.com/2020/10/linkedin-machine-learning-recruiter-recommendation-systems.html?utm_content=buffer96072&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://twitter.com/HaroldSinnott/status/1318129777543417856
[2] https://cloud.success.intelligentworld.org/workforce-of-future?Source=orgtwttr

Top URLs in Tweet in G6:
[4] https://constructech.com/updating-smart-home-predictions-2/
[4] https://constructech.com/french-refinery-goes-zero-crude/
[3] https://connectedworld.com/big-4-ecosystem-secrets-to-profitability/
[2] https://allwork.space/2020/09/why-remote-working-is-not-sustainable/?utm_source=rss&utm_medium=rss&utm_campaign=why-remote-working-is-not-sustainable
[2] https://www.bisnow.com/national/news/hotel/coworking-staycations-drag-shows-how-some-major-hotels-are-drumming-up-alternative-revenues-106183?utm_source=outbound_pub_58&utm_campaign=outbound_issue_42660&utm_content=link&utm_medium=email
[2] https://allwork.space/2020/10/the-augmented-workplace-7-features-to-expect-in-the-future/
[2] https://allwork.space/2020/10/hundreds-of-thousands-of-women-have-left-the-workforce-what-can-we-do-about-it/
[2] https://constructech.com/covid-19-and-the-rental-community/
[2] https://constructech.com/jobsite-security-cyber-and-more/
[1] https://www.onlinetechhelpforyou.com/

Top URLs in Tweet in G7:
[2] https://www.strategy-business.com/blog/Restoring-craft-to-work?gko=1f438
[1] https://twitter.com/i/web/status/1319586868195831813
[1] https://twitter.com/i/web/status/1319903955326042112
[1] https://twitter.com/i/web/status/1320266343111782402
[1] https://twitter.com/i/web/status/1320311641573974017
[1] https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/
[1] https://twitter.com/i/web/status/1318776695449657345
[1] https://www.strategy-business.com/article/10-principles-for-leadership-presence?utm_content=bufferd5448&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.strategy-business.com/blog/Seven-key-actions-business-can-take-to-mitigate-the-effects-of-COVID-19
[1] https://twitter.com/i/web/status/1319586865821995008

Top URLs in Tweet in G8:
[3] https://www.cisco.com/c/en/us/solutions/collaboration/remote-worker-solution.html?socialshare=lightbox_remotework
[1] https://twitter.com/i/web/status/1319551130792284166
[1] https://twitter.com/i/web/status/1320404266742415360
[1] https://finance.yahoo.com/video/cisco-svp-says-webex-users-142501345.html
[1] https://business.linkedin.com/talent-solutions/blog/future-of-recruiting/2020/future-of-recruiting
[1] https://twitter.com/i/web/status/1318960246312865792
[1] https://twitter.com/i/web/status/1319315076814438403
[1] http://futureofwork.webex.com/assets/cisco-pov-fow/?embed-ebook=true&ebook-id=5ec44e2bd47fcb69014f6243&CAMPAIGN=FOW&REFERRING_SITE=Twitter&dtid=esotwt000260
[1] https://twitter.com/i/web/status/1319692566611320837
[1] https://twitter.com/i/web/status/1320274724614799360

Top URLs in Tweet in G10:
[11] https://sloanreview.mit.edu/article/putting-responsible-ai-into-practice/?og=Home+Tiled
[8] https://www.everythingsupplychain.com/top-10-futuristic-cities-built-right-now/
[7] https://www.marketleadership.net/job-hunting-after-50-5-tips-to-be-successful-in-your-job-search/
[4] https://sloanreview.mit.edu/culture500?og=Home+Full+Feat
[4] https://hbr.org/2018/03/research-how-one-bad-employee-can-corrupt-a-whole-team
[4] https://www.weforum.org/agenda/2020/10/these-6-skills-cannot-be-replicated-by-artificial-intelligence/
[3] https://www.forbes.com/sites/forbestechcouncil/2020/05/22/building-your-quaranteam/#41bb7ef64679
[3] https://www.marketleadership.net/your-cost-their-value/
[3] https://sloanreview.mit.edu/article/why-social-responsibility-produces-more-resilient-organizations/?og=Home+Tiled
[3] https://sloanreview.mit.edu/article/to-succeed-with-data-science-first-build-the-bridge/?og=Home+Tiled

Top Domains
Top Domains in Tweet in Entire Graph:
[1587] twitter.com
[280] weforum.org
[122] everestgrp.com
[103] forbes.com
[91] linkedin.com
[62] paper.li
[47] dy.si
[43] youtube.com
[42] mit.edu
[41] passle.net

Top Domains in Tweet in G1:
[319] twitter.com
[110] everestgrp.com
[105] weforum.org
[51] forbes.com
[26] dy.si
[25] nikkei.com
[18] hbr.org
[16] crn.com
[16] qz.com
[15] linkedin.com

Top Domains in Tweet in G2:
[145] twitter.com
[76] weforum.org
[38] passle.net
[17] forbes.com
[13] youtube.com
[6] deccanherald.com
[6] zdnet.com
[5] nikkei.com
[4] intheknow.com
[4] mit.edu

Top Domains in Tweet in G3:
[333] twitter.com
[31] linkedin.com
[21] paper.li
[10] forbes.com
[9] dy.si
[5] youtube.com
[5] weforum.org
[4] zdnet.com
[4] careerarc.com
[4] hbr.org

Top Domains in Tweet in G4:
[165] twitter.com
[75] weforum.org
[19] linkedin.com
[11] mckinsey.com
[10] deloitte.com
[8] swapcard.com
[6] forbes.com
[5] unleashgroup.io
[4] sapientinsights.com
[4] medium.com

Top Domains in Tweet in G5:
[81] twitter.com
[16] kdnuggets.com
[8] sciencedirect.com
[8] everestgrp.com
[6] thefinancialbrand.com
[5] imagingoffice.com
[5] embedded-computing.com
[4] forbes.com
[3] aitrends.com
[3] medium.com

Top Domains in Tweet in G6:
[42] twitter.com
[16] constructech.com
[12] allwork.space
[3] alliancevirtualoffices.com
[3] connectedworld.com
[2] bisnow.com
[1] onlinetechhelpforyou.com
[1] co.uk
[1] acast.com
[1] zdnet.com

Top Domains in Tweet in G7:
[14] twitter.com
[4] strategy-business.com
[1] informationisbeautiful.net
[1] weforum.org

Top Domains in Tweet in G8:
[20] twitter.com
[4] cisco.com
[3] workhumanlive.com
[2] webex.com
[1] yahoo.com
[1] linkedin.com
[1] youtube.com
[1] workhuman.com
[1] bit.ly

Top Domains in Tweet in G10:
[23] mit.edu
[11] marketleadership.net
[10] twitter.com
[8] everythingsupplychain.com
[8] hbr.org
[6] forbes.com
[6] weforum.org
[3] burrus.com
[2] inc.com
[2] sayitbetter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3497] futureofwork
[2062] ai
[1209] iot
[858] machinelearning
[803] artificialintelligence
[689] rstats
[659] analytics
[530] iiot
[522] bigdata
[491] reactjs



Top Hashtags in Tweet in G1:
[763] futureofwork
[734] ai
[300] iot
[297] artificialintelligence
[248] machinelearning
[229] bigdata
[157] analytics
[154] ml
[140] digitaltransformation
[133] rstats

Top Hashtags in Tweet in G2:
[744] futureofwork
[387] ai
[250] innovation
[187] robotics
[169] artificialintelligence
[156] robot
[113] future
[103] robots
[91] iot
[90] tech

Top Hashtags in Tweet in G3:
[284] futureofwork
[25] leadership
[23] remotework
[18] covid19
[18] hr
[17] innovation
[15] ai
[14] business
[11] wfh
[11] jobs

Top Hashtags in Tweet in G4:
[561] futureofwork
[371] csr
[360] hrtech
[351] hr
[305] shrm
[271] hranalytics
[264] peopleanalytics
[242] hrtechconf
[218] employeeexperience
[184] atd

Top Hashtags in Tweet in G5:
[666] iot
[657] ai
[546] machinelearning
[535] rstats
[466] analytics
[386] iiot
[374] reactjs
[303] java
[243] bigdata
[222] futureofwork

Top Hashtags in Tweet in G6:
[99] futureofwork
[45] delltechworld
[19] ai
[17] iot
[14] coworking
[14] construction
[14] sustainability
[14] 5g
[14] cloud
[13] edge

Top Hashtags in Tweet in G7:
[111] ai
[101] robotics
[98] iot
[94] drones
[89] tech
[86] ar
[83] vr
[77] technology
[53] artificialintelligence
[46] futureofwork

Top Hashtags in Tweet in G8:
[23] futureofwork
[14] qnaintl
[10] govhrsummit
[6] whlive2020
[5] technology
[5] hrtechmena
[5] hr
[4] leadershipsummit
[4] remotework
[4] workhuman

Top Hashtags in Tweet in G9:
[55] future

Top Hashtags in Tweet in G10:
[59] futureofwork
[35] leadership
[16] artificialintelligence
[14] entrepreneurs
[14] datascience
[12] culture
[11] ethics
[8] smartcity
[8] smarthome
[8] future

Top Words
Top Words in Tweet in Entire Graph:
[3495] #futureofwork
[2062] #ai
[1209] #iot
[858] #machinelearning
[801] #artificialintelligence
[744] future
[689] #rstats
[659] #analytics
[639] work
[572] gt

Top Words in Tweet in G1:
[763] #futureofwork
[734] #ai
[357] gt
[300] #iot
[297] #artificialintelligence
[285] future
[248] #machinelearning
[229] #bigdata
[228] work
[185] antgrasso

Top Words in Tweet in G2:
[743] #futureofwork
[387] #ai
[261] shicooks
[250] margaretsiegien
[250] #innovation
[240] pawlowskimario
[212] ty
[188] wef
[187] #robotics
[167] #artificialintelligence

Top Words in Tweet in G3:
[284] #futureofwork
[94] work
[62] future
[61] more
[30] remote
[28] help
[27] latest
[27] people
[26] jobs
[25] #leadership

Top Words in Tweet in G4:
[561] #futureofwork
[371] #csr
[360] #hrtech
[349] #hr
[305] #shrm
[279] martinhoyes
[271] #hranalytics
[264] #peopleanalytics
[242] #hrtechconf
[218] #employeeexperience

Top Words in Tweet in G5:
[666] #iot
[657] #ai
[546] #machinelearning
[535] #rstats
[466] #analytics
[386] #iiot
[374] #reactjs
[361] analytics_699
[351] angelicagallegs
[351] yukarikingdom18

Top Words in Tweet in G6:
[99] #futureofwork
[47] infrastructure
[45] mikefeibus
[45] listening
[45] delltech
[45] cto
[45] theictoptimist's
[45] vision
[45] open
[45] powered

Top Words in Tweet in G7:
[156] gt
[111] #ai
[101] #robotics
[98] #iot
[94] #drones
[90] #tech
[87] #ar
[83] #vr
[77] #technology
[76] thenewsmodel

Top Words in Tweet in G8:
[24] more
[23] #futureofwork
[14] #qnaintl
[14] qnahrseries
[12] learn
[11] cisco
[11] webex
[10] work
[10] #govhrsummit
[10] join

Top Words in Tweet in G9:
[55] ronald_vanloon
[55] webcast
[55] ft
[55] helentupper
[55] gordon_cisco
[55] malenerydahl
[55] workforce
[55] #future
[55] employee
[55] ownership

Top Words in Tweet in G10:
[59] #futureofwork
[44] trippbraden
[35] #leadership
[16] #artificialintelligence
[14] #entrepreneurs
[14] #datascience
[14] job
[13] ai
[13] top
[12] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[479] #iot,#iiot
[415] #rstats,#reactjs
[385] angelicagallegs,yukarikingdom18
[385] yukarikingdom18,mhall55nine
[384] mhall55nine,eoff_sylvia
[373] #machinelearning,#ai
[346] #analytics,#machinelearning
[324] sminaev2015,frisesally
[302] gt,gt
[297] arnabch01,sminaev2015

Top Word Pairs in Tweet in G1:
[183] gt,gt
[124] #aiio,#bigdata
[123] #bigdata,#ml
[115] #ml,#nlu
[109] #ai,#aiio
[98] #nlu,#futureofwork
[97] #iot,#iiot
[94] #rstats,#reactjs
[94] link,gt
[90] #machinelearning,#ai

Top Word Pairs in Tweet in G2:
[80] #futureofwork,#innovation
[55] wef,ty
[55] #interactive,blackboards
[55] #classrooms,#schools
[55] #schools,#office
[55] #office,alvinfoo
[53] #futureofwork,#robotics
[52] #robotics,#ai
[51] blackboards,#future
[51] #future,#classrooms

Top Word Pairs in Tweet in G3:
[26] future,work
[12] covid,19
[10] maintaining,infrastructure
[10] infrastructure,shouldn
[10] shouldn,break
[10] break,bank
[10] bank,legacy
[10] legacy,unfortunate
[10] unfortunate,reality
[10] remote,work

Top Word Pairs in Tweet in G4:
[230] #hrtech,#hr
[219] #hranalytics,#peopleanalytics
[215] #employeeexperience,#shrm
[213] #hr,#csr
[210] #futureofwork,#hranalytics
[202] #csr,#futureofwork
[193] #peopleanalytics,#employeeexperience
[159] #shrm,#atd
[152] #hrtechconf,#hrtech
[134] martinhoyes,#hrtechconf

Top Word Pairs in Tweet in G5:
[366] #iot,#iiot
[351] angelicagallegs,yukarikingdom18
[351] yukarikingdom18,mhall55nine
[350] mhall55nine,eoff_sylvia
[307] #rstats,#reactjs
[291] sminaev2015,frisesally
[266] #machinelearning,#ai
[266] arnabch01,sminaev2015
[262] #analytics,#machinelearning
[251] marinella_maria,mariangelasant8

Top Word Pairs in Tweet in G6:
[45] listening,delltech
[45] delltech,cto
[45] cto,theictoptimist's
[45] theictoptimist's,vision
[45] vision,#futureofwork
[45] #futureofwork,open
[45] open,infrastructure
[45] infrastructure,powered
[45] powered,dell
[45] dell,#delltechworld

Top Word Pairs in Tweet in G7:
[102] gt,gt
[91] #robotics,#drones
[88] #tech,#robotics
[85] #drones,#ai
[84] #ai,#ar
[83] #ar,#vr
[77] #vr,#iot
[77] #iot,#technology
[42] follow,thenewsmodel
[42] thenewsmodel,#tech

Top Word Pairs in Tweet in G8:
[12] qnahrseries,#qnaintl
[9] #qnaintl,#govhrsummit
[8] learn,more
[5] organizations,take
[5] take,lead
[5] lead,#technology
[5] #technology,find
[5] find,investments
[5] investments,paying
[5] paying,form

Top Word Pairs in Tweet in G9:
[55] webcast,ft
[55] ft,helentupper
[55] helentupper,gordon_cisco
[55] gordon_cisco,malenerydahl
[55] malenerydahl,workforce
[55] workforce,#future
[55] #future,employee
[55] employee,ownership
[40] ronald_vanloon,join
[40] join,live

Top Word Pairs in Tweet in G10:
[12] #leadership,#entrepreneurs
[11] putting,responsible
[11] responsible,ai
[11] ai,practice
[11] practice,#datascience
[11] #datascience,#artificialintelligence
[11] #artificialintelligence,#ethics
[10] trippbraden,putting
[10] #ethics,#futureofwork
[10] #futureofwork,ht

Top Replied-To
Top Replied-To in Entire Graph:
@sminaev2015
@frisesally
@talegent
@wef
@angelicagallegs
@jimmarous
@akwyz
@ronald_vanloon
@marinella_maria
@alecmcint

Top Replied-To in G1:
@jimmarous
@ronald_vanloon
@haroldsinnott
@ipfconline1
@david_green_uk
@mercer_us
@divyeshardeshan
@ilovebooks786
@dhinchcliffe
@terence_mills

Top Replied-To in G2:
@gartner_inc
@bcg

Top Replied-To in G4:
@talegent
@wef
@hrexecmag

Top Replied-To in G5:
@sminaev2015
@frisesally
@angelicagallegs
@marinella_maria
@gartner_inc

Top Replied-To in G6:
@citrix
@mikefeibus
@evankirstel
@microsoft

Top Mentioned
Top Mentioned in Entire Graph:
@wef
@analytics_699
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@arnabch01
@frisesally
@sminaev2015
@shicooks

Top Mentioned in G1:
@wef
@guzmand
@lindagrass0
@antgrasso
@haroldsinnott
@analytics_699
@spirosmargaris
@everestgroup
@mikequindazzi
@terence_mills

Top Mentioned in G2:
@shicooks
@margaretsiegien
@pawlowskimario
@wef
@hana_elsayyed
@nicochan33
@enricomolinari
@mvollmer1
@jblefevre60
@frronconi

Top Mentioned in G3:
@durgapalseema
@prudencecollege
@inspire__young
@ofa_guru
@jaychance12
@berniejmitchell
@aborges_mkt

Top Mentioned in G4:
@martinhoyes
@wef
@ronald_vanloon
@fwdhumanity
@hrcurator
@haroldsinnott
@staceyharrishr
@mckinsey
@david_green_uk
@sapientinsights

Top Mentioned in G5:
@analytics_699
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@arnabch01
@frisesally
@sminaev2015
@mariangelasant8
@marinella_maria

Top Mentioned in G6:
@delltech
@theictoptimist
@mikefeibus
@constructechmag
@mbcommunities
@abiresearch
@total
@europecoworking
@microsoft
@allwork_space

Top Mentioned in G7:
@thenewsmodel
@comendadormbf
@mikequindazzi
@visiveai
@bioenable
@stratandbiz
@margaretsiegien
@infobeautiful
@mike
@analytics_699

Top Mentioned in G8:
@qnahrseries
@cisco
@webex
@qnaintl
@workhumanlive
@schneiderelec
@ciscofow
@workhuman
@draliaalqassimi
@futuristkate

Top Mentioned in G9:
@ronald_vanloon
@helentupper
@gordon_cisco
@malenerydahl

Top Mentioned in G10:
@trippbraden
@supplychainblog
@writerkaylene
@nicochan33
@danielburrus
@showmerob
@caliyost
@wef
@evankirstel

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@cowboyscifibot
@huskorkut
@robre62
@monicasloves
@ejlazar
@chidambara09
@marionspekker
@cybersec_feeds

Top Tweeters in G1:
@chidambara09
@cybersec_feeds
@evankirstel
@santchiweb
@thesun
@fintechna
@lelkan
@andrewmorrisuk
@valaafshar
@ssxman2

Top Tweeters in G2:
@jurylady5
@dancas2
@edjlazar
@sudeepkhatri
@reuters
@tres444
@walmart
@calcaware
@nicochan33
@mashable

Top Tweeters in G3:
@frelancewkguide
@ciperovich
@johntarnoff
@allipolin
@hlc_education
@virginiog
@treeschannels
@cesarnogcps
@anjahoffmann
@shaynelibby

Top Tweeters in G4:
@robre62
@billnigh
@alphasystech
@tzdiscovery
@slate
@bot_innovation
@lollydaskal
@cnbc
@stfuimtweetn0_o
@caring_mobile

Top Tweeters in G5:
@sectest9
@huskorkut
@monicasloves
@ejlazar
@marionspekker
@mhall55nine
@aaroncuddeback
@nieuwemarlean
@jilliemary
@marienassar_

Top Tweeters in G6:
@edgeiotai
@jobhuntorg
@azure
@gcucglobal
@connectedwmag
@amazon
@caro_milanesi
@turing2014
@mycowork_space
@dana_gardner

Top Tweeters in G7:
@tess_blue815
@dwatchnews
@the_hindu
@lkafle
@hubofml
@wboricua98
@fasanomultibank
@nekototachinori
@solid_kumaaa
@publiceyesuk

Top Tweeters in G8:
@draliaalqassimi
@webex
@devcleary
@johnbaldoni
@ciscocollab
@khda
@cisco
@workhuman
@schneiderelec
@lisaling

Top Tweeters in G9:
@airrescue112
@tazo157
@zwriter
@ashleymains3
@mjmama8
@essencenuckolls
@teresamandin
@aztecdeal
@kerangela
@stefanoicecuber

Top Tweeters in G10:
@fantasticradioo
@trippbraden
@twilli2861
@carol_stephen
@patosins
@kevin_jackson
@fredbarnhill
@currenttrends1
@diversityup
@1nterestingtech