futureofwork , Twitter, 3/23/2020 2:35:36 AM, 223479


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futureofwork _2020-03-22_18-43-51.xlsx
futureofwork _2020-03-22_18-43-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 23, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/3dmEpN5
@haroldsinnott
@mikequindazzi
@ronald_vanloon
@wef
@forbes
@trippbraden
@antgrasso
@rwang0
@peerxp
@futureof_work

Top hashtags:
#futureofwork
#ai
#iot
#leadership
#automation
#robots
#machinelearning

Description:
Description
The graph represents a network of 3,200 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, 23 March 2020 at 01:45 UTC.

The requested start date was Monday, 23 March 2020 at 00:01 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 2-day, 16-hour, 59-minute period from Friday, 20 March 2020 at 07:01 UTC to Monday, 23 March 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 : 3200
Unique Edges : 5269
Edges With Duplicates : 5987
Total Edges : 11256
Number of Edge Types : 4
Tweet : 1336
Mentions : 2446
MentionsInRetweet : 7351
Replies to : 123
Self-Loops : 1336
Reciprocated Vertex Pair Ratio : 0.0221434898139947
Reciprocated Edge Ratio : 0.0433275563258232
Connected Components : 675
Single-Vertex Connected Components : 423
Maximum Vertices in a Connected Component : 1955
Maximum Edges in a Connected Component : 9575
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.365267
Graph Density : 0.000563652703969991
Modularity : 0.414119
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 3,200 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, 23 March 2020 at 01:45 UTC.

The requested start date was Monday, 23 March 2020 at 00:01 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 2-day, 16-hour, 59-minute period from Friday, 20 March 2020 at 07:01 UTC to Monday, 23 March 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:
[68] https://www.trippbraden.com/2020/03/20/follow-the-serving-leaders-path/
[52] https://www.bcg.com/publications/2019/decoding-global-trends-upskilling-reskilling.aspx
[32] https://medium.com/unibrightio/unibright-and-tokenization-a8562f7ac83e
[23] https://www.kdnuggets.com/2020/03/nine-lessons-first-year-data-scientist.html
[23] http://www.futuristspeaker.com/
[22] https://www.forbes.com/sites/bernardmarr/2020/03/17/how-the-covid-19-pandemic-is-fast-tracking-digital-transformation-in-companies/
[18] https://www.linkedin.com/pulse/thinking-out-loud-ravi-kumar-s/
[16] https://connectedworld.com/ai-against-ai/
[16] https://virbela.com/
[15] https://futureofbusiness.economist.com/banking/?utm_content/

Top URLs in Tweet in G1:
[52] https://www.bcg.com/publications/2019/decoding-global-trends-upskilling-reskilling.aspx
[19] https://www.kdnuggets.com/2020/03/nine-lessons-first-year-data-scientist.html
[16] https://connectedworld.com/ai-against-ai/
[12] https://futureofbusiness.economist.com/banking/?utm_content/
[11] https://www.computerweekly.com/ehandbook/Machine-learning-will-have-bigger-impact-than-cloud
[10] http://www3.weforum.org/docs/WEF_Future_of_Jobs_2018.pdf
[10] https://www.forbes.com/sites/forbestechcouncil/2020/03/20/ais-effect-on-productivity-now-and-in-the-future/#1918227a7591
[8] https://constructech.com/labor-shortage-and-optics/
[7] https://www.techradar.com/news/digital-transformation-opening-up-new-avenues-of-attack
[7] http://www3.weforum.org/docs/WEF_New_Physics_of_Financial_Services.pdf

Top URLs in Tweet in G2:
[3] https://youtu.be/cjmpqyO4rYU
[2] https://diginomica.com/remote-work-enterprise-scale-overcoming-productivity-obstacles
[2] https://www.entrepreneur.com/article/346848
[2] https://www.youtube.com/watch?v=aKWKGitoCK8&feature=emb_title

[2] https://www.youtube.com/watch?v=Pfndga-nMKY&feature=youtu.be

[2] https://www.nytimes.com/2020/03/20/opinion/coronavirus-california.html
[2] http://Jr.Java
[2] https://www.careerarc.com/job-listing/cognizant-jobs-jr-java-developer-32077095?campaign_id=37882&cb=1581979242&src=1&tx=khhWR15rUVUvVQ&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[1] https://twitter.com/i/web/status/1240896102683025408
[1] https://twitter.com/i/web/status/1240896167753457666

Top URLs in Tweet in G3:
[11] https://www.linkedin.com/pulse/dont-get-caught-watching-paint-dry-pa-steve-diedrick/
[9] http://out.faveeo.com/?url=https://www.forbes.com/sites/danielnewman/2019/08/01/top-5-digital-transformation-trends-in-education-for-2020/&vertical=future-of-work&lang=en&family=en
[8] http://out.faveeo.com/?url=https://www.aisoma.de/8-useful-industry-4-0-slides/&vertical=future-of-work&lang=en&family=en
[7] https://diginomica.com/remote-work-enterprise-scale-overcoming-productivity-obstacles
[6] http://out.faveeo.com/?url=https://iotslam.com/session/panel-women-in-iot-center-of-excellence/&vertical=future-of-work&lang=en&family=en
[5] http://out.faveeo.com/?url=https://www.forbes.com/sites/meghanbiro/2019/03/19/4-steps-to-achieving-workplace-equity-for-women/&vertical=future-of-work&lang=en&family=en
[5] http://out.faveeo.com/?url=https://www.cio.com/article/3211428/what-is-digital-transformation-a-necessary-disruption.html&vertical=future-of-work&lang=en&family=en
[4] http://out.faveeo.com/?url=https://sloanreview.mit.edu/article/is-the-covid-19-outbreak-a-black-swan-or-the-new-normal/&vertical=future-of-work&lang=en&family=en
[4] http://out.faveeo.com/?url=https://www.forbes.com/sites/johnwinsor/2020/03/16/why-gig-economy-is-out-and-open-talent-is-in/&vertical=future-of-work&lang=en&family=en
[3] https://gritdaily.com/women-in-tech-modern-way-to-work/

Top URLs in Tweet in G4:
[12] https://www.weforum.org/agenda/2020/03/3d-printed-emergency-breathing-valves-covid-19
[2] https://www.businessinsider.com/coronavirus-daimler-shuts-down-production-in-europe-due-to-outbreak-2020-3
[2] https://medium.com/swlh/alibaba-adds-work-life-balance-to-core-values-as-pro-996-chairman-retires-8effc45096eb
[1] https://twitter.com/i/web/status/1240675352202141696
[1] https://twitter.com/i/web/status/1238837207223451650
[1] https://twitter.com/i/web/status/1240902764865163264
[1] https://twitter.com/i/web/status/1241320048431706112
[1] https://www.entrepreneur.com/article/347292
[1] https://twitter.com/i/web/status/1240943549597863936
[1] https://olifano.com/workplace-productivity-blog/3-ways-to-keep-work-from-home-from-derailing-your-career

Top URLs in Tweet in G5:
[9] https://www.sify.com/finance/ai-to-replace-69-of-managers-workload-by-2024-gartner-news-technology-ubxqPgfhecagj.html#.XjQLkphRTEA.twitter
[4] https://www.moneytoday.ch/newsletter/
[3] https://www.techradar.com/news/digital-transformation-opening-up-new-avenues-of-attack
[3] https://hbr.org/2018/05/how-to-make-sure-agile-teams-can-work-together
[3] https://www.crn.com/slide-shows/internet-of-things/10-emerging-it-trends-to-watch-out-for-in-2020
[2] https://thefinancialbrand.com/93995/personal-development-disruption-opportunity-coronavirus-growth/?smedia-twt-jm
[2] https://www.forbes.com/sites/ulrikjuulchristensen/2020/03/10/what-companies-can-learn-from-covid-19-remote-learning-experiments/#425a0c602d94
[2] https://hbr.org/2020/02/10-steps-to-creating-a-data-driven-culture
[2] https://www.linkedin.com/pulse/remote-working-tips-from-employee-matt-orozco-he-him-/
[2] https://www.hrexaminer.com/predictions-everywhere-9-trends-that-are-shaping-ai-and-intelligent-tools-in-hr-tech-part-ii/

Top URLs in Tweet in G6:
[66] https://www.trippbraden.com/2020/03/20/follow-the-serving-leaders-path/
[8] https://dionhinchcliffe.com/2020/03/19/revisiting-how-to-cultivate-connected-organizations-in-an-age-of-coronavirus/
[6] https://www.forbes.com/sites/forbeshumanresourcescouncil/2020/03/04/the-future-of-work-is-the-liquid-workforce/
[5] https://sloanreview.mit.edu/video/the-state-of-ai-lessons-from-the-field/
[4] https://hbr.org/2020/03/communicating-through-the-coronavirus-crisis
[4] https://sloanreview.mit.edu/article/is-the-covid-19-outbreak-a-black-swan-or-the-new-normal/
[4] https://www.inc.com/jason-aten/7-ways-to-support-small-businesses-in-your-community-during-coronavirus-crisis.html?icid=readmoretext_ab
[4] https://www.sage.com/en-us/blog/what-is-blockchain-and-examples-for-the-accounting-profession/
[4] https://www.forbes.com/sites/stephanieburns/2020/03/19/four-quick-facts-about-how-ai-is-changing-the-world/#14a47fd41713
[4] https://www.sage.com/en-us/blog/technologies-accountants-use-now/

Top URLs in Tweet in G7:
[17] https://www.linkedin.com/pulse/thinking-out-loud-ravi-kumar-s/
[13] https://www.forbes.com/sites/bernardmarr/2020/03/17/how-the-covid-19-pandemic-is-fast-tracking-digital-transformation-in-companies/
[5] https://www.entrepreneur.com/article/347626
[3] https://www.fastcompany.com/90479502/we-need-to-flatten-the-connectivity-curve-if-we-want-to-keep-stable-internet-access-during-the-coronavirus-crisis
[1] https://twitter.com/i/web/status/1241866340408995840
[1] https://www2.deloitte.com/us/en/insights/topics/analytics/insight-driven-organization.html?id=us:2sm:3tw:4di_gl:5eng:6di
[1] https://twitter.com/i/web/status/1241854031850622977
[1] https://www.raconteur.net/infographics/investing-in-transformation
[1] https://twitter.com/i/web/status/1241854271290834944
[1] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html

Top URLs in Tweet in G8:
[3] https://boblarriveeconsulting.com/2020/03/19/pandemic-time-to-change-the-election-process/
[3] https://boblarriveeconsulting.com/2020/03/16/corona-virus-a-transformation-opportunity/
[2] https://twitter.com/i/moments/835872183134138368?lang=en-gb
[2] https://www.bloomberg.com/news/articles/2020-03-19/employers-balk-at-remote-work-for-virus-run-toward-the-crisis
[2] https://info.ascentis.com/preparing-for-the-future-of-work.html
[2] https://www.techware.sg/?wix-vod-video-id=b1bf9218c1d94655bea2bbe65efede2c&wix-vod-comp-id=comp-k1w73obe2
[1] https://karlsmith.info/open-networking-ecosystem-protocol-patent/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://twitter.com/i/web/status/1240902019961049088
[1] https://twitter.com/i/web/status/1240948044163678208
[1] https://twitter.com/i/web/status/1240992091020431368

Top URLs in Tweet in G9:
[9] http://digital-leadership-associates.passle.net/post/102g1kv/the-coronavirus-is-a-huge-opportunity-to-grow-your-business-8-tips-to-help-you
[7] http://digital-leadership-associates.passle.net/post/102f1le/why-is-a-digital-strategy-so-important
[5] http://digital-leadership-associates.passle.net/post/102g1xz/antifragile-things-that-gain-from-disorder
[4] https://www.weforum.org/agenda/2018/02/how-to-be-smarter-infographic
[3] https://blog-cake-hr.cdn.ampproject.org/c/s/blog.cake.hr/performance-reviews-vs-focal-reviews-the-how-why-when-hr-human-resource-management/amp/
[3] https://www.forbes.com/sites/bernardmarr/2020/03/17/how-the-covid-19-pandemic-is-fast-tracking-digital-transformation-in-companies/
[2] https://www.analyticsinhr.com/blog/hr-analytics-tools/?utm_content=buffer341bf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.workgrid.com/blog/2020/02/04/the-future-of-work-predictions-that-will-shape-your-digital-workplace/
[2] https://www.mckinsey.com/business-functions/organization/our-insights/beyond-hiring-how-companies-are-reskilling-to-address-talent-gaps?cid=soc-web
[2] https://hrcommunity.foleon.com/hrcommunity/future-of-work-2030/9-mega-hr-trends-tom-haak/?utm_source=twitter&utm_medium=social&utm_campaign=im-share-button

Top URLs in Tweet in G10:
[1] https://diginomica.com/remote-work-enterprise-scale-overcoming-productivity-obstacles
[1] https://twitter.com/i/web/status/1240949501981933568
[1] https://www.trippbraden.com/2020/03/20/follow-the-serving-leaders-path/
[1] https://twitter.com/i/web/status/1240970355147071488
[1] https://twitter.com/i/web/status/1241829560007548929
[1] https://www.linkedin.com/pulse/thinking-out-loud-ravi-kumar-s/
[1] https://twitter.com/i/web/status/1241040754442506242
[1] https://twitter.com/i/web/status/1240956454028402689
[1] https://www.youtube.com/watch?v=GYr-3V_tWy4&feature=youtu.be

[1] https://anchor.fm/influential-visions/episodes/Expert-Interview-The-Future-Of-Work-And-Events-with-Ray-Wang-ebm6ar

Top Domains
Top Domains in Tweet in Entire Graph:
[1199] twitter.com
[99] forbes.com
[94] faveeo.com
[88] linkedin.com
[75] trippbraden.com
[55] bcg.com
[54] constructech.com
[45] weforum.org
[44] medium.com
[34] mit.edu

Top Domains in Tweet in G1:
[148] twitter.com
[54] bcg.com
[52] constructech.com
[30] forbes.com
[30] connectedworld.com
[23] weforum.org
[19] kdnuggets.com
[15] peggysmedleyshow.com
[12] economist.com
[11] computerweekly.com

Top Domains in Tweet in G2:
[300] twitter.com
[19] linkedin.com
[11] careerarc.com
[9] paper.li
[5] youtube.com
[5] forbes.com
[4] nytimes.com
[4] youtu.be
[3] mit.edu
[3] entrepreneur.com

Top Domains in Tweet in G3:
[94] twitter.com
[83] faveeo.com
[11] linkedin.com
[7] diginomica.com
[5] forbes.com
[4] constellationr.com
[3] gritdaily.com
[3] eschoolnews.com
[3] idc.com
[3] medium.com

Top Domains in Tweet in G4:
[14] twitter.com
[12] weforum.org
[3] medium.com
[3] mck.co
[2] businessinsider.com
[1] entrepreneur.com
[1] olifano.com
[1] inc.com
[1] forbes.com
[1] nytimes.com

Top Domains in Tweet in G5:
[71] twitter.com
[11] mercer.com
[9] sify.com
[9] dy.si
[9] forbes.com
[7] linkedin.com
[5] hbr.org
[4] thefinancialbrand.com
[4] digitalhrtech.com
[4] youtube.com

Top Domains in Tweet in G6:
[79] twitter.com
[73] trippbraden.com
[16] forbes.com
[15] sage.com
[11] inc.com
[11] mit.edu
[8] faveeo.com
[8] dionhinchcliffe.com
[6] hbr.org
[4] techrepublic.com

Top Domains in Tweet in G7:
[28] twitter.com
[18] linkedin.com
[15] forbes.com
[6] entrepreneur.com
[3] fastcompany.com
[2] deloitte.com
[2] raconteur.net
[2] weforum.org
[2] inc.com
[1] salesforce.com

Top Domains in Tweet in G8:
[40] twitter.com
[10] karlsmith.info
[6] boblarriveeconsulting.com
[4] forbes.com
[2] bloomberg.com
[2] ascentis.com
[2] weforum.org
[2] techware.sg
[1] com.au
[1] paper.li

Top Domains in Tweet in G9:
[32] passle.net
[25] twitter.com
[4] forbes.com
[4] weforum.org
[3] analyticsinhr.com
[3] ampproject.org
[2] workgrid.com
[2] mckinsey.com
[2] foleon.com
[2] kdnuggets.com

Top Domains in Tweet in G10:
[6] twitter.com
[1] diginomica.com
[1] trippbraden.com
[1] linkedin.com
[1] youtube.com
[1] anchor.fm

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2362] futureofwork
[1215] ai
[444] iot
[337] leadership
[332] automation
[292] robots
[291] machinelearning
[257] digitaltransformation
[237] artificialintelligence
[195] robotics



Top Hashtags in Tweet in G1:
[831] ai
[810] futureofwork
[261] iot
[256] machinelearning
[168] artificialintelligence
[165] automation
[157] robots
[139] leadership
[139] techforgood
[137] 4ir

Top Hashtags in Tweet in G2:
[272] futureofwork
[27] coronavirus
[16] covid19
[16] remotework
[15] ai
[15] hr
[14] digitaltransformation
[13] leadership
[13] iot
[11] business

Top Hashtags in Tweet in G3:
[335] futureofwork
[152] ai
[110] automation
[78] industry40
[47] iot
[44] autonomous
[43] rpa
[43] robots
[36] workpods
[35] robotics

Top Hashtags in Tweet in G4:
[123] futureofwork
[70] ai
[64] digitaltransformation
[61] robots
[60] iot
[56] ebooks
[28] fridayfeeling
[21] worklife
[17] coronavirus
[15] innovation

Top Hashtags in Tweet in G5:
[107] futureofwork
[44] ai
[37] hr
[20] leadership
[20] coronavirus
[16] diversity
[16] robotics
[14] cobots
[14] 4ir
[14] artficialintellegence

Top Hashtags in Tweet in G6:
[93] leadership
[66] serving
[64] futureofwork
[59] leaders
[43] entrepreneurs
[34] coronavirus
[16] ai
[13] covid19
[13] 100kchallenge
[11] sageadvice

Top Hashtags in Tweet in G7:
[36] futureofwork
[19] covid19
[17] community
[11] enterprise
[11] tech
[8] ai
[7] iot
[7] technology
[6] digitaltransformation
[6] infographic

Top Hashtags in Tweet in G8:
[61] futureofwork
[24] ux
[14] digitaltransformation
[14] iot
[12] businessagility
[12] cx
[12] ai
[12] remoteworking
[10] futurist
[10] thingcoin

Top Hashtags in Tweet in G9:
[36] futureofwork
[18] hr
[15] leadership
[10] socialmedia
[9] digitaltransformation
[9] socialselling
[9] digitalselling
[8] hcm
[8] smarterhr
[8] covid19

Top Hashtags in Tweet in G10:
[16] futureofwork
[8] wfh
[5] covid19
[4] coronavirus
[4] intelligencecollective
[3] shelterinplace
[2] leadership
[2] coronapocalypse
[1] it
[1] cio

Top Words
Top Words in Tweet in Entire Graph:
[3403] Words in Sentiment List#1: Positive
[980] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[92042] Non-categorized Words
[96426] Total Words
[2361] #futureofwork
[1815] gt
[1203] #ai
[678] mikequindazzi
[519] 10

Top Words in Tweet in G1:
[1702] gt
[821] #ai
[810] #futureofwork
[642] mikequindazzi
[448] wef
[424] 10
[261] #iot
[256] #machinelearning
[224] thomas_harrer
[192] antgrasso

Top Words in Tweet in G2:
[272] #futureofwork
[80] work
[43] future
[35] remote
[32] more
[28] need
[27] #coronavirus
[27] digital
[21] time
[21] people

Top Words in Tweet in G3:
[335] #futureofwork
[152] #ai
[110] #automation
[78] #industry40
[67] gt
[61] digital
[52] work
[52] ianljones98
[48] transformation
[47] #iot

Top Words in Tweet in G4:
[123] #futureofwork
[119] high
[70] #ai
[64] #digitaltransformation
[61] #robots
[60] #iot
[56] ronald_vanloon
[56] speed
[56] definition
[56] book

Top Words in Tweet in G5:
[107] #futureofwork
[43] #ai
[37] #hr
[32] jblefevre60
[20] #leadership
[20] #coronavirus
[19] cc
[18] learn
[18] talent
[17] companies

Top Words in Tweet in G6:
[93] #leadership
[66] ready
[66] follow
[66] serving
[66] leader
[66] path
[66] #serving
[64] #futureofwork
[59] #leaders
[55] trippbraden

Top Words in Tweet in G7:
[36] #futureofwork
[20] evankirstel
[19] #covid19
[18] blog
[17] #community
[16] imravikumars
[16] thinking
[16] loud
[16] read
[14] transformation

Top Words in Tweet in G8:
[61] #futureofwork
[24] #ux
[21] work
[16] future
[14] #digitaltransformation
[14] #iot
[14] thinkers360
[13] ux
[12] #businessagility
[12] #cx

Top Words in Tweet in G9:
[74] timothy_hughes
[46] passle
[36] #futureofwork
[25] world
[24] hrcurator
[23] dlaignite
[18] #hr
[18] face
[16] social
[16] media

Top Words in Tweet in G10:
[16] #futureofwork
[11] mypov
[11] home
[10] zoom
[9] rwang0
[9] remote
[8] #wfh
[8] slackhq
[8] work
[7] working

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1179] gt,gt
[237] wef,mikequindazzi
[198] angelicagallegs,yukarikingdom18
[198] yukarikingdom18,mhall55nine
[198] mhall55nine,eoff_sylvia
[185] mikequindazzi,gt
[166] topcybernews,10
[163] gt,wef
[161] #ai,terms
[160] prepare,#futureofwork

Top Word Pairs in Tweet in G1:
[1117] gt,gt
[229] wef,mikequindazzi
[178] mikequindazzi,gt
[164] topcybernews,10
[159] gt,wef
[159] #ai,terms
[152] terms,prepare
[152] prepare,#futureofwork
[136] 10,jobs
[136] jobs,exist

Top Word Pairs in Tweet in G2:
[22] future,work
[12] remote,work
[11] covid,19
[10] bring,ideas
[10] ideas,shape
[10] shape,digital
[10] digital,#futureofwork
[8] work,remotely
[7] worldwide,half
[7] half,organizations

Top Word Pairs in Tweet in G3:
[76] #futureofwork,#industry40
[61] #industry40,#automation
[46] digital,transformation
[40] gt,gt
[36] #autonomous,mobile
[36] mobile,#workpods
[36] #workpods,realtechmatters
[36] realtechmatters,julez_norton
[36] julez_norton,labordeolivier
[36] labordeolivier,pawlowskimario

Top Word Pairs in Tweet in G4:
[57] #ai,#iot
[56] high,speed
[56] speed,high
[56] high,definition
[56] definition,book
[56] book,scanner
[56] scanner,intengineering
[56] intengineering,#ai
[56] #iot,#ebooks
[56] #ebooks,#digitaltransformation

Top Word Pairs in Tweet in G5:
[14] ronald_vanloon,#cobots
[14] #cobots,action
[14] action,jblefevre60
[14] jblefevre60,#ai
[14] #ai,#robotics
[14] #robotics,#4ir
[14] #4ir,#futureofwork
[14] #futureofwork,#artficialintellegence
[14] #artficialintellegence,cc
[14] cc,jblefevre60

Top Word Pairs in Tweet in G6:
[66] ready,follow
[66] follow,serving
[66] serving,leader
[66] leader,path
[66] path,#serving
[59] #leaders,ready
[37] #serving,#leadership
[34] #leadership,#entrepreneurs
[14] gt,gt
[13] join,#100kchallenge

Top Word Pairs in Tweet in G7:
[17] #community,#futureofwork
[16] thinking,loud
[16] loud,read
[16] read,blog
[16] blog,#covid19
[16] #covid19,#community
[15] imravikumars,thinking
[13] covid,19
[13] 19,pandemic
[13] pandemic,fast

Top Word Pairs in Tweet in G8:
[12] #digitaltransformation,#businessagility
[12] #businessagility,#cx
[12] #cx,#ux
[10] #ux,#iot
[10] #iot,#ai
[10] #ai,#futurist
[10] #futurist,#futureofwork
[10] #futureofwork,ubinetus
[10] ubinetus,interactionsinc
[10] interactionsinc,#thingcoin

Top Word Pairs in Tweet in G9:
[29] passle,timothy_hughes
[16] social,media
[14] retailers,using
[14] using,social
[14] media,tackle
[14] tackle,coronavirus
[14] coronavirus,challenges
[14] challenges,passle
[12] passle,dlaignite
[11] timothy_hughes,retailers

Top Word Pairs in Tweet in G10:
[7] remote,working
[7] working,tools
[7] tools,resources
[7] resources,slackhq
[7] slackhq,both
[7] both,informal
[7] informal,formal
[7] formal,communication
[7] communication,zoom
[7] zoom,video

Top Replied-To
Top Replied-To in Entire Graph:
@andrewyang
@frisesally
@angelicagallegs
@martinhoyes
@monfera
@marinella_maria
@wnbt1959
@10downingstreet
@benjaminpring
@chiefexecgrp

Top Replied-To in G1:
@frisesally
@angelicagallegs
@marinella_maria
@_atanas_
@sminaev2015
@chidambara09

Top Replied-To in G3:
@monfera
@skarredghost
@dinisguarda
@jasperhamill
@sameerpatel
@celineschill
@ritazonius
@elsua
@ianljones98

Top Replied-To in G5:
@jeremyscrivens
@dpontefract
@mercer
@chelseakrost
@gregpalmer47

Top Replied-To in G6:
@wnbt1959
@evankirstel
@futureof_work
@tamaramccleary
@dilger1joe
@irmaraste
@rwang0
@thinkers360
@bobone4all
@stratorob

Top Replied-To in G7:
@deloitteus

Top Replied-To in G8:
@mesterman
@samonigeria

Top Replied-To in G9:
@fortuneindia

Top Replied-To in G10:
@nyike
@lizkmiller
@jocdart

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@thomas_harrer
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@haroldsinnott
@arnabch01
@topcybernews

Top Mentioned in G1:
@mikequindazzi
@wef
@thomas_harrer
@topcybernews
@welcomeai
@haroldsinnott
@jamesvgingerich
@antgrasso
@ravikikan
@ronald_vanloon

Top Mentioned in G2:
@edgenet2day

Top Mentioned in G3:
@ianljones98
@akwyz
@pawlowskimario
@futureof_work
@labordeolivier
@julez_norton
@margaretsiegien
@jrzaranoid
@realtechmatters
@victo

Top Mentioned in G4:
@ronald_vanloon
@intengineering
@mvollmer1
@hana_elsayyed
@larrykim
@mckongov
@wef
@davidpraisekalu
@haroldsinnott
@antgrasso

Top Mentioned in G5:
@jblefevre60
@mercer
@ronald_vanloon
@whenwomenthrive
@gartner_inc
@sifydotcom
@ipfconline1
@haroldsinnott
@jimmarous
@katebravery

Top Mentioned in G6:
@trippbraden
@tamaramccleary
@meghanmbiro
@womentechnet
@futureof_work
@sageusamerica
@xbond49
@timothy_h
@dhinchcliffe
@antgrasso

Top Mentioned in G7:
@evankirstel
@imravikumars
@deloitteus
@wiprodigital
@wef
@hanna_pivx
@raconteur
@mikequindazzi
@xbond49
@infosysusa

Top Mentioned in G8:
@ubinetus
@interactionsinc
@thinkers360
@userexperienceu
@enmichael
@boblarrivee
@nasscom
@bizgees
@getadministrate
@lionelpeterrob1

Top Mentioned in G9:
@timothy_hughes
@dlaignite
@hrcurator
@ebcrew00
@wef
@forbes
@plasmacomp
@alexander_low
@green_gill
@nabomita_smiles

Top Mentioned in G10:
@rwang0
@zoom
@slackhq
@benixmatrix
@g
@davidseidl
@andrewnebus
@mylessuer
@brianshipmancio
@jcycio

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alllibertynews
@huskorkut
@edinburghwatch
@marionspekker
@monicasloves
@ejlazar
@chidambara09
@clairebotai
@mhall55nine

Top Tweeters in G1:
@sectest9
@alllibertynews
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@chidambara09
@clairebotai
@nieuwemarlean
@marienassar_

Top Tweeters in G2:
@andysugs
@iam__network
@francmolica
@yoriolajide
@diabeticcyborgg
@topmostshop
@ross_quintana
@syamant
@leontrantereu
@theledge80

Top Tweeters in G3:
@lorimoreno
@ottlegalrebels
@richsimmondsza
@dominos
@nicochan33
@akwyz
@shicooks
@gvalan
@grattonboy
@debraruh

Top Tweeters in G4:
@billnigh
@zimei_no_ri
@nytimes
@vivmilano
@simonlporter
@edimosip
@mjoehlerich
@vagan
@merckxcycling
@pdeppisch

Top Tweeters in G5:
@businessinsider
@businessline
@hannaraptor
@chelseakrost
@xzpwedvhhh37i3c
@garyvee
@ipfconline1
@jblefevre60
@leimer
@jeremyscrivens

Top Tweeters in G6:
@femtech_
@trippbraden
@data_nerd
@felixnater
@onang_pribadi
@twilli2861
@yahoofinance
@shellykramer
@danitablackwood
@tonyrobinsonobe

Top Tweeters in G7:
@evankirstel
@inc
@surfergrl15
@gregbjenkins
@afronola
@albertan48
@bcstrat
@eskaigama
@lmalaubang
@dzoneinc

Top Tweeters in G8:
@edinburghwatch
@entrepreneur
@futureworldcen
@e_nterdiscipl
@gdprai
@conventuslaw
@dougfasho
@enmichael
@worldbank
@mesterman

Top Tweeters in G9:
@stfuimtweetn0_o
@timothy_hughes
@enrirosasdiaz
@hrcurator
@makhnytskyy
@tmcheemas
@edwingsalas
@roshaundadgreen
@ebcrew00
@warewolf999

Top Tweeters in G10:
@rwang0
@slackhq
@ohmyjet
@natschooler
@dchou1107
@wlassalle
@landryst
@mylessuer
@s_df
@kellblog


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