futureofwork , Twitter, 9/10/2019 1:51:00 PM, 209313


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futureofwork _2019-09-10_06-11-51.xlsx
futureofwork _2019-09-10_06-11-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/2A5bta1
@mynaedu
@haroldsinnott
@paula_piccard
@mikequindazzi
@fca_hq
@evankirstel
@mvollmer1
@wef
@fujitsu_global
@spirosmargaris

Top hashtags:
#futureofwork
#ai
#iot
#innovation
#vr
#robotics
#machinelearning
#tech

Description:
Description
The graph represents a network of 3,602 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 Tuesday, 10 September 2019 at 13:13 UTC.

The requested start date was Tuesday, 10 September 2019 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 1-day, 19-hour, 17-minute period from Sunday, 08 September 2019 at 04:42 UTC to Tuesday, 10 September 2019 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 : 3602
Unique Edges : 6152
Edges With Duplicates : 2357
Total Edges : 8509
Number of Edge Types : 3
Mentions : 7130
Tweet : 1319
Replies to : 60
Self-Loops : 1319
Reciprocated Vertex Pair Ratio : 0.0176528277214776
Reciprocated Edge Ratio : 0.0346932219723739
Connected Components : 613
Single-Vertex Connected Components : 350
Maximum Vertices in a Connected Component : 2348
Maximum Edges in a Connected Component : 7074
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.219728
Graph Density : 0.000480001159527375
Modularity : 0.5604
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] https://www.theatlantic.com/ideas/archive/2019/09/artificial-intelligence-will-make-your-job-even-harder/597625/
[26] https://dashbouquet.com/blog/artificial-intelligence/top-5-tech-issues-in-2019
[23] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208019
[22] https://www.itpro.co.uk/machine-learning/34322/replaced-by-an-ai-would-you-retrain-for-a-new-job
[18] https://www.bbntimes.com/en/technology/4-challenges-to-artificial-intelligence-adoption-and-their-solutions
[18] https://www.youtube.com/watch?v=USjpua1d6H8&feature=youtu.be

[18] https://www.cognilytica.com/2019/02/07/infographic-8-ways-in-which-ai-is-transforming-healthcare/
[18] https://www.forbes.com/sites/forbestechcouncil/2019/08/26/employment-is-acquiring-a-new-definition-through-the-sharing-economy/
[16] https://www.empowerwomen.org/en/community/stories/2019/01/op-ed-women-and-the-future-of-work
[15] http://out.faveeo.com/?url=https://www.forbes.com/sites/workday/2019/09/04/remember-digital-transformation-is-just-the-vehicleits-not-the-destination/&vertical=future-of-work&lang=en&family=en

Top URLs in Tweet in G1:
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208019
[13] http://247reactionpower.com/multimedia-archive/win-in-mobile-micro-moments/
[8] https://www.forbes.com/sites/forbestechcouncil/2019/08/26/employment-is-acquiring-a-new-definition-through-the-sharing-economy/
[6] https://aibusiness.com/infographic-5-ways-ai-will-changethe-future-work-2018/
[5] https://twitter.com/thekaushalsoni
[3] https://dashbouquet.com/blog/artificial-intelligence/top-5-tech-issues-in-2019
[2] https://www.emarketer.com/content/global-digital-users-update-2018
[2] https://www.eurasiareview.com/08092019-why-should-you-care-about-ai-used-for-hiring/
[2] http://out.faveeo.com/?url=https://www.forbes.com/sites/workday/2019/09/04/remember-digital-transformation-is-just-the-vehicleits-not-the-destination/&vertical=future-of-work&lang=en&family=en
[2] https://www.pwc.com/ca/en/consulting/perspective/case-study-pwc-power-utilities-operational-excellence-workforce-of-the-future-infographic-en.pdf

Top URLs in Tweet in G2:
[21] https://dashbouquet.com/blog/artificial-intelligence/top-5-tech-issues-in-2019
[20] https://www.itpro.co.uk/machine-learning/34322/replaced-by-an-ai-would-you-retrain-for-a-new-job
[18] https://www.cognilytica.com/2019/02/07/infographic-8-ways-in-which-ai-is-transforming-healthcare/
[16] https://www.bbntimes.com/en/technology/4-challenges-to-artificial-intelligence-adoption-and-their-solutions
[15] https://www.theatlantic.com/ideas/archive/2019/09/artificial-intelligence-will-make-your-job-even-harder/597625/
[12] https://thefinancialbrand.com/87926/banking-gen-z-workforce-workplace-future-trends/?smedia-twt-jm
[11] http://digital-leadership-associates.passle.net/post/102fq5m/how-a-ceo-drives-revenue-growth-with-digital-strategy
[10] https://www.forbes.com/sites/amitymillhiser/2018/12/06/tech-skills-are-in-demand-but-companies-cant-lose-sight-of-soft-skills/#5b3b6f891c2b
[10] https://www.inc.com/scott-mautz/want-to-get-most-out-of-every-meeting-ask-this-5-word-question-before-you-leave-room.html
[9] http://digital-leadership-associates.passle.net/post/102fqcg/digital-transformation-gold-rush-or-fools-gold

Top URLs in Tweet in G3:
[3] https://play.google.com/music/m/Djq456d3jop4grcy5opd7xxb22e
[3] https://twinybots.ch/
[3] https://www.nytimes.com/2019/09/06/opinion/ai-explainability.html?smid=nytcore-ios-share
[3] https://www.linkedin.com/pulse/new-thinking-applying-chinese-5-elements-steve-diedrick/
[2] http://out.faveeo.com/?url=https://dzone.com/articles/is-the-business-world-really-serious-about-upskill&vertical=future-of-work&lang=en&family=en
[2] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[2] https://itunes.apple.com/us/podcast/global-business-futureofwork/id1207582205?i=1000382386978&mt=2
[2] https://job-futuromat.iab.de/
[2] https://www.entrepreneur.com/article/289496
[1] http://share.siemens.com/np8wh

Top URLs in Tweet in G4:
[13] https://www.empowerwomen.org/en/community/stories/2019/01/op-ed-women-and-the-future-of-work
[10] http://www.futuristspeaker.com/
[6] https://cognizant.com/futureofwork/whitepaper/from-to-everything-to-know-about-future-of-work
[5] https://www.sullivanstanley.com/its-time-to-self-disrupt-are-you-prepared/
[4] https://www.linkedin.com/video/live/urn:li:ugcPost:6576857318246412288/
[3] https://www.careerarc.com/job-listing/cognizant-jobs-service-desk-analyst-29945518?campaign_id=37882&src=1&tx=AuT4AalOxQGeAg&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[3] https://www.forbes.com/sites/tomtaulli/2019/09/07/ai-artificial-intelligence-words-you-need-to-know/#3debd586406a
[2] https://mercer.com/our-thinking/want-to-improve-gender-equality-at-work-help-men-take-parental-leave.html
[2] https://www.entrepreneur.com/article/322441?sf218832957=1
[2] https://www.instagram.com/p/B2NTc9RpVz_/

Top URLs in Tweet in G5:
[2] https://www.linkedin.com/pulse/ai-housing-re-imagining-future-service-delivery-phil-brunkard/
[1] https://twitter.com/i/web/status/1167754050118569984
[1] https://twitter.com/i/web/status/1170360861942263809
[1] https://twitter.com/i/web/status/1168149663423377409
[1] https://interestingengineering.com/how-artificial-intelligence-is-going-to-transform-the-engineers-jobs?utm_content=99716670&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[1] https://twitter.com/i/web/status/1169940155995701257
[1] https://twitter.com/i/web/status/1170728501239898112
[1] https://twitter.com/i/web/status/1162755415047847937
[1] https://twitter.com/i/web/status/1171020388698120194
[1] https://twitter.com/i/web/status/1170942930665783296

Top URLs in Tweet in G6:
[11] https://www.td.org/insights/future-of-work-requires-leaders-who-value-learning-in-the-flow-of-life
[7] https://qz.com/1684803/?utm_content=bufferac1e9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www2.deloitte.com/insights/us/en/focus/technology-and-the-future-of-work/measuring-human-relationships-and-experiences.html?id=us:2sm:3tw:4di_gl:5eng:6di
[5] https://fortune.com/2019/08/18/job-replaced-by-automation-artificial-intelligence-ai/
[5] https://qz.com/work/1683200/men-and-women-experience-similar-rates-of-ageism-at-work/?utm_content=bufferd1dd8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209094
[4] https://sloanreview.mit.edu/article/what-does-an-ai-ethicist-do/
[4] https://www.mckinsey.com/business-functions/organization/our-insights/the-organization-blog/an-agile-hr-leads-to-happier-employees
[4] https://hbr.org/2019/08/181-top-ceos-have-realized-companies-need-a-purpose-beyond-profit
[3] https://www.linkedin.com/pulse/what-employee-experience-conceptual-definition-elif-ku%C5%9F-saillard/

Top URLs in Tweet in G7:
[10] https://www.theatlantic.com/ideas/archive/2019/09/artificial-intelligence-will-make-your-job-even-harder/597625/
[5] https://t.co/tTBRdzEvIf
[1] https://twitter.com/i/web/status/1171200369164247041
[1] https://twitter.com/i/web/status/1170837978605858816
[1] https://twitter.com/i/web/status/1170669783588773888
[1] https://twitter.com/i/web/status/1171016558111535104
[1] https://twitter.com/i/web/status/1156630606014345217
[1] https://twitter.com/i/web/status/1171122957952983040
[1] https://twitter.com/i/web/status/1171032635201785856
[1] https://twitter.com/i/web/status/1171103478023958529

Top URLs in Tweet in G8:
[11] https://oe.cd/skills-learning
[1] https://twitter.com/i/web/status/1093058655820435456
[1] https://twitter.com/i/web/status/1102470617251676161
[1] https://twitter.com/i/web/status/1105371402562166785
[1] https://twitter.com/i/web/status/1139057388764520448
[1] https://twitter.com/i/web/status/1089787790051762176
[1] https://twitter.com/i/web/status/1163700428560838661
[1] https://twitter.com/i/web/status/1170947469271846912
[1] https://twitter.com/i/web/status/1171038782231056384
[1] https://futureofwork.oecd.org/our-priorities/skills-learning

Top URLs in Tweet in G9:
[5] https://www.forbes.com/sites/stradaeducationnetwork/2019/09/07/as-students-head-to-college-this-fall-theyre-really-headed-to-career/
[3] http://www.ocregister.com/this-week-construction-beige-book-nonfarm-payrolls
[3] https://ppuglobe.com/2019/09/pressure-to-find-future-jobs-bears-down-on-students/
[2] https://www.bloomberg.com/news/articles/2019-09-04/america-s-fastest-growing-jobs-pay-about-24-000-annually
[2] https://www.tribstar.com/news/business_news/morton-j-marcus-jobs-of-the-future/article_22d4fdf2-ce4a-11e9-8f70-3b2f2c3ee628.html
[2] https://www.forbes.com/sites/soulaimagourani/2019/09/04/will-your-skill-set-be-relevant-in-the-future/
[2] https://time.com/5671003/what-the-xenophobic-violence-gripping-south-africa-means-for-future-of-country/
[2] https://www.colorado.edu/today/2019/09/06/looking-job-benefits-working-campus
[2] https://nj1015.com/good-jobs-in-nj-that-dont-require-a-college-degree/
[2] https://insights.dice.com/2019/09/05/vr-ar-job-interviews-part-your-future/

Top URLs in Tweet in G10:
[11] https://www.youtube.com/watch?v=USjpua1d6H8&feature=youtu.be

[3] https://hbr.org/2019/08/every-computer-science-degree-should-require-a-course-in-cybersecurity
[3] https://deloitte.wsj.com/cfo/2019/06/24/creating-value-from-the-alternative-workforce/?id=us:2em:3na:cfoi:awa:cfo:082219&sfid=7011O000001xmHdQAI
[3] https://hbr.org/2019/09/its-time-for-a-c-level-role-dedicated-to-reskilling-workers?_lrsc=7bd9802a-7ccb-4a99-b82a-78c3017bafca
[2] https://connectedworld.com/americas-infrastructure-gridlock/
[2] https://constructech.com/tech-finder/
[2] https://www.joshinishad.blog/2019/08/august-2019-vol-4-10-important.html
[2] http://out.faveeo.com/?url=https://www.techrepublic.com/article/why-manufacturing-companies-need-to-up-their-cybersecurity-game/&vertical=future-of-work&lang=en&family=en
[2] https://dashbouquet.com/blog/artificial-intelligence/top-5-tech-issues-in-2019
[2] https://www.weforum.org/platforms/shaping-the-future-of-cybersecurity-and-digital-trust

Top Domains
Top Domains in Tweet in Entire Graph:
[1204] twitter.com
[106] forbes.com
[84] faveeo.com
[58] linkedin.com
[46] passle.net
[42] paper.li
[29] dy.si
[28] theatlantic.com
[27] nodexlgraphgallery.org
[26] dashbouquet.com

Top Domains in Tweet in G1:
[116] twitter.com
[22] nodexlgraphgallery.org
[13] 247reactionpower.com
[11] forbes.com
[6] faveeo.com
[6] aibusiness.com
[5] t.co
[3] dashbouquet.com
[3] constructech.com
[2] weforum.org

Top Domains in Tweet in G2:
[128] twitter.com
[46] passle.net
[36] forbes.com
[21] dashbouquet.com
[20] co.uk
[18] cognilytica.com
[16] bbntimes.com
[15] theatlantic.com
[12] thefinancialbrand.com
[10] inc.com

Top Domains in Tweet in G3:
[289] twitter.com
[12] linkedin.com
[9] paper.li
[7] forbes.com
[5] google.com
[3] careerkarma.com
[3] careerarc.com
[3] twinybots.ch
[3] nytimes.com
[3] entrepreneur.com

Top Domains in Tweet in G4:
[224] twitter.com
[19] forbes.com
[13] empowerwomen.org
[11] faveeo.com
[10] futuristspeaker.com
[10] dy.si
[9] linkedin.com
[8] careerarc.com
[7] cognizant.com
[7] sullivanstanley.com

Top Domains in Tweet in G5:
[10] twitter.com
[2] linkedin.com
[1] interestingengineering.com
[1] co.uk
[1] forbes.com

Top Domains in Tweet in G6:
[42] twitter.com
[15] linkedin.com
[13] qz.com
[12] td.org
[9] deloitte.com
[8] dy.si
[7] forbes.com
[7] talentculture.com
[6] mit.edu
[5] fortune.com

Top Domains in Tweet in G7:
[14] twitter.com
[10] theatlantic.com
[6] t.co
[1] crimsoneducation.org
[1] lesechos.fr

Top Domains in Tweet in G8:
[11] oe.cd
[10] twitter.com
[1] oecd.org

Top Domains in Tweet in G9:
[46] twitter.com
[10] forbes.com
[3] ocregister.com
[3] ppuglobe.com
[2] bloomberg.com
[2] tribstar.com
[2] cnbc.com
[2] time.com
[2] colorado.edu
[2] nj1015.com

Top Domains in Tweet in G10:
[17] twitter.com
[11] youtube.com
[6] constructech.com
[6] hbr.org
[3] wsj.com
[2] connectedworld.com
[2] joshinishad.blog
[2] faveeo.com
[2] dashbouquet.com
[2] weforum.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2920] futureofwork
[1764] ai
[917] iot
[465] innovation
[448] vr
[377] robotics
[362] machinelearning
[361] tech
[351] artificialintelligence
[350] augmentedreality



Top Hashtags in Tweet in G1:
[688] ai
[656] futureofwork
[393] iot
[197] 5g
[163] tech
[162] innovation
[157] robotics
[142] drones
[136] drone
[132] machinelearning

Top Hashtags in Tweet in G2:
[607] ai
[568] futureofwork
[165] artificialintelligence
[159] iot
[147] robotics
[134] machinelearning
[133] robots
[126] fintech
[121] automation
[106] ml

Top Hashtags in Tweet in G3:
[186] futureofwork
[31] ai
[16] hr
[15] leadership
[13] digitaltransformation
[13] tech
[12] innovation
[7] iota
[7] business
[7] technology

Top Hashtags in Tweet in G4:
[323] futureofwork
[92] ai
[41] automation
[36] hr
[35] iot
[31] robotics
[27] tech
[20] robots
[19] jobs
[18] globalgoals

Top Hashtags in Tweet in G5:
[254] futureofwork
[235] vr
[230] virtualreality
[230] augmentedreality
[206] iot
[63] ai
[41] ar
[36] mr
[10] artificialintelligence
[10] 5g

Top Hashtags in Tweet in G6:
[117] futureofwork
[38] hr
[30] ai
[29] leadership
[21] hrtech
[17] automation
[13] worktrends
[11] peopleanalytics
[9] pafow
[9] employeeexperience

Top Hashtags in Tweet in G7:
[116] ai
[69] futureofwork
[62] iot
[60] artificialintelligence
[50] innovation
[49] 5g
[47] drones
[47] tech
[47] drone
[47] ml

Top Hashtags in Tweet in G8:
[88] futureofwork
[79] innovation
[72] data
[23] digitaltransformation
[21] skills
[15] smartdata
[14] regtech
[12] network
[12] fund
[12] fintech

Top Hashtags in Tweet in G9:
[83] futureofwork
[53] jobsoffuture
[8] pbl
[6] team
[5] cwssummit
[5] fow
[5] leaders
[5] tech
[3] business
[3] gignow

Top Hashtags in Tweet in G10:
[30] futureofwork
[24] ai
[18] construction
[13] cybersecurity
[11] iot
[10] machinelearning
[9] artificialintelligence
[9] robotics
[9] corpgov
[8] leadership

Top Words
Top Words in Tweet in Entire Graph:
[3497] Words in Sentiment List#1: Positive
[958] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[97376] Non-categorized Words
[101831] Total Words
[2919] #futureofwork
[2345] gt
[1764] #ai
[917] #iot
[872] mikequindazzi

Top Words in Tweet in G1:
[1574] gt
[688] #ai
[656] #futureofwork
[610] mikequindazzi
[393] #iot
[254] haroldsinnott
[197] #5g
[173] wef
[163] #tech
[162] #innovation

Top Words in Tweet in G2:
[607] #ai
[568] #futureofwork
[424] gt
[165] #artificialintelligence
[159] #iot
[147] #robotics
[134] #machinelearning
[133] #robots
[126] #fintech
[125] mikequindazzi

Top Words in Tweet in G3:
[185] #futureofwork
[49] gt
[46] attract
[37] work
[35] future
[31] #ai
[30] more
[28] skills
[24] out
[24] employee

Top Words in Tweet in G4:
[323] #futureofwork
[232] gt
[92] #ai
[88] work
[61] job
[56] new
[54] mikequindazzi
[53] more
[53] future
[51] people

Top Words in Tweet in G5:
[254] #futureofwork
[235] #vr
[230] #virtualreality
[230] #augmentedreality
[227] paula_piccard
[206] #iot
[194] ui
[194] transfer
[194] data
[194] hand

Top Words in Tweet in G6:
[117] #futureofwork
[39] work
[38] #hr
[30] #ai
[29] #leadership
[28] future
[24] new
[22] david_green_uk
[21] #hrtech
[19] hrcurator

Top Words in Tweet in G7:
[116] #ai
[69] #futureofwork
[62] #iot
[60] #artificialintelligence
[50] #innovation
[49] #5g
[48] mikequindazzi
[47] #drones
[47] stay
[47] skies

Top Words in Tweet in G8:
[91] ume_kyd
[88] #futureofwork
[79] #innovation
[72] #data
[64] find
[54] way
[53] change
[51] look
[49] compass
[48] analyse

Top Words in Tweet in G9:
[83] #futureofwork
[53] #jobsoffuture
[39] future
[30] jobs
[22] students
[20] jacobm
[14] people
[13] report
[12] forbes
[12] week

Top Words in Tweet in G10:
[30] #futureofwork
[24] #ai
[18] #construction
[13] #cybersecurity
[13] gt
[11] #iot
[10] #machinelearning
[9] #artificialintelligence
[9] #robotics
[9] harvardbiz

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1532] gt,gt
[376] #ai,#futureofwork
[349] mikequindazzi,gt
[265] ui,transfer
[265] transfer,data
[265] data,hand
[265] hand,gesture
[265] gesture,#virtualreality
[265] #iot,#vr
[265] #vr,#augmentedreality

Top Word Pairs in Tweet in G1:
[1038] gt,gt
[242] mikequindazzi,gt
[180] #ai,#futureofwork
[166] wef,mikequindazzi
[142] #ai,#iot
[139] gt,wef
[132] #futureofwork,#innovation
[131] #iot,#5g
[130] #drones,stay
[130] stay,skies

Top Word Pairs in Tweet in G2:
[275] gt,gt
[73] #ai,#futureofwork
[61] #ml,#dl
[60] mikequindazzi,gt
[57] passle,timothy_hughes
[56] #ai,#machinelearning
[55] #futureofwork,#economy
[54] global,population
[54] population,distributed
[54] distributed,around

Top Word Pairs in Tweet in G3:
[32] gt,gt
[16] attract,retain
[16] future,work
[15] attract,continually
[15] continually,attract
[15] attract,attract
[15] retain,out
[15] out,explore
[15] explore,compelling
[15] compelling,employee

Top Word Pairs in Tweet in G4:
[152] gt,gt
[35] mikequindazzi,gt
[20] gt,wef
[20] wef,mikequindazzi
[18] childhood,educators
[18] educators,bakers
[18] bakers,job
[18] job,job
[18] job,purpose
[18] purpose,contribute

Top Word Pairs in Tweet in G5:
[194] ui,transfer
[194] transfer,data
[194] data,hand
[194] hand,gesture
[194] gesture,#virtualreality
[194] #virtualreality,fujitsu_global
[194] #iot,#vr
[194] #vr,#augmentedreality
[193] fujitsu_global,#iot
[192] #augmentedreality,#futureofwork

Top Word Pairs in Tweet in G6:
[14] future,work
[12] #worktrends,#futureofwork
[11] #hrtech,#futureofwork
[11] #futureofwork,requires
[11] requires,leaders
[11] leaders,value
[11] value,learning
[11] learning,flow
[11] flow,life
[11] life,#leadership

Top Word Pairs in Tweet in G7:
[48] #ai,#futureofwork
[48] #futureofwork,#innovation
[47] #drones,stay
[47] stay,skies
[47] skies,cnet
[47] cnet,#tech
[47] #tech,#drone
[47] #drone,#ai
[47] #innovation,#iot
[47] #iot,#5g

Top Word Pairs in Tweet in G8:
[49] find,compass
[49] compass,#innovation
[49] #innovation,change
[49] change,way
[49] way,look
[49] look,#futureofwork
[48] ume_kyd,find
[48] #futureofwork,analyse
[48] analyse,#data
[48] #data,search

Top Word Pairs in Tweet in G9:
[49] #jobsoffuture,#futureofwork
[9] forbes,#jobsoffuture
[8] jobs,report
[8] #pbl,creates
[8] creates,situations
[8] situations,students
[8] students,continually
[8] continually,flex
[8] flex,skills
[8] skills,deliver

Top Word Pairs in Tweet in G10:
[8] #corpgov,#ceo
[8] #ceo,#cfo
[7] #robotics,#futureofwork
[6] #iot,#ai
[6] thousands,years
[5] #construction,#iot
[5] robot,laborer
[5] laborer,risky
[5] risky,tiring
[5] tiring,work

Top Replied-To
Top Replied-To in Entire Graph:
@exchangeseva
@aghiathchbib
@forbes
@newsography1
@jackparsons_ceo
@mariagutim
@cryptolawrev
@redthreadre
@verbtech_co
@michael_tessler

Top Replied-To in G1:
@aghiathchbib

Top Replied-To in G2:
@mcinnovative
@guzmand

Top Replied-To in G3:
@thoughtwire

Top Replied-To in G4:
@samcaucci
@2morrowknight
@forbes
@cnbc
@meggiepalmer

Top Replied-To in G6:
@exchangeseva
@redthreadre
@meghanmbiro

Top Replied-To in G9:
@atd
@forbes
@virgin
@weareams

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@paula_piccard
@haroldsinnott
@fujitsu_global
@wef
@cnet
@evankirstel
@mvollmer1
@alvinfoo

Top Mentioned in G1:
@mikequindazzi
@haroldsinnott
@wef
@cnet
@evankirstel
@ravikikan
@ac
@paula_piccard
@dalecarnegie

Top Mentioned in G2:
@mvollmer1
@alvinfoo
@haroldsinnott
@mikequindazzi
@timothy_hughes
@wef
@spirosmargaris
@frronconi
@andi_staub
@guzmand

Top Mentioned in G3:
@everlearntweets
@lutz_marcel_
@dchou1107
@saracoene
@rujobsclub
@hirthbettina
@future_shipping
@onyianyado777
@gocoach_
@thoughtwire

Top Mentioned in G4:
@mercer
@forbes
@ungeneva
@2morrowknight
@mikequindazzi
@hackinghr
@hacking_hr
@empower_women
@thomasfrey
@qdooz

Top Mentioned in G5:
@paula_piccard
@fujitsu_global
@haroldsinnott
@scasolutions
@evankirstel
@thinkers360
@julez_norton
@mikequindazzi
@wef
@mvollmer1

Top Mentioned in G6:
@david_green_uk
@hrcurator
@meghanmbiro
@akwyz
@deloitteinsight
@martinhoyes
@qz
@manpowergroup
@wswmuc
@swaminathanlaks

Top Mentioned in G7:
@ronald_vanloon
@scasolutions
@haroldsinnott
@mvollmer1
@futurism
@nigewillson
@claudiomkd
@harbrimah
@paula_piccard
@fujitsu_global

Top Mentioned in G8:
@ume_kyd
@oecd
@amandajnolen
@ocdeenespanol
@paula_piccard
@evankirstel
@worldskills
@edu_employers
@mvollmer1
@fujitsu_global

Top Mentioned in G9:
@jacobm
@getting_smart
@cherylcran
@jobsoffuture2
@cwssummit
@e_residents
@carlsmith_ey
@atd
@nextmapping
@siagige

Top Mentioned in G10:
@harvardbiz
@constructechmag
@mpborman
@wisdomplexus
@constructechtv
@uschamber
@mikequindazzi
@cfojournal
@deloittecfo
@guzmand

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@arkangelscrap
@sectest9
@cowboyscifibot
@piyuanker12
@sahelhkj
@nosqldigest
@charlesfrize
@annemariayritys
@rjber15

Top Tweeters in G1:
@jornalistavitor
@nosqldigest
@deejayiwan
@evankirstel
@chidambara09
@itknowingness
@dynamicfrize
@billnigh
@canisgallicus
@lelkan

Top Tweeters in G2:
@arkangelscrap
@charlesfrize
@annemariayritys
@edwardcalame
@fintechna
@mulher_noticia
@timesofindia
@swissbusiness
@calcaware
@richsimmondsza

Top Tweeters in G3:
@data_nerd
@freshsalis
@frelancewkguide
@ianmcalvert
@futureworldcen
@topmostshop
@seni_bl
@dchou1107
@jobhopjulie
@zenzolusengo

Top Tweeters in G4:
@sectest9
@startupsbot
@yordivp
@walmart
@telegraph
@cnbc
@mercnews
@anil7kishan
@ijasonwu
@forbes

Top Tweeters in G5:
@adnanserpen
@uamuzik
@julienramauge
@ricardo_ik_ahau
@lesguer_lionel
@bridges2italy
@msicefan
@talentosprecato
@kanezadiane
@paula_piccard

Top Tweeters in G6:
@stefan_laurell
@amazingchevvolt
@nytimes
@onang_pribadi
@andrewmorrisuk
@meghanmbiro
@stfuimtweetn0_o
@truthdrivenlife
@talentculture
@pavanvoice

Top Tweeters in G7:
@planetmstudios
@wordfinga
@enrirosasdiaz
@sleimanskaf
@yourwinner
@annek993
@edrc30
@ccprakay
@imam_a_siddique
@elijahuwas

Top Tweeters in G8:
@artesaniaen
@hasscho
@therezafontoura
@zephyorg
@pitpi4
@kikichen1014
@ciangaia
@ene3112
@monster636ninja
@milaniolivera

Top Tweeters in G9:
@cowboyscifibot
@bar_zie
@virgin
@lightifyco1
@jacobm
@kateszumanski
@upwork
@getting_smart
@migueluis
@charleshgreen

Top Tweeters in G10:
@gamergeeknews
@cybersec_feeds
@wired
@billmew
@ross_quintana
@harvardbiz
@excellencia_ltd
@rockinfreelance
@uschamber
@mpborman


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