futureofwork , Twitter, 12/2/2019 4:39:40 AM, 217821


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futureofwork _2019-12-01_19-25-04.xlsx
futureofwork _2019-12-01_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/2RbQrQK
@jeremy972i
@wef
@mikequindazzi
@haroldsinnott
@citrix
@futureof_work
@getremotify
@automeme
@chidambara09
@mvollmer1

Top hashtags:
#futureofwork
#ai
#iot
#digitaltransformation
#robotics
#automation
#tech

Description:
Description
The graph represents a network of 3,245 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 December 2019 at 03:26 UTC.

The requested start date was Monday, 02 December 2019 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 2-day, 5-hour, 42-minute period from Friday, 29 November 2019 at 07:36 UTC to Sunday, 01 December 2019 at 13:19 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 : 3245
Unique Edges : 6245
Edges With Duplicates : 3578
Total Edges : 9823
Number of Edge Types : 3
Mentions : 8496
Tweet : 1266
Replies to : 61
Self-Loops : 1266
Reciprocated Vertex Pair Ratio : 0.0185969156335047
Reciprocated Edge Ratio : 0.0365147691850972
Connected Components : 540
Single-Vertex Connected Components : 296
Maximum Vertices in a Connected Component : 2138
Maximum Edges in a Connected Component : 8432
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.093042
Graph Density : 0.000639986776583153
Modularity : 0.493037
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,245 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 December 2019 at 03:26 UTC.

The requested start date was Monday, 02 December 2019 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 2-day, 5-hour, 42-minute period from Friday, 29 November 2019 at 07:36 UTC to Sunday, 01 December 2019 at 13:19 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:
[33] http://www.futuristspeaker.com/
[30] https://www.forbes.com/sites/cognitiveworld/2019/11/27/the-artificial-intelligence-industry-and-global-challenges/#504dee4f3deb
[26] https://fortune.com/2019/11/19/artificial-intelligence-will-obliterate-these-jobs-by-2030/
[21] http://out.faveeo.com/?url=https://www.forbes.com/sites/cognitiveworld/2019/11/27/the-artificial-intelligence-industry-and-global-challenges/&vertical=future-of-work&lang=en&family=en
[21] https://www.cnbc.com/2019/11/27/high-paid-well-educated-white-collar-jobs-heavily-affected-by-ai-new-report.html
[19] https://vimeo.com/366245997?utm_content=buffera39fd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://techcrunch.com/2019/11/28/will-the-future-of-work-be-ethical-founder-perspectives/
[14] https://www.cio.com/article/3251165/taking-machine-learning-to-new-heights-using-docker-containers.html
[14] https://techcrunch.com/2019/11/28/will-the-future-of-work-be-ethical-future-leader-perspectives/
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217416

Top URLs in Tweet in G1:
[29] https://www.forbes.com/sites/cognitiveworld/2019/11/27/the-artificial-intelligence-industry-and-global-challenges/#504dee4f3deb
[20] https://www.cnbc.com/2019/11/27/high-paid-well-educated-white-collar-jobs-heavily-affected-by-ai-new-report.html
[14] http://out.faveeo.com/?url=https://www.forbes.com/sites/cognitiveworld/2019/11/27/the-artificial-intelligence-industry-and-global-challenges/&vertical=future-of-work&lang=en&family=en
[13] https://www.cio.com/article/3251165/taking-machine-learning-to-new-heights-using-docker-containers.html
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=190880
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217416
[11] https://talentculture.com/worktrends-what-hr-transformation-looks-like-at-130-organizations/
[10] https://www.ericsson.com/en/mobility-report/reports/november-2019
[10] https://talentculture.com/worktrends-the-importance-of-second-chances/
[9] https://www.techrepublic.com/article/the-top-technologies-that-enabled-digital-transformation-this-decade/

Top URLs in Tweet in G2:
[16] https://vimeo.com/366245997?utm_content=buffera39fd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://techcrunch.com/2019/11/28/will-the-future-of-work-be-ethical-founder-perspectives/
[10] http://digital-leadership-associates.passle.net/post/102fubl/smart-hirers-use-social-media-and-empowered-employees
[10] https://www.dlaignite.com/is-understanding-social-media-as-fundamental-as-the-3-rs/
[10] https://insights.dice.com/2019/11/29/data-scientists-machine-learning-skills-key-future-jobs/
[8] http://www.dlaignite.com/the-answer-is-digital-now-what-is-the-question
[8] https://techcrunch.com/2019/11/28/will-the-future-of-work-be-ethical-future-leader-perspectives/
[6] https://www.independent.co.uk/independentpremium/artificial-intelligence-justgiving-spotify-machine-learning-business-data-a9222191.html
[5] https://fortune.com/2019/11/19/artificial-intelligence-will-obliterate-these-jobs-by-2030/
[5] https://www.weforum.org/agenda/2016/09/how-long-work-skills-last-depends-on-job/?utm_content=buffere7549&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[4] https://twinybots.ch/
[3] -
[3] http://www.mediabistro.com/
[2] http://www.visualcapitalist.com/investing-mega
[2] https://www2.deloitte.com/us/en/insights/focus/human-capital-trends/2018/ai-robotics-intelligent-machines.html
[2] https://techcrunch.com/2019/11/28/will-the-future-of-work-be-ethical-future-leader-perspectives/
[2] https://www.peoplematters.in/article/futureofwork/transformational-change-and-the-future-of-hr-ihrp-and-cipd-think-tank-23864?utm_campaign=MSI%20Social&utm_content=106349925&utm_medium=social&utm_source=twitter&hss_channel=tw-22268409
[2] https://bizedge.co.nz/story/gartner-top-digital-experience-trends-for-2020?utm_campaign=Curated
[2] Content
[2] 5

Top URLs in Tweet in G4:
[10] https://us17.campaign-archive.com/?u=347cae5a755118b839358a1a5&id=39d990438b
[8] https://sloanreview.mit.edu/article/employee-emotions-arent-noise-theyre-data/
[6] https://www.hrtechnologynews.com/leadership/profiles/top-hr-influencers-to-follow-in-2020/193188
[4] https://www.weforum.org/agenda/2019/11/how-artificial-intelligence-is-redefining-the-role-of-manager/
[4] https://www.marketwatch.com/story/why-the-workplace-of-the-future-must-include-older-workers-2019-11-14?mod=mw_share_twitter
[4] https://corporate-rebels.com/haier-model-forum/
[4] https://www.forbes.com/sites/forbeshumanresourcescouncil/2019/10/16/the-evolving-role-of-hr-in-a-gig-economy/
[3] https://www.insidehr.com.au/reskilling-employees-future-work/
[3] https://itsinfographics.com/7-ways-the-cloud-can-help-your-business-save-money/
[2] https://www.inc.com/ryan-jenkins/this-is-most-in-demand-skill-of-future.html

Top URLs in Tweet in G5:
[20] https://fortune.com/2019/11/19/artificial-intelligence-will-obliterate-these-jobs-by-2030/
[6] https://sloanreview.mit.edu/article/leadership-mindsets-for-the-new-economy/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[6] https://marketbrief.edweek.org/market-trends/future-work-will-heap-pressure-k-12-companies/?cmp=soc-tw-shr-mktbf
[5] https://www.linkedin.com/pulse/wait-what-how-digital-distraction-killing-your-tamara-mccleary/
[5] https://thriveglobal.com/stories/how-to-make-the-future-of-work-exist-today-employees-change/
[4] http://www.brinknews.com/people-not-technology-will-drive-the-success-of-chinas-greater-bay-area/?sf222599002=1
[4] https://www.forbes.com/sites/falonfatemi/2019/11/27/how-to-future-proof-yourself-against-ai/#6acd98567b07
[2] https://twitter.com/HaroldSinnott/status/1200897410291175426
[2] https://www.fastcompany.com/90432588/new-study-better-educated-workers-will-be-most-affected-by-ai
[2] https://www.peoplematters.in/article/futureofwork/transformational-change-and-the-future-of-hr-ihrp-and-cipd-think-tank-23864?utm_campaign=MSI%20Social&utm_content=106349925&utm_medium=social&utm_source=twitter&hss_channel=tw-22268409

Top URLs in Tweet in G6:
[10] https://www.feps-europe.eu/attachments/publications/platformisation%20of%20work%20report%20-%20highlights.pdf
[4] http://www.ilo.org/actrav/info/international-journal-labour-research/WCMS_731147/lang--en/index.htm?shared_from=shr-tls
[3] https://www.ft.com/content/d7dbbe0c-d30e-11e9-8d46-8def889b4137
[3] https://twitter.com/ADAPT_EOSH/status/1200356993803915264
[1] https://medium.com/blockchain-and-the-distributed-workforce/crafting-sustainable-work-ecosystems-343d24d52c4f?_branch_match_id=link-729641583041644674
[1] https://medium.com/blockchain-and-the-distributed-workforce/imagining-blockwork-a-blockchain-enabled-upwork-ddaea93b13c4
[1] https://twitter.com/i/web/status/1200368692133011458
[1] https://twitter.com/i/web/status/1200381670643380230
[1] https://twitter.com/i/web/status/1200378572738846721
[1] https://twitter.com/i/web/status/1200389588067475457

Top URLs in Tweet in G7:
[1] https://www.linkedin.com/slink?code=f6_DDpE
[1] https://www.linkedin.com/slink?code=fcUhDex
[1] https://www.linkedin.com/slink?code=faER5Wx
[1] https://www.linkedin.com/slink?code=fqPU7jh
[1] https://twitter.com/i/web/status/1200323625104093184
[1] https://twitter.com/i/web/status/1200082924726607874
[1] https://twitter.com/i/web/status/1200454623464689665
[1] https://twitter.com/i/web/status/1198523138201526272
[1] https://www.cnbc.com/2019/11/27/high-paid-well-educated-white-collar-jobs-heavily-affected-by-ai-new-report.html
[1] https://fortune.com/2019/11/19/artificial-intelligence-will-obliterate-these-jobs-by-2030/

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1200368710021611520
[1] https://twitter.com/i/web/status/1200372833869688832
[1] https://twitter.com/i/web/status/1200392657811361792
[1] https://twitter.com/i/web/status/1200034637587763201
[1] https://twitter.com/i/web/status/1200395768055525376

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1200361761502834688
[1] https://twitter.com/i/web/status/1200365740475465728
[1] https://twitter.com/i/web/status/1152841062513352706

Top URLs in Tweet in G10:
[4] Line
[4] of
[4] Service.CFoW
[3] https://www.forbes.com/sites/gilpress/2019/11/22/top-artificial-intelligence-ai-predictions-for-2020-from-idc-and-forrester/#3424c9c315a1
[2] https://event.on24.com/wcc/r/2134801/B82637CEB68D227CE7AF5D28DCB8F86A?sf112941817=1
[2] https://event.on24.com/wcc/r/2134801/B82637CEB68D227CE7AF5D28DCB8F86A?sf112853010=1
[2] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&sf112853006=1&eventid=2134801&sessionid=1&key=B82637CEB68D227CE7AF5D28DCB8F86A®Tag=&sourcepage=register
[2] https://www.cognizant.com/futureofwork/whitepaper/from-to-everything-to-know-about-future-of-work?utm_source=organic_twitter&utm_medium=social&utm_campaign=NA&utm_term=na&utm_content=No
[2] DP.Leadership.cFoW&sf106151853=1
[2] https://www.cognizant.com/futureofwork/?cid=sf111959513

Top Domains
Top Domains in Tweet in Entire Graph:
[1055] twitter.com
[89] forbes.com
[88] faveeo.com
[81] linkedin.com
[57] talentculture.com
[52] nodexlgraphgallery.org
[45] techcrunch.com
[41] constructech.com
[39] ampproject.org
[39] paper.li

Top Domains in Tweet in G1:
[249] twitter.com
[72] faveeo.com
[57] talentculture.com
[50] forbes.com
[45] nodexlgraphgallery.org
[38] constructech.com
[20] cnbc.com
[18] inc.com
[16] cio.com
[14] ow.ly

Top Domains in Tweet in G2:
[77] twitter.com
[28] passle.net
[27] techcrunch.com
[20] dlaignite.com
[18] vimeo.com
[11] karlsmith.info
[10] dice.com
[6] co.uk
[5] fortune.com
[5] faveeo.com

Top Domains in Tweet in G3:
[243] twitter.com
[16] linkedin.com
[11] paper.li
[6] forbes.com
[5] techcrunch.com
[5] careerarc.com
[4] co.uk
[4] twinybots.ch
[4] postbulletin.com
[4] norwalkreflector.com

Top Domains in Tweet in G4:
[101] twitter.com
[16] dy.si
[11] mercer.com
[10] campaign-archive.com
[8] forbes.com
[8] mit.edu
[6] corporate-rebels.com
[6] hrtechnologynews.com
[5] weforum.org
[4] marketwatch.com

Top Domains in Tweet in G5:
[20] fortune.com
[13] twitter.com
[7] forbes.com
[6] mit.edu
[6] edweek.org
[5] linkedin.com
[5] thriveglobal.com
[4] brinknews.com
[2] nodexlgraphgallery.org
[2] fastcompany.com

Top Domains in Tweet in G6:
[23] twitter.com
[10] feps-europe.eu
[4] ilo.org
[3] ft.com
[2] medium.com
[2] faveeo.com
[1] brookings.edu
[1] oecd.org
[1] oe.cd

Top Domains in Tweet in G7:
[4] linkedin.com
[4] twitter.com
[1] cnbc.com
[1] fortune.com

Top Domains in Tweet in G8:
[5] twitter.com

Top Domains in Tweet in G9:
[3] twitter.com

Top Domains in Tweet in G10:
[18] twitter.com
[9] cognizant.com
[7] on24.com
[4] linkedin.com
[3] forbes.com
[3] oecd.org
[2] forcemultipliersteveardire.com
[1] entm.ag

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2792] futureofwork
[1631] ai
[591] iot
[503] digitaltransformation
[495] robotics
[457] automation
[322] tech
[314] artificialintelligence
[283] hr
[261] iiot



Top Hashtags in Tweet in G1:
[930] futureofwork
[806] ai
[314] iot
[281] digitaltransformation
[230] automation
[213] robotics
[212] tech
[178] artificialintelligence
[137] bigdata
[132] startups

Top Hashtags in Tweet in G2:
[437] futureofwork
[408] ai
[157] robotics
[110] automation
[107] digitaltransformation
[105] iot
[91] fintech
[80] iiot
[63] artificialintelligence
[62] mixedreality

Top Hashtags in Tweet in G3:
[201] futureofwork
[35] jobsoffuture
[31] hr
[28] ai
[15] jobs
[11] tech
[10] digitaltransformation
[9] vr
[9] ar
[8] cloud

Top Hashtags in Tweet in G4:
[198] futureofwork
[84] ai
[63] hr
[35] robotics
[32] automation
[30] iot
[20] robots
[19] architectingthefuture
[19] 4ir
[17] iiot

Top Hashtags in Tweet in G5:
[110] futureofwork
[81] iot
[80] ai
[57] ar
[53] augmentedreality
[52] tech
[51] vr
[40] mr
[40] wearables
[40] wearabletech

Top Hashtags in Tweet in G6:
[96] futureofwork
[69] gtl2019
[11] crowdwork
[8] 10minutestogo
[7] jobpolarisation
[4] gigeconomy
[4] pensionsystems
[4] adapt
[4] ohs
[4] thefutureofwork

Top Hashtags in Tweet in G7:
[40] ai
[33] futureofwork
[20] artificialintelligence
[20] blackfriday
[20] thanksgiving
[20] retailtech
[19] autonomousvehicles
[18] machine
[16] selfdriving
[16] china

Top Hashtags in Tweet in G8:
[9] ai
[8] futureofwork
[7] iot
[7] robotics
[6] ml
[6] bigdata
[6] cloud
[6] bioinformatics
[6] programmer
[3] dl

Top Hashtags in Tweet in G9:
[55] futureofwork
[34] ai
[28] iiot
[27] robotics
[27] security
[27] cybersecurity
[19] dreamforce19
[19] df19
[19] technativetv
[5] iot

Top Hashtags in Tweet in G10:
[60] futureofwork
[20] ai
[10] iot
[3] digital
[3] 幼児教育
[2] 5g
[2] edgecomputing
[2] robotics
[2] interactive
[2] ar

Top Words
Top Words in Tweet in Entire Graph:
[3690] Words in Sentiment List#1: Positive
[993] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[93540] Non-categorized Words
[98225] Total Words
[2978] gt
[2792] #futureofwork
[1630] #ai
[915] mikequindazzi
[591] #iot

Top Words in Tweet in G1:
[2430] gt
[930] #futureofwork
[806] #ai
[746] mikequindazzi
[314] #iot
[281] #digitaltransformation
[266] wef
[230] #tech
[230] #automation
[213] #robotics

Top Words in Tweet in G2:
[437] #futureofwork
[408] #ai
[245] gt
[177] enricomolinari
[157] #robotics
[121] wef
[110] #automation
[107] #digitaltransformation
[105] #iot
[104] 10

Top Words in Tweet in G3:
[201] #futureofwork
[84] future
[65] work
[35] #jobsoffuture
[31] #hr
[30] more
[29] jobs
[27] #ai
[24] job
[19] 10

Top Words in Tweet in G4:
[198] #futureofwork
[125] gt
[84] #ai
[63] #hr
[56] hrcurator
[38] mikequindazzi
[35] learn
[35] #robotics
[32] #automation
[31] mercer

Top Words in Tweet in G5:
[142] gt
[110] #futureofwork
[81] haroldsinnott
[81] #iot
[80] #ai
[57] #ar
[53] #augmentedreality
[52] world
[52] #tech
[51] #vr

Top Words in Tweet in G6:
[96] #futureofwork
[69] #gtl2019
[57] adaptland
[42] feps_europe
[31] wecglobal
[31] annemariemuntz
[31] together
[27] building
[25] more
[21] federico_butera

Top Words in Tweet in G7:
[40] #ai
[33] #futureofwork
[22] people
[22] nowthisnews
[21] ganeshatkale
[21] ronald_vanloon
[20] #artificialintelligence
[20] taking
[20] holiday
[20] loans

Top Words in Tweet in G8:
[50] angelicagallegs
[50] yukarikingdom18
[50] mhall55nine
[50] eoff_sylvia
[50] montynishimura
[50] bperrionni
[50] semicvet50
[50] brindusab1
[47] ritacobix
[47] arnabch01

Top Words in Tweet in G9:
[55] #futureofwork
[34] #ai
[28] #iiot
[27] #robotics
[27] #security
[27] #cybersecurity
[26] happens
[26] factories
[24] tomorrow
[24] longer

Top Words in Tweet in G10:
[60] #futureofwork
[24] oecd
[20] #ai
[14] better
[14] prepare
[14] stay
[13] one
[13] thing
[13] students
[13] vote

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1941] gt,gt
[438] mikequindazzi,gt
[194] #iiot,#ai
[167] gt,#ai
[157] #robotics,#futureofwork
[155] #security,#cybersecurity
[153] #futureofwork,#iiot
[153] #ai,#security
[152] #cybersecurity,happens
[151] happens,factories

Top Word Pairs in Tweet in G1:
[1596] gt,gt
[347] mikequindazzi,gt
[125] gt,#ai
[90] #iiot,#ai
[88] top,100
[84] projected,economic
[84] economic,value
[84] value,#digitaltransformation
[84] #digitaltransformation,top
[84] 100,trillion

Top Word Pairs in Tweet in G2:
[158] gt,gt
[60] #iiot,#ai
[58] #robotics,#futureofwork
[58] #futureofwork,#iiot
[58] #ai,#security
[58] #security,#cybersecurity
[57] #cybersecurity,happens
[56] happens,factories
[52] #fintech,#futureofwork
[52] worklink,scopear

Top Word Pairs in Tweet in G3:
[35] #jobsoffuture,#futureofwork
[29] future,work
[9] #futureofwork,#hr
[8] #ar,#vr
[7] gt,gt
[6] prepare,#futureofwork
[6] hrconfes,haroldsinnott
[6] haroldsinnott,way
[6] way,control
[6] control,#augmentedreality

Top Word Pairs in Tweet in G4:
[82] gt,gt
[26] thx4rt,fr
[26] fr,hrcurator
[17] mikequindazzi,gt
[16] #iiot,#ai
[15] #robotics,#futureofwork
[15] #futureofwork,#iiot
[15] #ai,#security
[15] #security,#cybersecurity
[15] #cybersecurity,happens

Top Word Pairs in Tweet in G5:
[83] gt,gt
[40] way,control
[40] control,#augmentedreality
[40] #augmentedreality,world
[40] world,#ar
[40] #ar,#vr
[40] #vr,#mr
[40] #mr,#tech
[40] #tech,#wearables
[40] #wearables,#wearabletech

Top Word Pairs in Tweet in G6:
[39] #futureofwork,adaptland
[31] #futureofwork,together
[27] building,#futureofwork
[21] #gtl2019,#futureofwork
[19] together,thanks
[19] thanks,annemariemuntz
[19] annemariemuntz,wecglobal
[19] wecglobal,long
[19] long,lasting
[19] lasting,cooperation

Top Word Pairs in Tweet in G7:
[20] people,taking
[20] taking,holiday
[20] holiday,loans
[20] loans,shop
[20] shop,#blackfriday
[20] #blackfriday,#thanksgiving
[20] #thanksgiving,many
[20] many,thanks
[20] thanks,nowthisnews
[20] nowthisnews,#retailtech

Top Word Pairs in Tweet in G8:
[50] angelicagallegs,yukarikingdom18
[50] yukarikingdom18,mhall55nine
[50] mhall55nine,eoff_sylvia
[50] eoff_sylvia,montynishimura
[50] montynishimura,bperrionni
[50] bperrionni,semicvet50
[50] semicvet50,brindusab1
[47] brindusab1,ritacobix
[45] arnabch01,angelicagallegs
[6] #futureofwork,#ai

Top Word Pairs in Tweet in G9:
[27] #robotics,#futureofwork
[27] #security,#cybersecurity
[26] #futureofwork,#iiot
[26] #iiot,#ai
[26] #ai,#security
[26] #cybersecurity,happens
[26] happens,factories
[24] factories,tomorrow
[24] tomorrow,longer
[24] longer,need

Top Word Pairs in Tweet in G10:
[13] one,thing
[13] thing,better
[13] better,prepare
[13] prepare,students
[13] students,#futureofwork
[13] #futureofwork,vote
[13] vote,response
[13] response,stay
[12] oecd,one
[12] stay,tuned

Top Replied-To
Top Replied-To in Entire Graph:
@angelicagallegs
@oecd
@inc
@postoff25
@marc_smith
@zannah_du
@chboursin
@kuriharan
@wecruitr_io
@iol

Top Replied-To in G1:
@gucci
@ipfconline1

Top Replied-To in G2:
@postoff25
@nitinramrap
@snishaa2
@yianniseinstein
@scavino45
@vp
@dahl_consult

Top Replied-To in G4:
@inc
@prweek
@iol
@forbes
@ukmercer
@hrcurator

Top Replied-To in G5:
@marc_smith
@worldtrendsinfo
@jblefevre60
@kuriharan
@chboursin

Top Replied-To in G6:
@oecd

Top Replied-To in G8:
@angelicagallegs

Top Replied-To in G9:
@chris_herd

Top Replied-To in G10:
@oecd
@pryon
@chrismayer_wp
@fabiomoioli
@cognizant

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@haroldsinnott
@mvollmer1
@automeme
@frronconi
@enricomolinari
@evankirstel
@antgrasso
@mi

Top Mentioned in G1:
@mikequindazzi
@wef
@mvollmer1
@evankirstel
@mi
@dhinchcliffe
@antgrasso
@haroldsinnott
@citrix
@ravikikan

Top Mentioned in G2:
@wef
@frronconi
@enricomolinari
@automeme
@timothy_hughes
@alvinfoo
@scopear
@mikequindazzi
@futurism
@seeker

Top Mentioned in G3:
@ahmedhany86
@myconversica
@creativesage
@cloud_scale
@jkennedy93
@everlearntweets
@creativexplorer
@chmascarin

Top Mentioned in G4:
@hrcurator
@mercer
@thomas_harrer
@mikequindazzi
@david_green_uk
@wef
@eugenianaser
@faezafaeza32
@xhscitech
@forbes

Top Mentioned in G5:
@haroldsinnott
@tamaramccleary
@mikequindazzi
@paula_piccard
@wef
@mvollmer1
@jblefevre60
@sigchi
@antgrasso
@spirosmargaris

Top Mentioned in G6:
@adaptland
@feps_europe
@wecglobal
@annemariemuntz
@federico_butera
@adapt_bulletin
@ilo
@laszloandoreu
@michetiraboschi

Top Mentioned in G7:
@nowthisnews
@ronald_vanloon
@mvollmer1
@techinsider
@davidpraisekalu
@ganeshatkale
@mikequindazzi
@wef
@marcusborba
@cheddar

Top Mentioned in G8:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@montynishimura
@bperrionni
@semicvet50
@brindusab1
@ritacobix
@arnabch01
@angelicagallegs

Top Mentioned in G9:
@topcybernews
@salesforce
@technative
@wef
@mikequindazzi
@thomas_harrer
@benioff
@themegatrends
@citrix
@inspire__young

Top Mentioned in G10:
@oecd
@cognizant
@oecdeduskills
@oecdtokyo
@benjaminpring
@d
@desmondcfow
@mbahl
@cognizantthink
@mikec_nh

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@huskorkut
@resilient_ent
@united
@marionspekker
@nosqldigest
@edinburghwatch
@monicasloves
@ejlazar

Top Tweeters in G1:
@sectest9
@nosqldigest
@evankirstel
@chidambara09
@pelopez1
@alvinlindsay21
@santchiweb
@business
@ramikantari
@richsimmondsza

Top Tweeters in G2:
@arkangelscrap
@independent
@deejayiwan
@lorimoreno
@startupnws
@abrahamzuniga1
@marialves53
@clairebotai
@davlucia
@fintechna

Top Tweeters in G3:
@andysugs
@freshsalis
@frelancewkguide
@tecnbiz
@futureworldcen
@serve4impact
@creativesage
@grjenkin
@gideon029
@zenzolusengo

Top Tweeters in G4:
@tmobile
@calcaware
@bostonglobe
@iol
@inc
@stfuimtweetn0_o
@femtech_
@pcdnetwork
@nba
@vanalich

Top Tweeters in G5:
@united
@billnigh
@btzmedina
@stefan_laurell
@cftc10
@machinelearnflx
@gvalan
@hamadahamada133
@mjoehlerich
@hannaraptor

Top Tweeters in G6:
@torillo59
@brookingsinst
@pes_poa
@strategie_gouv
@tomdrabowicz
@giuseppeguerin1
@stephanygj
@epietrafesa
@michetiraboschi
@adigital_org

Top Tweeters in G7:
@itknowingness
@diymikes
@nowthisnews
@worldpeace435
@mclynd
@rnaudmeunier
@ccprakay
@th3rd3y331
@ronald_vanloon
@jerome_joffre

Top Tweeters in G8:
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@nieuwemarlean
@mhall55nine
@marienassar_
@jilliemary
@mojobag4u
@codernotesbot

Top Tweeters in G9:
@xhnews
@enriquen
@touchme4youle
@rrhoover
@topcybernews
@iangertler
@spain_eu_dubai
@billaut
@salesforce
@technative

Top Tweeters in G10:
@abosife2010
@realblack212
@analyticaglobal
@zephyorg
@maelysdervenn
@forcemultsteve
@entrepreneur
@ketaronakamura1
@elias_me_em
@prem_k