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futureofwork _2019-09-11_06-11-51.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Description:
Description
The graph represents a network of 3,603 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 Wednesday, 11 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, 17-hour, 52-minute period from Sunday, 08 September 2019 at 06:08 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 : 3603
Unique Edges : 6163
Edges With Duplicates : 2314
Total Edges : 8477
Number of Edge Types : 3
Mentions : 7122
Tweet : 1296
Replies to : 59
Self-Loops : 1296
Reciprocated Vertex Pair Ratio : 0.0176096526985162
Reciprocated Edge Ratio : 0.0346098381669604
Connected Components : 602
Single-Vertex Connected Components : 333
Maximum Vertices in a Connected Component : 2351
Maximum Edges in a Connected Component : 7048
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.213841
Graph Density : 0.000480890515846579
Modularity : 0.562382
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.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/
[17] https://www.bbntimes.com/en/technology/4-challenges-to-artificial-intelligence-adoption-and-their-solutions
[16] https://www.empowerwomen.org/en/community/stories/2019/01/op-ed-women-and-the-future-of-work
[16] https://oe.cd/skills-learning

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/
[7] https://www.forbes.com/sites/forbestechcouncil/2019/08/26/employment-is-acquiring-a-new-definition-through-the-sharing-economy/
[3] https://aibusiness.com/infographic-5-ways-ai-will-changethe-future-work-2018/
[3] https://twitter.com/thekaushalsoni
[2] https://www.emarketer.com/content/global-digital-users-update-2018
[2] https://www.forbes.com/sites/joemckendrick/2019/08/30/ai-fuels-the-rise-of-highly-integrated-superjobs/
[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://engage.bah.com/Article/Redirect/9e705ce4-15d5-4c7f-981d-d51ec873c81b?uc=30185&g=9d0d2630-1b59-4e04-b6ee-cc83b34d7118&f=87522
[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:
[23] https://www.theatlantic.com/ideas/archive/2019/09/artificial-intelligence-will-make-your-job-even-harder/597625/
[22] 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/
[14] https://www.bbntimes.com/en/technology/4-challenges-to-artificial-intelligence-adoption-and-their-solutions
[14] https://thefinancialbrand.com/87926/banking-gen-z-workforce-workplace-future-trends/?smedia-twt-jm
[12] https://www.forbes.com/sites/amitymillhiser/2018/12/06/tech-skills-are-in-demand-but-companies-cant-lose-sight-of-soft-skills/#5b3b6f891c2b
[11] http://digital-leadership-associates.passle.net/post/102fq5m/how-a-ceo-drives-revenue-growth-with-digital-strategy
[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://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] https://play.google.com/music/m/Djq456d3jop4grcy5opd7xxb22e
[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] https://twitter.com/i/web/status/1170585628708233216

Top URLs in Tweet in G4:
[12] https://www.empowerwomen.org/en/community/stories/2019/01/op-ed-women-and-the-future-of-work
[11] 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.td.org/insights/using-ai-to-drive-sales-coaching
[2] https://www.youtube.com/watch?v=USjpua1d6H8&feature=youtu.be


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/1170728501239898112
[1] https://twitter.com/i/web/status/1171020388698120194
[1] https://www.eurasiareview.com/08092019-why-should-you-care-about-ai-used-for-hiring/
[1] https://twitter.com/i/web/status/1170942930665783296
[1] https://www.artemisfutures.co.uk/post/want-your-start-own-business

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://hbr.org/2019/08/181-top-ceos-have-realized-companies-need-a-purpose-beyond-profit
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209094
[4] https://sloanreview.mit.edu/article/what-does-an-ai-ethicist-do/
[3] https://www.mckinsey.com/business-functions/organization/our-insights/the-organization-blog/an-agile-hr-leads-to-happier-employees
[3] https://business.linkedin.com/talent-solutions/blog/talent-analytics/2019/why-people-analytics-is-a-priority-for-hr

Top URLs in Tweet in G7:
[2] https://www.theatlantic.com/ideas/archive/2019/09/artificial-intelligence-will-make-your-job-even-harder/597625/
[1] https://twitter.com/i/web/status/1171200369164247041
[1] https://twitter.com/i/web/status/1170837978605858816
[1] https://twitter.com/i/web/status/1170701614551879680
[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/1171023280792309761
[1] https://twitter.com/i/web/status/1170680231302180867
[1] https://business.lesechos.fr/directions-numeriques/digital/marketing-digital/0601801468155-ecologie-l-attention-aussi-est-une-ressource-limitee-331311.php

Top URLs in Tweet in G8:
[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 G9:
[12] 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 G10:
[3] https://www.16best.net/blog/the-web-world-who-owns-who/
[2] https://www.ncrypted.net/blog/what-is-a-chatbot/
[2] https://hbr.org/2019/08/hire-leaders-for-what-they-can-do-not-what-they-have-done
[2] https://aibusiness.com/infographic-5-ways-ai-will-changethe-future-work-2018/
[2] https://digitalisationworld.com/blogs/55819/how-combatting-the-skills-gap-will-aid-digital-transformation
[2] https://hbr.org/2019/09/its-time-for-a-c-level-role-dedicated-to-reskilling-workers?_lrsc=5042aef7-bf97-4a75-b4e9-f7e687800235
[2] https://paper.li/pamantas/1412818799?edition_id=3398a510-d310-11e9-96a4-0cc47a0d15fd
[2] https://paper.li/pamantas/1412818799?edition_id=0b9313d0-d247-11e9-96a4-0cc47a0d15fd
[1] https://twitter.com/i/web/status/1171207024018804736
[1] https://twitter.com/i/web/status/1171098579517222914

Top Domains
Top Domains in Tweet in Entire Graph:
[1176] twitter.com
[112] forbes.com
[83] faveeo.com
[58] linkedin.com
[49] passle.net
[41] paper.li
[30] dy.si
[28] theatlantic.com
[27] nodexlgraphgallery.org
[26] dashbouquet.com

Top Domains in Tweet in G1:
[83] twitter.com
[22] nodexlgraphgallery.org
[13] 247reactionpower.com
[12] forbes.com
[6] faveeo.com
[3] emarketer.com
[3] constructech.com
[3] aibusiness.com
[2] weforum.org
[2] bah.com

Top Domains in Tweet in G2:
[129] twitter.com
[49] passle.net
[38] forbes.com
[23] theatlantic.com
[22] dashbouquet.com
[20] co.uk
[18] cognilytica.com
[14] bbntimes.com
[14] thefinancialbrand.com
[10] inc.com

Top Domains in Tweet in G3:
[272] twitter.com
[12] linkedin.com
[8] paper.li
[7] forbes.com
[4] google.com
[3] careerarc.com
[3] twinybots.ch
[3] nytimes.com
[2] faveeo.com
[2] hrdive.com

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

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

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

Top Domains in Tweet in G7:
[8] twitter.com
[2] theatlantic.com
[1] lesechos.fr

Top Domains in Tweet in G8:
[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 G9:
[12] oe.cd
[9] twitter.com
[1] oecd.org

Top Domains in Tweet in G10:
[19] twitter.com
[4] hbr.org
[4] paper.li
[3] 16best.net
[2] ncrypted.net
[2] aibusiness.com
[2] digitalisationworld.com
[2] bit.ly
[2] constellationr.com
[1] industryweek.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2873] futureofwork
[1761] ai
[913] iot
[463] innovation
[446] vr
[373] robotics
[356] machinelearning
[353] tech
[351] artificialintelligence
[347] augmentedreality



Top Hashtags in Tweet in G1:
[660] ai
[629] futureofwork
[373] iot
[196] 5g
[153] robotics
[153] tech
[153] innovation
[143] drones
[138] drone
[127] machinelearning

Top Hashtags in Tweet in G2:
[615] ai
[547] futureofwork
[174] artificialintelligence
[164] iot
[139] robotics
[132] robots
[131] machinelearning
[128] fintech
[116] automation
[106] ml

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

Top Hashtags in Tweet in G4:
[318] futureofwork
[116] ai
[49] iot
[48] automation
[43] robotics
[37] hr
[29] robots
[28] tech
[20] iiot
[19] jobs

Top Hashtags in Tweet in G5:
[249] futureofwork
[234] vr
[229] virtualreality
[229] augmentedreality
[205] iot
[60] ai
[40] ar
[35] mr
[10] 5g
[9] artificialintelligence

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

Top Hashtags in Tweet in G7:
[96] ai
[59] iot
[58] futureofwork
[48] innovation
[48] 5g
[47] artificialintelligence
[46] drones
[46] tech
[46] drone
[44] ml

Top Hashtags in Tweet in G8:
[84] futureofwork
[53] jobsoffuture
[8] pbl
[6] team
[5] cwssummit
[5] fow
[5] leaders
[5] tech
[3] business
[3] gignow

Top Hashtags in Tweet in G9:
[86] futureofwork
[79] innovation
[72] data
[23] digitaltransformation
[21] skills
[15] smartdata
[14] regtech
[12] backtoschool
[12] network
[12] fund

Top Hashtags in Tweet in G10:
[35] futureofwork
[24] adecco
[12] win
[7] iot
[7] digitaltransformation
[6] tech
[6] ai
[5] infographic
[5] startup
[4] france

Top Words
Top Words in Tweet in Entire Graph:
[3507] Words in Sentiment List#1: Positive
[965] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[97538] Non-categorized Words
[102010] Total Words
[2872] #futureofwork
[2302] gt
[1761] #ai
[913] #iot
[856] mikequindazzi

Top Words in Tweet in G1:
[1464] gt
[660] #ai
[629] #futureofwork
[555] mikequindazzi
[373] #iot
[257] haroldsinnott
[196] #5g
[169] wef
[153] #robotics
[153] #tech

Top Words in Tweet in G2:
[615] #ai
[547] #futureofwork
[415] gt
[174] #artificialintelligence
[164] #iot
[139] #robotics
[135] mikequindazzi
[132] #robots
[131] #machinelearning
[128] #fintech

Top Words in Tweet in G3:
[178] #futureofwork
[43] attract
[43] gt
[36] work
[35] future
[31] #ai
[27] more
[26] skills
[23] out
[23] employee

Top Words in Tweet in G4:
[324] gt
[318] #futureofwork
[116] #ai
[89] mikequindazzi
[87] work
[59] new
[58] job
[57] more
[52] people
[49] future

Top Words in Tweet in G5:
[249] #futureofwork
[234] #vr
[229] #virtualreality
[229] #augmentedreality
[225] paula_piccard
[205] #iot
[194] ui
[194] transfer
[194] data
[194] hand

Top Words in Tweet in G6:
[116] #futureofwork
[39] work
[36] #hr
[30] #ai
[29] #leadership
[28] future
[26] new
[21] #hrtech
[21] david_green_uk
[21] hrcurator

Top Words in Tweet in G7:
[96] #ai
[59] #iot
[58] #futureofwork
[48] #innovation
[48] #5g
[47] #artificialintelligence
[46] #drones
[46] stay
[46] skies
[46] cnet

Top Words in Tweet in G8:
[84] #futureofwork
[53] #jobsoffuture
[39] future
[30] jobs
[22] students
[21] jacobm
[14] people
[14] s
[13] report
[12] forbes

Top Words in Tweet in G9:
[91] ume_kyd
[86] #futureofwork
[79] #innovation
[72] #data
[64] find
[54] way
[53] change
[51] look
[49] compass
[48] analyse

Top Words in Tweet in G10:
[35] #futureofwork
[27] t
[25] out
[24] retweet
[24] #adecco
[24] caught
[24] silent
[24] shirt
[19] bbc_thismorning
[18] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1504] gt,gt
[374] #ai,#futureofwork
[344] 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:
[966] gt,gt
[225] mikequindazzi,gt
[175] #ai,#futureofwork
[157] wef,mikequindazzi
[137] #ai,#iot
[132] gt,wef
[130] #futureofwork,#innovation
[129] #iot,#5g
[128] #drones,stay
[128] stay,skies

Top Word Pairs in Tweet in G2:
[269] gt,gt
[78] #ai,#futureofwork
[62] #ml,#dl
[60] mikequindazzi,gt
[60] passle,timothy_hughes
[55] #futureofwork,#innovation
[55] #futureofwork,#economy
[54] global,population
[54] population,distributed
[54] distributed,around

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

Top Word Pairs in Tweet in G4:
[213] gt,gt
[50] mikequindazzi,gt
[26] gt,wef
[26] 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:
[46] #drones,stay
[46] stay,skies
[46] skies,cnet
[46] cnet,#tech
[46] #tech,#drone
[46] #drone,#ai
[46] #ai,#futureofwork
[46] #futureofwork,#innovation
[46] #innovation,#iot
[46] #iot,#5g

Top Word Pairs in Tweet in G8:
[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 G9:
[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 G10:
[24] #adecco,caught
[24] caught,out
[24] out,silent
[24] t,shirt
[19] bbc_thismorning,retweet
[12] retweet,#win
[12] #win,#adecco
[12] retweet,win
[12] win,#adecco
[12] silent,t

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 G8:
@atd
@forbes
@virgin
@weareams

Top Replied-To in G10:
@michael_tessler

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

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

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

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

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

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

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

Top Mentioned in G7:
@ronald_vanloon
@scasolutions
@haroldsinnott
@futurism
@mvollmer1
@cnet
@claudiomkd
@gigadgets_
@paula_piccard

Top Mentioned in G8:
@jacobm
@getting_smart
@cherylcran
@jobsoffuture2
@e_residents
@cwssummit
@carlsmith_ey
@atd
@nextmapping
@siagige

Top Mentioned in G9:
@ume_kyd
@oecd
@amandajnolen
@ocdeenespanol
@paula_piccard
@evankirstel
@mvollmer1
@fujitsu_global
@oecdeduskills

Top Mentioned in G10:
@bbc_thismorning
@servicenow
@lago72
@josh_bersin
@karlmehta
@edcast
@adeccogroup
@lmic_eng
@evankirstel
@ncrypted

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

Top Tweeters in G1:
@nosqldigest
@evankirstel
@chidambara09
@itknowingness
@dynamicfrize
@billnigh
@canisgallicus
@lelkan
@iam__network
@mashable

Top Tweeters in G2:
@jornalistavitor
@arkangelscrap
@charlesfrize
@annemariayritys
@deejayiwan
@edwardcalame
@fintechna
@mulher_noticia
@timesofindia
@swissbusiness

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

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

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

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:
@cowboyscifibot
@bar_zie
@virgin
@lightifyco1
@jacobm
@kateszumanski
@upwork
@getting_smart
@migueluis
@charleshgreen

Top Tweeters in G9:
@artesaniaen
@hasscho
@therezafontoura
@zephyorg
@pitpi4
@kikichen1014
@ciangaia
@ene3112
@monster636ninja
@milaniolivera

Top Tweeters in G10:
@startupsbot
@rwang0
@slackhq
@twoshotgurl
@kyle2usuccess
@lakehillsoccer
@constellationr
@salesforce
@elainebeare
@industryweek