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futureofwork _2017-03-20_17-02-25.xlsx
futureofwork _2017-03-20_17-02-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2017
Short Description:
futureofwork via NodeXL http://bit.ly/2nY3aod
@ianknowlson
@prestigeecon
@glengilmore
@mynaedu
@guzmand
@hrcurator
@ottlegalrebels
@mitsmr

Description:
Description
The graph represents a network of 4,185 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, 21 March 2017 at 00:03 UTC.

The requested start date was Tuesday, 21 March 2017 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 4-day, 10-hour, 20-minute period from Thursday, 16 March 2017 at 13:11 UTC to Monday, 20 March 2017 at 23:32 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 : 4185
Unique Edges : 6413
Edges With Duplicates : 1563
Total Edges : 7976
Self-Loops : 1111
Reciprocated Vertex Pair Ratio : 0.0226126565804457
Reciprocated Edge Ratio : 0.0442252624880687
Connected Components : 578
Single-Vertex Connected Components : 301
Maximum Vertices in a Connected Component : 2975
Maximum Edges in a Connected Component : 6493
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.883553
Graph Density : 0.000358994039990771
Modularity : 0.722332
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[66] https://www.weforum.org/agenda/2017/02/nearly-half-of-jobs-could-be-automated-in-the-future-heres-what-the-researchers-are-saying?utm_content=buffer28eb4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[48] http://www.businessinsider.com/mark-cuban-artificial-intelligence-machine-learning-2017-3
[47] http://kmspotlight.com
[44] https://www.weforum.org/agenda/2016/12/stephen-hawking-this-will-be-the-impact-of-automation-and-ai-on-jobs?utm_content=buffer550fb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[43] https://ai100.stanford.edu/sites/default/files/ai100report10032016fnl_singles.pdf
[42] https://www.facebook.com/events/188941621594617/?utm_content=bufferdeab7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[38] https://hbr.org/2017/03/why-the-millions-we-spend-on-employee-engagement-buy-us-so-little
[33] http://facebook.com/huffingtonpostde
[32] http://sloanreview.mit.edu/article/building-a-more-intelligent-enterprise/?social_token=c94201789a1154fb1b6e89ca4648edbc&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[31] http://blog.gocatalant.com/10-movers-and-shakers-who-are-driving-the-future-of-work-2/

Top URLs in Tweet in G1:
[2] http://citywireamericas.com/news/how-to-play-the-robotic-revolution-and-survive-the-robocalypse/a993109
[2] https://www.bloomberg.com/view/articles/2017-03-06/how-to-survive-the-robocalypse
[2] https://www.linkedin.com/pulse/robots-new-finance-guys-jason-schenker
[1] https://twitter.com/i/web/status/842352265889480704
[1] https://twitter.com/i/web/status/843565253539463168
[1] https://twitter.com/i/web/status/843092147444338689
[1] https://twitter.com/i/web/status/842004981653823489
[1] https://twitter.com/i/web/status/842378687551004672
[1] https://www.thehrdirector.com/business-news/digital/uk-companies-unprepared-digital-disruption/?utm_content=buffer55e4a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/842348492685250560

Top URLs in Tweet in G2:
[17] http://singularityhub.com/2016/11/16/6-big-ways-tech-is-rewriting-societys-rules/?utm_content=bufferfa0c7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.WDXof0AIOS8.twitter
[11] https://futurism.com/the-u-s-has-732-billion-invested-in-robotics-stock/
[10] http://www.huffingtonpost.com/entry/ai-powered-customer-service-needs-the-human-touch_us_58b88046e4b0ffd61787bd3d?ncid=engmodushpmg00000004
[7] https://www.fastcompany.com/3068725/this-is-the-mind-set-youll-need-to-thrive-in-the-future-of-work
[7] https://www.ft.com/content/71e8c01e-fac0-11e6-9516-2d969e0d3b65
[5] https://ai100.stanford.edu/sites/default/files/ai100report10032016fnl_singles.pdf
[5] https://www.box.com/en-gb/boxworldtour?mkt_tok=eyJpIjoiTVRoa01UaGhZVFV3WWpJMSIsInQiOiI0OElTVjFncmQ3YytaT0t4alpwOFdoY0NyMzNXakhGZFdHQkhjNWZ2N1NVUUkrOGpyNk01V2tPTGRIMWF1SFQwc1lnUXdLa0hvWEhHV2NvMnh6aTE2eXg4c3krN0RwZkVlc3B3VUVJXC91Tm1SK0Q4SjVjNFJ0WGxIVlwvOTNVSitsIn0%3D
[5] http://paper.li/YogeshMalik/1337617746
[4] http://linkis.com/K648L
[3] https://www.epson.co.uk/en/insights/article/5842

Top URLs in Tweet in G3:
[60] https://www.weforum.org/agenda/2017/02/nearly-half-of-jobs-could-be-automated-in-the-future-heres-what-the-researchers-are-saying?utm_content=buffer28eb4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[45] http://kmspotlight.com
[40] https://www.weforum.org/agenda/2016/12/stephen-hawking-this-will-be-the-impact-of-automation-and-ai-on-jobs?utm_content=buffer550fb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[37] http://www.businessinsider.com/mark-cuban-artificial-intelligence-machine-learning-2017-3
[35] https://ai100.stanford.edu/sites/default/files/ai100report10032016fnl_singles.pdf
[20] http://news.google.com/news/url?sa=t&fd=R&ct2=uk&usg=AFQjCNGG2KR9kkLbr3V7zFXmddQ151XqqA&clid=c3a7d30bb8a4878e06b80cf16b898331&ei=elLLWJi_EsWghgGK25mYBg&url=https%3A%2F%2Fshift.newco.co%2Fvirtual-reality-leads-to-smarter-companies-happier-workforce-6b1df04795a4&utm_source=dlvr.it&utm_medium=twitter
[14] http://www.npr.org/sections/alltechconsidered/2017/03/18/514299682/google-glass-didnt-disappear-you-can-find-it-on-the-factory-floor
[14] https://www.linkedin.com/slink?code=gw2CHJx
[3] http://directivosygerentes.es/digital/articulos-digital/esta-espana-preparada-la-transformacion-digital
[3] http://dy.si/ftNq9

Top URLs in Tweet in G4:
[35] https://hbr.org/2017/03/why-the-millions-we-spend-on-employee-engagement-buy-us-so-little
[16] https://wispapp.com/blog/2017/03/15/designing-a-best-in-class-employee-experience/
[15] https://blog.hrn.io/hr-tech-world-future-work/
[10] https://www.youtube.com/watch?v=H_oUTStN9gI
[9] http://www.marginalia.online/how-fujitsu-uses-infopresence-to-innovate-and-communicate/
[8] https://www.peoplematters.in/blog/hr-technology/is-this-the-future-of-hr-tech-15147#.WMuf8647huc.twitter
[7] http://www.marginalia.online/deloitte-survey-uk-companies-unprepared-for-digital-disruption-in-workforce/
[7] https://www.youtube.com/watch?v=LrhmHbDLM8o&feature=youtu.be
[6] http://www.glassbeadconsulting.com/7-challenges-that-people-analytics-must-overcome/?utm_content=buffer3f977&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://blog.hrn.io/will-blockchain-impact-hr/

Top URLs in Tweet in G5:
[3] https://www.fastcompany.com/3068725/this-is-the-mind-set-youll-need-to-thrive-in-the-future-of-work
[3] http://ai100.stanford.edu/sites/default/
[3] http://agilitrix.com/2016/04/teal-organization-illustration/
[3] https://www.wsj.com/articles/how-ai-is-transforming-the-workplace-1489371060?mod=e2tw%C2%A0%E2%80%A6
[3] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[3] http://www.nonlinearcreations.com/
[2] https://cards.twitter.com/cards/18ce53wt
[2] http://blog.gocatalant.com/10-movers-and-shakers-who-are-driving-the-future-of-work-2/
[2] https://www.amazon.co.uk/dp/1780173458
[2] https://www.linkedin.com/pulse/robots-new-finance-guys-jason-schenker

Top URLs in Tweet in G6:
[19] https://www.constellationr.com/blog-news/microsoft-teams-what-office-365-has-been-waiting
[11] http://www.esecurityplanet.com/network-security/women-comprise-just-11-percent-of-global-cyber-security-workforce.html?utm_content=buffer99612&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] http://www.darkreading.com/careers-and-people/women-still-only-11--of-global-infosec-workforce/d/d-id/1328409?utm_content=bufferfd82a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.thehrdirector.com/business-news/digital/uk-companies-unprepared-digital-disruption/?utm_content=buffer55e4a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.wsj.com/articles/how-ai-is-transforming-the-workplace-1489371060?ru=yahoo?mod=yahoo_itp
[8] http://www.atelier.net/trends/articles/quoi-ressemblera-travail-demain_445225
[7] https://www.wsj.com/articles/how-ai-is-transforming-the-workplace-1489371060?platform=hootsuite
[6] https://goo.gl/z3GWbV?utm_content=buffer750c4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://www.marginalia.online/how-fujitsu-uses-infopresence-to-innovate-and-communicate/
[6] https://airworkspace.com/airworkspace-appliance/

Top URLs in Tweet in G7:
[11] http://players.brightcove.net/2165782398001/default_default/index.html?videoId=5361555392001
[8] http://www.polycom.com/forms/enterprise-connect-2017.html
[6] https://www.forbes.com/sites/jenniferhicks/2017/03/19/how-sensors-robotics-and-artificial-intelligence-will-transform-agriculture/#588438c4384b
[5] http://www.talentculture.com/what-technology-can-teach-us-about-the-employees-of-the-future/
[4] https://www.forbes.com/sites/joshbersin/2016/09/21/the-future-of-work-its-already-here-and-not-as-scary-as-you-think/
[3] https://www.forbes.com/sites/nextavenue/2017/03/15/at-south-by-southwest-fresh-ideas-about-working/#5f8813f757db
[3] http://www.labour2030.eu
[3] https://www.forbes.com/sites/jeannemeister/2017/03/01/the-future-of-work-the-intersection-of-artificial-intelligence-and-human-resources/#1fbcf0de6ad2
[2] http://www.usatoday.com/story/money/2017/02/28/tight-labor-market-giving-more-americans-career-clout/98477276/
[2] https://www.entrepreneur.com/article/289370

Top URLs in Tweet in G8:
[41] https://www.facebook.com/events/188941621594617/?utm_content=bufferdeab7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.timeshighereducation.com/news/university-leaders-divided-over-fourth-industrial-revolution?utm_content=bufferffa6e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://okt.to/j8t5nx
[5] https://www.youtube.com/watch?v=zeRzs5iqxhM
[3] https://www.independent.co.uk/news/science/could-bill-gates-plan-to-tax-robots-really-lead-to-a-brighter-future-for-all-a7626806.html
[3] http://ilo.org/wcmsp5/groups/
[2] http://www.ilo.org/wcmsp5/groups/public/---dgreports/---cabinet/documents/publication/wcms_547459.pdf
[2] http://okt.to/Bi0spm
[2] http://okt.to/y81aAp
[2] http://okt.to/6wT2r1

Top URLs in Tweet in G9:
[4] http://paper.li/terrigriffith/org-systems-thinkers?edition_id=9faf1040-0ab8-11e7-b97c-0cc47a0d1605
[3] http://www.comstocksmag.com/web-only/freelance-life-your-guide-tax-deductions?utm_content=buffer485a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://paper.li/RotaryWorld1/1333528381?edition_id=2397c8a0-0ca0-11e7-9c98-002590a5ba2d
[3] https://www.youtube.com/watch?v=kQu9Bl51fPo
[3] http://www.redjamjar.net/2016/06/gamification-for-learning-and-development/?ref=quuu
[3] http://www.redjamjar.net/2016/05/learning-journeys-performance-support/?ref=quuu&utm_content=buffer87466&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.redjamjar.net/2016/05/learning-journeys-performance-support/?ref=quuu
[3] https://twitter.com/Kane007/status/842140938789093376
[2] https://www.forbes.com/sites/abdullahimuhammed/2017/03/15/how-to-become-a-highly-paid-freelance-consultant/?utm_content=buffer222a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#37fb6fed124a
[2] https://remote.co/

Top URLs in Tweet in G10:
[12] http://www.atelier.net/trends/articles/quoi-ressemblera-travail-demain_445225
[11] https://medium.com/@Vitolae/freelancing-in-france-5e7523e20d7c#.nbpnzrup8
[4] http://www.atelier.net/trends/articles/quoi-ressemblera-travail-demain_445225?utm_content=buffer9f12c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://blogs.lse.ac.uk/businessreview/2017/02/23/how-to-reap-the-benefits-of-flexible-work-time/?utm_content=50841625&utm_medium=social&utm_source=twitter
[3] https://blog.hibox.co/the-5-mistakes-that-are-ruining-your-potential-to-be-productive-5ec77bc4fef4?utm_content=buffera9538&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.716zeja82
[2] http://www.atelier.net/trends/articles/stimuler-creativite-entreprise-un-art_445355?utm_content=buffer07591&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://bfmbusiness.bfmtv.com/mediaplayer/video/l-intelligence-artificielle-va-t-elle-tuer-les-codeurs-0803-922353.html?utm_content=buffer0e39c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.activevoice.us/article.jsp?name=three-stages-of-ai&t=Math&utm_content=buffer85053&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/orangebusiness/status/839914819927031813
[2] https://thenextweb.com/artificial-intelligence/2017/03/13/how-artificial-intelligence-enhances-education/?utm_content=bufferfc1de&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.tnw_1cFziRxM%23.tnw_KFh2svEp

Top Domains
Top Domains in Tweet in Entire Graph:
[752] twitter.com
[124] weforum.org
[109] paper.li
[99] linkedin.com
[90] medium.com
[80] facebook.com
[72] youtube.com
[64] stanford.edu
[57] businessinsider.com
[55] mit.edu

Top Domains in Tweet in G1:
[6] twitter.com
[2] citywireamericas.com
[2] bloomberg.com
[2] linkedin.com
[1] thehrdirector.com

Top Domains in Tweet in G2:
[53] twitter.com
[17] singularityhub.com
[12] futurism.com
[11] fastcompany.com
[10] huffingtonpost.com
[7] ft.com
[6] dy.si
[5] stanford.edu
[5] linkis.com
[5] box.com

Top Domains in Tweet in G3:
[106] weforum.org
[47] kmspotlight.com
[37] twitter.com
[37] businessinsider.com
[35] stanford.edu
[20] google.com
[14] npr.org
[14] linkedin.com
[5] dy.si
[3] directivosygerentes.es

Top Domains in Tweet in G4:
[116] twitter.com
[44] marginalia.online
[37] hbr.org
[25] youtube.com
[21] hrn.io
[20] linkedin.com
[19] inc.com
[17] wispapp.com
[12] scoop.it
[11] peoplematters.in

Top Domains in Tweet in G5:
[118] twitter.com
[20] dy.si
[16] linkedin.com
[8] fastcompany.com
[8] digitalistmag.com
[7] paper.li
[7] medium.com
[6] businessinsider.com
[5] youtube.com
[5] co.uk

Top Domains in Tweet in G6:
[38] twitter.com
[30] constellationr.com
[17] wsj.com
[16] paper.li
[14] thehrdirector.com
[13] goo.gl
[12] esecurityplanet.com
[11] darkreading.com
[8] bit.ly
[8] atelier.net

Top Domains in Tweet in G7:
[23] forbes.com
[11] brightcove.net
[8] twitter.com
[8] polycom.com
[5] talentculture.com
[5] entrepreneur.com
[5] labour2030.eu
[4] inc.com
[3] linkedin.com
[2] usatoday.com

Top Domains in Tweet in G8:
[41] facebook.com
[14] twitter.com
[14] okt.to
[7] timeshighereducation.com
[7] ilo.org
[5] youtube.com
[3] co.uk
[2] itcilo.org
[1] iloblog.org
[1] lillienews.com

Top Domains in Tweet in G9:
[30] redjamjar.net
[27] twitter.com
[8] paper.li
[5] youtube.com
[4] forbes.com
[3] comstocksmag.com
[3] remote.co
[2] fastcompany.com
[2] linkedin.com
[2] weforum.org

Top Domains in Tweet in G10:
[20] twitter.com
[19] atelier.net
[11] medium.com
[7] hibox.co
[3] ac.uk
[2] bfmtv.com
[2] activevoice.us
[2] thenextweb.com
[1] hopwork.fr
[1] usine-digitale.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4457] futureofwork
[990] ai
[747] robotics
[741] automation
[652] robots
[484] jobsforrobots
[451] fintech
[339] hr
[233] sxsw
[228] artificialintelligence

Top Hashtags in Tweet in G1:
[557] robots
[556] automation
[468] futureofwork
[467] jobsforrobots
[463] robotics
[202] fintech
[198] sxsw
[91] finance
[90] sxsw2017
[89] roboadvisors

Top Hashtags in Tweet in G2:
[474] futureofwork
[325] ai
[164] fintech
[161] insurtech
[160] robotics
[105] iot
[95] industry40
[91] artificialintelligence
[74] ml
[72] cybersecurity

Top Hashtags in Tweet in G3:
[393] futureofwork
[215] ai
[69] ml
[67] industry40
[67] chro
[65] cto
[54] kmspotlight
[44] millennials
[44] ad
[43] robotics

Top Hashtags in Tweet in G4:
[476] futureofwork
[182] hr
[85] smarterhr
[75] hrtech
[72] ai
[59] hrtechworld
[50] peopleanalytics
[46] futureofhr
[45] employeeexperience
[37] leadership

Top Hashtags in Tweet in G5:
[318] futureofwork
[32] ai
[19] automation
[12] robotics
[9] gigeconomy
[9] hr
[8] fintech
[7] recruitment
[7] innovation
[7] robots

Top Hashtags in Tweet in G6:
[304] futureofwork
[103] ai
[44] socbiz
[33] fintech
[32] cybersecurity
[28] iot
[26] tech
[23] infosec
[23] innovation
[21] hr

Top Hashtags in Tweet in G7:
[95] futureofwork
[50] polycom
[18] pr
[17] technology
[13] realpresencecentro
[11] bloomberg
[11] ceo
[10] ai
[10] artificialintelligence
[8] ec17

Top Hashtags in Tweet in G8:
[116] futureofwork
[12] coops
[11] ai
[9] robotic
[5] automation
[3] robots
[3] taxes
[3] remotework
[2] climatechange
[2] digitalworkplace

Top Hashtags in Tweet in G9:
[131] futureofwork
[22] automation
[12] business
[12] busdev
[9] ai
[7] driverless
[7] hr
[6] remotework
[6] autonomous
[5] madeinitaly

Top Hashtags in Tweet in G10:
[110] futureofwork
[48] freelances
[29] innovation
[25] startup
[24] ia
[14] digitaltransformation
[13] freelancing
[13] tech
[12] digital
[11] freelance

Top Words
Top Words in Tweet in Entire Graph:
[2474] Words in Sentiment List#1: Positive
[529] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[74984] Non-categorized Words
[77987] Total Words
[4464] futureofwork
[1057] ai
[824] future
[808] automation
[762] robotics

Top Words in Tweet in G1:
[557] robots
[556] automation
[545] prestigeecon
[468] futureofwork
[467] jobsforrobots
[463] robotics
[270] book
[257] https
[202] fintech
[198] sxsw

Top Words in Tweet in G2:
[474] futureofwork
[325] ai
[183] future
[171] robotics
[164] fintech
[161] guzmand
[161] insurtech
[120] 6
[105] iot
[95] industry40

Top Words in Tweet in G3:
[394] futureofwork
[288] glengilmore
[255] ai
[111] jobs
[82] sarahetodd
[69] ml
[67] industry40
[67] chro
[65] cto
[65] automated

Top Words in Tweet in G4:
[478] futureofwork
[196] hr
[85] smarterhr
[83] hrcurator
[76] hrtechworld
[75] hrtech
[75] jacobm
[74] ai
[57] employee
[50] peopleanalytics

Top Words in Tweet in G5:
[320] futureofwork
[43] work
[42] future
[37] ai
[33] jobs
[28] more
[27] robots
[25] automation
[22] new
[16] book

Top Words in Tweet in G6:
[304] futureofwork
[116] ai
[44] socbiz
[36] future
[34] alanlepo
[33] fintech
[32] cybersecurity
[30] tech
[30] workplace
[28] iot

Top Words in Tweet in G7:
[96] polycom
[95] futureofwork
[29] experience
[28] forbes
[22] technology
[20] inc
[18] learn
[18] storytelling
[18] techniques
[18] pr

Top Words in Tweet in G8:
[116] futureofwork
[100] ilo
[98] future
[56] join
[55] want
[52] work
[50] event
[49] ilo's
[41] follow
[16] revolution

Top Words in Tweet in G9:
[131] futureofwork
[35] learning
[33] redjamjar
[28] policysolutions
[25] changing
[24] automation
[23] jobs
[21] game
[21] tips
[21] development

Top Words in Tweet in G10:
[110] futureofwork
[52] des
[50] hopwork
[49] freelances
[45] ouishare
[42] fredegenicot
[39] innovation
[37] 90
[37] sont
[37] par

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[372] robots,automation
[290] robotics,futureofwork
[272] book,jobsforrobots
[220] fintech,insurtech
[209] future,work
[206] automation,futureofwork
[188] future,fintech
[170] futureofwork,robotics
[168] see,excerpt
[168] excerpt,book

Top Word Pairs in Tweet in G1:
[361] robots,automation
[266] book,jobsforrobots
[202] robotics,futureofwork
[167] automation,futureofwork
[165] see,excerpt
[165] excerpt,book
[165] jobsforrobots,bv
[165] bv,business
[165] business,bloomberg
[165] bloomberg,robots

Top Word Pairs in Tweet in G2:
[161] fintech,insurtech
[135] future,fintech
[85] insurtech,ai
[83] ai,robotics
[78] ai,industry40
[77] industry40,futureofwork
[75] artificialintelligence,life
[75] life,2030
[75] 2030,look
[75] look,future

Top Word Pairs in Tweet in G3:
[64] futureofwork,nearly
[64] nearly,50
[64] 50,current
[64] current,jobs
[64] jobs,automated
[64] automated,2055
[64] ai,ml
[64] chro,cto
[60] 2055,ai
[60] ml,chro

Top Word Pairs in Tweet in G4:
[53] futureofwork,hr
[41] thx4rt,fr
[36] employee,engagement
[33] fr,hrcurator
[33] futureofwork,smarterhr
[30] hrtech,futureofwork
[29] working,fix
[29] fix,futureofwork
[27] engagement,working
[23] hr,hrtech

Top Word Pairs in Tweet in G5:
[14] future,work
[14] more,jobs
[13] robots,actually
[13] actually,create
[13] create,more
[12] jobs,futureofwork
[11] thrive,futureofwork
[9] new,book
[9] book,thrive
[8] futureofwork,ai

Top Word Pairs in Tweet in G6:
[26] socbiz,futureofwork
[20] office365,waiting
[19] transforming,workplace
[17] real,value
[17] value,ai
[17] ai,finance
[17] finance,commentary
[17] commentary,rwang0
[17] ai,futureofwork
[17] futureofwork,ai

Top Word Pairs in Tweet in G7:
[18] learn,storytelling
[18] storytelling,techniques
[18] techniques,pr
[18] pr,guy
[18] guy,polycom
[18] polycom,johnny
[18] johnny,cash
[18] cash,steve
[18] steve,jobs
[18] jobs,inc

Top Word Pairs in Tweet in G8:
[49] future,want
[49] want,join
[49] join,ilo's
[49] ilo's,event
[48] future,work
[48] work,future
[48] event,futureofwork
[47] ilo,future
[40] futureofwork,follow
[13] interested,futureofwork

Top Word Pairs in Tweet in G9:
[21] game,changing
[21] changing,tips
[21] tips,learning
[21] learning,development
[21] development,dopamine's
[21] dopamine's,ankitashah
[21] ankitashah,redjamjar
[19] redjamjar,futureofwork
[12] learning,journeys
[12] journeys,relevant

Top Word Pairs in Tweet in G10:
[48] des,freelances
[44] hopwork,ouishare
[37] 90,des
[37] freelances,sont
[37] sont,par
[37] par,choix
[37] choix,hopwork
[33] ouishare,futureofwork
[32] fredegenicot,90
[18] l',ia

Top Replied-To
Top Replied-To in Entire Graph:
@simpletonbill
@greenworkingsas
@kowrkdotcom
@hansrosling
@benioff
@ramonsuarez_
@disruptivedean
@stephenhawking8
@citrix
@dianemulcahy

Top Replied-To in G2:
@accenturetech
@dianemulcahy

Top Replied-To in G3:
@ramonsuarez_
@wef

Top Replied-To in G4:
@simpletonbill
@leapgen
@sirkenrobinson

Top Replied-To in G5:
@greenworkingsas
@zukyconzeta

Top Replied-To in G6:
@stephenhawking8
@rwang0
@inspiremartech
@lenovosoftware

Top Replied-To in G9:
@teamsters
@italyandoinfo
@repperlmutter
@mayarockeymoore

Top Mentioned
Top Mentioned in Entire Graph:
@prestigeecon
@glengilmore
@guzmand
@bv
@business
@bloomberg
@p3pub
@sarahetodd
@cwamericas
@ilo

Top Mentioned in G1:
@prestigeecon
@bv
@business
@bloomberg
@p3pub
@cwamericas
@futuristinst
@linkedin
@wisecrowdglobal

Top Mentioned in G2:
@guzmand
@mikequindazzi
@ipfconline1
@mi
@psb_dc
@valuewalk
@accenturetech
@fastcompany
@singularity
@sarahetodd

Top Mentioned in G3:
@glengilmore
@sarahetodd
@w
@km_spotlight
@wef
@ramonsuarez_
@stratandbiz
@observatorio40
@cisco

Top Mentioned in G4:
@hrcurator
@jacobm
@david_green_uk
@lombardi_gloria
@cactussoft
@hrtechworld
@andyspence
@hrneurope
@harvardbiz
@ibmsweurope

Top Mentioned in G5:
@yaredakalou
@nbzbolton
@g1ant_rpa
@nicholasdevans
@alelomi
@zukyconzeta

Top Mentioned in G6:
@alanlepo
@office365
@rwang0
@wisecrowdglobal
@wsj
@glengilmore
@microsoft
@k2partnering
@holgermu
@guzmand

Top Mentioned in G7:
@polycom
@forbes
@inc
@epicbva
@marytmcd
@enterprisecon
@cielolaboral
@labour2030
@danielnewmanuv
@entrepreneur

Top Mentioned in G8:
@ilo
@lavorofuturo
@insightbrief
@timeshighered
@jmorganthe
@adapt_bulletin
@conversationuk
@kaviguppta
@simcim
@mitxonedx

Top Mentioned in G9:
@redjamjar
@policysolutions
@dopamine
@ankitashah
@mayarockeymoore
@bobbyscott
@algernon_austin
@sarahoconnor_
@halogensoftware
@edwytkind

Top Mentioned in G10:
@hopwork
@ouishare
@fredegenicot
@latelier
@vermeulen_louis
@nicolas_colin
@vitolae
@hiboxco
@flashtweet
@swiiitch

Top Tweeters
Top Tweeters in Entire Graph:
@indiegamedevbot
@resilient_ent
@businewss_bot
@robre62
@arkangelscrap
@nilimajumder
@questionforall
@gamedevbrbot
@piyuanker12
@ericdemarylebon

Top Tweeters in G1:
@business
@bv
@78degrees_us
@albertomunoz
@elainesgems
@bloomberg
@csauter001
@jonitsy
@megganrr45
@lucreciags38

Top Tweeters in G2:
@arkangelscrap
@startuprealtime
@juandoming
@pascalrossini
@fu
@digitalmaverick
@3d_genuity
@walesbuzz
@alevergara78
@fastcompany

Top Tweeters in G3:
@robre62
@itknowingness
@lelkan
@kingofpayments
@dcarsoncpa
@zaibatsu
@nancyrubin
@hadel
@diryge
@jmarinpu

Top Tweeters in G4:
@independent
@tmobile
@thehrisworld
@hrcurator
@shauncoffey
@tkmeyer0524
@bbcbusiness
@cityam
@garrett__obrien
@dr_rjbyrne

Top Tweeters in G5:
@marenda
@millennialsgrid
@info_lideres
@prosperitygal
@game_developers
@nadeemansary
@giveawaytosu
@mervyndinnen
@acuity_design
@jdt55

Top Tweeters in G6:
@roomeezon
@sectest9
@buffer
@el_pais
@lavanguardia
@nytimes
@biconnections
@rwang0
@wsj
@chidambara09

Top Tweeters in G7:
@inc
@talentculture
@curationsuite
@forbes
@youbrandinc
@digitalperiod
@noteworthywifey
@entrepreneur
@sd_ag_labs
@danielnewmanuv

Top Tweeters in G8:
@nilimajumder
@aibexint
@nomoreslaves
@yovax
@muharusta
@siliconrepublic
@dulce419
@timeshighered
@comakyol
@chpstar

Top Tweeters in G9:
@businewss_bot
@radiowhattwit
@innova_scape
@dhqlounge
@lltwing
@benkepes
@urbnhealthnp
@ecce_h
@ilmattinofoggia
@amyalex63

Top Tweeters in G10:
@matthisvernon
@flashtweet
@acdelion
@chboursin
@thomroulet
@cityzencat
@fyouzan
@nicolas_colin
@fab_brianson
@latelier