futureofwork , Twitter, 1/22/2019 3:06:09 PM, 182779


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futureofwork _2019-01-22_06-03-48.xlsx
futureofwork _2019-01-22_06-03-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 22, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/2DqIcc9
@haroldsinnott
@mikequindazzi
@wef
@tamaramccleary
@fca_hq
@ilo
@mercer
@akwyz
@jason_abdi
@111kaushal

Top hashtags:
#futureofwork
#ai
#iot
#wef19
#tech
#robotics
#digitaltransformation
#innovation
#robot
#automation

Description:
Description
The graph represents a network of 3,521 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, 22 January 2019 at 14:05 UTC.

The requested start date was Tuesday, 22 January 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 1-day, 3-hour, 18-minute period from Sunday, 20 January 2019 at 21:43 UTC to Tuesday, 22 January 2019 at 01:01 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 : 3521
Unique Edges : 6495
Edges With Duplicates : 2889
Total Edges : 9384
Number of Edge Types : 3
Mentions : 8128
Tweet : 1193
Replies to : 63
Self-Loops : 1193
Reciprocated Vertex Pair Ratio : 0.0236552659334036
Reciprocated Edge Ratio : 0.0462172505151604
Connected Components : 532
Single-Vertex Connected Components : 318
Maximum Vertices in a Connected Component : 2495
Maximum Edges in a Connected Component : 8067
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.915614
Graph Density : 0.000548172006919522
Modularity : 0.515164
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[55] https://golance.com/signup/r/cdfWN
[40] http://www.ilo.org/global/topics/future-of-work/trends/WCMS_545643/lang--en/index.htm?utm_content=buffer61cd3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[32] https://www.siliconrepublic.com/careers/future-of-work-lifelong-learning
[31] https://www.weforum.org/agenda/2019/01/ai-artificial-intelligence-failing-next-generation-women-bias/
[26] https://singularityhub.com/2018/12/28/how-ar-and-vr-will-shape-the-future-of-work-and-play/#.XEFU-wHvbgs.twitter
[25] https://www.vodafone.com/content/index/what/technology-blog/supercharging-the-future.html
[23] https://www.pwc.com/us/peoplestrategies
[23] http://po.st/scms/OrMCe04Lcp0lOFmbYsNdtfNzxJ8aizKdgtkn818Lcp0/BOWN
[21] https://hbr.org/2018/01/the-future-of-human-work-is-imagination-creativity-and-strategy
[19] https://www.forbes.com/sites/forbescoachescouncil/2017/12/28/why-women-make-different-leaders-than-men/?sf178417835=1#3ae147ae1745

Top URLs in Tweet in G1:
[16] https://www.pwc.com/us/peoplestrategies
[15] https://www.vodafone.com/content/index/what/technology-blog/supercharging-the-future.html
[14] http://po.st/scms/OrMCe04Lcp0lOFmbYsNdtfNzxJ8aizKdgtkn818Lcp0/BOWN
[7] https://www.weforum.org/agenda/2019/01/why-humans-will-remain-central-to-the-future-of-work
[5] https://www.weforum.org/agenda/2019/01/the-hard-and-soft-skills-to-futureproof-your-career-according-to-linkedin?utm_source=Facebook
[5] Videos&utm_medium=Facebook
[5] Videos&utm_campaign=Facebook
[5] Video
[5] Blogs
[4] https://www.forbes.com/sites/jasonwingard/2019/01/15/the-ai-revolution-is-here-are-business-leaders-ready/#a2853222308a

Top URLs in Tweet in G2:
[28] https://www.siliconrepublic.com/careers/future-of-work-lifelong-learning
[22] https://singularityhub.com/2018/12/28/how-ar-and-vr-will-shape-the-future-of-work-and-play/#.XEFU-wHvbgs.twitter
[17] https://www.forbes.com/sites/forbescoachescouncil/2017/12/28/why-women-make-different-leaders-than-men/?sf178417835=1#3ae147ae1745
[16] https://hbr.org/2018/01/the-future-of-human-work-is-imagination-creativity-and-strategy
[15] https://www.siliconrepublic.com/jobs/ai-architects-hottest-jobs-future-work
[13] https://www.npr.org/templates/story/story.php?storyId=685463786&utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[13] https://www.linkedin.com/pulse/1-reason-robot-take-your-job-tamara-mccleary/?published=t
[12] https://www.bryankramer.com/technology-by-itself-is-not-the-real-disrupter/
[10] https://www.weforum.org/agenda/2019/01/ai-artificial-intelligence-failing-next-generation-women-bias/
[8] http://www.brinknews.com/the-multifaceted-moment-global-vision-for-the-future-of-work/

Top URLs in Tweet in G3:
[7] http://decideconsulting.com/what-do-you-want-to-do/
[2] https://hbr.org/2018/01/the-future-of-human-work-is-imagination-creativity-and-strategy
[2] https://www.cnbc.com/2019/01/14/the-oracle-of-ai-these-kinds-of-jobs-will-not-be-replaced-by-robots-.html
[2] https://video.buffer.com/v/5c433ffea4b3ff1c9f641534
[2] https://www.pelicanpms.com/pelican-blog/gray-rhinos-watch-out
[2] https://www.wsj.com/articles/the-hybrid-skills-that-tomorrows-jobs-will-require-11547994266
[2] https://content.td.org/r/45380
[2] https://www.computerworld.com/article/3290286/collaboration/the-next-corporate-collaboration-tool-podcasts.html?utm_campaign=Revue
[2] newsletter&utm_medium=Newsletter&utm_source=podToPod
[2] http://droidcompany.com

Top URLs in Tweet in G4:
[15] https://www.weforum.org/agenda/2019/01/ai-artificial-intelligence-failing-next-generation-women-bias/
[7] https://www.weforum.org/agenda/2019/01/why-humans-will-remain-central-to-the-future-of-work
[6] https://www.weforum.org/agenda/2019/01/the-hard-and-soft-skills-to-futureproof-your-career-according-to-linkedin?utm_source=Facebook
[6] Videos&utm_medium=Facebook
[6] Videos&utm_campaign=Facebook
[6] Video
[6] Blogs
[5] https://www.wsj.com/articles/ginni-rometty-on-how-ai-is-going-to-transform-jobsall-of-them-1516201040
[5] http://po.st/scms/OrMCe04Lcp0lOFmbYsNdtfNzxJ8aizKdgtkn818Lcp0/BOWN
[4] https://www.vodafone.com/content/index/what/technology-blog/supercharging-the-future.html

Top URLs in Tweet in G5:
[4] https://www.cnet.com/pictures/all-the-cool-new-gadgets-at-ces-2019/?ftag=COS-05-10aaa0h&utm_campaign=trueAnthem:+Trending+Content&utm_content=5c357c5f00bd47000114c4bf&utm_medium=trueAnthem&utm_source=twitter
[4] https://www.pwc.com/us/peoplestrategies
[3] http://po.st/scms/OrMCe04Lcp0lOFmbYsNdtfNzxJ8aizKdgtkn818Lcp0/BOWN
[3] https://www.cta.tech/News/Blog/Articles/2019/January/PHOTOS-What-You-May-Have-Missed-on-the-CES-Stage.aspx?utm_Medium=&utm_source=&sf206227047=1
[3] https://www.weforum.org/agenda/2019/01/everything-you-need-to-know-about-davos-2019?utm_source=Facebook
[3] Videos&utm_medium=Facebook
[3] Videos&utm_campaign=Facebook
[3] Video
[3] Blogs
[2] https://okt.to/7L4nOK

Top URLs in Tweet in G6:
[37] http://www.ilo.org/global/topics/future-of-work/trends/WCMS_545643/lang--en/index.htm?utm_content=buffer61cd3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.ilo.org/global/topics/future-of-work/trends/WCMS_545604/lang--en/index.htm?utm_content=bufferf1fbb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1087333602306768897
[1] https://twitter.com/i/web/status/1087332798468407296
[1] https://twitter.com/i/web/status/1086163853786927104
[1] http://www.ilo.org/global/topics/future-of-work/trends/WCMS_545675/lang--en/index.htm?utm_content=buffera8b09&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1087250999184711681
[1] https://twitter.com/i/web/status/1087311352178331648
[1] https://twitter.com/i/web/status/1087327033980407809
[1] https://twitter.com/i/web/status/1087327496087982081

Top URLs in Tweet in G7:
[10] https://www.forbes.com/sites/forbeshumanresourcescouncil/2019/01/08/the-chros-role-as-the-organizations-future-of-work-expert/#51ac591f7427
[8] https://www.myhrfuture.com/blog/2018/8/14/how-to-use-design-thinking-in-hr
[5] https://medium.com/willbe-group/can-ai-put-the-human-back-into-human-resources-f42756a1bfca
[5] https://www.linkedin.com/pulse/agility-new-response-dynamic-change-dave-ulrich/
[4] https://execed.economist.com/blog/industry-trends/hr-becoming-irrelevant
[4] https://hbr.org/2018/03/the-new-rules-of-talent-management#HR-goes-agile
[4] https://www.linkedin.com/pulse/top-40-hr-people-analytics-articles-2018-david-green/
[4] https://hbr.org/2018/03/the-new-rules-of-talent-management#hr-goes-agile
[3] https://www.hrtechnologynews.com/news/people-analytics/this-strategic-genius-just-predicted-the-future-of-hr/122320
[3] https://www2.deloitte.com/insights/us/en/focus/tech-trends.html

Top URLs in Tweet in G8:
[6] https://link.medium.com/r3IaBSRMET
[6] https://twitter.com/@rproshad65
[5] https://paper.li/ideagov/media20?edition_id=82e8baf0-1d45-11e9-90c7-0cc47a0d1609
[3] https://gizmodo.com/the-8-signs-that-machine-learning-will-automate-some-or-1831853145
[2] https://www.vodafone.com/content/index/what/technology-blog/supercharging-the-future.html
[2] https://www.weforum.org/agenda/2019/01/ai-artificial-intelligence-failing-next-generation-women-bias/
[2] https://www.techrepublic.com/article/87-of-companies-will-add-workers-this-year-despite-rise-of-robots/
[2] http://iiot-world.com/connected-industry/augmented-reality-offers-a-way-to-bridge-the-skills-gap-in-industry/
[2] https://www.clomedia.com/2018/04/23/its-time-for-hr-3-0/
[1] http://www.marginalia.online/putting-people-first-to-create-the-future-of-work/

Top URLs in Tweet in G9:
[6] http://www.opxai.com
[4] https://lnkd.in/fX89ZBE
[2] https://lnkd.in/grB4j5g
[2] https://www.youtube.com/watch?v=Kx4gcPxKxhw&feature=youtu.be

[2] http://news.eskil.co/?edition_id=a8a41420-1d08-11e9-944d-0cc47a0d1605
[2] https://hbr.org/2019/01/why-open-secrets-exist-in-organizations
[2] https://www.theguardian.com/business/2019/jan/21/world-26-richest-people-own-as-much-as-poorest-50-per-cent-oxfam-report
[1] https://twitter.com/i/web/status/1087499333849690113
[1] https://twitter.com/i/web/status/1086763071400480768
[1] https://twitter.com/i/web/status/1086682455661260800

Top URLs in Tweet in G10:
[6] https://www.forbes.com/lists/best-employers-diversity/#1b81b76e6468
[4] https://www.forbes.com/sites/forbestechcouncil/2019/01/16/is-robotics-taking-away-jobs-or-creating-them/#439d0e2357de
[3] https://www.forbes.com/sites/yoavvilner/2018/10/06/the-financial-future-your-freelance-work-with-new-technologies-such-as-blockchain/#35537a294f9b
[2] https://www.sellingsuccess.co.uk/niche-vs-generalist-recruiter/?utm_content=bufferad0af&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.forbes.com/sites/forbeshumanresourcescouncil/2019/01/08/the-chros-role-as-the-organizations-future-of-work-expert/#52496c477427
[2] https://www.sellingsuccess.co.uk/top-5-disappearing-resilient-and-emerging-careers-2020-30-2/
[2] https://www.youtube.com/watch?v=25bX1-Guidg

[2] https://www.forbes.com/sites/danielnewman/2019/01/16/top-7-digital-transformation-trends-in-financial-services-for-2019/#1d7804df5310
[2] http://bit.ly/2W1clpK?utm_content=83003780&utm_medium=social&utm_source=twitter&hss_channel=tw-192171500
[2] https://www.forbes.com/sites/forbestechcouncil/2018/12/28/let-the-robots-take-over-how-the-future-of-ai-will-create-more-jobs/#10a0efa63c6d

Top Domains
Top Domains in Tweet in Entire Graph:
[1209] twitter.com
[96] weforum.org
[80] forbes.com
[72] golance.com
[53] dy.si
[52] ilo.org
[50] siliconrepublic.com
[41] linkedin.com
[37] paper.li
[35] hbr.org

Top Domains in Tweet in G1:
[217] twitter.com
[23] faveeo.com
[20] weforum.org
[16] pwc.com
[15] vodafone.com
[14] po.st
[9] forbes.com
[6] medium.com
[4] siliconrepublic.com
[3] thenextweb.com

Top Domains in Tweet in G2:
[109] twitter.com
[44] siliconrepublic.com
[30] dy.si
[23] forbes.com
[22] singularityhub.com
[16] hbr.org
[14] npr.org
[14] linkedin.com
[12] weforum.org
[12] bryankramer.com

Top Domains in Tweet in G3:
[318] twitter.com
[12] lnkd.in
[7] decideconsulting.com
[6] paper.li
[5] dy.si
[4] fastcompany.com
[3] youtube.com
[3] linkedin.com
[2] inc.com
[2] hbr.org

Top Domains in Tweet in G4:
[73] twitter.com
[39] weforum.org
[7] forbes.com
[6] faveeo.com
[5] wsj.com
[5] mit.edu
[5] po.st
[4] manpowergroup.com
[4] reuters.com
[4] vodafone.com

Top Domains in Tweet in G5:
[36] twitter.com
[5] cnet.com
[4] pwc.com
[4] weforum.org
[3] po.st
[3] cta.tech
[2] okt.to
[2] vodafone.com
[2] economist.com
[1] mit.edu

Top Domains in Tweet in G6:
[45] ilo.org
[27] twitter.com
[1] youtube.com
[1] bit.ly
[1] humanityvoicewatch.com
[1] theatlantic.com
[1] faveeo.com

Top Domains in Tweet in G7:
[28] twitter.com
[17] linkedin.com
[13] forbes.com
[11] dy.si
[9] hbr.org
[9] medium.com
[8] myhrfuture.com
[7] deloitte.com
[4] economist.com
[4] hrtechnologist.com

Top Domains in Tweet in G8:
[39] twitter.com
[6] medium.com
[5] paper.li
[4] weforum.org
[3] gizmodo.com
[2] vodafone.com
[2] techrepublic.com
[2] iiot-world.com
[2] clomedia.com
[2] bit.ly

Top Domains in Tweet in G9:
[47] twitter.com
[10] lnkd.in
[6] opxai.com
[4] youtube.com
[2] dy.si
[2] faveeo.com
[2] eskil.co
[2] hbr.org
[2] theguardian.com
[1] weforum.org

Top Domains in Tweet in G10:
[23] forbes.com
[22] twitter.com
[5] co.uk
[2] youtube.com
[2] bit.ly
[2] lnkd.in
[1] onalytica.com
[1] uk.com
[1] globalrecruitmentthoughtleaders.com
[1] marginalia.online

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3003] futureofwork
[1317] ai
[684] iot
[625] wef19
[524] tech
[453] robotics
[357] digitaltransformation
[338] innovation
[306] robot
[301] automation



Top Hashtags in Tweet in G1:
[1059] futureofwork
[658] ai
[407] iot
[296] robotics
[262] tech
[181] bigdata
[178] automation
[170] ar
[165] wef19
[164] digitaltransformation

Top Hashtags in Tweet in G2:
[359] futureofwork
[179] wef19
[92] ai
[79] leadership
[79] mercerchats
[79] megachat
[68] digitaltransformation
[51] industry40
[51] davos
[38] diversity

Top Hashtags in Tweet in G3:
[207] futureofwork
[44] ai
[25] jobsoffuture
[23] tech
[16] technology
[14] wef19
[12] disability
[11] iot
[11] disruption
[10] trends

Top Hashtags in Tweet in G4:
[258] futureofwork
[115] ai
[112] wef19
[43] digitaltransformation
[42] iot
[39] tech
[35] industry40
[32] davos2019
[28] wef2019
[26] davos19

Top Hashtags in Tweet in G5:
[204] futureofwork
[188] ai
[147] ces2019
[139] tech
[113] iot
[111] innovation
[100] robot
[82] robotic
[67] ml
[63] talent

Top Hashtags in Tweet in G6:
[180] futureofwork
[47] ilo100
[19] wesp2019
[16] countdown
[15] report
[6] work
[3] ai
[3] alert
[2] takeyourseat
[2] weempower

Top Hashtags in Tweet in G7:
[84] futureofwork
[68] hr
[24] pa20_dg
[15] peopleanalytics
[15] ai
[14] hrtech
[13] leadership
[6] futureofhr
[6] hcm
[6] digital

Top Hashtags in Tweet in G8:
[59] futureofwork
[46] wef19
[37] mercerchats
[34] megachat
[21] worktrends
[18] ai
[15] iot
[13] robotics
[12] ces2019
[10] digital

Top Hashtags in Tweet in G9:
[83] futureofwork
[28] ai
[16] wef19
[13] mercerchats
[10] megachat
[8] technology
[8] iot
[8] machinelearning
[7] digitaltransformation
[7] jobs

Top Hashtags in Tweet in G10:
[53] futureofwork
[18] ai
[8] wef19
[6] recruitment
[6] automation
[5] fintech
[4] artificialintelligence
[4] tech
[4] robots
[3] futurejobs

Top Words
Top Words in Tweet in Entire Graph:
[3514] Words in Sentiment List#1: Positive
[917] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[99293] Non-categorized Words
[103724] Total Words
[3003] futureofwork
[2618] gt
[1400] ai
[973] mikequindazzi
[687] iot

Top Words in Tweet in G1:
[1940] gt
[1059] futureofwork
[724] mikequindazzi
[669] ai
[408] iot
[306] robotics
[274] tech
[236] future
[190] robot
[190] haroldsinnott

Top Words in Tweet in G2:
[359] futureofwork
[226] tamaramccleary
[184] mercer
[179] wef19
[98] ai
[87] leadership
[79] mercerchats
[79] megachat
[68] digitaltransformation
[64] join

Top Words in Tweet in G3:
[207] futureofwork
[82] gt
[59] future
[58] ai
[42] work
[39] jobs
[38] business
[35] want
[32] s
[32] disability

Top Words in Tweet in G4:
[258] futureofwork
[139] wef
[120] ai
[112] wef19
[91] manpowergroup
[90] gt
[79] future
[63] helene_wpli
[62] work
[54] world

Top Words in Tweet in G5:
[277] gt
[264] haroldsinnott
[204] futureofwork
[189] ai
[173] massage
[156] cnet
[147] ces2019
[139] tech
[114] mikequindazzi
[113] iot

Top Words in Tweet in G6:
[206] ilo
[180] futureofwork
[140] commission
[120] report
[115] global
[101] work
[96] future
[61] tomorrow
[54] achieve
[47] ilo100

Top Words in Tweet in G7:
[97] hr
[84] futureofwork
[49] hrcurator
[40] david_green_uk
[35] work
[28] thx4rt
[28] fr
[24] pa20_dg
[23] ai
[22] trends

Top Words in Tweet in G8:
[66] akwyz
[59] futureofwork
[53] disability
[46] wef19
[38] join
[37] london
[37] mercerchats
[34] megachat
[34] 75
[32] twitter

Top Words in Tweet in G9:
[83] futureofwork
[45] guzmand
[38] ai
[36] re
[35] share
[34] years
[31] gt
[30] worth
[30] reaching
[30] 50m

Top Words in Tweet in G10:
[53] futureofwork
[27] forbes
[26] ai
[12] top
[12] future
[11] jobs
[10] great
[9] news
[9] 2019
[9] ianknowlson

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1516] gt,gt
[398] mikequindazzi,gt
[311] gt,mikequindazzi
[267] futureofwork,gt
[211] ai,iot
[187] ar,vr
[178] future,work
[143] tech,innovation
[141] augmentedreality,futureofwork
[139] control,augmentedreality

Top Word Pairs in Tweet in G1:
[1183] gt,gt
[293] mikequindazzi,gt
[224] gt,mikequindazzi
[214] futureofwork,gt
[129] ar,vr
[121] ai,iot
[114] augmentedreality,futureofwork
[112] control,augmentedreality
[112] vr,mr
[110] gt,ar

Top Word Pairs in Tweet in G2:
[66] mercerchats,megachat
[52] tamaramccleary,futureofwork
[46] mercer,mercerchats
[35] 1,22
[33] gt,gt
[28] lifelong,learning
[27] leadership,futureofwork
[27] futureofwork,lifelong
[27] learning,really
[27] really,simple

Top Word Pairs in Tweet in G3:
[53] gt,gt
[25] jobsoffuture,futureofwork
[19] business,leaders
[13] future,work
[13] mikequindazzi,gt
[13] make,difference
[12] reminder,business
[12] leaders,make
[12] difference,top
[12] top,executives

Top Word Pairs in Tweet in G4:
[36] future,work
[30] gt,gt
[27] wef19,futureofwork
[26] ai,iot
[25] work,future
[24] gt,wef
[23] wef19,stage
[23] stage,set
[23] set,here's
[23] here's,wef

Top Word Pairs in Tweet in G5:
[128] gt,gt
[97] tech,innovation
[95] cnet,ces2019
[95] ces2019,tech
[68] robot,ai
[66] ai,ml
[62] innovation,robot
[61] robotic,massage
[61] futureofwork,talent
[56] massage,robotics

Top Word Pairs in Tweet in G6:
[112] global,commission
[99] ilo,global
[84] future,work
[76] commission,future
[54] report,achieve
[48] achieve,futureofwork
[44] commission,futureofwork
[43] publish,report
[41] tomorrow,ilo
[40] ilo,tomorrow

Top Word Pairs in Tweet in G7:
[28] thx4rt,fr
[28] fr,hrcurator
[15] hr,futureofwork
[11] leadership,futureofwork
[11] futureofwork,hr
[10] chro's,role
[10] role,organization's
[10] organization's,'future
[10] 'future,work
[10] work,expert'

Top Word Pairs in Tweet in G8:
[30] tomorrow,14h
[30] 14h,london
[30] london,15h
[30] 15h,berlin
[30] berlin,join
[30] join,wef19
[30] wef19,megachat
[30] megachat,twitter
[30] twitter,mercerchats
[30] mercerchats,crowd

Top Word Pairs in Tweet in G9:
[34] re,share
[30] worth,re
[30] share,reaching
[30] reaching,50m
[30] 50m,users
[30] users,goes
[30] goes,60
[30] 60,years
[30] years,19
[30] 19,days

Top Word Pairs in Tweet in G10:
[7] great,news
[7] news,sap
[7] sap,ranked
[7] ranked,top
[7] top,10
[7] 10,forbes
[7] forbes,list
[7] list,'the
[7] 'the,best
[7] best,employers

Top Replied-To
Top Replied-To in Entire Graph:
@pat_milligan1
@mercer
@japortalatin
@guzmand
@alvinfoo
@helene_wpli
@zgryta
@ferland_martine
@mckinsey
@musiccomposer1

Top Replied-To in G1:
@helene_wpli
@alvinfoo
@beyondthearc
@theregister
@glengilmore
@ninamohanty
@fogoros
@guzmand

Top Replied-To in G2:
@pat_milligan1
@mercer
@japortalatin
@zgryta
@sarahjspall
@tamaramccleary
@alvinfoo

Top Replied-To in G4:
@mckinsey

Top Replied-To in G5:
@guzmand
@kkruse
@sawyerinfrared
@digitalmstream
@perdomojavier

Top Replied-To in G7:
@amywrzesniewski
@penneldenis

Top Replied-To in G8:
@musiccomposer1
@miad

Top Replied-To in G9:
@ferland_martine
@marshacollier
@spirosmargaris
@alvinfoo
@wswmuc
@talentedlearn
@stevepruneau
@un_women
@ulsteruni

Top Replied-To in G10:
@forbes

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@haroldsinnott
@wef
@tamaramccleary
@mercer
@cnet
@ilo
@paula_piccard
@spirosmargaris
@alvinfoo

Top Mentioned in G1:
@mikequindazzi
@haroldsinnott
@paula_piccard
@spirosmargaris
@alvinfoo
@wef
@heinzvhoenen
@ume_kyd
@debraruh
@ronald_vanloon

Top Mentioned in G2:
@tamaramccleary
@mercer
@siliconrepublic
@japortalatin
@singularityhub
@wef
@haroldsinnott
@brinknewsnow
@jenny_darmody
@pat_milligan1

Top Mentioned in G3:
@decide_ldowns
@druben3222
@decideconsultng
@greatnesspoised
@pmspelican
@everlearntweets
@fbaddache
@laserfiche
@jkennedy93

Top Mentioned in G4:
@wef
@manpowergroup
@helene_wpli
@mikequindazzi
@haroldsinnott
@tamaramccleary
@mofloresb
@cognizant
@mckinsey
@marcusborba

Top Mentioned in G5:
@haroldsinnott
@cnet
@mikequindazzi
@wef
@mit
@jblefevre60
@mercer
@mashable
@royoleo
@ronald_vanloon

Top Mentioned in G6:
@ilo
@unyouthenvoy
@un
@antonioguterres
@undesa
@iloafrica
@ilo_globalksp
@iloglobal
@cyrilramaphosa
@marialuzvega4

Top Mentioned in G7:
@david_green_uk
@hrcurator
@deloitteinsight
@hrtodayghana35
@vitolae
@ianbailie
@myhrfuture
@insightonwork
@fca_hq
@sikandermajid

Top Mentioned in G8:
@akwyz
@julez_norton
@haroldsinnott
@wef
@rproshad65
@talentculture
@ideagov
@sallyeaves
@jolaburnett
@clubdescho

Top Mentioned in G9:
@guzmand
@mercer
@jeremyscrivens
@haroldsinnott
@wef
@akwyz
@opxai1
@helene_wpli
@psb_dc
@meghanmbiro

Top Mentioned in G10:
@forbes
@ianknowlson
@sap
@anil_marali
@wef
@haroldsinnott
@deco_network
@ibm
@futureofworkhub
@globereclead

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@filafresh
@arkangelscrap
@huskorkut
@sectest9
@marionspekker
@atsocialmediauk
@marcocostavalue
@monicasloves
@jude_mugabi

Top Tweeters in G1:
@arkangelscrap
@sectest9
@deejayiwan
@evankirstel
@businessinsider
@chidambara09
@jot_au
@gmizrachi
@vodafoneuk
@biconnections

Top Tweeters in G2:
@filafresh
@sudeepkhatri
@billnigh
@de_plazza
@reuters
@howardstrauber
@4everanimalz1
@nancyrubin
@labeecee15
@meghanmbiro

Top Tweeters in G3:
@villamizaritpro
@pcdnetwork
@francmolica
@thekaushalsoni
@freshsalis
@thinktankthuto
@maldives_live
@futureworldcen
@topmostshop
@sylvainepascual

Top Tweeters in G4:
@sufiy
@trippbraden
@twilli2861
@wsj
@timewalkproject
@wef
@profdrpassos
@bridges2italy
@wil_bielert
@cordiolimirco

Top Tweeters in G5:
@jornalistavitor
@ramikantari
@cftc10
@jj_angelus
@bar_zie
@vivmilano
@ericserati68
@miluramalho
@octaviano
@poppenreport

Top Tweeters in G6:
@nilimajumder
@sandyc1772
@tictoc22
@jamalhabsy
@_cosatu
@vievararosel
@carolndosi
@rossjaklik
@rfushimi222
@bagaluesunab

Top Tweeters in G7:
@andrewmorrisuk
@hrcurator
@shauncoffey
@roshaundadgreen
@joanncorley
@wongyk8
@sikandermajid
@simon_ball46
@conversationedu
@fidelisa

Top Tweeters in G8:
@akwyz
@7wdata
@talentculture
@ideagov
@ianmcalvert
@luisb
@blastkat
@marksbabbitt
@fmfrancoise
@crumbsgrill

Top Tweeters in G9:
@fintechna
@thomaspower
@lars9596
@shecyclesnbi
@fastcompany
@machinelearn_d
@jeremyscrivens
@mmarymckenna
@elcavalos
@mynaedu

Top Tweeters in G10:
@ottlegalrebels
@primal_digest
@rwang0
@inc
@slackhq
@forbes
@techcrunch
@jeandoobs
@theatlantic
@ene3112


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