futureofwork , Twitter, 12/23/2019 4:10:07 AM, 219392


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futureofwork _2019-12-22_19-31-20.xlsx
futureofwork _2019-12-22_19-31-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/2PP7h6R
@mikequindazzi
@haroldsinnott
@wef
@ronald_vanloon
@tamaramccleary
@mvollmer1
@antgrasso
@pivotcloud
@alvinfoo
@smartecocity

Top hashtags:
#futureofwork
#ai
#iot
#machinelearning
#digitaltransformation
#startups
#fintech

Description:
Description
The graph represents a network of 2,955 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, 23 December 2019 at 03:32 UTC.

The requested start date was Monday, 23 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, 9-hour, 26-minute period from Friday, 20 December 2019 at 15:34 UTC to Monday, 23 December 2019 at 01:00 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 : 2955
Unique Edges : 5696
Edges With Duplicates : 3140
Total Edges : 8836
Number of Edge Types : 4
Mentions : 1395
Tweet : 1100
MentionsInRetweet : 6278
Replies to : 63
Self-Loops : 1100
Reciprocated Vertex Pair Ratio : 0.0102091223448049
Reciprocated Edge Ratio : 0.0202118989405053
Connected Components : 504
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 1897
Maximum Edges in a Connected Component : 7531
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.020249
Graph Density : 0.000702824012179992
Modularity : 0.500344
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 2,955 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, 23 December 2019 at 03:32 UTC.

The requested start date was Monday, 23 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, 9-hour, 26-minute period from Friday, 20 December 2019 at 15:34 UTC to Monday, 23 December 2019 at 01:00 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".

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:
[52] https://www.everestgrp.com/2019-12-rpa-product-capability-future-trends-market-insights-51974.html/
[26] https://www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/
[20] https://blog.konicaminolta.us/how-technology-affects-future-workforce/?utm_medium=organicsocial&utm_source=twitter&utm_campaign=social+media
[18] https://www.forbes.com/sites/chriswestfall/2019/08/30/the-4-soft-skills-that-can-future-proof-your-career/
[17] https://twitter.com/ravikikan
[16] https://www.cnbc.com/2019/11/04/godfather-of-ai-predicts-the-future-fate-of-the-us-workforce.html?__source=sharebar|twitter&par=sharebar
[16] https://sloanreview.mit.edu/article/older-and-wiser-how-management-style-varies-with-age/?social_token=94a502c3574861ff51b3ab8f18afe771&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[16] http://www.futuristspeaker.com/
[15] https://constructech.com/smart-cities-the-way-forward/
[15] https://hbr.org/2019/11/how-to-develop-a-talent-pipeline-for-your-digital-transformation

Top URLs in Tweet in G1:
[52] https://www.everestgrp.com/2019-12-rpa-product-capability-future-trends-market-insights-51974.html/
[11] https://www.linkedin.com/pulse/give-us-your-two-cents-steve-diedrick/
[9] https://insidebigdata.com/2019/12/20/the-evolving-nature-of-the-internet-of-things/
[8] https://www.technologyreview.com/s/614960/the-future-of-ais-impact-on-society/
[8] https://www.forbes.com/sites/insights-ibmservices/2019/12/20/8-ways-cloud-is-transforming-business/
[8] https://www.forbes.com/sites/cognitiveworld/2019/12/12/theres-no-such-thing-as-the-machine-learning-platform/
[7] https://www.entrepreneur.com/article/343484
[6] https://www.techrepublic.com/article/small-business-owners-dont-rush-into-using-ai/
[6] https://venturebeat.com/2019/12/21/the-dangerous-disregard-driving-the-hypergrowth-ideal/
[6] https://www.wired.com/story/will-ai-take-your-job-or-make-it-better/

Top URLs in Tweet in G2:
[11] https://www.forbes.com/sites/cognitiveworld/2019/12/17/empathy-in-artificial-intelligence/#16a835e26327
[11] https://www.zdnet.com/article/ar-and-vr-are-about-to-change-the-way-you-work-so-get-ready/
[8] https://www.zdnet.com/article/artificial-intelligence-the-score/
[7] https://www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/
[6] https://www.wired.co.uk/article/startup-founders-europe-tech-jobs
[5] http://disq.us/t/35zn0pt
[4] https://gcn.com/articles/2019/12/13/ai-workforce-multiplier.aspx
[2] https://www.forbes.com/sites/ciocentral/2019/10/14/is-artificial-intelligence-good/
[2] http://ow.ly/3WEE30nxq5W
[2] https://www.brookings.edu/?p=618198

Top URLs in Tweet in G3:
[6] https://www.forbes.com/sites/sap/2019/11/12/how-to-stop-hiring-bias-dont-let-ai-take-over-hr/#2b4eb086e0fb
[4] https://www.forbes.com/sites/janakirammsv/2019/12/19/5-machine-intelligence-trends-of-2019/
[3] https://hbr.org/2019/11/how-to-develop-a-talent-pipeline-for-your-digital-transformation
[3] http://www.mlive.com/
[2] https://www.youtube.com/watch?v=uiJTa3mMqkI

[2] https://www.forbes.com/sites/nigeldavies/2019/12/04/5-clever-ways-to-bring-festive-cheer-to-remote-workers/#1386aa9f2594
[2] https://www.xpesamoney.com/
[2] https://www.edsurge.com/news/2019-11-07-should-career-counselors-use-digital-personality-tests-to-help-students-choose-majors
[2] https://twinybots.ch/
[2] https://www.computerworld.com/article/3290286/collaboration/the-next-corporate-collaboration-tool-podcasts.html?utm_campaign=Revue

Top URLs in Tweet in G4:
[17] https://twitter.com/ravikikan
[15] https://constructech.com/smart-cities-the-way-forward/
[7] https://constructech.com/predictions-predictions-predictions/
[7] https://nrbmicromatco.blogspot.com/2019/12/asi-sera-la-experiencia-del-ascensor.html
[6] https://constructech.com/ultra-high-voltage-line-goes-online/
[5] https://constructech.com/acting-on-act/
[3] https://constructech.com/wireless-from-top-to-bottom/
[3] https://spatial.is/
[3] https://peggysmedleyshow.com/voice-assistants-not-awkward
[3] https://twitter.com/andi_staub

Top URLs in Tweet in G5:
[12] https://www.cnbc.com/2019/11/04/godfather-of-ai-predicts-the-future-fate-of-the-us-workforce.html?__source=sharebar|twitter&par=sharebar
[12] https://www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/
[12] https://www.forbes.com/sites/chriswestfall/2019/08/30/the-4-soft-skills-that-can-future-proof-your-career/
[11] https://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/ai-and-the-future-of-work-the-prospects-for-tomorrows-jobs#.XfgnqT4Tpnc.twitter
[11] https://www.brookings.edu/?p=618198
[10] https://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/ai-and-the-future-of-work-the-economic-impact-of-artificial-intelligence#.XfVwae6SRi8.twitter
[8] https://www.theladders.com:443/career-advice/10-predictions-for-the-future-of-work-from-leaders
[6] https://www.forbes.com/sites/karanmehandru/2019/11/20/predictions-on-the-future-of-work-vc-and-tech-for-2020/
[6] https://www.forbes.com/sites/cognitiveworld/2019/09/06/ai-for-executives/
[6] https://www.forbes.com/sites/londonschoolofeconomics/2019/08/08/are-we-facing-ai-armageddon-whats-wrong-with-the-automation-and-future-of-work-debate/

Top URLs in Tweet in G6:
[12] https://hbr.org/2019/11/how-to-develop-a-talent-pipeline-for-your-digital-transformation
[11] https://us17.campaign-archive.com/?u=347cae5a755118b839358a1a5&id=74f9594c6d
[5] https://www2.deloitte.com/us/en/insights/focus/technology-and-the-future-of-work/learned-helplessness-workforce.html?id=us:2sm:3tw:4di_gl:5eng:6di
[4] https://www.weforum.org/agenda/2019/12/automation-4ir-technology-robot-work-career/
[4] https://www2.deloitte.com/us/en/insights/focus/technology-and-the-future-of-work/redefining-work-for-new-value.html?id=us:2em:3pa:talent:eng:di:120919
[3] https://www.linkedin.com/pulse/how-create-culture-first-company-david-green/
[3] https://www.linkedin.com/pulse/how-build-people-analytics-team-global-organisation-david-green/
[3] https://www.bcg.com/en-gb/publications/2019/good-data-starts-with-great-governance.aspx
[3] https://www.ti-people.com/how-to-overcome-pitfalls-in-employee-experience-transformation
[3] https://hbr.org/2019/10/the-two-big-reasons-that-digital-transformations-fail

Top URLs in Tweet in G7:
[14] https://sloanreview.mit.edu/article/older-and-wiser-how-management-style-varies-with-age/?social_token=94a502c3574861ff51b3ab8f18afe771&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[5] https://sloanreview.mit.edu/article/redefining-work-for-new-value-the-next-opportunity/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[3] http://digital-leadership-associates.passle.net/post/102fw0z/why-companies-acquire-companies-just-for-the-talent
[2] http://digital-leadership-associates.passle.net/post/102fvmd/how-to-build-your-recruitment-marketing-strategy-to-attract-top-talent
[2] http://www.dlaignite.com/why-your-digital-transformation-project-will-fail-2
[2] https://www.dlaignite.com/creating-the-business-case-for-social-selling-and-social-transformation/
[2] http://digital-leadership-associates.passle.net/post/102fv43/the-war-for-human-talent-rages-on-in-spite-of-ai
[2] http://digital-leadership-associates.passle.net/post/102fvtw/building-your-customer-experience-into-your-companys-core-values
[2] https://www.youtube.com/watch?v=QN03Z2KCxZ4&feature=youtu.be

[1] https://twitter.com/i/web/status/1208854845555380224

Top URLs in Tweet in G8:
[7] https://techerati.com/features-hub/opinions/robots-and-the-jobs-we-love-to-hate/?sf114552958=1
[4] https://www.mckinsey.com/featured-insights/future-of-work/americas-future-of-work?cid=other-soc-twi-mgi-mgi-oth-1911
[1] https://www.forbes.com/sites/bernardmarr/2019/11/04/the-5-most-important-job-skills-for-the-future/?utm_content=buffere7db1&utm_medium=social&utm_source=Twitter&utm_campaign=buffer#344b0b171e5d
[1] https://www.forbes.com/sites/gradsoflife/2019/10/22/a-new-skills-deal-for-america/?utm_content=buffer686e7&utm_medium=social&utm_source=Twitter&utm_campaign=buffer#352280a17e25
[1] https://twitter.com/i/web/status/1204172090921947138
[1] https://twitter.com/i/web/status/1166751712281079809
[1] https://www.hrdive.com/news/study-companies-arent-training-employees-for-the-future/561613/?utm_content=buffer8ab4c&utm_medium=social&utm_source=Twitter&utm_campaign=buffer
[1] https://twitter.com/i/web/status/1208137332311896064
[1] http://paper.li/hello_teller/1519535846
[1] https://aspeninstitute.org/blog-posts/411-future-work

Top URLs in Tweet in G9:
[1] https://builtin.com/edtech/trends-in-educational-technology

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1199030998320574466

Top Domains
Top Domains in Tweet in Entire Graph:
[1119] twitter.com
[171] forbes.com
[123] paper.li
[53] everestgrp.com
[51] linkedin.com
[45] constructech.com
[43] faveeo.com
[37] hbr.org
[34] ow.ly
[29] zdnet.com

Top Domains in Tweet in G1:
[159] twitter.com
[53] forbes.com
[53] everestgrp.com
[12] linkedin.com
[11] weforum.org
[10] insidebigdata.com
[8] technologyreview.com
[8] techrepublic.com
[7] entrepreneur.com
[7] wired.com

Top Domains in Tweet in G2:
[64] twitter.com
[29] forbes.com
[19] zdnet.com
[6] co.uk
[5] disq.us
[4] gcn.com
[4] nodexlgraphgallery.org
[3] visualcapitalist.com
[2] hbr.org
[2] ow.ly

Top Domains in Tweet in G3:
[261] twitter.com
[27] paper.li
[17] forbes.com
[10] linkedin.com
[5] careerarc.com
[3] fastcompany.com
[3] youtube.com
[3] hbr.org
[3] mlive.com
[2] theguardian.com

Top Domains in Tweet in G4:
[159] twitter.com
[43] constructech.com
[24] ow.ly
[10] ampproject.org
[8] forbes.com
[8] hbr.org
[7] peggysmedleyshow.com
[7] blogspot.com
[3] youtube.com
[3] spatial.is

Top Domains in Tweet in G5:
[49] forbes.com
[32] twitter.com
[21] ieee.org
[12] cnbc.com
[11] brookings.edu
[8] theladders.com
[6] inc.com
[6] trippbraden.com
[5] businessworld.in
[4] pulse2.com

Top Domains in Tweet in G6:
[29] twitter.com
[21] hbr.org
[13] deloitte.com
[11] linkedin.com
[11] campaign-archive.com
[9] forbes.com
[6] dy.si
[4] weforum.org
[3] bcg.com
[3] ti-people.com

Top Domains in Tweet in G7:
[65] twitter.com
[19] mit.edu
[15] passle.net
[4] dlaignite.com
[3] dy.si
[2] mercer.com
[2] youtube.com
[1] inc.com
[1] hbr.org
[1] linkedin.com

Top Domains in Tweet in G8:
[7] techerati.com
[5] twitter.com
[4] mckinsey.com
[3] forbes.com
[2] paper.li
[1] hrdive.com
[1] aspeninstitute.org
[1] medium.com
[1] brookings.edu

Top Domains in Tweet in G9:
[1] builtin.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2919] futureofwork
[1635] ai
[682] iot
[625] machinelearning
[538] digitaltransformation
[536] startups
[368] fintech
[365] robot
[346] artificialintelligence
[340] technology



Top Hashtags in Tweet in G1:
[694] futureofwork
[436] ai
[247] technology
[231] digitaltransformation
[146] iot
[123] rpa
[114] tech
[102] automation
[96] machinelearning
[89] enterprise

Top Hashtags in Tweet in G2:
[370] futureofwork
[348] ai
[147] robot
[135] artificialintelligence
[125] iot
[102] digitaltransformation
[93] robotics
[84] ml
[75] robots
[74] rpa

Top Hashtags in Tweet in G3:
[184] futureofwork
[30] hr
[22] ai
[17] jobsoffuture
[12] reputation
[11] leadership
[10] culture
[10] strengths
[8] syncademy
[8] digitaltransformation

Top Hashtags in Tweet in G4:
[714] futureofwork
[619] ai
[430] machinelearning
[419] startups
[366] iot
[258] deeplearning
[238] defstar5
[204] fintech
[174] dataanalytics
[163] pwc

Top Hashtags in Tweet in G5:
[165] futureofwork
[89] ai
[30] jobs
[19] leadership
[13] entrepreneurs
[12] machinelearning
[11] automation
[10] vc
[9] artificialintelligence
[7] iot

Top Hashtags in Tweet in G6:
[67] futureofwork
[57] hr
[18] orgdesign
[17] hcm
[14] ai
[13] recruiting
[12] smarterhr
[10] orgdev
[9] peopleanalytics
[8] digitaltransformation

Top Hashtags in Tweet in G7:
[62] futureofwork
[12] leadership
[12] socialselling
[12] digitalselling
[11] employeeexperience
[10] business
[9] diversity
[9] hr
[7] humanresources
[6] culture

Top Hashtags in Tweet in G8:
[45] futureofwork
[12] backtoschool
[12] wkdev
[10] nevertooold
[10] ai
[6] skills
[5] workforce
[4] video
[4] gigeconomy
[3] lifelonglearning

Top Hashtags in Tweet in G9:
[9] ai
[7] robotics
[6] ml
[5] robots
[5] artificialintelligence
[5] robot
[5] industry40
[5] 4ir
[4] machinelearning
[3] tech

Top Hashtags in Tweet in G10:
[51] futureofwork
[3] citrixsynergy

Top Words
Top Words in Tweet in Entire Graph:
[3277] Words in Sentiment List#1: Positive
[650] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[86946] Non-categorized Words
[90873] Total Words
[3276] gt
[2919] #futureofwork
[1635] #ai
[1206] mikequindazzi
[935] ravikikan

Top Words in Tweet in G1:
[1067] gt
[694] #futureofwork
[546] mikequindazzi
[436] #ai
[258] antgrasso
[247] #technology
[242] wef
[231] #digitaltransformation
[185] math
[182] future

Top Words in Tweet in G2:
[370] #futureofwork
[348] #ai
[147] #robot
[135] #artificialintelligence
[125] #iot
[114] mvollmer1
[104] alvinfoo
[102] #digitaltransformation
[94] gt
[93] #robotics

Top Words in Tweet in G3:
[184] #futureofwork
[53] future
[45] work
[30] #hr
[30] hr
[22] #ai
[22] jobs
[21] more
[21] latest
[20] people

Top Words in Tweet in G4:
[2044] gt
[793] ravikikan
[714] #futureofwork
[619] #ai
[570] mikequindazzi
[430] #machinelearning
[419] #startups
[366] #iot
[258] #deeplearning
[238] #defstar5

Top Words in Tweet in G5:
[165] #futureofwork
[106] tamaramccleary
[89] #ai
[46] future
[30] #jobs
[23] workforce
[22] artificial
[22] intelligence
[19] #leadership
[16] career

Top Words in Tweet in G6:
[67] #futureofwork
[57] #hr
[38] david_green_uk
[34] digital
[26] gt
[24] hrcurator
[23] hr
[21] transformation
[20] myhrfuture
[18] #orgdesign

Top Words in Tweet in G7:
[62] #futureofwork
[35] passle
[34] timothy_hughes
[25] mitsmr
[19] companies
[17] more
[16] managers
[16] key
[15] talent
[15] between

Top Words in Tweet in G8:
[45] #futureofwork
[36] need
[31] degree
[27] opptyatwork
[14] job
[13] talented
[13] way
[13] measure
[12] #backtoschool
[12] #wkdev

Top Words in Tweet in G9:
[34] angelicagallegs
[34] yukarikingdom18
[34] mhall55nine
[34] eoff_sylvia
[34] montynishimura
[34] bperrionni
[34] semicvet50
[34] brindusab1
[34] ritacobix
[32] arnabch01

Top Words in Tweet in G10:
[51] #futureofwork
[46] citrix
[46] work
[44] way
[44] changing
[40] talk
[40] lot
[40] good
[40] reason
[40] organizations

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2150] gt,gt
[477] mikequindazzi,gt
[410] #startups,#futureofwork
[358] ravikikan,#startups
[313] #futureofwork,gt
[309] #machinelearning,#deeplearning
[231] #futureofwork,#ai
[218] #ai,#machinelearning
[211] gt,#pwc
[203] #pwc,mikequindazzi

Top Word Pairs in Tweet in G1:
[705] gt,gt
[150] mikequindazzi,gt
[126] learn,singapore
[126] singapore,teaches
[126] teaches,math
[126] math,wef
[126] wef,#technology
[126] #technology,#futureofwork
[126] #futureofwork,#digitaltransformation
[123] ronald_vanloon,learn

Top Word Pairs in Tweet in G2:
[91] #artificialintelligence,#ai
[66] fully,automated
[66] automated,#robotic
[66] #robotic,powered
[66] powered,warehouse
[66] #robot,#rpa
[60] #ai,#robotics
[58] #digitaltransformation,#futureofwork
[55] #industry40,#4ir
[54] gt,gt

Top Word Pairs in Tweet in G3:
[17] #jobsoffuture,#futureofwork
[15] future,work
[9] hrconfes,david_green_uk
[7] hr,dive
[6] david_green_uk,stop
[6] stop,hiring
[6] hiring,bias
[6] bias,don
[6] don,ai
[6] ai,take

Top Word Pairs in Tweet in G4:
[1350] gt,gt
[342] #startups,#futureofwork
[307] mikequindazzi,gt
[303] ravikikan,#startups
[258] #machinelearning,#deeplearning
[185] #futureofwork,gt
[169] #ai,#machinelearning
[166] #futureofwork,#ai
[161] gt,#pwc
[161] #pwc,mikequindazzi

Top Word Pairs in Tweet in G5:
[35] tamaramccleary,#ai
[24] #ai,#futureofwork
[22] artificial,intelligence
[15] #futureofwork,#jobs
[15] soft,skills
[15] workforce,#futureofwo
[14] predictions,#futureofwork
[12] #leadership,#entrepreneurs
[12] jim,goodnight
[12] goodnight,'godfather

Top Word Pairs in Tweet in G6:
[17] #hr,#hcm
[17] gt,gt
[15] digital,transformation
[12] check,'2020
[12] '2020,#hr
[12] #hr,predictions'
[12] predictions',special
[12] special,digital
[12] digital,hr
[12] hr,leaders

Top Word Pairs in Tweet in G7:
[21] passle,timothy_hughes
[14] key,differences
[14] differences,between
[14] between,younger
[14] younger,older
[14] older,managers
[14] managers,research
[14] research,#futureofwork
[12] mitsmr,key
[10] dlaignite,#socialselling

Top Word Pairs in Tweet in G8:
[13] need,degree
[13] degree,talented
[13] talented,need
[13] need,job
[13] job,degree
[13] degree,way
[13] way,measure
[12] opptyatwork,need
[9] employer,help
[9] help,create

Top Word Pairs in Tweet in G9:
[34] angelicagallegs,yukarikingdom18
[34] yukarikingdom18,mhall55nine
[34] mhall55nine,eoff_sylvia
[34] eoff_sylvia,montynishimura
[34] montynishimura,bperrionni
[34] bperrionni,semicvet50
[34] semicvet50,brindusab1
[34] brindusab1,ritacobix
[32] arnabch01,angelicagallegs
[5] mvollmer1,#robots

Top Word Pairs in Tweet in G10:
[44] way,work
[44] work,changing
[40] talk,lot
[40] lot,#futureofwork
[40] #futureofwork,good
[40] good,reason
[40] reason,way
[40] changing,organizations
[39] citrix,talk
[39] organizations,evolving

Top Replied-To
Top Replied-To in Entire Graph:
@exchangeseva
@angelicagallegs
@mercer
@bkenna1
@allsaints_sct
@smartecocity
@anthonyadnave
@chrisstephensio
@iancheeseman
@jackobim

Top Replied-To in G1:
@fabriziobustama
@kuriharan
@airbus
@jblefevre60
@bigdata_joe
@realcolinmac

Top Replied-To in G2:
@artosilvia
@bgsnezana
@lilachbullock
@paulamaier3

Top Replied-To in G4:
@firstnet

Top Replied-To in G7:
@mercer
@siliconrepublic
@insightonwork
@tamaramccleary

Top Replied-To in G9:
@angelicagallegs

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@ravikikan
@wef
@antgrasso
@haroldsinnott
@ronald_vanloon
@mvollmer1
@tamaramccleary
@alvinfoo
@iamgrvj

Top Mentioned in G1:
@mikequindazzi
@wef
@antgrasso
@haroldsinnott
@ronald_vanloon
@evankirstel
@paula_piccard
@ravikikan
@mit
@cnbc

Top Mentioned in G2:
@mvollmer1
@alvinfoo
@wef
@seeker
@mikequindazzi
@andreaspa
@andi_staub
@haroldsinnott
@automeme
@evankirstel

Top Mentioned in G4:
@ravikikan
@mikequindazzi
@iamgrvj
@ibm
@sap
@freshsalis
@spatialxr
@girardmaxime33
@keynode
@thedigitaljob

Top Mentioned in G5:
@tamaramccleary
@trippbraden
@westfallonline
@brookingsinst
@markccrowley
@treeschannels
@mikequindazzi
@ravikikan
@wef
@haroldsinnott

Top Mentioned in G6:
@david_green_uk
@hrcurator
@myhrfuture
@forbes
@deloitteus
@harvardbiz
@mckinsey
@mikequindazzi
@hana_elsayyed
@wef

Top Mentioned in G7:
@timothy_hughes
@mitsmr
@dlaignite
@mercer
@tiffani_bova
@whenwomenthrive
@agsocialmedia
@edge_cert
@eriksherman
@therudingroup

Top Mentioned in G8:
@opptyatwork
@byron_auguste
@euandavis
@the_techerati
@cognizant
@mckinsey_mgi
@aspen_boi
@mpopov1229
@conway

Top Mentioned in G9:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@montynishimura
@bperrionni
@semicvet50
@brindusab1
@ritacobix
@arnabch01
@angelicagallegs

Top Mentioned in G10:
@citrix
@citrixappdesktp
@microsoft
@nabeely
@ronald_vanloon
@forgeaheadio

Top Tweeters
Top Tweeters in Entire Graph:
@fantasysite
@sectest9
@huskorkut
@thudao76
@cyberdomain
@marionspekker
@edinburghwatch
@monicasloves
@ejlazar
@nieuwemarlean

Top Tweeters in G1:
@sectest9
@deejayiwan
@evankirstel
@aldoceccarelli
@billnigh
@npsusa
@fintechna
@richsimmondsza
@tess_blue815
@wcvb

Top Tweeters in G2:
@mcdonalds
@swissbusiness
@marshacollier
@lilachbullock
@mashable
@nicochan33
@akwyz
@nancyrubin
@simonlporter
@gezgintrk

Top Tweeters in G3:
@frelancewkguide
@tecnbiz
@blastkat
@elmelegey
@topmostshop
@rdene915
@joseph_santoro
@rucsb
@andreabhhs
@sureshone

Top Tweeters in G4:
@cyberdomain
@chidambara09
@iam__network
@ramikantari
@cybersec_feeds
@entwistletx
@freshsalis
@metropulseusa
@pardoe_ai
@vishne0

Top Tweeters in G5:
@clairebotai
@ottlegalrebels
@stefan_laurell
@machinelearnflx
@howardstrauber
@trippbraden
@hiphopmatrix
@twilli2861
@klaufimiani
@theeddie24ful

Top Tweeters in G6:
@googleexpertuk
@smita093
@stfuimtweetn0_o
@nurfadzliha
@forbes
@hrcurator
@roshaundadgreen
@jameschurchman
@nvsdata
@harvardbiz

Top Tweeters in G7:
@inc
@timothy_hughes
@andytoronto
@designthinkbot
@yourwinner
@siliconrepublic
@therudingroup
@belly2154
@jacobm
@suneet7954

Top Tweeters in G8:
@analyticaglobal
@dipuoseema
@gsrandhir
@michael_oyakojo
@meladalklimat
@onionssssssss
@onyilacreme
@deepindex
@lenny_mendonca
@cognizant

Top Tweeters in G9:
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@nieuwemarlean
@mhall55nine
@marienassar_
@jilliemary
@mojobag4u
@peac4love

Top Tweeters in G10:
@thudao76
@letradoarmando1
@pimmaiden
@kcs39194
@iboe_bt
@nalvasouzavitor
@mottagiuseppe1
@asdrubal1963
@xyza1337
@bgenebra