futureofwork , Twitter, 10/25/2021 11:07:37 PM, 264753


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futureofwork _2021-10-25_13-30-06.xlsx
futureofwork _2021-10-25_13-30-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
futureofwork via NodeXL https://bit.ly/3jBnMlG
@humanre41270855
@mvollmer1
@haroldsinnott
@chidambara09
@ucloudify
@terence_mills
@forbes
@terenceleungsf
@jbarbosapr
@eli_krumova

Top hashtags:
#futureofwork
#ai
#iot
#bigdata
#machinelearning
#analytics
#robotics

Description:
Description
The graph represents a network of 4,147 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, 25 October 2021 at 20:43 UTC.

The requested start date was Monday, 25 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 3-hour, 27-minute period from Wednesday, 20 October 2021 at 20:33 UTC to Monday, 25 October 2021 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 : 4147
Unique Edges : 6057
Edges With Duplicates : 14203
Total Edges : 20260
Number of Edge Types : 5
Mentions : 3997
MentionsInRetweet : 9759
Retweet : 4935
Replies to : 79
Tweet : 1490
Self-Loops : 1704
Reciprocated Vertex Pair Ratio : 0.0419715884631941
Reciprocated Edge Ratio : 0.0805618673827722
Connected Components : 643
Single-Vertex Connected Components : 368
Maximum Vertices in a Connected Component : 2769
Maximum Edges in a Connected Component : 18181
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.221566
Graph Density : 0.000563121028214097
Modularity : 0.340339
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,147 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, 25 October 2021 at 20:43 UTC.

The requested start date was Monday, 25 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 3-hour, 27-minute period from Wednesday, 20 October 2021 at 20:33 UTC to Monday, 25 October 2021 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".

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:
[89] https://go.synctrics.com/synctrics
[62] https://www.bbntimes.com/society/artificial-intelligence-and-the-future-of-work-should-we-be-worried
[60] https://www.linkedin.com/posts/pinakilaskar_datascientists-machinelearning-ai-activity-6857527041676390400-DH22
[56] https://metaify.net/
[51] https://meta-datings.com/
[49] https://veille-cyber.com/artificial-intelligence-and-the-future-of-work-should-we-be-worried/
[44] https://sedo.com/search/details/?partnerid=324561&language=us&domain=smartrydes.com&origin=sales_lander_10&utm_medium=Parking&utm_campaign=offerpage
[41] https://www.linkedin.com/slink?code=gdb5nU8
[41] https://www.smallbizdaily.com/how-to-address-the-top-5-cybersecurity-challenges-in-hybrid-work/
[31] https://www.gartner.com/smarterwithgartner/3-themes-surface-in-the-2021-hype-cycle-for-emerging-technologies

Top URLs in Tweet in G1:
[89] https://go.synctrics.com/synctrics
[29] https://www.bbntimes.com/society/artificial-intelligence-and-the-future-of-work-should-we-be-worried
[17] https://www.forbes.com/sites/shelleyzalis/2021/09/20/the-future-of-work-has-arrived-now-what/?sh=7a6b9b2e2c0b
[17] https://www.linkedin.com/pulse/feedback-work-mitch-zenger
[16] https://www.weforum.org/agenda/2021/10/digital-transformation-business-resilience-cyber/
[16] https://www.linkedin.com/newsletters/what-is-future-of-work-%3F-6735074096108978176/
[13] https://www.linkedin.com/pulse/meetings-work-mitch-zenger/
[12] https://www.cpomagazine.com/cyber-security/3-cybersecurity-lessons-for-working-from-home-as-enterprises-prepare-for-new-hybrid-era/
[11] https://emerj.com/ai-sector-overviews/deepmind-alphafold/
[11] https://metaify.net/

Top URLs in Tweet in G2:
[58] https://www.linkedin.com/posts/pinakilaskar_datascientists-machinelearning-ai-activity-6857527041676390400-DH22
[45] https://metaify.net/
[45] https://meta-datings.com/
[44] https://veille-cyber.com/artificial-intelligence-and-the-future-of-work-should-we-be-worried/
[38] https://sedo.com/search/details/?partnerid=324561&language=us&domain=smartrydes.com&origin=sales_lander_10&utm_medium=Parking&utm_campaign=offerpage
[27] https://www.bbntimes.com/society/artificial-intelligence-and-the-future-of-work-should-we-be-worried
[25] https://www.gartner.com/smarterwithgartner/3-themes-surface-in-the-2021-hype-cycle-for-emerging-technologies
[23] https://www.linkedin.com/posts/pinakilaskar_deeplearning-machinelearning-artificialintelligence-activity-6857895389413085184-Sz8K
[21] https://www.forbes.com/sites/tonybradley/2021/10/13/applying-the-power-of-deep-learning-to-cybersecurity/
[20] https://www.wam.ae/en/details/1395302982546

Top URLs in Tweet in G3:
[35] https://www.linkedin.com/slink?code=gdb5nU8
[11] https://www.bbc.co.uk/sounds/play/p09z5wf4?at_campaign=64&at_custom2=twitter&at_custom1=%5Bpost+type%5D&at_custom4=0B24DDD6-331E-11EC-9D09-7FC8BDCD475E&at_custom3=%40BBCWorld&at_medium=custom7
[9] https://www.linkedin.com/pulse/digital-strategy-why-essential-linda-grasso
[8] https://www.weforum.org/agenda/2021/10/digital-transformation-business-resilience-cyber/
[6] https://www.bbntimes.com/society/artificial-intelligence-and-the-future-of-work-should-we-be-worried
[5] https://emerj.com/ai-sector-overviews/deepmind-alphafold/
[5] https://www.gartner.com/smarterwithgartner/3-themes-surface-in-the-2021-hype-cycle-for-emerging-technologies
[4] https://www.bcg.com/publications/2021/most-innovative-companies-overview
[4] https://www.raconteur.net/infographics/the-importance-of-data/
[4] https://www.peoplehum.com/demo?utm_partner=jd

Top URLs in Tweet in G4:
[22] https://www.smallbizdaily.com/how-to-address-the-top-5-cybersecurity-challenges-in-hybrid-work/
[9] https://community.hpe.com/t5/The-Cloud-Experience-Everywhere/Networking-in-the-hybrid-cloud-era-3-reasons-why-HPE-is-a-Leader/ba-p/7152108
[6] https://www.accenture.com/us-en/blogs/business-functions-blog/future-work-model?c=acn_glb_futureofworksprinklradvocac_12429717&n=smc_1021
[6] https://work2.org/
[4] https://gamechangeyourlife.com/hybrid-working-mode-is-here-to-stay/
[3] https://www.accenture.com/us-en/blogs/business-functions-blog/hybrid-workforce?c=acn_glb_futureofu-skillsprinklradvocac_12411072&n=smc_1021
[3] https://www.generation.org/annualreport-2020
[3] https://content.psionline.com/webinar-leading
[2] https://smarturl.it/CCRS8E41
[2] https://pocket.co/xhDerD?cta=1&src=ph&utm_source=pocket_mylist

Top URLs in Tweet in G5:
[25] https://sanctions.io/crypto-industry/?utm_source=twitter&utm_medium=email&utm_campaign=mh-crypto/
[17] https://twitter.com/FwdHumanity/status/1447615937666969603
[15] https://twitter.com/sanctions_io/status/1396116665545498626
[10] https://twitter.com/martinhoyes/status/1443306543999447041
[9] https://twitter.com/FwdHumanity/status/1448371790917431299
[9] https://youtu.be/oxfdnyqFt8A
[8] https://twitter.com/FwdHumanity/status/1448303755322036228
[7] https://twitter.com/martinhoyes/status/1441280293436985352
[7] https://sanctions.io/crypto-industry/
[6] https://apps.apple.com/us/app/id1451705907

Top URLs in Tweet in G6:
[2] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[2] https://journal.getabstract.com/en/2021/10/21/how-to-transition-to-a-hybrid-work-model/
[2] https://www.techradar.com/news/rpa-why-you-need-to-care-about-this-totally-unsexy-technology
[1] https://twitter.com/hulersocial/status/1451194061851750417
[1] https://www.huler.io/
[1] https://twitter.com/mercer/status/1452017091100413962
[1] https://www.constructiondive.com/spons/the-future-of-construction-work-is-hybrid/602370/
[1] https://www.philsimon.com/?p=271618
[1] https://www.philsimon.com/blog/technology/slack-transparency-problems/
[1] https://www.officernd.com/blog/officernd-closed-10m-series-a-to-make-flexible-hybrid-workplaces-work/?utm_medium=social-owned&utm_source=twitter&utm_campaign=officernd-blog-funding-announcement-tofu

Top URLs in Tweet in G7:
[5] https://www.pmresults.co.uk/hybrid-work-desk-booking-system-review/
[4] https://allwork.space/2021/09/this-is-the-one-element-missing-from-the-hybrid-workplace-conversation/
[4] https://allwork.space/2021/10/podcast-the-workforce-is-influencing-corporate-decisions-and-its-good-news-for-flex-space-john-williams/
[4] https://www.pmresults.co.uk/centralf-review-the-best-tool-weve-seen-for-hybrid-work/
[3] https://allwork.space/
[3] https://www.pmresults.co.uk/10-major-issues-with-hybrid-work-and-how-to-overcome-them/
[3] https://www.pmresults.co.uk/why-the-hybrid-work-model-as-most-companies-see-it-just-wont-work/
[3] https://hellotimking.medium.com/the-dilemma-of-unused-office-space-e73d775d242b
[2] https://www.ere.net/how-the-delta-variant-is-shaping-talent-acquisition-trends/
[2] https://www.ere.net/why-does-tech-shun-apprenticeships/

Top URLs in Tweet in G8:
[1] https://www.xhashtag.io/
[1] https://medium.com/xhashtag/introducing-xhashtag-a-dao-for-futureofwork-a9576c6a920f
[1] https://medium.com/xhashtag/what-makes-xhashtag-token-xtag-a-utility-token-1cf971f442d7
[1] https://twitter.com/xhashtagio/status/1451443052673855488
[1] https://t.me/vespertinecap
[1] https://t.me/xhashtagio

Top URLs in Tweet in G9:
[5] https://www.linkedin.com/pulse/5-signs-you-work-truly-great-leader-jacob-morgan/?published=t
[5] https://news.gallup.com/businessjournal/24472/whos-driving-innovation-your-company.aspx
[4] https://www.linkedin.com/pulse/worlds-top-business-leaders-share-hacks-tips-jacob-morgan/?published=t
[3] https://www.linkedin.com/pulse/how-entrepreneurship-changed-my-life-jacob-morgan/
[3] https://www.linkedin.com/pulse/difference-between-diversity-inclusion-why-you-need-both-jacob-morgan-2c/?published=t
[3] https://www.linkedin.com/pulse/former-vp-amazon-shares-insights-stories-secrets-from-jacob-morgan/?published=t
[3] https://www.quantumworkplace.com/future-of-work/innovation-and-initiative-at-work
[3] https://www.analyticsinsight.net/80-of-companies-will-adopt-intelligent-automation-by-2025/
[2] http://6leadershiptrends.com/
[2] https://www.gallup.com/workplace/245498/fostering-creativity-work-managers-push-crush-innovation.aspx

Top URLs in Tweet in G10:
[3] https://www.forbes.com/sites/williamarruda/2021/10/05/how-leaders-can-thrive-in-a-hybrid-work-environment/?sh=47c9d6fc266f
[2] https://www.forbes.com/sites/tomtaulli/2021/09/10/ai-artificial-intelligence-should-you-teach-it-to-your-employees/?sh=66df06c77b73
[2] https://www.forbes.com/sites/forbesagencycouncil/2021/04/02/11-ways-artificial-intelligence-can-improve-an-agencys-workflow/
[2] https://hbr.org/2021/09/the-future-of-flexibility-at-work?ab=hero-main-text
[2] https://www.entrepreneur.com/article/382326
[1] https://bloomberg.com/news/videos/2021-10-07/cisco-ceo-on-the-future-of-global-hybrid-work?utm_content=buffereeea7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://fowmedia.com/the-new-normal-hybrid-work-means-greater-focus-on-endpoint-security/?utm_content=buffere4863&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.itproportal.com/features/how-should-organizations-adapt-to-fully-realize-the-potential-of-gen-z/?utm_content=bufferf5b6e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://techhq.com/2021/10/companies-want-hr-automation-but-humans-still-have-a-role/?utm_content=buffer244c4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://hrexecutive.com/want-real-hr-change-look-to-data-and-analytics/?utm_content=buffer1ed66&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[370] twitter.com
[346] linkedin.com
[141] forbes.com
[119] sedo.com
[98] medium.com
[94] hbr.org
[94] synctrics.com
[90] dy.si
[64] weforum.org
[63] bbntimes.com

Top Domains in Tweet in G1:
[94] synctrics.com
[75] linkedin.com
[65] hbr.org
[58] forbes.com
[55] twitter.com
[50] dy.si
[39] mit.edu
[30] bbntimes.com
[27] talentculture.com
[27] hrbartender.com

Top Domains in Tweet in G2:
[111] linkedin.com
[100] sedo.com
[70] medium.com
[62] twitter.com
[45] metaify.net
[45] meta-datings.com
[44] veille-cyber.com
[43] forbes.com
[27] gartner.com
[27] bbntimes.com

Top Domains in Tweet in G3:
[47] linkedin.com
[12] weforum.org
[12] co.uk
[11] twitter.com
[6] gartner.com
[6] bbntimes.com
[5] emerj.com
[5] bcg.com
[5] peoplehum.com
[4] ampproject.org

Top Domains in Tweet in G4:
[37] twitter.com
[29] dy.si
[23] linkedin.com
[22] smallbizdaily.com
[14] hpe.com
[11] forbes.com
[9] careerarc.com
[9] accenture.com
[7] cognizant.com
[6] medium.com

Top Domains in Tweet in G5:
[108] twitter.com
[32] sanctions.io
[23] youtu.be
[14] youtube.com
[13] passle.net
[8] nodexlgraphgallery.org
[8] ademccormack.com
[7] apple.com
[5] beekonnected.com
[2] deloitte.com

Top Domains in Tweet in G6:
[5] twitter.com
[2] womenspowerbook.org
[2] getabstract.com
[2] philsimon.com
[2] techradar.com
[2] uipath.com
[1] huler.io
[1] constructiondive.com
[1] officernd.com
[1] youtu.be

Top Domains in Tweet in G7:
[35] allwork.space
[19] co.uk
[5] hbr.org
[5] ere.net
[5] flexworld.io
[5] smh.re
[4] twitter.com
[4] linkedin.com
[3] msn.com
[3] dy.si

Top Domains in Tweet in G8:
[2] medium.com
[2] t.me
[1] xhashtag.io
[1] twitter.com

Top Domains in Tweet in G9:
[21] linkedin.com
[7] gallup.com
[6] youtu.be
[4] twitter.com
[4] hbr.org
[3] quantumworkplace.com
[3] analyticsinsight.net
[2] instagram.com
[2] 6leadershiptrends.com
[2] shrm.org

Top Domains in Tweet in G10:
[10] forbes.com
[5] fowmedia.com
[4] hbr.org
[3] smh.re
[2] entrepreneur.com
[1] bloomberg.com
[1] itproportal.com
[1] techhq.com
[1] hrexecutive.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4277] futureofwork
[1939] ai
[925] iot
[814] bigdata
[751] machinelearning
[708] analytics
[495] robotics
[482] datascience
[467] ml
[456] hr



Top Hashtags in Tweet in G1:
[1053] futureofwork
[432] ai
[247] hr
[190] leadership
[165] bigdata
[152] ml
[123] aiio
[120] nlu
[111] hrtech
[96] peopleanalytics

Top Hashtags in Tweet in G2:
[1147] ai
[777] futureofwork
[725] iot
[642] analytics
[639] machinelearning
[629] bigdata
[429] datascience
[384] iiot
[297] robotics
[294] ml

Top Hashtags in Tweet in G3:
[533] futureofwork
[222] ai
[141] robotics
[118] augmentedreality
[109] robot
[100] iot
[99] automation
[99] leadership
[98] 5g
[90] ar

Top Hashtags in Tweet in G4:
[444] futureofwork
[28] remotework
[23] wfh
[23] cybersecurity
[21] leadership
[20] hxm
[15] hybridworkplace
[13] hybrid
[13] covid19
[13] workfromhome

Top Hashtags in Tweet in G5:
[257] futureofwork
[216] csr
[164] startup
[139] corpgov
[122] salesforce
[117] sustainability
[117] aml
[115] crypto
[108] startups
[107] hr

Top Hashtags in Tweet in G6:
[90] futureofwork
[12] microsoftresearch
[11] rpa
[11] ai
[6] automation
[5] future
[5] tech
[4] work
[4] panopticon
[4] flexworld

Top Hashtags in Tweet in G7:
[121] futureofwork
[28] remotework
[24] coworking
[21] careers
[20] wfh
[14] hybridwork
[14] remotejobs
[13] hr
[12] humanresources
[11] humancapital

Top Hashtags in Tweet in G8:
[35] communities
[35] xhashtag
[27] futureofwork
[6] web3
[2] community
[2] work4
[2] defi
[1] communityaccelerator
[1] play2earn
[1] onchain

Top Hashtags in Tweet in G9:
[59] futureofwork
[29] leadership
[14] employeeexperience
[12] hr
[11] startups
[10] technology
[9] ceo
[9] innovation
[8] employees
[7] hybridwork

Top Hashtags in Tweet in G10:
[46] futureofwork
[14] ai
[8] leadership
[7] automation
[7] hybrid
[6] remotework
[6] robotics
[6] 5g
[6] iot
[5] artificialintelligence

Top Words
Top Words in Tweet in Entire Graph:
[4278] #futureofwork
[1939] #ai
[959] work
[925] #iot
[814] #bigdata
[751] #machinelearning
[708] #analytics
[583] future
[540] more
[495] #robotics

Top Words in Tweet in G1:
[1053] #futureofwork
[432] #ai
[246] #hr
[210] work
[190] #leadership
[174] people
[170] more
[165] #bigdata
[152] #ml
[141] need

Top Words in Tweet in G2:
[1147] #ai
[777] #futureofwork
[725] #iot
[642] #analytics
[639] #machinelearning
[629] #bigdata
[429] #datascience
[384] #iiot
[350] kred
[297] #robotics

Top Words in Tweet in G3:
[533] #futureofwork
[325] mvollmer1
[298] nicochan33
[285] curieuxexplorer
[222] #ai
[185] hana_elsayyed
[183] frronconi
[148] terenceleungsf
[142] shi4tech
[141] #robotics

Top Words in Tweet in G4:
[444] #futureofwork
[132] work
[86] future
[75] hybrid
[67] more
[57] workforce
[45] facing
[44] leaders
[39] learn
[39] help

Top Words in Tweet in G5:
[257] #futureofwork
[216] #csr
[164] #startup
[139] #corpgov
[132] martinhoyes
[122] #salesforce
[117] #sustainability
[117] #aml
[115] #crypto
[108] #startups

Top Words in Tweet in G6:
[90] #futureofwork
[51] work
[40] time
[37] skills
[33] digital
[25] future
[25] people
[20] remote
[18] make
[18] great

Top Words in Tweet in G7:
[121] #futureofwork
[43] work
[28] #remotework
[24] #coworking
[22] change
[21] #careers
[20] more
[20] #wfh
[20] hybrid
[16] join

Top Words in Tweet in G8:
[78] xhashtagio
[42] dao
[37] projects
[35] web
[35] #communities
[35] #xhashtag
[31] growth
[29] rely
[29] drive
[29] adoption

Top Words in Tweet in G9:
[59] #futureofwork
[29] #leadership
[23] work
[23] great
[21] leader
[17] learn
[14] #employeeexperience
[13] amazon
[13] jacobm
[12] read

Top Words in Tweet in G10:
[46] #futureofwork
[17] work
[14] #ai
[14] more
[9] companies
[8] #leadership
[7] hybrid
[7] #automation
[7] #hybrid
[6] #remotework

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[368] #machinelearning,#bigdata
[367] #bigdata,#analytics
[331] #iot,#iiot
[325] #ai,#machinelearning
[298] #domainname,#forsale
[297] premium,#domainname
[271] #analytics,#datascience
[205] #analytics,#ai
[197] #datascience,#iot
[193] artificial,intelligence

Top Word Pairs in Tweet in G1:
[136] #bigdata,#ml
[123] #ai,#aiio
[123] #aiio,#bigdata
[120] #ml,#nlu
[114] #nlu,#futureofwork
[89] mitchzenger,synctrics
[88] artificial,intelligence
[70] #futureofwork,#leadership
[57] #hr,bartender
[51] premium,#domainname

Top Word Pairs in Tweet in G2:
[355] #bigdata,#analytics
[343] #machinelearning,#bigdata
[314] #iot,#iiot
[285] #ai,#machinelearning
[264] #analytics,#datascience
[247] #domainname,#forsale
[246] premium,#domainname
[193] #datascience,#iot
[176] #analytics,#ai
[175] gave,kred

Top Word Pairs in Tweet in G3:
[108] nicochan33,jblefevre60
[70] nicochan33,labordeolivier
[69] #futureofwork,#robot
[69] #robot,#robotics
[68] leo,walk
[68] walk,fly
[68] fly,#futureofwork
[68] #robotics,akwyz
[68] akwyz,wswmuc
[68] wswmuc,fogle_shane

Top Word Pairs in Tweet in G4:
[42] facing,workforce
[31] future,work
[23] workforce,#futureofwork
[23] future,hybrid
[23] hybrid,let's
[22] let's,ahead
[22] ahead,biggest
[22] biggest,#cybersecurity
[22] #cybersecurity,challenges
[22] challenges,facing

Top Word Pairs in Tweet in G5:
[76] #aml,#crypto
[63] #csr,#corpgov
[57] #startup,#startups
[57] #insurtech,#fintech
[54] #wef,#datagovernance
[54] #fintech,#regtech
[53] #datagovernance,#futureofwork
[50] #finserv,#wef
[50] #startups,#ai
[50] martinhoyes,#csr

Top Word Pairs in Tweet in G6:
[14] digital,work
[12] microsoftadc,digital
[12] work,involves
[12] involves,platforms
[12] platforms,skills
[12] skills,agency
[12] agency,forget
[12] #microsoftresearch,#futureofwork
[10] forget,people
[10] people,lives

Top Word Pairs in Tweet in G7:
[13] #remotework,#remotejobs
[11] #humanresources,#humancapital
[10] #hr,#humanresources
[10] #humancapital,#careers
[9] #careers,#consulting
[9] #consulting,#futureofwork
[9] #talent,#talentoptimization
[9] hybrid,work
[9] #futureofwork,#hybridwork
[8] #futureofwork,#talent

Top Word Pairs in Tweet in G8:
[35] web,projects
[33] xhashtagio,web
[29] projects,rely
[29] rely,#communities
[29] #communities,drive
[29] drive,growth
[29] growth,adoption
[29] adoption,#xhashtag
[29] #xhashtag,community
[29] community,accelerator

Top Word Pairs in Tweet in G9:
[24] #futureofwork,#leadership
[14] great,leader
[9] work,truly
[9] truly,great
[9] #hr,#ceo
[6] former,vp
[6] read,article
[6] article,below
[6] sponsored,namelyhr
[6] namelyhr,#futureofwork

Top Word Pairs in Tweet in G10:
[5] hybrid,work
[5] #leadership,#futureofwork
[4] forrester,research
[4] research,jgownder
[4] jgownder,offers
[4] offers,insights
[4] insights,companies
[4] companies,address
[4] address,vaccine
[4] vaccine,mandates

Top Replied-To
Top Replied-To in Entire Graph:
@gleb_tsipursky
@domain_org
@deeplearn007
@tldinvestors
@fwdhumanity
@talentculture
@khulood_almani
@harleydavidson
@cmswire
@domainnamewire

Top Replied-To in G1:
@deeplearn007
@khulood_almani
@talentculture
@albertoemachado
@chrisggarrod
@supplychain2030
@amitchampaneri1
@ronald_vanloon
@hana_elsayyed
@sarahnollwilson

Top Replied-To in G2:
@domain_org
@tldinvestors
@andresvarela
@topshelfnames
@domainnamewire
@iotchannel
@dnupdate
@nftart_club
@brandfuldomains
@elonmusk

Top Replied-To in G3:
@harleydavidson
@psb_dc

Top Replied-To in G5:
@fwdhumanity
@drumeshprabhu
@bolderesident
@sanctions_io
@timothy_hughes

Top Replied-To in G6:
@jamiipae
@coda_hq

Top Replied-To in G7:
@nyse
@korn_ferry

Top Replied-To in G9:
@cmswire

Top Mentioned
Top Mentioned in Entire Graph:
@mvollmer1
@nicochan33
@curieuxexplorer
@pinakilaskar
@frronconi
@shi4tech
@hana_elsayyed
@jblefevre60
@haroldsinnott
@ronald_vanloon

Top Mentioned in G1:
@terence_mills
@mitchzenger
@synctrics
@haroldsinnott
@tamaramccleary
@shi4tech
@enricomolinari
@nicochan33
@curieuxexplorer
@mvollmer1

Top Mentioned in G2:
@pinakilaskar
@kred
@undeveloped
@eli_krumova
@mikequindazzi
@fabriziobustama
@wef
@domains_perfect
@fisheyebox
@ingliguori

Top Mentioned in G3:
@mvollmer1
@nicochan33
@curieuxexplorer
@hana_elsayyed
@frronconi
@terenceleungsf
@shi4tech
@jblefevre60
@labordeolivier
@ronald_vanloon

Top Mentioned in G4:
@idealondon
@kkmtweet
@ricepolitics
@isaiahquintana_
@jasmeticsco
@teamsynchq

Top Mentioned in G5:
@martinhoyes
@fwdhumanity
@dlaignite
@sanctions_io
@timothy_hughes
@markccrowley
@excellencia_ltd
@deloitte
@agsocialmedia
@thuliumco

Top Mentioned in G6:
@microsoftadc
@drshikoh
@qhalahq
@enniechipembere
@kkirkpatrick
@uipath
@mklein818
@join_remi
@inspiredcat
@ariannahuff

Top Mentioned in G7:
@allwork_space
@jwondigital
@theinstantgroup
@googleworkspace
@instant_offices
@korn_ferry
@pm_results
@wework
@gingerdhaliwal
@gcucglobal

Top Mentioned in G8:
@xhashtagio
@oiggroup
@vespertinecap

Top Mentioned in G9:
@jacobm
@amazon
@uniify_in
@namelyhr
@microsoft
@huawei
@qs2point
@wswmuc
@antgrasso
@connectedwmag

Top Mentioned in G10:
@shellykramer
@techtarget
@wef
@hptechventures
@forrester
@jgownder
@realcolinmac
@hpchannelnews
@chuckrobbins
@fow_media

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@cybersec_feeds
@chidambara09
@ejlazar
@piyuanker12
@xaelbot
@geoffrey_payne
@codedailybot
@edjlazar

Top Tweeters in G1:
@ejlazar
@evankirstel
@rosenchild
@viralvideovlogs
@thehill
@artificialbra1n
@guardian
@businessinsider
@dataaugmented
@ektrit

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@aldoceccarelli
@ipythonistabot
@morolswediu

Top Tweeters in G3:
@edjlazar
@sudeepkhatri
@morgfair
@tess_blue815
@ssxman2
@barbiewithatude
@gezgintrk
@uncjay1
@southerngemgal
@benishii_

Top Tweeters in G4:
@kirkmurphy
@frelancewkguide
@topmostshop
@seni_bl
@neilmilliken
@rpujolvives
@jais_george
@leontrantereu
@nabomita_smiles
@iamkhayyam

Top Tweeters in G5:
@googleexpertuk
@sustaintrends
@artallks
@bot_innovation
@drumeshprabhu
@timothy_hughes
@funder
@myphillymedia
@bowling23
@socentlive

Top Tweeters in G6:
@slackhq
@kwetoday
@ucloudify
@futureworldcen
@mwelintobeko
@myitmedia
@commentsonly
@jangles
@khasimwammaitsi
@googlechrome

Top Tweeters in G7:
@msn
@fortunemagazine
@betterjobsearch
@johntarnoff
@seemarampersad
@mycowork_space
@modernfurnishin
@nyse
@gcucglobal
@wework

Top Tweeters in G8:
@bajuel3
@aravind___k
@rakeshn1ta
@dimitry_1977
@bagusasriel_
@itsalexortiz
@websurfer99
@itsnotpeverell
@jsprofit
@armineslami7

Top Tweeters in G9:
@smartecocity
@thedomainbot
@cmswire
@jacobm
@rrhhdigital
@dell
@hackingdom_io
@studios
@nab
@mentalmarketer

Top Tweeters in G10:
@business
@ijasonwu
@shellykramer
@jose_garde
@waleed_nohur
@robinheed
@mylessuer
@cheddar
@johnlegere
@realcolinmac


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