futureofwork , Twitter, 8/24/2020 7:25:18 PM, 233413


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futureofwork _2020-08-24_11-52-15.xlsx
futureofwork _2020-08-24_11-52-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 24, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/32AJFs7
@haroldsinnott
@wef
@hana_elsayyed
@guzmand
@forbes
@terence_mills
@fabriciosx
@nicochan33
@hrcurator
@shicooks

Top hashtags:
#futureofwork
#ai
#iot
#innovation
#bigdata
#digitaltransformation
#covid19

Description:
Description
The graph represents a network of 5,142 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, 24 August 2020 at 19:03 UTC.

The requested start date was Monday, 24 August 2020 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 3-day, 12-hour, 22-minute period from Wednesday, 19 August 2020 at 00:04 UTC to Saturday, 22 August 2020 at 12:27 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 : 5142
Unique Edges : 6975
Edges With Duplicates : 12826
Total Edges : 19801
Number of Edge Types : 5
Tweet : 1710
Retweet : 4954
MentionsInRetweet : 9896
Mentions : 3172
Replies to : 69
Self-Loops : 1879
Reciprocated Vertex Pair Ratio : 0.0332495650492944
Reciprocated Edge Ratio : 0.0643592142188962
Connected Components : 912
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 3103
Maximum Edges in a Connected Component : 16641
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.461338
Graph Density : 0.000404387785264563
Modularity : 0.416681
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,142 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, 24 August 2020 at 19:03 UTC.

The requested start date was Monday, 24 August 2020 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 3-day, 12-hour, 22-minute period from Wednesday, 19 August 2020 at 00:04 UTC to Saturday, 22 August 2020 at 12:27 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:
[40] https://www.kdnuggets.com/2020/08/start-learning-data-science-again.html
[37] https://go.synctrics.com/synctrics
[28] https://aidaily.co.uk/articles/the-mathematics-behind-ai
[26] https://www.forbes.com/sites/cognitiveworld/2020/06/15/artificial-intelligence--fully-automated-luxury-capitalism/?ss=ai#eaccb264a31c
[26] https://futuristspeaker.com/
[22] https://kmbs.konicaminolta.us/kmbs/rethink-the-future-of-work?utm_campaign=future%20of%20work&utm_medium=organic%20social&utm_source=twitter
[21] https://www.malaymail.com/news/life/2020/08/17/is-sustainable-deep-learning-possible/1894535
[20] https://www.forbes.com/sites/patriciakemp/2020/08/18/what-is-b2b-fintech/#52c43c86eb15
[20] https://connectedworld.com/working-from-home-burn-out-ahead/
[20] https://topco.co.za/future_of_hr_summit_special_rate/

Top URLs in Tweet in G1:
[39] https://www.kdnuggets.com/2020/08/start-learning-data-science-again.html
[26] https://www.forbes.com/sites/cognitiveworld/2020/06/15/artificial-intelligence--fully-automated-luxury-capitalism/?ss=ai#eaccb264a31c
[24] https://aidaily.co.uk/articles/the-mathematics-behind-ai
[21] https://www.malaymail.com/news/life/2020/08/17/is-sustainable-deep-learning-possible/1894535
[19] https://www.forbes.com/sites/patriciakemp/2020/08/18/what-is-b2b-fintech/#52c43c86eb15
[14] https://www.technologyreview.com/2020/08/17/1006604/remote-workers-want-to-recreate-those-watercooler-moments-virtually/
[13] https://www.youtube.com/watch?v=R5-Ovq9y0Ps

[12] https://www.pcmag.com/news/meet-your-post-pandemic-coworker-an-ai-bot
[12] https://autome.me/china-vs-usa-who-stands-where-in-the-5g-race/
[11] https://connectedworld.com/working-from-home-burn-out-ahead/

Top URLs in Tweet in G2:
[6] https://www.kdnuggets.com/2020/06/emotion-ai.html
[6] https://venturebeat.com/2020/08/20/ibm-uses-ai-to-evaluate-risk-of-developing-genetic-diseases/
[6] https://www.technative.io/the-role-of-5g-in-bringing-the-reality-of-smart-cities-closer/
[5] https://www.zdnet.com/article/japan-aims-to-send-flying-cars-into-tokyos-skies-in-only-three-years/
[5] https://venturebeat.com/2020/08/20/ifarm-raises-4-million-to-automate-urban-farming-with-ai-and-drones/amp/?__twitter_impression=true
[3] https://www.forbes.com/sites/charlestowersclark/2020/03/27/will-remote-work-become-the-new-normal/?ss=ai#55cc4a1dcd1c
[3] https://www.businesswire.com/news/home/20200820005728/en/AI-Transforming-Future-Employability-Head-Quantzig%E2%80%99s-Latest#.Xz9KmMUHVRc.twitter
[3] https://www.statista.com/chart/21584/gafam-revenue-growth/
[3] https://aidaily.co.uk/articles/the-mathematics-behind-ai
[3] https://www.fiverr.com/razu95/professional-modern-minimalist-logo-design-24-hrs

Top URLs in Tweet in G3:
[6] https://geekforhireinc.com/remote-service/
[3] https://www.portugal.futureofwork.co
[3] https://blog.jobdiva.com/7-tips-for-attracting-best-fit-candidate?utm_campaign=7%20tips&utm_source=facebook&utm_medium=social
[2] https://www.enterpriseconnect.com/virtual/august-ve/replay
[2] -
[2] https://www.hrreporter.com/focus-areas/compensation-and-benefits/tips-on-accommodating-parents-working-from-home/332513
[2] https://sites.ziftsolutions.com/techdata.ziftsolutions.com/ff8081815ce77364015cf742af322452?cid=8a99835a73ffcf34017403bb30bc75ed&url=https%3A%2F%2Fdell.to%2F33sU0YP
[2] https://www.nytimes.com/2020/08/19/travel/remote-worker-visa.html?smid=tw-share
[2] https://twitter.com/wef/status/1296409264840495105
[2] https://www.splunk.com/en_us/solutions/covid19-response-overview/covid-19-solutions.html

Top URLs in Tweet in G4:
[11] https://www.linkedin.com/pulse/how-hire-talent-long-run-steve-diedrick/
[9] https://constructech.com/ai-and-construction-training/
[9] https://connectedworld.com/working-from-home-burn-out-ahead/
[7] https://constructech.com/meeting-is-starting-cue-the-robot/
[6] https://peggysmedleyshow.com/sustainability-in-the-seas
[6] https://constructech.com/the-era-of-smart-airports/
[6] https://josephsteinberg.com/a-small-1992-democratic-national-convention-memento-teaches-a-powerful-lesson-for-today/
[5] https://dzone.com/articles/the-enterprise-digital-testing-quality-funnel
[4] https://connectedworld.com/2020-women-who-lead/
[3] https://constructech.com/remote-work-and-cybersecurity/

Top URLs in Tweet in G5:
[20] https://topco.co.za/future_of_hr_summit_special_rate/
[6] https://sloanreview.mit.edu/article/when-it-comes-to-culture-does-your-company-walk-the-talk/
[5] https://www.hrzone.com/lead/future/future-of-work-the-top-hr-job-roles-of-the-next-decade
[4] https://blog.4psa.com/revival-voice-lazarus-effect-covid19-pandemic/
[4] https://www.linkedin.com/slink?code=gKN5HpX
[3] https://www.starmeup.com/blog/en/organizational-culture/mergers-and-acquisitions/
[3] https://hbr.org/2020/07/building-work-life-boundaries-in-the-wfh-era
[3] https://www.chieflearningofficer.com/2020/07/29/shattering-the-way-ld-thinks-about-measurement/
[3] https://qz.com/1780968/the-future-of-cloud-computing/
[2] https://www.mckinsey.com/featured-insights/future-of-work/the-most-fundamental-skill-intentional-learning-and-the-career-advantage

Top URLs in Tweet in G6:
[15] https://www.constellationr.com/blog-news/new-offering-launch-oracle-boosts-developer-velocity-autonomous-json-database
[7] https://twitter.com/Oracle/status/1296183149798592512
[6] https://medium.com/@markvanrijmenam/why-blending-data-analytics-and-gut-feeling-benefits-your-business-7629e47d44de?sk=f8dc9867e64bc0f531850ad7f6733a1b
[6] https://vanrijmenam.nl/ensure-privacy-data-driven-future/
[6] https://www.zoho.com/backtowork/webinars/getting-back-to-work-safely.html?utm_source=Constellation_Promotion&utm_medium=banner&utm_campaign=constellation_webinar
[5] https://vanrijmenam.nl/security-tokens-change-liquidity-economy/
[5] https://vanrijmenam.nl/we-should-be-careful-developing-ai/
[4] https://vanrijmenam.nl/clarifying-path-tokenisation/
[4] https://medium.com/@markvanrijmenam/the-database-of-tomorrow-the-self-driving-autonomous-database-6e51d45778f6
[4] https://www.citrix.com/blogs/2020/01/14/what-the-rise-of-ai-in-leadership-means-for-the-future-of-work/

Top URLs in Tweet in G7:
[2] https://www.linkedin.com/slink?code=gwqXyBP
[2] https://www.tlnt.com/the-democratization-of-leadership-development/
[2] https://venturebeat.com/2020/08/20/ibm-uses-ai-to-evaluate-risk-of-developing-genetic-diseases/
[2] https://www.aspeninstitute.org/publications/a-toolkit-to-engage-employers-and-opportunity-youth-on-the-future-of-work/
[2] https://twitter.com/hcldr/status/1295894500791836672
[1] https://venturebeat.com/2020/07/25/the-nimble-enterprise-how-to-balance-innovation-and-execution/
[1] https://twitter.com/i/web/status/1295991917466058752
[1] https://twitter.com/i/web/status/1297105197370679297
[1] https://twitter.com/Onalytica/status/1295376094997159937
[1] https://www.inc.com/entrepreneurs-organization/how-to-defeat-unconscious-bias-in-recruiting-hiring.html

Top URLs in Tweet in G8:
[37] https://go.synctrics.com/synctrics
[4] https://www.sevaxapp.com/
[4] https://twitter.com/FwdHumanity/status/1291129793920950272
[3] https://www.linkedin.com/feed/update/urn:li:activity:6635756680867123200
[2] https://go.synctrics.com/mitchzenger
[2] https://twitter.com/FwdHumanity/status/1287996403084492800
[2] https://twitter.com/FwdHumanity/status/1265773427173941248
[2] https://docs.google.com/forms/d/e/1FAIpQLSdm37kvqaX5KSEyKBYDNYdK6SC1ybr_51jW5X2Hl7gCDWrgKg/viewform?usp=sf_link
[2] https://www.indeed.com/lead/remote-flexible-work-arrangements?hl=en&co=US&utm_campaign=IndeedLeadUS&utm_content=Enterprise&utm_date=1597848186&utm_medium=organicsocial&utm_source=twitter
[2] https://talentculture.com/join-the-community/

Top URLs in Tweet in G9:
[1] https://community.nasscom.in/communities/digital-transformation/design-principles-to-synthesize-digital-workers-into-the-enterprise.html
[1] https://twitter.com/BlogIndiaBlog/status/1295930160177270784
[1] https://venturebeat.com/2020/08/20/ifarm-raises-4-million-to-automate-urban-farming-with-ai-and-drones/amp/?__twitter_impression=true
[1] https://www.businesstoday.in/sectors/jobs/hiring-in-india-picks-up-35-from-april-to-june-linkedin-report/story/413235.html
[1] https://twitter.com/i/web/status/1295987147808284672
[1] https://www.linkedin.com/video/live/urn:li:ugcPost:6699358873993773056/
[1] https://content.techgig.com/ai-is-the-augmented-intelligence-which-augments-a-humans-capabilities-sanjay-srivastava-chief-digital-officer-genpact/articleshow/77486330.cms
[1] https://timesofindia.indiatimes.com/india/how-covid-pushed-businesses-to-using-more-efficient-tech-tools/articleshow/77371170.cms
[1] https://economictimes.indiatimes.com/markets/stocks/news/axis-plans-to-bank-on-gig-workers/articleshow/77626347.cms
[1] https://www.hrkatha.com/features/five-futuristic-hr-jobs-that-lead-through-the-man-machine-blend/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1295948661575352321
[1] https://www.mastercardcenter.org/insights/where-the-vulnerable-jobs-are-in-US-Cities?cmp=organic.twitter.social.data_insights.cities.all.nam.
[1] https://www.weforum.org/agenda/2020/08/work-talent-human-capital-covid-19/
[1] https://www.weforum.org/reports/human-capital-as-an-asset-an-accounting-framework-to-reset-the-value-of-talent-in-the-new-world-of-work
[1] https://www.brookings.edu/research/utilities-for-democracy-why-and-how-the-algorithmic-infrastructure-of-facebook-and-google-must-be-regulated/
[1] https://twitter.com/AndyWWestwood/status/1296052233398816768
[1] https://www.ft.com/content/0b26ee5d-4f4f-4d57-a700-ef49038de18c
[1] https://www.newyorker.com/tech/annals-of-technology/what-can-america-learn-from-europe-about-regulating-big-tech
[1] https://www.politico.eu/article/europes-landmark-deal-on-collective-redress-explained/
[1] https://ogscofed.coop/celebrating-125-years-bringing-the-future-into-focus/

Top Domains
Top Domains in Tweet in Entire Graph:
[1038] twitter.com
[140] linkedin.com
[130] forbes.com
[85] dy.si
[55] co.uk
[54] youtube.com
[50] kdnuggets.com
[41] hbr.org
[39] synctrics.com
[39] medium.com

Top Domains in Tweet in G1:
[109] twitter.com
[84] forbes.com
[43] kdnuggets.com
[26] co.uk
[25] autome.me
[21] malaymail.com
[20] youtube.com
[19] weforum.org
[16] mckinsey.com
[14] linkedin.com

Top Domains in Tweet in G2:
[48] twitter.com
[11] venturebeat.com
[9] technative.io
[7] kdnuggets.com
[6] forbes.com
[5] zdnet.com
[3] businesswire.com
[3] statista.com
[3] co.uk
[3] fiverr.com

Top Domains in Tweet in G3:
[261] twitter.com
[48] linkedin.com
[12] dy.si
[9] youtube.com
[9] co.uk
[8] forbes.com
[6] geekforhireinc.com
[6] pbynd.co
[6] careerarc.com
[6] innovativeemployeesolutions.com

Top Domains in Tweet in G4:
[94] twitter.com
[36] constructech.com
[16] connectedworld.com
[14] linkedin.com
[12] mercer.com
[9] hbr.org
[8] forbes.com
[8] weforum.org
[7] peggysmedleyshow.com
[6] voicestorm.com

Top Domains in Tweet in G5:
[57] twitter.com
[26] dy.si
[22] co.za
[11] linkedin.com
[8] hbr.org
[7] forbes.com
[6] mit.edu
[5] hrzone.com
[5] sullivanstanley.com
[4] 4psa.com

Top Domains in Tweet in G6:
[33] twitter.com
[23] vanrijmenam.nl
[19] constellationr.com
[18] medium.com
[8] passle.net
[6] zoho.com
[4] linkedin.com
[4] citrix.com
[3] dy.si
[2] cio.com

Top Domains in Tweet in G7:
[16] twitter.com
[3] venturebeat.com
[3] linkedin.com
[2] tlnt.com
[2] inc.com
[2] forms.gle
[2] gartner.com
[2] aspeninstitute.org
[1] hubspot.com
[1] tbsnews.net

Top Domains in Tweet in G8:
[84] twitter.com
[39] synctrics.com
[5] sevaxapp.com
[4] talentculture.com
[4] linkedin.com
[4] indeed.com
[2] hcamag.com
[2] google.com
[1] hrbartender.com
[1] com.au

Top Domains in Tweet in G9:
[3] twitter.com
[3] okt.to
[2] indiatimes.com
[2] paper.li
[1] nasscom.in
[1] venturebeat.com
[1] businesstoday.in
[1] linkedin.com
[1] techgig.com
[1] hrkatha.com

Top Domains in Tweet in G10:
[3] twitter.com
[2] weforum.org
[1] mastercardcenter.org
[1] brookings.edu
[1] ft.com
[1] newyorker.com
[1] politico.eu
[1] ogscofed.coop

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4076] futureofwork
[1617] ai
[521] iot
[473] innovation
[443] bigdata
[438] digitaltransformation
[387] covid19
[380] artificialintelligence
[355] machinelearning
[345] 5g



Top Hashtags in Tweet in G1:
[1074] futureofwork
[917] ai
[324] bigdata
[272] iot
[259] machinelearning
[258] ml
[216] 5g
[208] artificialintelligence
[194] aiio
[189] digitaltransformation

Top Hashtags in Tweet in G2:
[652] futureofwork
[329] ai
[215] innovation
[106] artificialintelligence
[103] robotics
[90] stem
[87] future
[84] math
[84] autonomousvehicles
[77] technology

Top Hashtags in Tweet in G3:
[383] futureofwork
[38] remotework
[33] hr
[31] covid19
[21] wfh
[20] business
[19] ai
[17] digitaltransformation
[17] workfromhome
[14] technology

Top Hashtags in Tweet in G4:
[300] futureofwork
[146] ai
[112] iot
[104] cybersecurity
[101] covid19
[90] cloud
[81] bigdata
[75] innovation
[61] sustainability
[53] digitaltransformation

Top Hashtags in Tweet in G5:
[161] futureofwork
[46] leadership
[40] hr
[29] business
[26] jobs
[25] tech
[23] futureofhr
[22] workforce
[22] training
[21] genz

Top Hashtags in Tweet in G6:
[80] futureofwork
[37] ai
[30] oracleroadtrip
[20] technology
[15] data
[12] covid19
[11] leadership
[11] nextgenapps
[10] business
[10] boston

Top Hashtags in Tweet in G7:
[89] futureofwork
[21] remotework
[10] hr
[10] opportunityyouth
[9] humanresources
[8] hiring
[8] recruitment
[8] hcldr
[7] recruitingsolutions
[7] business

Top Hashtags in Tweet in G8:
[162] futureofwork
[66] csr
[64] volunteer
[64] nonprofit
[61] covid19
[58] yanggang
[54] ubi
[53] sdgs
[52] nonprofits
[36] community

Top Hashtags in Tweet in G9:
[21] futureofwork
[14] digital
[14] workforce
[11] leadership
[8] wfh
[4] ai
[4] hiring
[3] employment
[3] indiafightscovid19
[3] companyculture

Top Hashtags in Tweet in G10:
[4] futureofwork
[1] futureofhr
[1] reinventingjobs
[1] coops
[1] gender
[1] climate

Top Words
Top Words in Tweet in Entire Graph:
[4076] #futureofwork
[1617] #ai
[795] work
[653] more
[604] haroldsinnott
[539] future
[521] #iot
[473] #innovation
[443] #bigdata
[438] #digitaltransformation

Top Words in Tweet in G1:
[1074] #futureofwork
[917] #ai
[478] haroldsinnott
[364] gt
[324] #bigdata
[295] mikequindazzi
[272] #iot
[259] #machinelearning
[258] #ml
[255] wef

Top Words in Tweet in G2:
[652] #futureofwork
[329] #ai
[290] hana_elsayyed
[215] #innovation
[179] #future
[171] shicooks
[152] nicochan33
[130] sebbourguignon
[129] ty
[120] flying

Top Words in Tweet in G3:
[383] #futureofwork
[97] work
[56] more
[55] future
[38] business
[38] #remotework
[37] working
[35] pandemic
[34] remote
[33] #hr

Top Words in Tweet in G4:
[300] #futureofwork
[146] #ai
[112] #iot
[104] #cybersecurity
[102] #covid19
[90] #cloud
[81] #bigdata
[75] #innovation
[61] #sustainability
[57] more

Top Words in Tweet in G5:
[161] #futureofwork
[46] #leadership
[40] #hr
[35] work
[29] #business
[29] hr
[29] welcome
[29] future_of_hr
[28] speaker
[28] 2020

Top Words in Tweet in G6:
[80] #futureofwork
[50] oracle
[40] vanrijmenam
[37] #ai
[33] first
[30] #oracleroadtrip
[30] stop
[30] danschawbel
[30] holgermu
[23] guzmand

Top Words in Tweet in G7:
[89] #futureofwork
[83] remote
[48] work
[41] hubspot
[39] today
[38] hubspotlife
[38] 2021
[38] go
[38] friendly
[38] first

Top Words in Tweet in G8:
[162] #futureofwork
[79] people
[72] need
[66] #volunteer
[66] #csr
[64] #nonprofit
[61] #covid19
[58] work
[58] #yanggang
[54] #ubi

Top Words in Tweet in G9:
[21] #futureofwork
[17] interesting
[16] take
[15] organization
[15] achyutaghosh
[14] integrate
[14] #digital
[14] #workforce
[14] mayankjain01
[14] itcinfotech

Top Words in Tweet in G10:
[28] happy
[28] 125th
[28] birthday
[28] here's
[28] look
[28] origins
[28] organisation
[27] international
[27] cooperative
[27] alliance

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[229] gt,gt
[213] #aiio,#bigdata
[213] #bigdata,#ml
[204] #ai,#aiio
[198] #ml,#nlu
[191] #futureofwork,#innovation
[173] #nlu,#futureofwork
[142] future,work
[125] artificial,intelligence
[123] covid,19

Top Word Pairs in Tweet in G1:
[222] gt,gt
[194] #aiio,#bigdata
[194] #bigdata,#ml
[188] #ai,#aiio
[181] #ml,#nlu
[158] #nlu,#futureofwork
[95] haroldsinnott,#ai
[86] artificial,intelligence
[86] 2025,more
[86] more,half

Top Word Pairs in Tweet in G2:
[150] #futureofwork,#innovation
[103] flying,taxi
[84] #math,#stem
[83] look,awesome
[83] awesome,way
[83] way,japanese
[83] japanese,multiplication
[83] multiplication,sapienti_s
[82] robmay70,#math
[82] sebbourguignon,nicochan33

Top Word Pairs in Tweet in G3:
[24] future,work
[15] #futureofwork,#hr
[10] remote,work
[10] working,home
[8] covid,19
[8] #futureofwork,#remotework
[8] #covid19,pandemic
[7] employee,experiences
[7] remote,working
[7] #remotework,#futureofwork

Top Word Pairs in Tweet in G4:
[36] #cloud,#edge
[35] #ai,#5g
[35] #5g,#cloud
[32] #iot,#sustainability
[32] #sustainability,#ai
[31] #iot,#futureofwork
[29] #construction,#iot
[26] #bigdata,#covid19
[26] needs,#hologram
[26] #hologram,#ar

Top Word Pairs in Tweet in G5:
[24] #futureofwork,#jobs
[22] #jobs,#tech
[19] #workforce,#futureofwork
[17] #work,#workforce
[17] #tech,#millennials
[17] #training,#business
[16] #millennials,#genz
[16] #futureofhr,#futureofwork
[15] #genz,#training
[15] excited,welcome

Top Word Pairs in Tweet in G6:
[20] first,stop
[20] stop,boston
[19] #futureofwork,#technology
[19] #oracleroadtrip,officially
[19] officially,underway
[19] underway,first
[19] boston,chatting
[19] chatting,danschawbel
[19] danschawbel,#ai
[18] oracle,#oracleroadtrip

Top Word Pairs in Tweet in G7:
[38] 2021,hubspot
[38] hubspot,go
[38] go,remote
[38] remote,friendly
[38] friendly,remote
[38] remote,first
[38] first,read
[38] read,#futureofwork
[38] #futureofwork,plan
[38] plan,today

Top Word Pairs in Tweet in G8:
[42] mitchzenger,synctrics
[30] people,analytics
[28] #hmglive,#futureofwork
[27] hr,tech
[24] fwdhumanity,#yanggang
[23] #socialimpact,#sdgs
[22] #yanggang,#ubi
[21] #csr,#socialimpact
[17] great,things
[16] #csr,#covid19

Top Word Pairs in Tweet in G9:
[14] integrate,#digital
[14] #digital,#workforce
[14] #workforce,organization
[14] organization,interesting
[14] interesting,take
[14] take,mayankjain01
[14] mayankjain01,itcinfotech
[13] ceo,tyagarajan
[13] achyutaghosh,integrate
[11] watch,ceo

Top Word Pairs in Tweet in G10:
[28] happy,125th
[28] 125th,birthday
[28] here's,look
[28] look,origins
[28] origins,organisation
[27] birthday,international
[27] international,cooperative
[27] cooperative,alliance
[27] alliance,here's
[26] coopnews,happy

Top Replied-To
Top Replied-To in Entire Graph:
@wef
@eduminofindia
@guzmand
@exchangeseva
@sharmantha
@karlwiderquist
@hana_elsayyed
@ianshadrack
@parentsgurgaon
@doist

Top Replied-To in G1:
@guzmand
@wef
@haroldsinnott
@sallyeaves

Top Replied-To in G2:
@hana_elsayyed
@dhinchcliffe

Top Replied-To in G4:
@wef
@stanleyblkdeckr
@sminaev2015
@skaragiannis
@wefcybersec

Top Replied-To in G5:
@sharmantha
@simonlporter

Top Replied-To in G6:
@emilyhe1
@tim_mcbreen

Top Replied-To in G7:
@hubspotlife
@doist
@chiefmartec

Top Replied-To in G8:
@exchangeseva
@josemariasiota
@levyantoine
@lsmurthy99

Top Replied-To in G10:
@_futureofwork
@noelito

Top Mentioned
Top Mentioned in Entire Graph:
@haroldsinnott
@hana_elsayyed
@wef
@mikequindazzi
@shicooks
@nicochan33
@guzmand
@jblefevre60
@antgrasso
@sebbourguignon

Top Mentioned in G1:
@haroldsinnott
@mikequindazzi
@wef
@guzmand
@antgrasso
@terence_mills
@hana_elsayyed
@ronald_vanloon
@spirosmargaris
@sallyeaves

Top Mentioned in G2:
@hana_elsayyed
@shicooks
@nicochan33
@sebbourguignon
@haroldsinnott
@jblefevre60
@pawlowskimario
@robmay70
@sapienti_s
@baski_la

Top Mentioned in G3:
@rchrconsulting
@brian_cohen2
@weareuplers
@thehrtalent
@bayleafdigital
@bleutechparklv
@explore_nomad
@instantwordpre2
@isaiahquintana_
@cartermorrishr

Top Mentioned in G4:
@cdwgwagov
@david_rp90
@connectedwmag
@constructechmag
@mercer
@salesforce
@wef
@fortinet
@ravikikan
@frisesally

Top Mentioned in G5:
@future_of_hr
@david_green_uk
@topco_media
@media7_io
@harvardbiz
@google
@entrepreneur
@wef
@4psa
@guzmand

Top Mentioned in G6:
@oracle
@vanrijmenam
@danschawbel
@holgermu
@guzmand
@dhinchcliffe
@tribinr
@zoho
@constellationr
@williamtincup

Top Mentioned in G7:
@hubspotlife
@gartner_inc
@aspenworkforce
@rasushrestha
@wswmuc
@ibm
@ibm_ix
@inc
@tiffani_bova
@emkcenter

Top Mentioned in G8:
@fwdhumanity
@mitchzenger
@synctrics
@talentculture
@taylorz_smith
@hmgstrategy
@exchangeseva
@workforcevan
@alaskappc
@bls_gov

Top Mentioned in G9:
@achyutaghosh
@mayankjain01
@itcinfotech
@tyagarajan
@genpact
@jonfortt
@economictimes
@pandiaraja4
@abhijitbhaduri
@achyutmenon

Top Mentioned in G10:
@coopnews
@brookingsinst
@cntr4growth
@_futureofwork
@chanqueenie
@zahidi
@taleopold
@aidanmanktelow
@ravinjesuthasan
@jackorlik

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@huskorkut
@edinburghwatch
@sahelhkj
@monicasloves
@ejlazar
@chidambara09
@cybersec_feeds
@mhall55nine
@startuprealtime

Top Tweeters in G1:
@sectest9
@chidambara09
@itknowingness
@santchiweb
@swissbusiness
@tess_blue815
@thestartupper
@andrewmorrisuk
@marshacollier
@akwyz

Top Tweeters in G2:
@rosenchild
@rvp
@ccafaro1
@reuters
@fintechna
@bot_innovation
@valaafshar
@nicochan33
@mashable
@britanniacomms

Top Tweeters in G3:
@frelancewkguide
@editaola
@topmostshop
@marketingrdv
@dogetalist
@seni_bl
@kitson
@aquentaustralia
@shaynelibby
@leontrantereu

Top Tweeters in G4:
@huskorkut
@monicasloves
@ejlazar
@cybersec_feeds
@mhall55nine
@nieuwemarlean
@jilliemary
@marienassar_
@femtech_
@ottlegalrebels

Top Tweeters in G5:
@evankirstel
@sudeepkhatri
@entwistletx
@simonlporter
@livemint
@digitaljournal
@b2community
@thenextweb
@foxbusiness
@midwesterner196

Top Tweeters in G6:
@gezgintrk
@timothy_hughes
@fizapathan
@marxculture
@nubiaredondo
@holgermu
@williamtincup
@pitrko
@alheri
@ibn_berlin

Top Tweeters in G7:
@inc
@truthdrivenlife
@drferdowsi
@googleulv
@grb090423
@bcstrat
@betterjobsearch
@joebabaian
@hubspot
@rasushrestha

Top Tweeters in G8:
@onang_pribadi
@meghanmbiro
@tuser5555
@nfl
@talentculture
@gregbjenkins
@socentlive
@cyndytrivella
@brodybroshears
@deanebanning

Top Tweeters in G9:
@timesofindia
@economictimes
@pavanvoice
@gautamghosh
@urrao10
@dprasanthnair
@cryptoextract
@pushukpromotion
@pareekhjain
@tech_mahindra

Top Tweeters in G10:
@berkeleybrett
@sdg2030
@brookingsinst
@chrisplol
@marietjeschaake
@noelito
@chavivohra
@nigelwingrove
@andywwestwood
@icmif_web


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