futureofwork , Twitter, 9/28/2020 11:26:11 PM, 236188


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futureofwork _2020-09-28_11-35-07.xlsx
futureofwork _2020-09-28_11-35-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/36ak1h8
@ssxman2
@microsoftteams
@microsoft365
@guzmand
@haroldsinnott
@hana_elsayyed
@wef
@mercer
@shicooks
@forbes

Top hashtags:
#futureofwork
#ai
#iot
#digitaltransformation
#innovation
#machinelearning
#robotics
#bigdata

Description:
Description
The graph represents a network of 4,834 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, 28 September 2020 at 18:47 UTC.

The requested start date was Monday, 28 September 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, 11-hour, 30-minute period from Thursday, 24 September 2020 at 12:30 UTC to Monday, 28 September 2020 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 : 4834
Unique Edges : 7297
Edges With Duplicates : 16925
Total Edges : 24222
Number of Edge Types : 5
Retweet : 5175
MentionsInRetweet : 13066
Tweet : 1428
Mentions : 4458
Replies to : 95
Self-Loops : 1623
Reciprocated Vertex Pair Ratio : 0.0356270910570576
Reciprocated Edge Ratio : 0.0688029337291539
Connected Components : 756
Single-Vertex Connected Components : 428
Maximum Vertices in a Connected Component : 3262
Maximum Edges in a Connected Component : 21900
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.539934
Graph Density : 0.000490225411234187
Modularity : 0.373799
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 4,834 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, 28 September 2020 at 18:47 UTC.

The requested start date was Monday, 28 September 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, 11-hour, 30-minute period from Thursday, 24 September 2020 at 12:30 UTC to Monday, 28 September 2020 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:
[65] https://technative.io/3-ways-to-overcome-the-challenges-of-ai-adoption/
[56] https://go.synctrics.com/synctrics
[48] https://www.gartner.com/smarterwithgartner/gartner-top-10-strategic-technology-trends-for-2020/
[41] https://www.raconteur.net/infographics/skills-for-the-future
[41] https://data-flair.training/blogs/iot-applications/amp/
[33] https://youtu.be/4ia-Dy5sCzs
[31] https://youtu.be/G38fc1lLdtw
[30] https://sciencedirect.com/science/article/pii/S0040162520310003
[28] https://www.kdnuggets.com/2020/08/start-learning-data-science-again.html?utm_content=buffer47a20&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[28] https://news.mit.edu/2020/integrating-electronics-physical-prototypes-0304

Top URLs in Tweet in G1:
[61] https://technative.io/3-ways-to-overcome-the-challenges-of-ai-adoption/
[46] https://www.gartner.com/smarterwithgartner/gartner-top-10-strategic-technology-trends-for-2020/
[35] https://www.raconteur.net/infographics/skills-for-the-future
[29] https://data-flair.training/blogs/iot-applications/amp/
[27] https://news.mit.edu/2020/integrating-electronics-physical-prototypes-0304
[21] https://www.bcg.com/publications/2020/managing-remote-work-and-optimizing-hybrid-working-models
[21] https://www.kdnuggets.com/2020/08/start-learning-data-science-again.html?utm_content=buffer47a20&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://www.weforum.org/agenda/2020/09/the-world-population-in-2100-by-country?utm_source=twitter&utm_medium=social_scheduler&utm_term=Global+Economic+Imbalances&utm_content=27/09/2020+13:30
[12] https://sciencedirect.com/science/article/pii/S0040162520310003
[11] https://www.youtube.com/watch?v=sVvtLqokrHo&feature=youtu.be


Top URLs in Tweet in G2:
[17] https://www.edcast.com/corp/events/summit-2020/
[8] https://dionhinchcliffe.com/2020/09/23/why-community-belongs-at-the-center-of-todays-remote-work-strategies/
[8] https://www.constellationr.com/blog-news/return-cio-prerogative-best-breed-it-landscape
[7] https://www.sevaxapp.com/
[5] https://redthreadresearch.com/2020/09/15/purpose-driven-orgs/
[4] https://www.constellationr.com/research/mirantis-delivers-container-workloads-where-enterprises-want-them-everywhere
[4] https://www.constellationr.com/research/new-future-professional-services
[3] https://twitter.com/FwdHumanity/status/1270054794523103232
[3] https://www.linkedin.com/slink?code=d4GvdZj
[3] https://www.cio.com/article/3565549/4-steps-to-a-more-resilient-multi-generational-it-workforce.html

Top URLs in Tweet in G3:
[32] https://youtu.be/4ia-Dy5sCzs
[25] https://youtu.be/G38fc1lLdtw
[13] https://peggysmedleyshow.com/ai-whats-next-from-washington
[13] https://go-boldly.io/
[12] https://peggysmedleyshow.com/defending-the-constitution
[11] https://www.forbes.com/sites/calumchace/2020/08/31/the-impact-of-artificial-intelligence-on-workspaces/#33460d743b51
[11] http://digital-leadership-associates.passle.net/post/102gedm/why-big-companies-struggle-to-reinvent-themselves
[10] https://digital-leadership-associates.passle.net/post/102ger8/how-ceos-can-win-the-fight-and-transform-to-win-the-future
[7] https://connectedworld.com/how-intrapreneurs-create-business-solutions/
[6] https://www.kdnuggets.com/2020/08/start-learning-data-science-again.html?utm_content=buffer47a20&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[4] https://geekforhireinc.com/remote-service/
[3] https://www.youtube.com/watch?v=uiJTa3mMqkI

[2] https://news.gallup.com/poll/306695/workers-discovering-affinity-remote-work.aspx
[2] https://hbr.org/2019/05/making-empathy-central-to-your-company-culture?utm_sq=g3olquq8ka&utm_source=Twitter&utm_medium=social&utm_campaign=AdobePartner&utm_content=AdobePartner
[2] https://www.fastcompany.com/90547477/these-are-the-new-job-skills-professionals-need-right-now-according-to-linkedin
[2] https://get.simpleology.com/secure/1178gy/188022/order
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/ff8081815a8d1ae9015a9115596e24aa?cid=8a99825b748f64a60174b121b02f1c22&url=https%3A%2F%2Fwww.zdnet.com%2Farticle%2Fworking-from-home-the-12-new-rules-for-getting-it-right%2F
[2] https://www2.deloitte.com/us/en/insights/focus/human-capital-trends/2020/ethical-implications-of-ai.html
[2] https://dionhinchcliffe.com/2020/09/23/why-community-belongs-at-the-center-of-todays-remote-work-strategies/
[2] https://associationsnow.com/2020/09/staff-agility-resilience-tied-organizational-success-pandemic/

Top URLs in Tweet in G5:
[18] https://sciencedirect.com/science/article/pii/S0040162520310003
[5] https://data-flair.training/blogs/iot-applications/amp/
[5] https://news.cgtn.com/news/2020-09-20/China-still-needs-to-train-AI-industry-talents-TWlUlmVY2s/index.html?utm_content=buffer66d2d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://kmbs.konicaminolta.us/kmbs/rethink-the-future-of-work?utm_campaign=future%20of%20work&utm_medium=organic%20social&utm_source=twitter
[4] https://www.kdnuggets.com/2020/09/modern-data-science-skills.html?utm_content=buffer5922b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.linkedin.com/pulse/collection-useful-slides-quotes-ai-ethics-xai-murat-durmus/
[3] https://youtu.be/G38fc1lLdtw
[3] https://careerkarma.com/21-day-ck-challenge/?p=2
[2] https://www.raconteur.net/infographics/skills-for-the-future
[2] https://www.forbes.com/sites/louiscolumbus/2020/09/20/10-ways-ai-is-revolutionizing-sales/#3cf09120597c

Top URLs in Tweet in G6:
[7] http://www.visualcapitalist.com/debunking-8-myths-ai-workplace/
[3] https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow?cid=other-soc-twi-mgi-mgi-oth-1907
[3] https://www.mckinsey.com/featured-insights/future-of-work/what-800-executives-envision-for-the-postpandemic-workforce?cid=soc-web
[3] https://www.gartner.com/smarterwithgartner/chatbots-will-appeal-to-modern-workers/
[3] https://link.medium.com/Le6aWvFj39
[2] https://www.forbes.com/sites/peterbendorsamuel/2018/08/09/how-your-companys-it-group-must-change-to-support-digital-transformation/#1279db2a7194
[1] https://medium.com/sfc-interaction-design-class-2020-spring/ai-as-an-artist-b94439bf529a?source=rss-------8-----------------artificial_intelligence
[1] https://sloanreview.mit.edu/article/working-with-robots-in-a-post-pandemic-world/?og=Home+Tiled
[1] https://medium.com/swlh/when-every-job-is-automated-444d5e9a249e?source=rss-------8-----------------artificial_intelligence
[1] https://twitter.com/i/web/status/1309163182066462720

Top URLs in Tweet in G7:
[56] https://go.synctrics.com/synctrics
[5] https://go.synctrics.com/mitchzenger
[3] https://www.shrm.org/resourcesandtools/legal-and-compliance/state-and-local-updates/pages/california-expands-employee-right-to-family-and-medical-leave.aspx
[2] https://www.insperity.com/blog/people-analytics/
[2] https://www.achievers.com/blog/christus-health-employee-engagement-experience/
[2] https://www.achievers.com/blog/peer-to-peer-recognition/
[2] https://cezannehr.com/hr-blog/2020/09/performance-check-ins-and-questions/
[2] https://www.techrepublic.com/article/how-to-implement-robotic-process-automation-3-tips/
[1] https://twitter.com/i/web/status/1309219624802754561
[1] https://twitter.com/i/web/status/1309249060545552384

Top URLs in Tweet in G8:
[10] https://www.articulatemarketing.com/blog/best-tools-and-resources-for-working-from-home
[6] https://www.pmi.org/learning/library/innovation-imperative-pulse-indepth-12002
[4] http://hrtrends.com.ua/en
[4] https://imago.circdata-solutions.co.uk/rfg/publish/UC20?utm_source=socialorganic&utm_medium=twitter&utm_campaign=ucxnowsocial&utm_term=uctwitter_visprom
[3] https://peepsource.com/
[1] https://twitter.com/i/web/status/1309493036183949312
[1] https://podcast.app/talkingheadz-on-enterprise-communications-p559693/?utm_source=ios&utm_medium=share
[1] https://bit.ly/3058Hif
[1] https://twitter.com/i/web/status/1309261343330107392
[1] https://www.successperformancesolutions.com/generation-robot-podcast/

Top URLs in Tweet in G9:
[4] https://www.fastcompany.com/90547415/6-key-traits-leaders-must-develop-for-the-future-of-work
[3] https://www.cisco.com/c/en_uk/solutions/collaboration/future-of-work.html#~webinar-29-09
[3] https://use.webex.com/arvrincollab?CAMPAIGN=FOW&REFERRING_SITE=Twitter&dtid=esotwt000260
[3] https://www.qdatahub.com/
[2] https://www.youtube.com/watch?v=juwAaA6qplQ

[2] http://et.al
[2] http://ow.ly/xjuV50Buq7a
[1] https://www.amazon.com/2025-Leader-Jacob-Morgan/dp/1119518377
[1] https://twitter.com/i/web/status/1309160943058931713
[1] https://twitter.com/i/web/status/1309251421985009667

Top URLs in Tweet in G10:
[13] https://finance.yahoo.com/news/instagram-facebook-vulnerability-with-photo-cyber-security-check-point-research-100059140.html
[5] https://www.peoplematters.in/article/talent-acquisition/reimagining-the-workforce-strategy-for-a-new-normal-27058?utm_content=140821522&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[4] https://www.portnox.com/blog/zero-trust-cloud-nac-enables-secure-remote-access/?utm_source=wadi&utm_medium=influencer_platform
[3] https://cron.link/LZUsIUI?utm_sq=fue0fc7k28&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[3] http://theconversation.com/what-the-robots-of-star-wars-tell-us-about-automation-and-the-future-of-human-work-88698?utm_sq=foogqtskcz&utm_source=twitter&utm_medium=twitterbutton&utm_campaign=1DavidClarke&utm_content=AI
[2] http://snip.ly/wy237c?utm_sq=fv3exb1zoj&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[2] https://s27389.pcdn.co/covid-19-drives-biggest-surge-in-technology-investment-in-history-123491671/
[1] https://paper.li/1DavidClarke/1584865773?edition_id=04e00bd0-ff2b-11ea-80c3-0cc47a0d164b
[1] https://twitter.com/i/web/status/1309470557012996097
[1] https://twitter.com/i/web/status/1309329023525412866

Top Domains
Top Domains in Tweet in Entire Graph:
[975] twitter.com
[108] dy.si
[107] forbes.com
[106] linkedin.com
[71] technative.io
[67] youtu.be
[61] gartner.com
[61] synctrics.com
[57] medium.com
[54] weforum.org

Top Domains in Tweet in G1:
[92] twitter.com
[63] technative.io
[51] gartner.com
[46] mit.edu
[36] raconteur.net
[29] medium.com
[29] data-flair.training
[29] kdnuggets.com
[28] forbes.com
[26] weforum.org

Top Domains in Tweet in G2:
[49] twitter.com
[19] edcast.com
[17] constellationr.com
[9] sevaxapp.com
[8] dionhinchcliffe.com
[5] redthreadresearch.com
[3] linkedin.com
[3] cio.com
[3] shrm.org
[2] youtube.com

Top Domains in Tweet in G3:
[221] twitter.com
[84] dy.si
[57] youtu.be
[45] forbes.com
[33] constructech.com
[33] passle.net
[26] peggysmedleyshow.com
[19] karlsmith.info
[18] linkedin.com
[16] peoplematters.in

Top Domains in Tweet in G4:
[226] twitter.com
[25] linkedin.com
[17] ziftsolutions.com
[8] dy.si
[8] forbes.com
[7] paper.li
[6] fastcompany.com
[6] youtube.com
[5] careerarc.com
[4] hbr.org

Top Domains in Tweet in G5:
[18] sciencedirect.com
[16] twitter.com
[8] forbes.com
[5] data-flair.training
[5] cgtn.com
[5] konicaminolta.us
[4] linkedin.com
[4] kdnuggets.com
[3] zdnet.com
[3] hbr.org

Top Domains in Tweet in G6:
[23] twitter.com
[7] visualcapitalist.com
[7] mckinsey.com
[5] medium.com
[3] strategy-business.com
[3] youtube.com
[3] gartner.com
[2] forbes.com
[2] raconteur.net
[2] linkedin.com

Top Domains in Tweet in G7:
[61] synctrics.com
[40] twitter.com
[4] achievers.com
[3] shrm.org
[2] insperity.com
[2] cezannehr.com
[2] pwc.com
[2] techrepublic.com
[1] hrbartender.com
[1] linkedin.com

Top Domains in Tweet in G8:
[15] twitter.com
[10] articulatemarketing.com
[6] pmi.org
[5] co.uk
[4] com.ua
[3] peepsource.com
[2] successperformancesolutions.com
[2] forbes.com
[2] workcast.com
[2] lifesize.com

Top Domains in Tweet in G9:
[32] twitter.com
[7] webex.com
[6] fastcompany.com
[3] cisco.com
[3] qdatahub.com
[2] youtu.be
[2] linkedin.com
[2] instagram.com
[2] youtube.com
[2] et.al

Top Domains in Tweet in G10:
[13] yahoo.com
[5] peoplematters.in
[4] portnox.com
[3] cron.link
[3] theconversation.com
[3] twitter.com
[2] snip.ly
[2] pcdn.co
[1] paper.li
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3735] futureofwork
[1461] ai
[669] iot
[553] digitaltransformation
[506] innovation
[430] machinelearning
[425] robotics
[418] bigdata
[412] technology
[359] tech



Top Hashtags in Tweet in G1:
[1269] futureofwork
[767] ai
[388] innovation
[277] machinelearning
[275] digitaltransformation
[270] iot
[263] technology
[255] robotics
[209] tech
[200] robot

Top Hashtags in Tweet in G2:
[128] futureofwork
[55] csr
[42] volunteer
[38] nonprofit
[37] covid19
[34] nonprofits
[31] yanggang
[27] ubi
[27] sdgs
[27] shrm

Top Hashtags in Tweet in G3:
[641] futureofwork
[307] ai
[209] iot
[184] digitaltransformation
[119] hr
[114] leadership
[91] bigdata
[75] ux
[68] ceo
[66] cloud

Top Hashtags in Tweet in G4:
[327] futureofwork
[46] remoteworking
[39] remotework
[23] newnormal
[19] covid19
[18] leadership
[17] hr
[15] innovation
[14] wfh
[14] oraclelive

Top Hashtags in Tweet in G5:
[196] ai
[181] futureofwork
[122] bigdata
[100] machinelearning
[92] iot
[86] analytics
[83] python
[77] 100daysofcode
[67] ml
[60] java

Top Hashtags in Tweet in G6:
[103] ai
[80] robotics
[80] drones
[78] futureofwork
[74] iot
[68] tech
[62] ar
[62] vr
[48] technology
[31] artificialintelligence

Top Hashtags in Tweet in G7:
[103] futureofwork
[48] peopleanalytics
[41] synctrics
[33] hrtech
[31] hr
[30] goals
[27] strengths
[25] culture
[23] learning
[23] synchronize

Top Hashtags in Tweet in G8:
[44] futureofwork
[13] citrixconverge
[11] collaboration
[8] ucxnow
[7] remotework
[7] communication
[7] teamwork
[6] hr
[6] covid19
[6] pmi

Top Hashtags in Tweet in G9:
[63] futureofwork
[17] leadership
[9] remotework
[7] employeeexperience
[6] workfromhome
[5] technology
[5] work
[5] covid
[5] leaders
[4] skills

Top Hashtags in Tweet in G10:
[33] cybersecurity
[24] futureofwork
[16] cto
[13] instagram
[13] hackers
[13] socialmedia
[13] facebook
[13] security
[12] ai
[9] leadership

Top Words
Top Words in Tweet in Entire Graph:
[3735] #futureofwork
[1459] #ai
[751] work
[669] #iot
[559] future
[553] #digitaltransformation
[514] re
[506] #innovation
[488] discover
[474] thrive

Top Words in Tweet in G1:
[1269] #futureofwork
[767] #ai
[423] haroldsinnott
[388] #innovation
[387] shicooks
[318] hana_elsayyed
[285] nicochan33
[277] #machinelearning
[276] ingliguori
[275] #digitaltransformation

Top Words in Tweet in G2:
[445] microsoftteams
[442] customers
[441] discover
[440] updates
[440] meetings
[440] project
[440] cortex
[440] re
[440] empowering
[440] thrive

Top Words in Tweet in G3:
[641] #futureofwork
[305] #ai
[209] #iot
[192] work
[184] #digitaltransformation
[117] #hr
[117] join
[114] #leadership
[108] future
[105] live

Top Words in Tweet in G4:
[327] #futureofwork
[89] work
[58] future
[50] employees
[46] #remoteworking
[45] more
[42] plan
[40] permanently
[39] #remotework
[39] gartner

Top Words in Tweet in G5:
[214] angelicagallegs
[214] yukarikingdom18
[214] mhall55nine
[214] eoff_sylvia
[199] sminaev2015
[197] mariangelasant8
[196] #ai
[194] arnabch01
[193] frisesally
[193] marinella_maria

Top Words in Tweet in G6:
[103] #ai
[88] thenewsmodel
[80] #robotics
[80] #drones
[78] #futureofwork
[74] #iot
[72] gt
[68] #tech
[63] #ar
[62] #vr

Top Words in Tweet in G7:
[103] #futureofwork
[67] need
[63] mitchzenger
[60] people
[58] synctrics
[48] #peopleanalytics
[41] #synctrics
[37] analytics
[33] #hrtech
[31] #hr

Top Words in Tweet in G8:
[44] #futureofwork
[20] join
[17] citrix
[16] work
[14] working
[13] #citrixconverge
[13] developer
[13] conference
[12] 2020
[11] #collaboration

Top Words in Tweet in G9:
[63] #futureofwork
[24] work
[17] #leadership
[16] future
[12] ciscofow
[12] reality
[12] remote
[10] more
[10] join
[10] virtual

Top Words in Tweet in G10:
[33] #cybersecurity
[27] shirastweet
[24] #futureofwork
[19] future
[16] vmware
[16] carbon
[16] black
[16] 5twenty9
[16] vp
[16] #cto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[450] updates,microsoftteams
[450] microsoftteams,meetings
[450] meetings,project
[450] project,cortex
[450] cortex,discover
[450] discover,re
[450] re,empowering
[450] empowering,customers
[450] customers,thrive
[449] microsoft365,updates

Top Word Pairs in Tweet in G1:
[247] #futureofwork,#innovation
[100] ty,frronconi
[96] #bigdata,#ml
[96] #ml,#nlu
[96] #innovation,#futureofwork
[95] #aiio,#bigdata
[94] #ai,#ar
[92] #robotics,#drones
[91] #nlu,#futureofwork
[88] top,10

Top Word Pairs in Tweet in G2:
[440] updates,microsoftteams
[440] microsoftteams,meetings
[440] meetings,project
[440] project,cortex
[440] cortex,discover
[440] discover,re
[440] re,empowering
[440] empowering,customers
[440] customers,thrive
[439] microsoft365,updates

Top Word Pairs in Tweet in G3:
[59] #ceo,christalbemont
[53] marciafrobinson,channelsmart
[52] #aiio,#bigdata
[52] #bigdata,#ml
[52] #digitaltransformation,#businessagility
[52] #businessagility,#cx
[52] #cx,#ux
[50] #ml,#nlu
[50] #5g,#cloud
[50] #cloud,#edge

Top Word Pairs in Tweet in G4:
[38] according,gartner
[38] gartner,cfos
[38] cfos,plan
[38] plan,move
[38] move,employees
[38] employees,permanently
[38] permanently,#remoteworking
[25] future,work
[21] #remoteworking,zdne
[18] #newnormal,#futureofwork

Top Word Pairs in Tweet in G5:
[214] angelicagallegs,yukarikingdom18
[214] yukarikingdom18,mhall55nine
[214] mhall55nine,eoff_sylvia
[193] frisesally,marinella_maria
[193] marinella_maria,mariangelasant8
[174] sminaev2015,frisesally
[174] mariangelasant8,angelicagallegs
[165] arnabch01,sminaev2015
[137] eoff_sylvia,semi
[65] #bigdata,#analytics

Top Word Pairs in Tweet in G6:
[70] #robotics,#drones
[64] #tech,#robotics
[62] #ai,#ar
[62] #ar,#vr
[60] #vr,#iot
[59] #drones,#ai
[56] thenewsmodel,#tech
[54] follow,thenewsmodel
[46] #iot,#technology
[46] gt,gt

Top Word Pairs in Tweet in G7:
[56] mitchzenger,synctrics
[37] people,analytics
[19] hr,tech
[16] #peopleanalytics,#futureofwork
[13] transparent,people
[12] need,better
[12] companies,creating
[12] creating,such
[12] such,creepy
[12] creepy,people

Top Word Pairs in Tweet in G8:
[11] 300,best
[11] best,tools
[11] tools,resources
[11] resources,working
[11] working,home
[10] recommended,4psa
[10] 4psa,300
[9] #citrixconverge,2020
[9] 2020,officially
[9] officially,go

Top Word Pairs in Tweet in G9:
[11] #futureofwork,#leadership
[7] facebook,reality
[7] reality,labs
[7] vp,cto
[7] cisco,webex
[6] key,traits
[6] cto,cisco
[6] remote,work
[5] customer,support
[5] creating,limitless

Top Word Pairs in Tweet in G10:
[16] vmware,carbon
[16] carbon,black
[16] black,5twenty9
[16] 5twenty9,vp
[16] vp,#cto
[16] #cto,vmw_carbonblack
[16] vmw_carbonblack,discussed
[16] discussed,future
[16] future,#cybersecurity
[16] #cybersecurity,full

Top Replied-To
Top Replied-To in Entire Graph:
@sminaev2015
@frisesally
@cmrubinworld
@exchangeseva
@angelicagallegs
@deeplearn007
@nevillegaunt
@gerald_bader
@kuriharan
@helene_wpli

Top Replied-To in G1:
@deeplearn007
@helene_wpli
@kuriharan
@nevillegaunt
@timothy_hughes
@iscea
@ipfconline1
@sctechshow
@ronald_vanloon
@geoffalexander1

Top Replied-To in G2:
@exchangeseva
@iangertler
@haraldschirmer
@sap

Top Replied-To in G3:
@gerald_bader
@futureconomy
@mercer
@kinsmichele

Top Replied-To in G4:
@kidsdronezone

Top Replied-To in G5:
@sminaev2015
@frisesally
@angelicagallegs

Top Replied-To in G7:
@davemillner

Top Replied-To in G8:
@citrix

Top Replied-To in G9:
@itproportal

Top Mentioned
Top Mentioned in Entire Graph:
@microsoftteams
@microsoft365
@haroldsinnott
@shicooks
@hana_elsayyed
@nicochan33
@guzmand
@yukarikingdom18
@mhall55nine
@eoff_sylvia

Top Mentioned in G1:
@haroldsinnott
@shicooks
@hana_elsayyed
@nicochan33
@jblefevre60
@guzmand
@frronconi
@mikequindazzi
@ingliguori
@mvollmer1

Top Mentioned in G2:
@microsoftteams
@microsoft365
@fwdhumanity
@edcast
@dhinchcliffe
@martinhoyes
@siemensinfra
@exchangeseva
@holgermu
@constellationr

Top Mentioned in G3:
@marciafrobinson
@tamaramccleary
@christalbemont
@timothy_hughes
@talend
@channelsmart
@dlaignite
@userexperienceu
@guzmand
@hrcurator

Top Mentioned in G4:
@leah_kinthaert
@cloudarmory
@adobepartner
@bethany74665507
@garyveesiva
@kahootz
@kinemagic
@sgoldbergvr
@explore_nomad

Top Mentioned in G5:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@mariangelasant8
@arnabch01
@marinella_maria
@frisesally
@sminaev2015
@semi

Top Mentioned in G6:
@thenewsmodel
@antgrasso
@mikequindazzi
@fisher85m
@mckinsey_mgi
@digitalnstream
@lindagrass0
@stratandbiz
@harbrimah
@the_hindu

Top Mentioned in G7:
@mitchzenger
@synctrics
@hacking_hr
@bhushansethi1
@kronosinc
@ravinjesuthasan
@erubio_p
@huaweiuk
@cambwireless
@johngeades

Top Mentioned in G8:
@citrix
@evankirstel
@4psa
@hubgets
@ucexpo
@ringcentral
@davemichels
@thinkers360
@pminstitute
@arnoldjon

Top Mentioned in G9:
@ciscofow
@jobsfirstnyc
@fastcompany
@webex
@pvl_global
@hcltech
@marifes
@anurag_dhingra
@qdatahub
@amazon

Top Mentioned in G10:
@shirastweet
@5twenty9
@vmw_carbonblack
@fklivestolearn
@mikequindazzi
@ronald_v
@1davidclarke
@balaji_sandiego
@peoplema
@guzmand

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@huskorkut
@monicasloves
@ejlazar
@marionspekker
@chidambara09
@cybersec_feeds
@mhall55nine
@aaroncuddeback
@evankirstel

Top Tweeters in G1:
@sectest9
@deejayiwan
@edjlazar
@lorimoreno
@tres444
@swissbusiness
@rosyjour
@bot_innovation
@andrewmorrisuk
@cybersecurityn8

Top Tweeters in G2:
@john1966olsen
@pitarampal
@pickooo
@slimchick1900
@yogi210875
@dhinakaranrajan
@unkhalifa
@cristin57273685
@sleepynw
@jeffreymeursing

Top Tweeters in G3:
@chidambara09
@sudeepkhatri
@femtech_
@businessinsider
@combatsespoir
@mackabiviper42
@bbcnews
@stfuimtweetn0_o
@onang_pribadi
@inc

Top Tweeters in G4:
@shellykramer
@nerd_junkie_
@frelancewkguide
@johntarnoff
@nicholaskhobb
@activatelearn
@leontrantereu
@fractals
@arvindvijh
@theledge80

Top Tweeters in G5:
@huskorkut
@monicasloves
@ejlazar
@marionspekker
@cybersec_feeds
@mhall55nine
@aaroncuddeback
@nieuwemarlean
@jilliemary
@marienassar_

Top Tweeters in G6:
@cnbc
@entwistletx
@the_hindu
@dataaugmented
@nbcnews
@yahoofinance
@jamesvgingerich
@wil_bielert
@bubbles4tw
@3itcom

Top Tweeters in G7:
@rosenchild
@lkafle
@lucasoft_co_uk
@danbrad77778390
@torivojobs
@hrbartender
@insperity
@thesundaytimes
@sony
@autismpeterboro

Top Tweeters in G8:
@evankirstel
@dawnroseturner
@82jjc
@keithkeller
@clairetemagami6
@codervj
@irmaraste
@adigaskell
@davemichels
@kapildubeyweyou

Top Tweeters in G9:
@walmart
@washingtonpost
@s4th__
@fastcompany
@amazonretweet
@wireduk
@adolphincries
@jacobm
@skeighley
@interactionsinc

Top Tweeters in G10:
@rvp
@bynsny
@michelledh
@gallifreyan
@johnnosta
@kevin_jackson
@freedomfirecom
@govcloud
@archonsec
@avrohomg


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