futureofwork , Twitter, 10/5/2020 7:06:28 PM, 237087


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futureofwork _2020-10-05_11-35-07.xlsx
futureofwork _2020-10-05_11-35-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/30wQMRW
@chidambara09
@haroldsinnott
@guzmand
@activateimpact
@hana_elsayyed
@botnowa
@mvollmer1
@roboticstech1
@d
@terence_mills

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

Description:
Description
The graph represents a network of 4,670 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, 05 October 2020 at 18:45 UTC.

The requested start date was Monday, 05 October 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, 2-hour, 19-minute period from Thursday, 01 October 2020 at 21:41 UTC to Monday, 05 October 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 : 4670
Unique Edges : 6135
Edges With Duplicates : 21700
Total Edges : 27835
Number of Edge Types : 5
Mentions : 4821
Replies to : 99
Retweet : 5454
MentionsInRetweet : 16116
Tweet : 1345
Self-Loops : 1576
Reciprocated Vertex Pair Ratio : 0.0338227848101266
Reciprocated Edge Ratio : 0.0654324615535312
Connected Components : 693
Single-Vertex Connected Components : 408
Maximum Vertices in a Connected Component : 3210
Maximum Edges in a Connected Component : 25690
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.631312
Graph Density : 0.000468211902002501
Modularity : 0.294177
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 4,670 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, 05 October 2020 at 18:45 UTC.

The requested start date was Monday, 05 October 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, 2-hour, 19-minute period from Thursday, 01 October 2020 at 21:41 UTC to Monday, 05 October 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:
[123] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[56] https://go.synctrics.com/synctrics
[40] https://www.weforum.org/agenda/2020/10/globalization-remote-work-from-home-remotely-global-worldwide?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=01/10/2020+15:15
[37] https://youtu.be/G38fc1lLdtw
[32] https://futuristspeaker.com/
[27] 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
[26] https://www.medicalplasticsnews.com/news/opinion/the-regulatory-changes-ai-brings-to-life-sciences/
[25] https://www-forbes-com.cdn.ampproject.org/c/s/www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/amp/
[25] https://sciencedirect.com/science/article/pii/S0040162520310003
[23] https://www.forbes.com/sites/neerajain/2020/09/30/3-things-to-know-about-the-future-of-work-and-automation/

Top URLs in Tweet in G1:
[112] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[36] https://www.weforum.org/agenda/2020/10/globalization-remote-work-from-home-remotely-global-worldwide?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=01/10/2020+15:15
[25] 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
[24] https://www.medicalplasticsnews.com/news/opinion/the-regulatory-changes-ai-brings-to-life-sciences/
[18] https://www.forbes.com/sites/louiscolumbus/2020/09/27/how-to-improve-bot-detection-with-machine-learning/#4370b992172d
[17] https://www.forbes.com/sites/calumchace/2020/08/31/the-impact-of-artificial-intelligence-on-workspaces/#33460d743b51
[15] https://www-forbes-com.cdn.ampproject.org/c/s/www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/amp/
[15] https://associationsnow.com/2020/09/how-will-ai-change-the-c-suite/
[14] https://www.forbes.com/sites/louiscolumbus/2020/09/27/whats-new-in-the-2020-forrester-zero-trust-wave/#28c0a72f34a0
[14] https://knackapp.substack.com/p/news-alert-key-partnership-signed

Top URLs in Tweet in G2:
[20] https://www.forbes.com/sites/neerajain/2020/09/30/3-things-to-know-about-the-future-of-work-and-automation/
[13] https://hbr.org/2020/10/what-robots-can-do-for-retail
[7] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.eedesignit.com/can-artificial-intelligence-revolutionise-robotic-surgery/?utm_content=bufferbd5ba&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://futuristspeaker.com/
[5] https://www.capgemini.com/gb-en/2020/09/sustainability-must-be-at-the-heart-of-c-suite-thinking/?utm_source=twitter&utm_medium=social&utm_content=bsv_countryorganic_link_blog_uk_byline20&utm_campaign=corporate
[5] https://interestingengineering.com/all-we-know-about-facebooks-future-augmented-reality-glasses
[3] https://www.silicon.co.uk/e-innovation/wearable/the-tech-of-health-how-wearable-technology-is-the-key-to-long-term-fitness-347913
[3] https://www.constellationr.com/blog-news/return-cio-prerogative-best-breed-it-landscape
[2] https://urly.it/382vd

Top URLs in Tweet in G3:
[15] https://beacons.ai/shop/merchants/fashion-excess-plus-1
[4] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8ac3296b540f7f1d015410dbb4342572?cid=8a99829074e7a5f00174ea50469c353b&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcharlestowersclark%2F2020%2F09%2F09%2Fdoes-the-office-still-have-a-purpose%2F
[3] https://www.purestorage.com/products/flashblade.html
[3] 2020
[2] https://www.linkedin.com/posts/henryroselee_leadership-empathy-futureofwork-activity-6710064734663675904-hvV_?utm_campaign=if-you-think-about-it-the-ten-commandments-include-7-out-of-10-shalt-nots-what-we-need-are-a-lot-more-shalts&utm_medium=social_link&utm_source=missinglettr
[2] https://content-app.com/?action=leadgen&id=MTY5MSMjIyNodHRwczovL3d3dy5leGVjdXRpdmVncmFwZXZpbmUuY29tL2NvbnRlbnQvYXJ0aWNsZS8yMDIwLTEwLTAxLXRvcC1sZWFkZXJzLXNoYXJlLXBvc3QtY292aWQtd29yay1wcmVkaWN0aW9ucz91dG1fc291cmNlPXRlbXBsYXRlLXBhcmRvdCZ1dG1fbWVkaXVtPWVtYWlsJnV0bV9jYW1wYWlnbj1lZy0wMi0xMC0yMCZ1dG1fY29udGVudD1pbm5vdmF0aW9uJnV0bV90ZXJtPUZ1dHVyZStvZit3b3JrIyMjIw&skip=1
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/ff808181633d9bd7016344fdd5e62bc6?cid=8a99823174e171530174e3d434980195&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcharlestowersclark%2F2020%2F09%2F09%2Fdoes-the-office-still-have-a-purpose%2F
[2] https://www.defense.gov/Explore/News/Article/Article/2312954/dod-official-discusses-conditions-based-reopenings-future-of-telework/#.X1fKhHPFtkQ.twitter
[2] https://www.cnbc.com/2020/10/01/a-new-tech-skill-all-workers-need-to-be-valuable-former-goldman-cfo.html
[2] https://qz.com/1907888/what-more-remote-jobs-means-for-globalization/

Top URLs in Tweet in G4:
[1] https://www.microsoft.com/en-us/microsoft-365/blog/?p=234899&ocid=usoc_TWITTER_M365_spl100001519788695
[1] https://twitter.com/i/web/status/1312228381707075585
[1] https://twitter.com/i/web/status/1311979751414824961

Top URLs in Tweet in G5:
[9] https://www.constellationr.com/research/workforce-management-agility-needed-more-ever
[4] https://hbr.org/2020/09/ai-should-change-what-you-do-not-just-how-you-do-it?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+harvardbusiness+(HBR.org)
[4] https://dionhinchcliffe.com/2020/09/23/why-community-belongs-at-the-center-of-todays-remote-work-strategies/
[3] https://blog.4psa.com/why-cloud-based-ucc-is-future-workplace-collaboration/
[3] https://www.constellationr.com/blog-news/return-cio-prerogative-best-breed-it-landscape
[2] https://futureofwork.webex.com/future-of-work-intelligent-workplace/?CAMPAIGN=FOW&REFERRING_SITE=Twitter&dtid=esotwt000260
[2] https://www.constellationr.com/research/think-big-get-most-out-configure-price-quote-systems
[2] https://futureofwork.webex.com/how-allianz-was-able-to-innovate-during-a-pandemic/
[1] https://cdw.voicestorm.com/Article/Redirect/c192110d-3463-47e3-b393-9d02d19c31fb?uc=2409&g=fddd7c2e-4411-4848-a34c-178bff160f0a&f=431001
[1] https://twitter.com/i/web/status/1312147183244779521

Top URLs in Tweet in G6:
[11] https://sciencedirect.com/science/article/pii/S0040162520310003
[8] https://www-forbes-com.cdn.ampproject.org/c/s/www.forbes.com/sites/cognitiveworld/2019/09/30/ai-augmentation-the-real-future-of-artificial-intelligence/amp/
[5] https://www.weforum.org/agenda/2020/09/deloitte-business-recovery-actions-covid-19?utm_source=twitter&utm_medium=social_scheduler&utm_term=Better+Business&utm_content=02/10/2020+22:00
[2] https://futureworktech.com/
[2] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://techcrunch.com/2020/06/15/silq-is-a-new-high-level-programming-language-for-quantum-computers/amp/
[1] https://www.linkedin.com/pulse/employment-skills-age-ai-murat-durmus/
[1] https://www.linkedin.com/pulse/collection-useful-slides-quotes-ai-ethics-xai-murat-durmus/
[1] https://www.portnox.com/blog/zero-trust-cloud-nac-enables-secure-remote-access/?utm_source=wadi&utm_medium=influencer_platform
[1] https://twitter.com/i/web/status/1312075189245685764

Top URLs in Tweet in G7:
[5] http://out.faveeo.com/?url=https://www.forbes.com/sites/calumchace/2020/08/31/the-impact-of-artificial-intelligence-on-workspaces/&vertical=it-trends&lang=en&family=en
[3] https://www.ninefeettall.com/blog/the-workplace-of-the-future-four-essential-strategies-to-get-you-there?ref=quuu
[2] https://vanrijmenam.nl/understanding-elements-of-ai/
[2] https://vanrijmenam.nl/ricardian-contracts-blockchain-killer-application/
[2] https://vanrijmenam.nl/why-we-need-ethical-ai-5-initiatives-ensure-ethics-ai/
[2] https://floq.to/7jdTT/
[2] https://www.weforum.org/agenda/2020/01/reskilling-revolution-jobs-future-skills
[2] https://liberationist.org/an-agile-game-to-experience-the-benefits-of-self-organization/?ref=quuu
[2] https://www.linkedin.com/pulse/could-blockchain-prevent-internet-vulnerable-things-van-rijmenam
[2] https://www.peoplematters.in/article/talent-management/the-next-new-reimagining-talent-management-with-josh-bersin-27006

Top URLs in Tweet in G8:
[8] https://www.forbes.com/sites/tracybrower/2020/06/07/hrs-compelling-new-role-in-response-to-the-coronavirus/?utm_sq=gihpy6exkk&fbclid=IwAR2wpnrTkolVgcpxmQ76UygR2zmyMYAya4mTSgWkCM73t9WmPt745X0x2Ik&utm_source=twitter&utm_medium=social&utm_campaign=metaspark-&utm_content=employeeexperience#16aaec587f8e
[7] https://www.sevaxapp.com/
[7] https://hrexecutive.com/averbook-10-ways-hr-can-reimagine-itself-for-2021/
[6] https://www.thepeoplespace.com/brand/articles/hr-viewpoint-dave-millner-leading-disruptive-age
[4] https://www.mckinsey.com/business-functions/mckinsey-accelerate/our-insights/a-transformation-of-the-learning-function-why-it-should-learn-new-ways
[4] https://www.theatlantic.com/magazine/archive/2020/10/career-costs-working-from-home/615472/
[4] https://view.highspot.com/viewer/5f07b2efa4dfa05f3138fbb2?utm_content=136070397&utm_medium=social&utm_source=twitter&hss_channel=tw-1064490552
[3] https://www.linkedin.com/pulse/best-hr-people-analytics-articles-september-2020-david-green/
[3] https://redthreadresearch.com/2020/09/15/purpose-driven-orgs/
[3] https://www.pafow.net/pafow-global-fall-20/

Top URLs in Tweet in G9:
[1] https://www.nytimes.com/interactive/2018/10/23/us/metoo-replacements.html

Top URLs in Tweet in G10:
[4] https://www.youtube.com/watch?v=R5-Ovq9y0Ps

[4] https://www.linkedin.com/pulse/why-spark-edcast-spotify-learning-karl-mehta
[2] https://event.on24.com/wcc/r/2555626/F9C8A09D1B57E971B49FC0EA6215310E?partnerref=twitter
[1] https://twitter.com/i/web/status/1311884079210483712
[1] https://www.edcast.com/corp/blog/why-spark-by-edcast-is-the-spotify-of-learning/
[1] https://www.linkedin.com/slink?code=gAyMGrE
[1] https://twitter.com/i/web/status/1311825737809162240
[1] https://twitter.com/i/web/status/1312296844010033152
[1] https://www.computerweekly.com/
[1] https://www.linkedin.com/slink?code=gFKGQuK

Top Domains
Top Domains in Tweet in Entire Graph:
[769] twitter.com
[208] forbes.com
[135] kdnuggets.com
[130] linkedin.com
[122] weforum.org
[73] dy.si
[60] synctrics.com
[56] hbr.org
[50] youtu.be
[49] medium.com

Top Domains in Tweet in G1:
[193] twitter.com
[156] forbes.com
[123] kdnuggets.com
[96] weforum.org
[41] dy.si
[37] mit.edu
[29] constructech.com
[27] medium.com
[24] medicalplasticsnews.com
[24] marketleadership.net

Top Domains in Tweet in G2:
[28] twitter.com
[23] forbes.com
[13] hbr.org
[7] kdnuggets.com
[6] eedesignit.com
[6] futuristspeaker.com
[5] capgemini.com
[5] interestingengineering.com
[5] constellationr.com
[4] weforum.org

Top Domains in Tweet in G3:
[167] twitter.com
[29] linkedin.com
[16] ziftsolutions.com
[15] beacons.ai
[10] dy.si
[7] youtube.com
[7] innovativeemployeesolutions.com
[6] fastcompany.com
[5] paper.li
[4] hbr.org

Top Domains in Tweet in G4:
[2] twitter.com
[1] microsoft.com

Top Domains in Tweet in G5:
[15] constellationr.com
[12] webex.com
[11] twitter.com
[5] hbr.org
[5] dionhinchcliffe.com
[3] voicestorm.com
[3] 4psa.com
[2] linkedin.com
[2] citrix.com
[1] simplermedia.com

Top Domains in Tweet in G6:
[11] sciencedirect.com
[8] ampproject.org
[5] weforum.org
[2] linkedin.com
[2] futureworktech.com
[2] kdnuggets.com
[1] techcrunch.com
[1] portnox.com
[1] twitter.com
[1] splunk.com

Top Domains in Tweet in G7:
[31] thedigitalworkplace.com
[24] twitter.com
[14] vanrijmenam.nl
[9] linkedin.com
[8] medium.com
[5] faveeo.com
[4] floq.to
[3] forbes.com
[3] weforum.org
[3] ninefeettall.com

Top Domains in Tweet in G8:
[59] twitter.com
[12] linkedin.com
[12] forbes.com
[12] hbr.org
[8] mckinsey.com
[8] hrexecutive.com
[7] thepeoplespace.com
[7] sevaxapp.com
[6] google.com
[5] youtube.com

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

Top Domains in Tweet in G10:
[8] linkedin.com
[5] twitter.com
[4] youtube.com
[2] on24.com
[2] vmware.com
[1] edcast.com
[1] computerweekly.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3586] futureofwork
[1471] ai
[772] iot
[494] ml
[480] robotics
[474] bigdata
[434] innovation
[379] digitaltransformation
[339] artificialintelligence
[325] technology



Top Hashtags in Tweet in G1:
[1267] futureofwork
[1062] ai
[514] iot
[379] ml
[360] bigdata
[281] digitaltransformation
[242] aiio
[231] nlu
[214] robotics
[213] artificialintelligence

Top Hashtags in Tweet in G2:
[515] futureofwork
[175] ai
[172] robot
[172] innovation
[161] robotics
[111] iot
[81] automation
[77] mobility
[75] iiot
[57] wearabletech

Top Hashtags in Tweet in G3:
[351] futureofwork
[43] hr
[33] gigwork
[31] covid19
[27] gigeconomy
[23] contingentworkforce
[21] remoteworking
[20] gig
[17] remotework
[15] ai

Top Hashtags in Tweet in G4:
[2] msignite
[2] futureofwork
[1] ai

Top Hashtags in Tweet in G5:
[87] futureofwork
[18] ai
[17] remotework
[13] covid19
[13] collaboration
[12] data
[8] governance
[8] enterprise
[8] communications
[6] cloud

Top Hashtags in Tweet in G6:
[70] futureofwork
[67] iot
[58] ai
[54] robotics
[50] bigdata
[48] artificialintelligence
[45] cloud
[45] cybersecurity
[44] ml
[38] python

Top Hashtags in Tweet in G7:
[124] futureofwork
[37] digitalworkplace
[34] data
[31] digitalworkplaceday
[28] ai
[18] tech
[14] blockchain
[11] digitaltransformation
[10] hr
[9] remotework

Top Hashtags in Tweet in G8:
[228] futureofwork
[163] csr
[114] education
[111] hr
[104] sustainability
[101] nonprofit
[98] communities
[89] yanggang
[89] ubi
[78] hrtech

Top Hashtags in Tweet in G9:
[3] futureofwork
[3] artconnects19
[2] sdgs
[2] sdg16
[1] polltime
[1] bullyinguk
[1] standupagainstbullying
[1] unitedagainstbullying
[1] antibullyingweek
[1] ditchthelabel

Top Hashtags in Tweet in G10:
[29] futureofwork
[10] edcastfow
[7] futureforworkers
[7] humanageevent
[4] myguide
[4] spotify
[3] robots
[3] singularityuniversity
[3] leadership
[2] edcast

Top Words
Top Words in Tweet in Entire Graph:
[3587] #futureofwork
[1470] #ai
[795] angelicagallegs
[795] yukarikingdom18
[795] mhall55nine
[795] eoff_sylvia
[772] #iot
[758] arnabch01
[652] work
[647] sminaev2015

Top Words in Tweet in G1:
[1268] #futureofwork
[1061] #ai
[514] #iot
[379] #ml
[361] #bigdata
[324] gt
[281] #digitaltransformation
[257] haroldsinnott
[253] more
[252] mikequindazzi

Top Words in Tweet in G2:
[515] #futureofwork
[262] hana_elsayyed
[236] nicochan33
[175] #ai
[172] #robot
[172] #innovation
[161] #robotics
[157] shicooks
[140] pradeeprao_
[111] #iot

Top Words in Tweet in G3:
[351] #futureofwork
[75] work
[49] future
[43] more
[43] #hr
[40] office
[36] think
[34] covid
[34] leaders
[33] #gigwork

Top Words in Tweet in G4:
[183] microsoftteams
[181] updates
[181] meetings
[181] project
[181] cortex
[181] discover
[181] re
[181] empowering
[181] customers
[181] thrive

Top Words in Tweet in G5:
[117] ciscofow
[87] #futureofwork
[84] work
[69] workplace
[57] future
[47] intelligent
[42] safe
[38] need
[36] help
[31] workforce

Top Words in Tweet in G6:
[696] angelicagallegs
[696] yukarikingdom18
[696] mhall55nine
[696] eoff_sylvia
[659] arnabch01
[561] sminaev2015
[538] mariangelasant8
[527] frisesally
[527] marinella_maria
[312] semi

Top Words in Tweet in G7:
[124] #futureofwork
[81] digital
[52] workplace
[37] #digitalworkplace
[34] #data
[33] register
[31] oct
[31] 6th
[31] #digitalworkplaceday
[28] #ai

Top Words in Tweet in G8:
[228] #futureofwork
[163] #csr
[114] #education
[111] #hr
[104] #sustainability
[101] #nonprofit
[98] #communities
[89] #yanggang
[89] #ubi
[78] #hrtech

Top Words in Tweet in G9:
[5] drumeshprabhu
[5] nickystevo
[4] academicparity
[4] googleexpertuk
[4] preventbullying
[3] mbalter
[3] ussbriefs
[3] jeremy_hunt
[3] bullyingalberta
[3] mingberg

Top Words in Tweet in G10:
[29] #futureofwork
[26] edcast
[15] future
[13] join
[12] learning
[12] spotify
[10] talent
[10] dealing
[8] impact
[8] #edcastfow

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[795] angelicagallegs,yukarikingdom18
[795] yukarikingdom18,mhall55nine
[795] mhall55nine,eoff_sylvia
[612] marinella_maria,mariangelasant8
[580] frisesally,marinella_maria
[466] sminaev2015,frisesally
[449] arnabch01,sminaev2015
[444] mariangelasant8,angelicagallegs
[376] eoff_sylvia,semi
[282] #futureofwork,#ai

Top Word Pairs in Tweet in G1:
[242] #ai,#aiio
[240] #aiio,#bigdata
[233] #bigdata,#ml
[231] #ml,#nlu
[226] #nlu,#futureofwork
[206] gt,gt
[127] #futureofwork,#ai
[121] need,know
[115] #ai,#iot
[114] 10,essential

Top Word Pairs in Tweet in G2:
[107] #futureofwork,#ai
[104] hana_elsayyed,#robot
[88] hunt,down
[88] down,destroy
[83] #robot,smaller
[83] smaller,width
[83] width,hair
[83] hair,scientists
[83] scientists,hope
[83] hope,it'll

Top Word Pairs in Tweet in G3:
[20] age,covid
[18] modern,office
[18] office,redundant
[18] redundant,age
[18] covid,leaders
[18] leaders,think
[18] think,forbes
[18] forbes,shares
[17] #contingentworkforce,#futureofwork
[16] #gigwork,#gigeconomy

Top Word Pairs in Tweet in G4:
[181] updates,microsoftteams
[181] microsoftteams,meetings
[181] meetings,project
[181] project,cortex
[181] cortex,discover
[181] discover,re
[181] re,empowering
[181] empowering,customers
[181] customers,thrive
[180] microsoft365,updates

Top Word Pairs in Tweet in G5:
[33] future,work
[24] intelligent,workplace
[23] concerns,returning
[23] returning,office
[23] office,see
[23] see,intelligent
[23] intelligent,workspaces
[23] workspaces,help
[23] help,provide
[23] provide,safe

Top Word Pairs in Tweet in G6:
[696] angelicagallegs,yukarikingdom18
[696] yukarikingdom18,mhall55nine
[696] mhall55nine,eoff_sylvia
[527] marinella_maria,mariangelasant8
[497] frisesally,marinella_maria
[397] sminaev2015,frisesally
[381] arnabch01,sminaev2015
[377] mariangelasant8,angelicagallegs
[312] eoff_sylvia,semi
[195] semicvet50,brindusab1

Top Word Pairs in Tweet in G7:
[33] #digitalworkplace,#futureofwork
[31] oct,6th
[31] #digitalworkplaceday,#digitalworkplace
[30] digital,workplace
[26] 6th,register
[23] register,soon
[23] soon,#digitalworkplaceday
[17] #tech,#data
[16] #futureofwork,#tech
[15] #futureofwork,#data

Top Word Pairs in Tweet in G8:
[99] #nonprofit,#csr
[61] #nonprofits,#nonprofit
[60] #volunteering,#communities
[60] #yanggang,#ubi
[59] #community,#education
[59] #education,#sustainability
[59] #sustainability,#nonprofits
[59] #csr,#volunteering
[59] #communities,#yanggang
[45] #ubi,#futureofwork

Top Word Pairs in Tweet in G9:
[3] drumeshprabhu,mbalter
[3] mbalter,academicparity
[3] academicparity,googleexpertuk
[3] googleexpertuk,ussbriefs
[3] ussbriefs,preventbullying
[3] preventbullying,nickystevo
[3] nickystevo,jeremy_hunt
[3] bullyingalberta,mingberg
[3] go,st3amco
[3] st3amco,launching

Top Word Pairs in Tweet in G10:
[8] spark,edcast
[8] edcast,spotify
[8] spotify,learning
[7] impact,covid
[7] covid,19
[7] 19,#futureofwork
[7] #futureofwork,#futureforworkers
[7] #futureforworkers,join
[7] join,10
[7] 10,15

Top Replied-To
Top Replied-To in Entire Graph:
@sminaev2015
@frisesally
@angelicagallegs
@meghanmbiro
@andrew4mk
@marinella_maria
@drumeshprabhu
@talentculture
@mvollmer1
@worktechevents

Top Replied-To in G1:
@meghanmbiro
@talentculture
@louiseoconor
@cathyhackl
@antgrasso
@mvollmer1
@vasili16
@tamaramccleary
@andi_staub
@nevillegaunt

Top Replied-To in G2:
@mvollmer1

Top Replied-To in G4:
@microsoft365

Top Replied-To in G6:
@sminaev2015
@frisesally
@angelicagallegs
@marinella_maria

Top Replied-To in G7:
@joaneleanor_
@cdonnery

Top Replied-To in G8:
@exchangeseva
@ravenintell
@staciagarr

Top Replied-To in G9:
@drumeshprabhu

Top Replied-To in G10:
@activate1m1b

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

Top Mentioned in G1:
@haroldsinnott
@mikequindazzi
@spirosmargaris
@wef
@terence_mills
@sallyeaves
@antgrasso
@arnabch01
@angelicagallegs
@yukarikingdom18

Top Mentioned in G2:
@hana_elsayyed
@nicochan33
@shicooks
@pradeeprao_
@heinzvhoenen
@bb
@sebbourguignon
@achyutaghosh
@jblefevre60
@xbond49

Top Mentioned in G3:
@michaelwattmba
@kkmtweet
@megahealth_
@language_scoop
@getadministrate
@hhtestinglab
@farhanr50318423
@zaneventurefund
@bleutechparklv
@mypeepsource

Top Mentioned in G4:
@microsoftteams
@microsoft365
@microsoft_ch
@swissre

Top Mentioned in G5:
@ciscofow
@citrix
@dhinchcliffe
@holgermu
@evankirstel
@davidjhenshall
@bnnbloomberg
@constellationr
@allianz
@davemichels

Top Mentioned in G6:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@arnabch01
@sminaev2015
@mariangelasant8
@marinella_maria
@frisesally
@semi

Top Mentioned in G7:
@vanrijmenam
@thedigitalwp
@guzmand
@it_cio_trends
@c
@jtonindy
@hunglee
@5gsec
@ninefeettall
@datafloq

Top Mentioned in G8:
@fwdhumanity
@martinhoyes
@david_green_uk
@david_rp90
@pafowglobal
@hrcurator
@mckinsey
@exchangeseva
@jasonaverbook
@metaspark_

Top Mentioned in G9:
@nickystevo
@academicparity
@googleexpertuk
@preventbullying
@drumeshprabhu
@mbalter
@ussbriefs
@jeremy_hunt
@bullyingalberta
@mingberg

Top Mentioned in G10:
@edcast
@spotify
@manpowergroup
@mpg_tsolutions
@davidlang
@karlmehta
@cognizant
@benjaminpring
@fraser

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@marshawright
@jurylady5
@hrblock_21
@huskorkut
@loupo85
@monicasloves
@ejlazar
@chidambara09

Top Tweeters in G1:
@jornalistavitor
@sectest9
@chidambara09
@deejayiwan
@xaelbot
@rvp
@gmizrachi
@codedailybot
@swissbusiness
@tess_blue815

Top Tweeters in G2:
@marshawright
@tres444
@humbertozamorar
@amazingchevvolt
@bot_innovation
@nicochan33
@gezgintrk
@mashable
@shicooks
@gvalan

Top Tweeters in G3:
@nerd_junkie_
@frelancewkguide
@dogetalist
@seni_bl
@susannadw
@therealkidsexy
@raselhossain420
@treeschannels
@kevin_craine
@nebumax

Top Tweeters in G4:
@teresitabayhon
@semarktuan
@drizzyjekky
@dhinakaranrajan
@andym6769
@s4th__
@rhylpams
@linuxmil
@manjanathags123
@ladygeneral681

Top Tweeters in G5:
@jurylady5
@hrblock_21
@roblwilson
@evankirstel
@john_siracusa
@craybo23
@aaronrutter9
@woodlandfell
@rbjron
@valaafshar

Top Tweeters in G6:
@huskorkut
@monicasloves
@ejlazar
@marionspekker
@cybersec_feeds
@mhall55nine
@gambiste1
@nieuwemarlean
@jilliemary
@marienassar_

Top Tweeters in G7:
@jfjabbo
@financialtimes
@warrenwhitlock
@bimcaeicepick
@technojeder
@aae_entrepreu
@ennomnom
@fionalakeaus
@datafloq
@digitaltransf11

Top Tweeters in G8:
@socentlive
@jeremyscrivens
@ebcrew00
@gunnerarchitect
@esgifo
@joegerstandt
@richard_florida
@ross_quintana
@corpgovuk
@excellencia_ltd

Top Tweeters in G9:
@googleexpertuk
@drumeshprabhu
@funder
@serenashimaward
@nickystevo
@mbalter
@proftimnoakes
@reddit
@cffschroeder
@amirhannan

Top Tweeters in G10:
@bjadams156
@faithcompassion
@sdg2030
@unhabitatyouth
@kapoors_s
@dell
@undp
@adamrogers2030
@worldbank
@cognizant


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