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futureofwork _2021-07-05_13-30-05.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 06, 2021
Short Description:
futureofwork via NodeXL https://bit.ly/3hzhWPQ
@wef
@chidambara09
@humanre41270855
@mvollmer1
@haroldsinnott
@shi4tech
@borgesmelie
@akwyz
@glengilmore
@domains_perfect

Top hashtags:
#futureofwork
#ai
#analytics
#machinelearning
#iot
#bigdata
#vr
#forsale

Description:
Description
The graph represents a network of 3,796 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 July 2021 at 20:40 UTC.

The requested start date was Monday, 05 July 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 3-day, 4-hour, 0-minute period from Thursday, 01 July 2021 at 19:59 UTC to Monday, 05 July 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 : 3796
Unique Edges : 5903
Edges With Duplicates : 14767
Total Edges : 20670
Number of Edge Types : 5
Mentions : 2549
Replies to : 145
Retweet : 5514
MentionsInRetweet : 11100
Tweet : 1362
Self-Loops : 1590
Reciprocated Vertex Pair Ratio : 0.0274236743438672
Reciprocated Edge Ratio : 0.0533833802523199
Connected Components : 594
Single-Vertex Connected Components : 374
Maximum Vertices in a Connected Component : 2719
Maximum Edges in a Connected Component : 19188
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.122815
Graph Density : 0.000665772583580803
Modularity : 0.349649
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,796 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 July 2021 at 20:40 UTC.

The requested start date was Monday, 05 July 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 3-day, 4-hour, 0-minute period from Thursday, 01 July 2021 at 19:59 UTC to Monday, 05 July 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:
[103] https://wirelessphonescharger.com/
[95] https://cryptoify.org/
[95] https://sedo.com/search/details/?partnerid=324561&language=us&domain=universalify.com&origin=sales_lander_13&utm_medium=Parking&utm_campaign=offerpage
[73] https://www.weforum.org/agenda/2021/06/defining-the-skills-citizens-will-need-in-the-future-world-of-work?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=04/07/2021+00:00
[68] http://DigitalPrints.io
[64] https://365blockchains.com/
[62] https://www.researchgate.net/publication/334230634_Artificial_Intelligence_a_game_changer_for_the_world_of_work
[58] https://fronty.com/the-future-of-design/
[54] https://www.bbntimes.com/science/how-to-make-artificial-intelligence-ai-and-machine-learning-work-for-you
[53] https://bitcoinpay.es/

Top URLs in Tweet in G1:
[22] https://sloanreview.mit.edu/article/the-sources-of-resilience/?social_token=e827748caee496b920dc5689917cac18&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[18] https://www.itproportal.com/features/how-automation-liberates-the-modern-workforce/
[12] https://sloanreview.mit.edu/article/when-collaboration-fails-and-how-to-fix-it/?social_token=8a139296f72a8d11c4ced6a17c679092&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[12] https://www.forbes.com/sites/sap/2021/06/30/anytime-anywhere-hr-how-mobile-is-key-to-connecting-the-disconnected/?sh=bbe63a041d6a
[9] https://sloanreview.mit.edu/article/optimizing-return-to-office-strategies-with-organizational-network-analysis/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[8] https://sloanreview.mit.edu/article/figuring-out-social-capital-is-critical-for-the-future-of-hybrid-work/?social_token=b14c5524b81a6d040fed652d41445024&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[7] https://www.hcamag.com/asia/specialisation/leadership/how-to-lead-a-courageous-team/259361?utm_source=GA&utm_medium=20210629&utm_campaign=HRDAW-Newsletter-20210630&utm_content=B4666727-1827-4370-ABAD-D8A74ED78436&tu=B4666727-1827-4370-ABAD-D8A74ED78436
[7] https://www.economist.com/business/2021/07/01/office-re-entry-is-proving-trickier-than-last-years-abrupt-exit
[6] https://www.bbntimes.com/science/how-to-make-artificial-intelligence-ai-and-machine-learning-work-for-you
[6] https://www.researchgate.net/publication/334230634_Artificial_Intelligence_a_game_changer_for_the_world_of_work

Top URLs in Tweet in G2:
[43] https://www.bbntimes.com/science/how-to-make-artificial-intelligence-ai-and-machine-learning-work-for-you
[24] http://pwrg.eu
[17] https://www.linkedin.com/posts/naranganand_futureofjobs-megatrends-techinnovations-activity-6810427281832480768-bEc5
[9] https://www.nextgov.com/emerging-tech/2021/06/darpa-wants-ai-can-learn-others-experiences/175043/
[9] https://liwaiwai.com/2021/05/13/is-automation-jeopardizing-our-future/
[8] https://community.nasscom.in/communities/co-innovation/new-talent-paradigms-erd-sector
[8] https://www.kdnuggets.com/2021/05/guide-become-data-scientist.html?utm_content=buffer12bc3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.weforum.org/reports/digital-culture-the-driving-force-of-digital-transformation
[7] https://fronty.com/the-future-of-design/
[7] https://www.researchgate.net/publication/334230634_Artificial_Intelligence_a_game_changer_for_the_world_of_work

Top URLs in Tweet in G3:
[95] https://wirelessphonescharger.com/
[93] https://cryptoify.org/
[91] https://sedo.com/search/details/?partnerid=324561&language=us&domain=universalify.com&origin=sales_lander_13&utm_medium=Parking&utm_campaign=offerpage
[66] http://DigitalPrints.io
[62] https://365blockchains.com/
[51] https://bitcoinpay.es/
[50] https://sedo.com/search/details/?partnerid=324561&language=us&domain=fvip.org&origin=sales_lander_9&utm_medium=Parking&utm_campaign=offerpage
[49] https://www.researchgate.net/publication/334230634_Artificial_Intelligence_a_game_changer_for_the_world_of_work
[45] https://fronty.com/the-future-of-design/
[44] https://fronty.com/the-future-of-

Top URLs in Tweet in G4:
[2] https://hbr.org/2021/06/dear-ceos-a-gen-zers-open-letter-to-his-future-employers
[2] https://connect.hpe.com/future_of_digital_work_episode5
[2] https://community.hpe.com/t5/The-Cloud-Experience-Everywhere/The-Resiliency-Remit-How-to-Enable-the-Hybrid-Future-of-Work/ba-p/7137659#.YL-IBvlKhPY
[2] https://www.pulse.qa/
[2] https://thecorporatereview.com/20-facts-about-the-year-2050/
[2] https://www.fiverr.com/212636300?gig_id=212636300&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[2] https://www.instagram.com/accounts/login/
[2] https://bintec-elmeg.com/bintec_vpn_l%C3%B6sung/
[2] https://www.cognizant.com/futureofwork/article/green-rush-and-the-uk?Campaign_name=everyonesocial&Campaign_Source=c4b0e7bb-f76e-4671-aad4-d4b1fb49de8d&Campaign_medium=twitter&es_id=d8ee3d9562
[2] https://www.wsj.com/articles/pandemic-accelerates-retirements-threatening-economic-growth-11616940000

Top URLs in Tweet in G5:
[64] https://www.weforum.org/agenda/2021/06/defining-the-skills-citizens-will-need-in-the-future-world-of-work?utm_source=twitter&utm_medium=social_scheduler&utm_term=Workforce+and+Employment&utm_content=04/07/2021+00:00
[7] https://www.weforum.org/agenda/2021/06/defining-the-skills-citizens-will-need-in-the-future-world-of-work/
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fuxdesign.cc%2Fhard-design-problems-in-ai-6ad4a040382f%3Fsource%3Drss-------8-----------------artificial_intelligence
[4] https://twitter.com/IoTchannel/status/1408196850256158721
[4] https://www.weforum.org/our-impact/gender-gap-accelerators
[4] https://www.weforum.org/agenda/2018/02/how-to-be-smarter-infographic?utm_content=buffer979e9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.weforum.org/reports/digital-culture-the-driving-force-of-digital-transformation
[3] https://www.linkedin.com/pulse/10-things-you-can-do-stay-positive-optimistic-during-tough-morgan/?trackingId=YADkpu6iEpzVfn69bkwgzw%3D%3D
[2] https://www.linkedin.com/pulse/whats-your-definition-leader-leadership-jacob-morgan/?published=t
[2] http://www.dataversity.net/five-myths-about-artificial-intelligence/

Top URLs in Tweet in G6:
[1] https://www.bloomberg.com/news/features/2019-03-21/the-old-daytime-drinking-sexual-harassing-ways-are-thriving-at-lloyd-s
[1] https://www.ibanet.org/bullying-and-sexual-harassment.aspx

Top URLs in Tweet in G7:
[20] https://www.kdnuggets.com/2021/05/guide-become-data-scientist.html?utm_content=buffer12bc3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.youtube.com/watch?v=VPXcCxDQmUo&feature=youtu.be

[6] https://www.bbc.com/news/technology-57693923?utm_content=bufferc2c93&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.kdnuggets.com/2021/07/learning-data-science-through-social-media.html?utm_content=bufferc60c5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://digital-leadership-associates.passle.net/post/102gzth/return-strategies-must-prioritize-mental-health-and-resilience
[5] https://kinguisocial.com/fil/12768
[5] https://youtu.be/J-ZRkiyPS7s
[4] https://www.verdict.co.uk/google-diversity/?utm_content=bufferf1611&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://kinguisocial.com/fil/12722
[4] https://kinguisocial.com/fil/12725

Top URLs in Tweet in G8:
[2] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[2] https://www.linkedin.com/posts/hulersocial_hrcommunity-futureofwork-hybridworking-activity-6816383864345255937-oNnE
[1] https://www.cognizant.com/futureofwork/article/the-death-of-demographic-customer-segmentation?Campaign_name=everyonesocial&Campaign_Source=0d7ea3c1-0353-449c-9f64-dc36d564a517&Campaign_medium=twitter&es_id=d63fc7232b
[1] https://www.theladders.com/career-advice/future-offices-will-look-like-your-living-room
[1] https://twitter.com/i/web/status/1410901066619621379
[1] https://www.forbes.com/sites/constancedierickx/2021/06/25/the-missing-link-in-the-office-versus-remote-debate/?sh=70edd6f24ae6
[1] https://www.kornferry.com/insights/this-week-in-leadership/work-at-the-office-win-a-new-car?utm_campaign=06-24-21-twil&utm_source=marketo&utm_medium=email
[1] https://twitter.com/i/web/status/1410773600865509382
[1] https://twitter.com/i/web/status/1410933477248208898
[1] https://twitter.com/i/web/status/1410836993727078402

Top URLs in Tweet in G9:
[1] https://www.uipath.com/blog/rpa-insights-business-leaders-need-to-know

Top URLs in Tweet in G10:
[6] https://coworkingeurope.net/2021/06/23/europes-coworking-industry-is-waiting-for-a-round-of-massive-investments/
[4] https://www.pmresults.co.uk/why-the-hybrid-work-model-as-most-companies-see-it-just-wont-work/
[3] https://allwork.space/2021/07/future-of-work-the-secret-ingredient-to-drive-business-productivity-and-growth/
[2] https://allwork.space/2021/06/gig-jobs-are-here-to-stay-but-is-that-a-good-thing-it-depends-on-who-you-talk-to/
[2] https://allwork.space/2021/07/podcast-the-born-digital-generation-attracting-the-leaders-of-the-future-tim-minahan/
[2] https://www.coworker.com/
[2] https://ironfire.co/
[2] https://gcuc.co/podcasts/
[1] https://www.youtube.com/watch?v=lwMUbmX5TGY

[1] https://twitter.com/i/web/status/1410689628076654593

Top Domains
Top Domains in Tweet in Entire Graph:
[1030] twitter.com
[292] sedo.com
[148] weforum.org
[139] forbes.com
[108] fronty.com
[103] wirelessphonescharger.com
[95] cryptoify.org
[92] linkedin.com
[71] mit.edu
[68] digitalprints.io

Top Domains in Tweet in G1:
[254] twitter.com
[64] mit.edu
[63] forbes.com
[39] dy.si
[26] mckinsey.com
[26] linkedin.com
[22] hbr.org
[21] weforum.org
[18] itproportal.com
[17] hrbartender.com

Top Domains in Tweet in G2:
[52] twitter.com
[43] bbntimes.com
[32] weforum.org
[24] pwrg.eu
[19] linkedin.com
[12] forbes.com
[12] kdnuggets.com
[11] fronty.com
[11] sedo.com
[9] nextgov.com

Top Domains in Tweet in G3:
[258] sedo.com
[130] twitter.com
[95] wirelessphonescharger.com
[93] cryptoify.org
[89] fronty.com
[66] digitalprints.io
[62] 365blockchains.com
[51] bitcoinpay.es
[49] researchgate.net
[48] forbes.com

Top Domains in Tweet in G4:
[242] twitter.com
[15] linkedin.com
[8] dy.si
[7] forbes.com
[5] hpe.com
[5] paper.li
[5] cognizant.com
[4] hbr.org
[3] nytimes.com
[3] microsoft.com

Top Domains in Tweet in G5:
[85] weforum.org
[45] twitter.com
[12] medium.com
[11] linkedin.com
[3] dy.si
[2] youtu.be
[2] futureofworkuniversity.com
[2] dataversity.net
[2] physicsworld.com
[2] financialexpress.com

Top Domains in Tweet in G6:
[1] bloomberg.com
[1] ibanet.org

Top Domains in Tweet in G7:
[41] kinguisocial.com
[28] kdnuggets.com
[26] twitter.com
[18] youtube.com
[16] passle.net
[8] co.uk
[8] youtu.be
[7] getrevue.co
[6] bbc.com
[3] weforum.org

Top Domains in Tweet in G8:
[15] twitter.com
[13] cognizant.com
[5] meetingoftheminds.org
[4] forbes.com
[2] womenspowerbook.org
[2] linkedin.com
[1] theladders.com
[1] kornferry.com
[1] fronty.com
[1] careerarc.com

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

Top Domains in Tweet in G10:
[28] twitter.com
[11] allwork.space
[8] co.uk
[6] coworkingeurope.net
[3] gcuc.co
[2] youtube.com
[2] coworker.com
[2] ironfire.co
[1] linkedin.com
[1] paper.li

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3118] futureofwork
[2576] ai
[1381] analytics
[1124] machinelearning
[1044] iot
[1026] bigdata
[912] vr
[791] forsale
[738] datascience
[696] python



Top Hashtags in Tweet in G1:
[822] futureofwork
[303] ai
[226] hr
[211] leadership
[114] bigdata
[107] ml
[94] aiio
[84] artificialintelligence
[79] digitaltransformation
[66] sustainability

Top Hashtags in Tweet in G2:
[654] futureofwork
[636] ai
[222] iot
[207] robotics
[193] fintech
[170] artificialintelligence
[163] machinelearning
[130] datascience
[119] ml
[104] worklife

Top Hashtags in Tweet in G3:
[1376] ai
[1253] analytics
[846] machinelearning
[784] bigdata
[739] vr
[737] forsale
[663] iot
[625] python
[501] domain
[500] rstats

Top Hashtags in Tweet in G4:
[252] futureofwork
[18] remotework
[14] innovation
[13] leadership
[12] ai
[9] tech
[8] pandemic
[8] talent
[7] hybridworkplace
[7] hr

Top Hashtags in Tweet in G5:
[233] futureofwork
[123] ai
[70] mckinsey
[67] iot
[54] robotics
[51] tech
[45] vr
[41] ar
[39] artificialintelligence
[38] drones

Top Hashtags in Tweet in G6:
[2] futureofwork
[1] metoo
[1] finance
[1] metoofinance
[1] toxicworkplace
[1] bullying
[1] harassment
[1] law
[1] womeninlegal
[1] lgbtq

Top Hashtags in Tweet in G7:
[75] futureofwork
[58] ai
[43] fintech
[37] digitaltransformation
[36] strategy
[30] digitalmarketing
[30] mode
[30] recherche
[30] leadership
[30] timtalk

Top Hashtags in Tweet in G8:
[89] futureofwork
[13] remotework
[9] workfromanywhere
[4] becognizant
[4] walktowork
[4] futuredecoded
[4] wfh
[3] robots
[3] utilities
[3] energy

Top Hashtags in Tweet in G9:
[59] kiit
[1] futureofwork
[1] kiittnp
[1] uipathacademicalliance
[1] business
[1] rpa
[1] tech
[1] automation

Top Hashtags in Tweet in G10:
[43] futureofwork
[24] coworking
[12] remotework
[12] community
[10] bellflower
[9] business
[9] futureofworkpodcast
[9] startups
[8] freelancers
[8] remotejobs

Top Words
Top Words in Tweet in Entire Graph:
[3118] #futureofwork
[2576] #ai
[1381] #analytics
[1124] #machinelearning
[1044] #iot
[1026] #bigdata
[912] #vr
[811] premium
[797] work
[791] #forsale

Top Words in Tweet in G1:
[822] #futureofwork
[303] #ai
[226] #hr
[211] #leadership
[181] work
[143] more
[136] mitsmr
[134] future
[127] people
[114] #bigdata

Top Words in Tweet in G2:
[654] #futureofwork
[636] #ai
[356] mvollmer1
[286] shi4tech
[222] #iot
[209] #robotics
[200] nicochan33
[193] enricomolinari
[193] #fintech
[192] labordeolivier

Top Words in Tweet in G3:
[1376] #ai
[1253] #analytics
[846] #machinelearning
[784] #bigdata
[743] premium
[739] #vr
[737] #forsale
[663] #iot
[625] #python
[501] #domain

Top Words in Tweet in G4:
[252] #futureofwork
[73] work
[46] future
[38] more
[28] remote
[26] hybrid
[23] employees
[23] working
[22] help
[20] workforce

Top Words in Tweet in G5:
[233] #futureofwork
[131] wef
[123] #ai
[98] future
[85] work
[74] need
[72] skills
[70] #mckinsey
[67] #iot
[66] mckinsey

Top Words in Tweet in G6:
[8] braincures
[7] union_newsuk
[6] sadiqkhan
[6] lloydsoflondon
[6] holly_bops
[6] sherjeelaman
[6] ulrikacsr
[6] annagisslen
[6] sarahbridge100
[5] do_kinder

Top Words in Tweet in G7:
[75] #futureofwork
[59] timothy_hughes
[58] #ai
[44] step
[43] #fintech
[37] #digitaltransformation
[37] passle
[36] #strategy
[35] spirosmargaris
[33] social

Top Words in Tweet in G8:
[89] #futureofwork
[31] future
[20] work
[16] robthbrown
[13] #remotework
[13] cognizant
[13] hybrid
[13] spawn
[13] physical
[13] rebirth

Top Words in Tweet in G9:
[118] partner
[60] uipath
[59] #kiit
[59] training
[59] placement
[59] department
[59] pleased
[59] academic
[59] alliance
[59] help

Top Words in Tweet in G10:
[43] #futureofwork
[24] #coworking
[19] companies
[19] work
[13] remote
[12] citrix
[12] #remotework
[12] #community
[11] allwork_space
[10] #bellflower

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[704] #analytics,#ai
[696] #vr,#analytics
[569] #machinelearning,#bigdata
[496] premium,#domain
[483] #python,#rstats
[478] #domain,#forsale
[456] #iot,#iiot
[420] #ai,#machinelearning
[312] premium,#domainname
[307] #domainname,#forsale

Top Word Pairs in Tweet in G1:
[102] #futureofwork,#leadership
[90] #aiio,#bigdata
[90] #bigdata,#ml
[83] #ai,#aiio
[70] #ml,#futureofwork
[51] courageous,behaviors
[51] behaviors,involve
[51] involve,challenging
[51] challenging,people
[51] people,inside

Top Word Pairs in Tweet in G2:
[106] enricomolinari,#ai
[99] use,cases
[99] #worklife,#motivation
[96] nicochan33,labordeolivier
[85] #futureofwork,#leadership
[82] #motivation,#futureofwork
[62] #ai,#futureofwork
[59] #robotics,#ai
[58] #artificialintelligence,use
[58] cases,jblefevre60

Top Word Pairs in Tweet in G3:
[652] #analytics,#ai
[650] #vr,#analytics
[518] #machinelearning,#bigdata
[463] premium,#domain
[446] #domain,#forsale
[440] #python,#rstats
[387] #iot,#iiot
[370] #ai,#machinelearning
[285] #domainname,#forsale
[278] premium,#domainname

Top Word Pairs in Tweet in G4:
[12] future,work
[8] remote,work
[7] recruiter,tip
[7] tip,week
[7] week,use
[7] use,modern
[7] modern,tools
[7] tools,more
[7] more,tools
[7] tools,help

Top Word Pairs in Tweet in G5:
[73] future,work
[64] skills,need
[63] mckinsey,skills
[63] need,future
[63] #mckinsey,#futureofwork
[62] work,#mckinsey
[61] wef,mckinsey
[41] #tech,#robotics
[38] #robotics,#drones
[37] #drones,#ai

Top Word Pairs in Tweet in G6:
[6] braincures,union_newsuk
[6] union_newsuk,sadiqkhan
[6] sadiqkhan,lloydsoflondon
[6] lloydsoflondon,holly_bops
[6] holly_bops,sherjeelaman
[6] sherjeelaman,ulrikacsr
[6] ulrikacsr,annagisslen
[6] annagisslen,sarahbridge100
[5] do_kinder,braincures
[3] bolderesident,keith_jebb

Top Word Pairs in Tweet in G7:
[32] passle,timothy_hughes
[30] #mode,#recherche
[28] #digitaltransformation,#branding
[28] #branding,#strategy
[28] #strategy,#mode
[27] #recherche,#industrie
[25] #fintech,#ai
[24] #digitalmarketing,#digitaltransformation
[22] guide,become
[22] become,#datascientist

Top Word Pairs in Tweet in G8:
[13] hybrid,#futureofwork
[13] #futureofwork,spawn
[13] spawn,physical
[13] physical,rebirth
[13] rebirth,renaissance
[13] renaissance,communities
[13] communities,everywhere
[10] everywhere,robthbrown
[8] very,different
[8] people,continuing

Top Word Pairs in Tweet in G9:
[59] #kiit,training
[59] training,placement
[59] placement,department
[59] department,pleased
[59] pleased,partner
[59] partner,uipath
[59] uipath,academic
[59] academic,alliance
[59] alliance,partner
[59] partner,help

Top Word Pairs in Tweet in G10:
[10] #coworking,#community
[10] #community,#bellflower
[8] #remotework,#remotejobs
[8] #bellflower,#longbeach
[8] #longbeach,#startups
[8] #startups,#entrepreneurs
[8] #entrepreneurs,#founders
[7] tminahan,evp
[7] evp,strategy
[7] strategy,cmo

Top Replied-To
Top Replied-To in Entire Graph:
@iotslam
@dinvesting
@guzmand
@psb_dc
@gerald_bader
@google
@crisderodrigue1
@domainingocean
@unistudios
@cryptogparty

Top Replied-To in G1:
@guzmand
@psb_dc
@gerald_bader
@sigorasolar
@macegroup
@claringtonon
@eplansoft
@calportland
@commercegov
@utokyo_iis

Top Replied-To in G3:
@dinvesting
@crisderodrigue1
@google
@jamesvgingerich
@cryptogparty
@unistudios
@domainingocean
@deeplearn007
@gvalan
@iajunews

Top Replied-To in G5:
@iotslam
@peoplematters2
@iotcommunity
@wef

Top Replied-To in G6:
@braincures
@bolderesident

Top Replied-To in G10:
@allwork_space

Top Mentioned
Top Mentioned in Entire Graph:
@domains_perfect
@mvollmer1
@shi4tech
@undeveloped
@travelhuge
@haroldsinnott
@wef
@pinakilaskar
@nicochan33
@enricomolinari

Top Mentioned in G1:
@mitsmr
@guzmand
@mckinsey
@meghanmbiro
@wswmuc
@forbes
@terence_mills
@akwyz
@wef
@mercer

Top Mentioned in G2:
@mvollmer1
@shi4tech
@nicochan33
@labordeolivier
@curieuxexplorer
@frronconi
@enricomolinari
@hana_elsayyed
@jblefevre60
@kalydeoo

Top Mentioned in G3:
@domains_perfect
@undeveloped
@travelhuge
@pinakilaskar
@analytics_699
@haroldsinnott
@sedo
@khulood_almani
@fabriziobustama
@amitchampaneri1

Top Mentioned in G4:
@bintecelmeg_de
@ume_kyd
@leebogner
@recruiterll
@alexschleber

Top Mentioned in G5:
@wef
@thenewsmodel
@mikequindazzi
@haroldsinnott
@enricomolinari
@kred
@ronald_vanloon
@motorcycletwitt
@iotcommunity
@jacobm

Top Mentioned in G6:
@braincures
@union_newsuk
@sadiqkhan
@lloydsoflondon
@holly_bops
@sherjeelaman
@ulrikacsr
@annagisslen
@sarahbridge100
@do_kinder

Top Mentioned in G7:
@timothy_hughes
@spirosmargaris
@dlaignite
@amadoudiawaraml
@jbarbosapr
@glengilmore
@let_anita
@socialprocure
@luismercade2015
@guzmand

Top Mentioned in G8:
@robthbrown
@cognizant
@jacobm
@thenickyh
@mbahl
@benjaminpring
@meetoftheminds
@erikbryn
@dalescoggin
@n_hiranandani

Top Mentioned in G9:
@uipath
@kiituniversity
@corix_jc
@resawu

Top Mentioned in G10:
@citrix
@allwork_space
@tminahan
@iamdavecook
@gcucglobal
@ironfire
@telsky
@pm_results
@frankcottle
@yardi

Top Tweeters
Top Tweeters in Entire Graph:
@alerttrade
@sectest9
@marshawright
@cybersec_feeds
@chidambara09
@piyuanker12
@robre62
@femtech_
@bitcoinagile
@xaelbot

Top Tweeters in G1:
@marshawright
@cybersec_feeds
@chidambara09
@piyuanker12
@femtech_
@rosenchild
@viralvideovlogs
@gezgintrk
@myloc_tracker
@nancyrubin

Top Tweeters in G2:
@alerttrade
@sectest9
@edjlazar
@3wombats
@jilliemary
@cybersecurityn8
@scheerenberger
@lorimoreno
@dhinakaranrajan
@fintechna

Top Tweeters in G3:
@bitcoinagile
@xaelbot
@codedailybot
@evankirstel
@codernotesbot
@thedeveloperbot
@gabbariele
@friday_js_bot
@botraj1
@calcaware

Top Tweeters in G4:
@csa_dvillamizar
@frelancewkguide
@topmostshop
@dogetalist
@leebogner
@rpujolvives
@fenews
@auliakbar
@kevin_craine
@ggheorghiu

Top Tweeters in G5:
@robre62
@sherbah46958042
@artificialbra1n
@ansisegle
@ana_captures
@caring_mobile
@grattongirl
@yvesmulkers
@enrirosasdiaz
@warrenwhitlock

Top Tweeters in G6:
@googleexpertuk
@beige29
@hrw
@wesstreeting
@corpgovuk
@proftimnoakes
@seis_matters
@broganrogantrev
@housingfirstuk
@reddit

Top Tweeters in G7:
@sudeepkhatri
@jfsebastian146
@sowamadoualisow
@ricardo_ik_ahau
@timothy_hughes
@spirosmargaris
@blkhwk0ps
@paulcroubalian
@venturebeat
@ccprakay

Top Tweeters in G8:
@krishworlds
@futureworldcen
@hal909
@zulismailfvr
@bjpayyasamy
@ucloudify
@mjmullady
@cognizant
@meetoftheminds
@vinitesh

Top Tweeters in G9:
@damien_cabadi
@heartpadhan
@ankita_reema
@sasmita53363097
@ranjank07060230
@uipath
@resawu
@sibarammajhi2
@madanmohanb72
@ghoshbaghosh

Top Tweeters in G10:
@evil_ryu_80
@tanolanus2
@codervj
@victoriaqweaver
@merchantmediaco
@mycowork_space
@airbnb
@gcucglobal
@svenzurbuchen93
@genpact


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