futureofwork , Twitter, 8/10/2020 8:32:02 PM, 232334


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futureofwork _2020-08-10_11-52-16.xlsx
futureofwork _2020-08-10_11-52-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 10, 2020
Short Description:
futureofwork via NodeXL https://bit.ly/2PMFJ13
@haroldsinnott
@shicooks
@guzmand
@hana_elsayyed
@citrixpartners
@forbes
@enricofrasca3
@terence_mills
@mercer
@chidambara09

Top hashtags:
#futureofwork
#ai
#iot
#digitaltransformation
#innovation
#leadership

Description:
Description
The graph represents a network of 5,242 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, 10 August 2020 at 19:04 UTC.

The requested start date was Monday, 10 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 5-day, 11-hour, 33-minute period from Tuesday, 04 August 2020 at 12:27 UTC to Monday, 10 August 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 : 5242
Unique Edges : 6644
Edges With Duplicates : 14330
Total Edges : 20974
Number of Edge Types : 5
Replies to : 145
Mentions : 5045
Retweet : 4824
MentionsInRetweet : 9338
Tweet : 1622
Self-Loops : 1862
Reciprocated Vertex Pair Ratio : 0.0419219920241222
Reciprocated Edge Ratio : 0.080470500373413
Connected Components : 870
Single-Vertex Connected Components : 475
Maximum Vertices in a Connected Component : 3249
Maximum Edges in a Connected Component : 17917
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.844411
Graph Density : 0.000389905523620332
Modularity : 0.398071
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,242 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, 10 August 2020 at 19:04 UTC.

The requested start date was Monday, 10 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 5-day, 11-hour, 33-minute period from Tuesday, 04 August 2020 at 12:27 UTC to Monday, 10 August 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:
[80] https://go.synctrics.com/synctrics
[48] https://data-flair.training/blogs/iot-applications/amp/
[40] https://www.weforum.org/agenda/2020/07/new-paradigm-business-data-digital-economy-benefits-privacy-digitalization
[38] https://www.forbes.com/sites/cognitiveworld/2020/06/15/artificial-intelligence--fully-automated-luxury-capitalism/?ss=ai#eaccb264a31c
[35] https://cse.engin.umich.edu/stories/enabling-fairer-data-clusters-for-machine-learning
[26] https://spectrum.ieee.org/tech-talk/at-work/tech-careers/ai-tools-bias-hiring
[26] https://hackernoon.com/artificial-intelligence-and-robotics-whos-at-fault-when-robots-kill-a01u3ear
[25] https://bit.ly/2PosmUL
[23] https://www.marketleadership.net/use-emotions-to-create-better-sales-results/
[23] https://www.thetimes.co.uk/article/the-age-of-presenteeism-is-over-declares-boss-of-pwc-xd22whb58

Top URLs in Tweet in G1:
[37] https://www.weforum.org/agenda/2020/07/new-paradigm-business-data-digital-economy-benefits-privacy-digitalization
[37] https://www.forbes.com/sites/cognitiveworld/2020/06/15/artificial-intelligence--fully-automated-luxury-capitalism/?ss=ai#eaccb264a31c
[25] https://hackernoon.com/artificial-intelligence-and-robotics-whos-at-fault-when-robots-kill-a01u3ear
[21] https://data-flair.training/blogs/iot-applications/amp/
[20] https://bit.ly/3gpIlO9
[20] https://www.marketleadership.net/use-emotions-to-create-better-sales-results/
[19] https://www.etftrends.com/thematic-investing-channel/the-internet-of-things-could-revolutionize-medical-services/
[19] https://www.thetimes.co.uk/article/the-age-of-presenteeism-is-over-declares-boss-of-pwc-xd22whb58
[18] https://www.linkedin.com/pulse/assessing-talent-credibility-issue-steve-diedrick/
[17] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231763

Top URLs in Tweet in G2:
[3] https://www.td.org/insights/the-future-of-work-is-being-defined
[2] https://www.relocatemagazine.com/articles/how-global-talent-mobility-is-powering-the-future-of-work-technology-topia-su20
[2] https://www.linkedin.com/pulse/why-we-need-move-beyond-notion-human-productivity-stephen-koss/
[2] https://www.ey.com/en_gl/workforce/how-organizations-can-create-a-humanized-change-experience
[2] https://blog.hubspot.com/marketing/gen-z-workforce-stats?utm_sq=ggkhdh1pr7&utm_source=twitter&utm_medium=social&utm_campaign=isaiahquintana-&utm_content=genz
[2] https://www.raletta.in/blog/work-from-home/
[2] https://www.ergonomics.co.uk/06_08_20_Phase_4_The_Future.html
[2] https://www.entrepreneur.com/article/352884
[2] https://bit.ly/2By357c
[2] https://buff.ly/3k5efBP

Top URLs in Tweet in G3:
[22] https://spectrum.ieee.org/tech-talk/at-work/tech-careers/ai-tools-bias-hiring
[8] https://www.entrepreneur.com/article/353861
[8] https://www.linkedin.com/pulse/what-hrs-role-creating-diverse-inclusive-david-green/
[7] https://edtechnology.co.uk/profiles/chris-rothwell-microsoft-digital-literacy/
[7] https://www.forbes.com/sites/forbestechcouncil/2020/07/28/building-the-future-of-work-with-artificial-intelligence/#3bb13e70309e
[7] https://www.cnbc.com/2020/07/27/x-prizes-peter-diamandis-ai-is-key-to-reskilling-workers-after-covid.html
[6] https://www.cioreview.com/news/the-contributions-of-iot-in-the-remote-work-revolution-nid-31704-cid-251.html
[6] https://workforcefuturist.substack.com/p/unleashing-the-decentralised-workforce
[6] https://www.strategy-business.com/blog/Redefining-employee-experience-How-to-create-a-new-normal?gko=4ba22
[5] https://bit.ly/2C1Axn0

Top URLs in Tweet in G4:
[7] https://www.forbes.com/sites/konstantinebuhler/2020/08/04/3-ways-artificial-intelligence-will-change-healthcare/#7471fc033e4e
[4] https://bit.ly/2DACPcU
[4] https://vanrijmenam.nl/how-blockchain-changes-travel-industry/
[3] https://www.analyticsinsight.net/10-most-promising-iot-startups-to-watch-in-2020/
[3] https://www.nutanix.com/future-of-work/work-from-anywhere?utm_source=sprout&utm_medium=social&utm_campaign=2007-FoW-WorkFromAnywhere
[3] https://www.raconteur.net/infographics/7-ways-to-boost-workplace-productivity
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231763
[2] https://ctovision.com/why-are-artificial-intelligence-systems-biased/
[2] https://observatory.tec.mx/edu-bits-2/artificial-intelligence-in-education
[2] https://www.forbes.com/sites/louiscolumbus/2020/07/23/how-ai-can-improve-financial-analytics/?ss=ai#14dc3c8729bd

Top URLs in Tweet in G5:
[24] https://data-flair.training/blogs/iot-applications/amp/
[14] https://constructech.com/whats-next-disruption-in-construction/
[11] https://constructech.com/digital-twins-getting-smarter/
[10] https://constructech.com/exoskeletons-safety-and-a-rising-generation-of-workers/
[9] https://connectedworld.com/making-a-mockery-of-u-s-in-stem/
[7] https://constructech.com/tomorrows-transportation-is-getting-closer/
[7] https://www2.deloitte.com/us/en/insights/focus/technology-and-the-future-of-work/evolution-of-work-seven-new-realities.html
[6] https://connectedworld.com/the-pandemics-impact-on-transportation/
[6] https://www.technative.io/the-role-of-5g-in-bringing-the-reality-of-smart-cities-closer/
[5] https://www.forbes.com/sites/peterbendorsamuel/2018/08/09/how-your-companys-it-group-must-change-to-support-digital-transformation/#1279db2a7194

Top URLs in Tweet in G6:
[6] https://thesixfivesummit.com/
[6] https://thesixfivesummit.com/session/meetings-of-the-future-how-smart-technology-is-simplifying-meetings/
[5] https://www.cnbctv18.com/finance/fintech-2020-5-trends-shaping-the-future-of-the-industry-6586321.htm
[4] https://thesixfivesummit.com/session/the-pc-is-essential/
[3] https://www.forbes.com/sites/bernardmarr/2020/08/07/3-daunting-ways-ai-will-transform-the-world-of-work/#5aaaddd91dcb
[3] https://www.analyticsinhr.com/blog/people-analytics-ethical-considerations/?utm_content=buffer77fcb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://bit.ly/3fvw4Xp
[2] https://eftm.com/2020/08/not-so-artificial-intelligence-when-is-ai-really-ai-79399
[2] https://www.analyticsinsight.net/10-most-promising-iot-startups-to-watch-in-2020/
[2] https://connectedworld.com/making-a-mockery-of-u-s-in-stem/

Top URLs in Tweet in G7:
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.opportunityatwork.org%2F5-ways-to-rethink-diversity-inclusion-when-hiring-44c128fbe528
[3] http://r.socialstudio.radian6.com/57b627ce-446d-4beb-9cfe-6061fe78c686
[2] https://www.bnnbloomberg.ca/video/covid-19-will-be-a-great-accelerator-for-work-automation-economist~2007658
[2] https://oe.cd/pub/39F
[1] https://buff.ly/33iu961
[1] https://buff.ly/30YHbTo
[1] https://www.citrix.com/products/citrix-virtual-apps-and-desktops/resources/redefining-bau-game.html?utm_content=buffer06187&utm_medium=social%2520media%2520-%2520organic&utm_source=twitter&utm_campaign=Corporate%2520Organic
[1] https://buff.ly/39cVWWx
[1] https://www.forbes.com/sites/forbestechcouncil/2019/01/31/digital-workforce-as-a-part-of-digital-transformation-the-importance-of-rpa/#26aaf5cf24e3
[1] https://isg-one.com/consulting/articles/how-to-avoid-pitfalls-on-your-rpa-development-journey

Top URLs in Tweet in G8:
[22] https://cse.engin.umich.edu/stories/enabling-fairer-data-clusters-for-machine-learning
[12] https://bit.ly/2Pnw4OA
[9] https://hackernoon.com/how-to-create-a-job-board-using-nocode-approach-w62u3uuc
[2] https://www.cnbctv18.com/finance/fintech-2020-5-trends-shaping-the-future-of-the-industry-6586321.htm
[2] https://bit.ly/355lIZx
[1] https://www.analyticsinsight.net/10-most-promising-iot-startups-to-watch-in-2020/
[1] https://www.etftrends.com/thematic-investing-channel/the-internet-of-things-could-revolutionize-medical-services/
[1] https://cdw.voicestorm.com/Article/Redirect/f3827163-dcaa-44ec-a57a-299f3e4f1512?uc=2409&g=abbbfd96-1336-446b-bb48-a8f92af47241&f=397368
[1] https://cdw.voicestorm.com/Article/Redirect/bb64ac58-4fb3-4d01-92c6-b2f196c947a9?uc=2409&g=9c9075b7-0641-47db-a5bb-030122308185&f=397276
[1] https://constructech.com/exoskeletons-safety-and-a-rising-generation-of-workers/

Top URLs in Tweet in G9:
[75] https://go.synctrics.com/synctrics
[21] https://go-boldly.io/
[6] https://www.linkedin.com/feed/update/urn:li:activity:6635756680867123200
[6] https://www.sevaxapp.com/
[4] https://go.synctrics.com/mitchzenger
[3] https://twitter.com/FwdHumanity/status/1287996403084492800
[3] https://twitter.com/FwdHumanity/status/1270054794523103232
[2] https://twitter.com/FwdHumanity/status/1275596256430092288
[2] https://twitter.com/FwdHumanity/status/1265773427173941248
[2] https://twitter.com/ExchangeSeva/status/1288592676489584640

Top Domains
Top Domains in Tweet in Entire Graph:
[393] twitter.com
[392] bit.ly
[240] forbes.com
[141] linkedin.com
[84] synctrics.com
[77] constructech.com
[76] buff.ly
[70] co.uk
[62] dy.si
[54] weforum.org

Top Domains in Tweet in G1:
[118] forbes.com
[62] bit.ly
[46] twitter.com
[39] weforum.org
[35] mit.edu
[31] visualcapitalist.com
[28] hackernoon.com
[28] co.uk
[24] linkedin.com
[22] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[78] twitter.com
[71] bit.ly
[32] linkedin.com
[16] innovativeemployeesolutions.com
[14] ampproject.org
[13] buff.ly
[12] lnkd.in
[9] medium.com
[9] forbes.com
[7] co.uk

Top Domains in Tweet in G3:
[114] bit.ly
[54] twitter.com
[39] dy.si
[34] linkedin.com
[22] forbes.com
[22] ieee.org
[19] qz.com
[14] mercer.com
[11] entrepreneur.com
[10] strategy-business.com

Top Domains in Tweet in G4:
[17] forbes.com
[10] bit.ly
[10] vanrijmenam.nl
[10] nutanix.com
[6] twitter.com
[5] weforum.org
[4] analyticsinsight.net
[4] deloitte.com
[4] raconteur.net
[2] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[72] constructech.com
[31] twitter.com
[24] data-flair.training
[24] karlsmith.info
[18] forbes.com
[17] bit.ly
[17] connectedworld.com
[13] karlsmith.work
[11] technative.io
[10] buff.ly

Top Domains in Tweet in G6:
[19] thesixfivesummit.com
[15] bit.ly
[13] twitter.com
[7] hbr.org
[6] forbes.com
[5] cnbctv18.com
[4] analyticsinhr.com
[4] fowmedia.com
[3] buff.ly
[3] futurumresearch.com

Top Domains in Tweet in G7:
[4] buff.ly
[4] medium.com
[4] forbes.com
[3] radian6.com
[3] bnnbloomberg.ca
[2] citrix.com
[2] oe.cd
[2] twitter.com
[2] mtr.cool
[1] isg-one.com

Top Domains in Tweet in G8:
[22] umich.edu
[16] bit.ly
[10] hackernoon.com
[2] voicestorm.com
[2] cnbctv18.com
[2] twitter.com
[1] analyticsinsight.net
[1] etftrends.com
[1] constructech.com
[1] gesevent.com

Top Domains in Tweet in G9:
[79] synctrics.com
[30] twitter.com
[21] go-boldly.io
[7] linkedin.com
[7] sevaxapp.com
[4] forbes.com
[3] achievers.com
[2] analyticsinsight.net
[2] weforum.org
[2] recruitingdaily.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4650] futureofwork
[1449] ai
[599] iot
[574] digitaltransformation
[532] innovation
[487] leadership
[457] artificialintelligence
[405] covid19
[374] robotics
[363] remotework



Top Hashtags in Tweet in G1:
[1235] futureofwork
[778] ai
[320] innovation
[293] artificialintelligence
[288] iot
[274] robotics
[258] digitaltransformation
[187] fintech
[174] vr
[169] ar

Top Hashtags in Tweet in G2:
[549] futureofwork
[96] digitaltransformation
[87] leadership
[55] hr
[52] covid19
[32] remotework
[29] future
[28] ai
[18] technology
[17] automation

Top Hashtags in Tweet in G3:
[655] futureofwork
[158] hr
[132] leadership
[126] mercerchats
[100] remotework
[80] remoteworking
[78] covid19
[60] ai
[50] employeeexperience
[48] diversity

Top Hashtags in Tweet in G4:
[142] futureofwork
[99] ai
[59] bigdata
[55] ml
[54] aiio
[50] nlu
[45] artificialintelligence
[20] robots
[19] healthcare
[17] iot

Top Hashtags in Tweet in G5:
[237] futureofwork
[222] iot
[206] ai
[93] digitaltransformation
[84] sustainability
[84] 5g
[80] construction
[80] cloud
[64] infrastructure
[58] ux

Top Hashtags in Tweet in G6:
[120] futureofwork
[49] ai
[43] bigdata
[23] agilehr
[22] sixfivesummit
[20] artificialintelligence
[20] iot
[20] aiio
[20] ml
[19] digitaltransformation

Top Hashtags in Tweet in G7:
[75] futureofwork
[12] automation
[11] jobs
[10] technologies
[10] workers
[9] skills
[8] upskill
[6] covid19
[6] futureofeducation
[6] skillsbaby

Top Hashtags in Tweet in G8:
[65] futureofwork
[58] ai
[38] nocode
[33] doityourself
[28] citizendeveloper
[26] training
[24] machinelearning
[22] bigdata
[22] research
[22] ondemand

Top Hashtags in Tweet in G9:
[164] futureofwork
[59] hrtech
[56] synctrics
[54] peopleanalytics
[52] volunteer
[46] covid19
[45] csr
[43] nonprofits
[43] nonprofit
[43] sdgs

Top Hashtags in Tweet in G10:
[46] ab5
[3] futureofwork
[1] pwc
[1] digitaltransformation
[1] freelancers
[1] repealab5

Top Words
Top Words in Tweet in Entire Graph:
[4608] #futureofwork
[1430] #ai
[1015] work
[735] gt
[643] future
[598] #iot
[574] #digitaltransformation
[528] #innovation
[510] more
[486] #leadership

Top Words in Tweet in G1:
[1225] #futureofwork
[769] #ai
[318] #innovation
[305] hana_elsayyed
[288] #iot
[286] shicooks
[274] #artificialintelligence
[273] #robotics
[258] #digitaltransformation
[236] ty

Top Words in Tweet in G2:
[548] #futureofwork
[114] work
[96] #digitaltransformation
[87] #leadership
[69] future
[65] more
[54] #hr
[52] #covid19
[36] employees
[34] need

Top Words in Tweet in G3:
[653] #futureofwork
[163] work
[158] #hr
[131] #leadership
[130] employees
[123] #mercerchats
[109] tamaramccleary
[99] #remotework
[96] mercer
[90] companies

Top Words in Tweet in G4:
[291] gt
[142] #futureofwork
[99] #ai
[87] mikequindazzi
[59] #bigdata
[55] #ml
[54] #aiio
[50] #nlu
[44] #artificialintelligence
[37] antgrasso

Top Words in Tweet in G5:
[236] #futureofwork
[222] #iot
[203] #ai
[93] #digitaltransformation
[84] #sustainability
[82] #5g
[80] #construction
[80] #cloud
[73] ingliguori
[64] #infrastructure

Top Words in Tweet in G6:
[120] #futureofwork
[47] #ai
[43] #bigdata
[38] david_rp90
[30] gt
[30] cuny
[28] work
[26] challenge
[25] upskilling
[23] link

Top Words in Tweet in G7:
[136] back
[75] #futureofwork
[72] normal
[68] global
[68] lockdowns
[68] begin
[68] lift
[68] one
[68] thing
[68] remains

Top Words in Tweet in G8:
[65] #futureofwork
[61] sminaev2015
[61] frisesally
[61] marinella_maria
[61] mariangelasant8
[61] angelicagallegs
[61] yukarikingdom18
[61] mhall55nine
[61] eoff_sylvia
[57] arnabch01

Top Words in Tweet in G9:
[163] #futureofwork
[108] need
[103] people
[94] mitchzenger
[89] synctrics
[58] #hrtech
[56] #synctrics
[54] #peopleanalytics
[52] #volunteer
[47] opinion

Top Words in Tweet in G10:
[46] davincidiva
[46] #ab5
[46] lorenasgonzalez
[45] wrong
[45] assemblydems
[45] toddgloria
[45] gavinnewsom
[45] made
[45] california
[44] aâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[461] gt,gt
[178] future,work
[144] #ai,#aiio
[144] artificial,intelligence
[141] #aiio,#bigdata
[135] #bigdata,#ml
[127] #nlu,#futureofwork
[124] #ml,#nlu
[120] #leadership,#futureofwork
[115] #futureofwork,#innovation

Top Word Pairs in Tweet in G1:
[131] gt,gt
[102] artificial,intelligence
[91] #futureofwork,#innovation
[84] #virtualreality,#vr
[83] #innovation,sebbourguignon
[82] #ai,#iot
[82] #vr,#innovation
[81] #futureofwork,#augmentedreality
[80] martial,arts
[80] arts,#ar

Top Word Pairs in Tweet in G2:
[76] #digitaltransformation,#leadership
[76] #leadership,#futureofwork
[33] #futureofwork,#hr
[21] future,work
[16] covid,19
[13] return,work
[13] remote,work
[13] download,robust
[13] robust,whitepaper
[13] whitepaper,today

Top Word Pairs in Tweet in G3:
[43] #futureofwork,#hr
[42] #futureofwork,#mercerchats
[39] #futureofwork,#leadership
[34] #hr,#futureofwork
[32] #mercerchats,#futureofwork
[31] #remotework,#futureofwork
[26] #futureofwork,#career
[25] #leadership,#futureofwork
[25] thx4rt,fr
[25] fr,hrcurator

Top Word Pairs in Tweet in G4:
[182] gt,gt
[51] #ai,#aiio
[50] #aiio,#bigdata
[48] #bigdata,#ml
[48] #ml,#nlu
[48] #nlu,#futureofwork
[36] mikequindazzi,gt
[20] antgrasso,fisher85m
[13] wef,mikequindazzi
[11] harbrimah,320

Top Word Pairs in Tweet in G5:
[76] #iot,#sustainability
[71] #construction,#iot
[67] #sustainability,#ai
[63] #ai,#5g
[56] #5g,#cloud
[54] #futureofwork,#infrastructure
[52] #cloud,#edge
[48] #iot,#futureofwork
[45] #ux,#iot
[44] #iot,#ai

Top Word Pairs in Tweet in G6:
[22] gt,gt
[20] cuny,90
[20] 90,day
[20] day,upskilling
[20] upskilling,challenge
[19] #ai,#aiio
[19] #aiio,#bigdata
[19] #bigdata,#ml
[17] #ml,#nlu
[17] #nlu,#futureofwork

Top Word Pairs in Tweet in G7:
[68] global,lockdowns
[68] lockdowns,begin
[68] begin,lift
[68] lift,one
[68] one,thing
[68] thing,remains
[68] remains,clear
[68] clear,back
[68] back,office
[68] office,back

Top Word Pairs in Tweet in G8:
[61] frisesally,marinella_maria
[61] marinella_maria,mariangelasant8
[61] angelicagallegs,yukarikingdom18
[61] yukarikingdom18,mhall55nine
[61] mhall55nine,eoff_sylvia
[59] sminaev2015,frisesally
[59] mariangelasant8,angelicagallegs
[56] arnabch01,sminaev2015
[43] eoff_sylvia,semiâ
[43] retail,viva

Top Word Pairs in Tweet in G9:
[78] mitchzenger,synctrics
[47] people,analytics
[32] hr,tech
[26] need,create
[26] #aiio,#bigdata
[24] #covid19,#volunteer
[24] #bigdata,#ml
[23] #nonprofit,#nonprofits
[23] #ai,#aiio
[23] #nlu,#futureofwork

Top Word Pairs in Tweet in G10:
[45] wrong,#ab5
[45] #ab5,lorenasgonzalez
[45] lorenasgonzalez,assemblydems
[45] assemblydems,toddgloria
[45] toddgloria,gavinnewsom
[45] gavinnewsom,made
[45] made,california
[44] davincidiva,wrong
[44] california,aâ
[3] cafwu,thekimkavin

Top Replied-To
Top Replied-To in Entire Graph:
@mercer
@akwyz
@lisalint
@channelsmart
@amandashansen
@sminaev2015
@kkruse
@shicooks
@labordeolivier
@pareesanaveed

Top Replied-To in G1:
@labordeolivier
@shicooks
@akwyz
@hana_elsayyed
@chboursin
@xbond49
@_atanas_
@michaelbathurst
@channelsmart
@meghanmbiro

Top Replied-To in G2:
@emkcenter

Top Replied-To in G3:
@mercer
@lisalint
@channelsmart
@amandashansen
@akwyz
@kkruse
@allonboardhr
@qsrmagazine
@allwork_space
@alexosterwalder

Top Replied-To in G4:
@mercer
@brettking
@govmatterstv

Top Replied-To in G5:
@bw_research
@usgbc

Top Replied-To in G6:
@haroldsinnott
@tejaslibra
@coursera
@cuny
@msftissues

Top Replied-To in G7:
@jonathan_local

Top Replied-To in G8:
@sminaev2015
@frisesally

Top Replied-To in G9:
@exchangeseva
@vbkris

Top Replied-To in G10:
@cafwu

Top Mentioned
Top Mentioned in Entire Graph:
@hana_elsayyed
@shicooks
@haroldsinnott
@guzmand
@wef
@forbes
@mikequindazzi
@ingliguori
@jblefevre60
@tamaramccleary

Top Mentioned in G1:
@hana_elsayyed
@shicooks
@haroldsinnott
@jblefevre60
@sebbourguignon
@wef
@mvollmer1
@guzmand
@nicochan33
@ingliguori

Top Mentioned in G2:
@metaspark_
@emkcenter
@claudiomkd
@ultanofficial1
@isaiahquintana_
@kurian_v
@guideapp_
@aeromobix

Top Mentioned in G3:
@tamaramccleary
@akwyz
@mercer
@guzmand
@hrcurator
@meghanmbiro
@forbes
@david_green_uk
@talentculture
@mckinsey

Top Mentioned in G4:
@mikequindazzi
@antgrasso
@terence_mills
@fisher85m
@haroldsinnott
@wef
@evankirstel
@harbrimah
@nutanix
@xhnews

Top Mentioned in G5:
@constructechmag
@ingliguori
@arjenvanberkum
@connectedwmag
@dataflairws
@ubinetus
@interactionsinc
@userexperienceu
@technative
@guzmand

Top Mentioned in G6:
@david_rp90
@cuny
@terence_mills
@trailhead
@ga
@ibm
@deankamath
@cou
@forbes
@arjenvanberkum

Top Mentioned in G7:
@citrixpartners
@citrix
@citr
@workforcevan
@bnnbloomberg
@citrixworkspace
@oecd_local
@davidjhenshall
@opptyatwork

Top Mentioned in G8:
@marinella_maria
@mariangelasant8
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@frisesally
@sminaev2015
@arnabch01

Top Mentioned in G9:
@mitchzenger
@synctrics
@fwdhumanity
@synctegration
@exchangeseva
@alaskappc
@staynimble
@syncopoly
@indeed
@goalvana

Top Mentioned in G10:
@davincidiva
@lorenasgonzalez
@assemblydems
@toddgloria
@gavinnewsom
@thekimkavin
@venturemike1
@asthegirlturns
@realkiradavis
@walterkirn

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@huskorkut
@edinburghwatch
@monicasloves
@ejlazar
@chidambara09
@cybersec_feeds
@mhall55nine
@evankirstel

Top Tweeters in G1:
@sectest9
@deejayiwan
@edjlazar
@lorimoreno
@businessinsider
@kimvie
@swissbusiness
@fintechna
@thesun
@calcaware

Top Tweeters in G2:
@frelancewkguide
@topmostshop
@dogetalist
@mia
@aae_entrepreu
@raselhossain420
@jenstirrup
@contentspot
@axelrod_eric
@kevin_craine

Top Tweeters in G3:
@sudeepkhatri
@humbertozamorar
@myloc_tracker
@hiphopmatrix
@akwyz
@entwistletx
@onang_pribadi
@inc
@meghanmbiro
@vesperuk

Top Tweeters in G4:
@evankirstel
@gezgintrk
@nealschaffer
@rickking16
@xhnews
@bcstrat
@nvsdata
@rebekahradice
@nigelwalsh
@thomashilbig2

Top Tweeters in G5:
@paoloigna1
@edinburghwatch
@cybersec_feeds
@ottlegalrebels
@marshacollier
@bobguildner
@ricardo_ik_ahau
@mariuskarma
@fmfrancoise
@3drenderbot

Top Tweeters in G6:
@chidambara09
@thomasclone
@jj_angelus
@dataaugmented
@vicentelozadab
@shellykramer
@thedeveloperbot
@tommytrc
@cnbci
@pardoe_ai

Top Tweeters in G7:
@nnortorkor
@walmart
@emperatriz1827
@nikhilkanoje6
@ranidasi13
@hashitom4work
@bnnbloomberg
@qualityisarul3
@marqueting_ptdi
@anilreja

Top Tweeters in G8:
@huskorkut
@monicasloves
@ejlazar
@mhall55nine
@nieuwemarlean
@jilliemary
@marienassar_
@taieb_bot
@peac4love
@xaelbot

Top Tweeters in G9:
@viralvideovlogs
@natlawreview
@socentlive
@mannyotiko
@hatzbymm
@retweetbossman
@torivojobs
@danbrad77778390
@sdgsbot
@sachin55476477

Top Tweeters in G10:
@brialalexi
@karamar111
@xarmandkleinx
@lutiermt
@drh1959
@sbsportsdiva
@pursueliberty
@garnorealestate
@peterseller9
@umpire1963


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