futureofwork , Twitter, 12/16/2019 4:15:16 AM, 218887


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futureofwork _2019-12-15_19-31-20.xlsx
futureofwork _2019-12-15_19-31-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 16, 2019
Short Description:
futureofwork via NodeXL http://bit.ly/35sBzlw
@haroldsinnott
@mikequindazzi
@tamaramccleary
@guzmand
@wef
@paula_piccard
@oecd
@khsouh
@chidambara09
@citrix

Top hashtags:
#futureofwork
#ai
#iot
#digitaltransformation
#ar
#artificialintelligence
#robotics
#hr

Description:
Description
The graph represents a network of 3,695 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, 16 December 2019 at 03:32 UTC.

The requested start date was Monday, 16 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 2-hour, 40-minute period from Thursday, 12 December 2019 at 22:20 UTC to Monday, 16 December 2019 at 01:00 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 : 3695
Unique Edges : 6639
Edges With Duplicates : 3455
Total Edges : 10094
Number of Edge Types : 3
Mentions : 8724
Tweet : 1308
Replies to : 62
Self-Loops : 1308
Reciprocated Vertex Pair Ratio : 0.0254212237658883
Reciprocated Edge Ratio : 0.0495820121072355
Connected Components : 692
Single-Vertex Connected Components : 366
Maximum Vertices in a Connected Component : 2034
Maximum Edges in a Connected Component : 8025
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.372553
Graph Density : 0.000508303337966039
Modularity : 0.514851
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 3,695 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, 16 December 2019 at 03:32 UTC.

The requested start date was Monday, 16 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 2-hour, 40-minute period from Thursday, 12 December 2019 at 22:20 UTC to Monday, 16 December 2019 at 01:00 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:
[31] https://www.vox.com/recode/2019/12/12/20993665/artificial-intelligence-ai-job-screen
[27] https://www.androidauthority.com/internet-of-things-companies-1023404/
[24] https://blog.linkedin.com/2019/december/10/the-jobs-of-tomorrow-linkedins-2020-emerging-jobs-report
[24] http://www.futuristspeaker.com/
[20] https://youtu.be/cjmpqyO4rYU
[19] https://www.forbes.com/sites/charlestowersclark/2019/12/11/the-future-of-work-in-2020-and-beyond/?ss=ai#1917b37411d5
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217416
[15] https://www.techrepublic.com/article/top-5-workplace-learning-trends-in-2020/
[14] https://www.hbrfrance.fr/chroniques-experts/2019/12/28612-la-flash-organization-est-elle-lavenir-de-lentreprise/
[14] https://www.linkedin.com/pulse/putting-h-back-hr-10-predictions-2020-david-green/

Top URLs in Tweet in G1:
[21] https://blog.linkedin.com/2019/december/10/the-jobs-of-tomorrow-linkedins-2020-emerging-jobs-report
[20] https://www.vox.com/recode/2019/12/12/20993665/artificial-intelligence-ai-job-screen
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217416
[14] https://www.linkedin.com/pulse/putting-h-back-hr-10-predictions-2020-david-green/
[12] https://www.youtube.com/watch?v=52WpHIkwqRc&t=1s

[11] https://twitter.com/thekaushalsoni
[9] https://www.japantimes.co.jp/opinion/2019/12/13/commentary/japan-commentary/achieving-human-liberation-ai/#.XfOHGtZKiqQ
[8] https://constructech.com/article/women-in-construction-fall-2019/
[8] http://youtu.be/7Ti9az7GrxA
[7] https://www.marketleadership.net/entrepreneurswhy-dont-you-know-more-about-your-key-clients/

Top URLs in Tweet in G2:
[11] https://fortune.com/2019/12/10/artificial-intelligence-hottest-job/?utm_content=108968710&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[11] https://www.forbes.com/sites/charlestowersclark/2019/12/11/the-future-of-work-in-2020-and-beyond/?ss=ai#1917b37411d5
[5] https://www.vox.com/recode/2019/12/12/20993665/artificial-intelligence-ai-job-screen
[4] https://www.forbes.com/sites/forbesbusinesscouncil/2019/12/13/which-data-rich-industries-will-thrive-in-the-age-of-digital-transformation/#2fe3df7a5c95
[3] https://www.ft.com/content/0b87a43c-f461-11e9-a79c-bc9acae3b654
[2] https://www.newscientist.com/article/2226447-people-in-japan-are-wearing-exoskeletons-to-keep-working-as-they-age/
[2] https://medium.com/swlh/12-steps-to-applied-ai-2fdad7fdcdf3?source=rss-------8-----------------artificial_intelligence
[2] https://mashable.com/article/tech-terms-to-know-2020/
[2] https://twinybots.ch/
[2] https://autome.me/china-vs-usa-who-stands-where-in-the-5g-race/

Top URLs in Tweet in G3:
[20] https://youtu.be/cjmpqyO4rYU
[8] https://www.linkedin.com/pulse/building-recruiting-engine-eq-steve-diedrick/
[5] https://twinybots.ch/
[5] https://www.forbes.com/sites/charlestowersclark/2019/12/11/the-future-of-work-in-2020-and-beyond/?ss=ai#1917b37411d5
[2] https://www.pcmag.com/article/372476/how-to-prepare-workers-for-the-jobs-of-the-future
[2] https://www.maddyness.com/2019/12/13/futureofwork-pas-que-pour-jeunes-cadres-dynamiques/
[2] https://www.maddyness.com/2019/12/13/futureofwork-pas-que-pour-jeunes-cadres-dynamiques/?utm_source=dlvr.it&utm_medium=twitter
[2] https://faisalhoque.com/2019/05/30/as-our-lives-become-more-automated-these-are-the-skills-youll-need/?lrstc=22RTA
[2] https://www.fastcompany.com/3066431/how-emotionally-intelligent-bosses-resolve-conflicts
[2] https://hrexecutive.com/heres-why-tech-is-giving-rise-to-the-superjob/

Top URLs in Tweet in G4:
[10] https://www.techrepublic.com/article/top-5-workplace-learning-trends-in-2020/
[9] https://venturebeat.com/2019/12/12/intel-skills-gap-means-industrial-companies-are-failing-to-roll-out-internet-of-things-tech/
[8] https://mashable.com/article/tech-terms-to-know-2020/
[7] https://www.computerworld.com/article/3490036/the-tech-market-moving-from-tell-to-listen.html
[6] https://www.forbes.com/sites/tomdavenport/2019/04/05/ai-is-destroying-traditional-business-thinking/
[6] https://www.fastcompany.com/90437341/how-does-your-salary-compare-to-the-rest-of-the-industry-this-chart-shows-you
[6] https://www.zdnet.com/article/pervasive-integration-of-systems-and-data-arrives/
[6] https://www.technologyreview.com/s/614877/ai-technologies-that-matter-now-augmenting-people-processes-and-potential/
[6] https://theamericangenius.com/business-news/top-15-jobs/
[5] https://www.vox.com/recode/2019/12/12/20993665/artificial-intelligence-ai-job-screen

Top URLs in Tweet in G5:
[24] https://www.androidauthority.com/internet-of-things-companies-1023404/
[9] https://www.fastcompany.com/90396992/preparing-the-workforce-for-tomorrow
[8] https://www.forbes.com/sites/cognitiveworld/2019/09/06/ai-for-executives/
[6] https://talentculture.com/measuring-the-business-benefits-of-flexibility-a-win-for-all-sides/
[6] https://www.cnbc.com/2019/11/04/godfather-of-ai-predicts-the-future-fate-of-the-us-workforce.html?__source=sharebar|twitter&par=sharebar
[5] https://www.forbes.com/sites/londonschoolofeconomics/2019/08/08/are-we-facing-ai-armageddon-whats-wrong-with-the-automation-and-future-of-work-debate/
[4] https://talentculture.com/worktrends-ageism-and-its-impact-on-modern-worker/
[4] https://fortune.com/2019/10/11/artificial-intelligence-trillion-dollar-growth-engine-jobs-killer-reason-for-optimism/
[4] https://www.fastcompany.com/90411274/companies-know-upskilling-is-critical-but-that-doesnt-mean-theyre-doing-it-right
[3] https://talentculture.com/worktrends-how-to-bring-people-together-at-work/

Top URLs in Tweet in G6:
[10] https://twitter.com/ravikikan
[4] https://twitter.com/MikeQuindazzi
[4] https://twitter.com/marcusborba
[3] https://www.pwc.com/ca/en/consulting/perspective/case-study-pwc-power-utilities-operational-excellence-workforce-of-the-future-infographic-en.pdf
[2] https://undark.org/2019/11/22/ai-ethical-issues-book-review/
[1] https://twitter.com/i/web/status/1205341741961756673
[1] https://twitter.com/i/web/status/1205343981829099521
[1] https://twitter.com/i/web/status/1205344609217335298
[1] https://twitter.com/i/web/status/1205340178031595520
[1] https://twitter.com/i/web/status/1205687460165849088

Top URLs in Tweet in G7:
[2] https://twitter.com/citrix/status/1205118857406537730
[1] https://twitter.com/i/web/status/1199030998320574466
[1] https://twitter.com/i/web/status/1205646344205066241
[1] https://twitter.com/i/web/status/1205295267525857283
[1] https://twitter.com/i/web/status/1205297520030748674
[1] https://twitter.com/i/web/status/1205540871069941761
[1] https://twitter.com/i/web/status/1205335447343390721
[1] https://www.citrix.com/blogs/2019/12/12/unleash-a-better-way-to-work-with-citrix-workspace/?utm_campaign=everyonesocial&utm_source=65686&utm_medium=social%2Bmedia%2B-%2Bcitrix%2Bcommunity/employees&es_p=10745257
[1] https://twitter.com/i/web/status/1205504649433931780
[1] https://twitter.com/MikeQuindazzi

Top URLs in Tweet in G8:
[8] http://www.oecd.org/pisa/publications/PISA2018_CN_JPN_Japanese.pdf
[1] https://twitter.com/i/web/status/1205808424669327360
[1] http://www.oecd.org/employment/getting-skills-right-future-ready-adult-learning-systems-9789264311756-en.htm
[1] https://twitter.com/i/web/status/1205443522855346182
[1] https://oe.cd/adult-learning-2019
[1] https://www.youtube.com/watch?feature=youtu.be&v=UEVPi89r_Ik&app=desktop
[1] https://oe.cd/ME2019
[1] http://www.nhk.or.jp/kaisetsu-blog/700/416832.html
[1] https://twitter.com/i/web/status/1205527401314373636

Top URLs in Tweet in G10:
[1] https://dy.si/hDZ1G
[1] https://dy.si/HHq93
[1] https://dy.si/f2RPi
[1] https://dy.si/qwJXk
[1] https://dy.si/XxYib
[1] https://dy.si/H5yV5
[1] https://dy.si/bSLoR
[1] https://dy.si/Hs86R
[1] https://dy.si/9MRo9
[1] https://dy.si/TENxf

Top Domains
Top Domains in Tweet in Entire Graph:
[1153] twitter.com
[104] forbes.com
[99] linkedin.com
[88] dy.si
[66] faveeo.com
[66] paper.li
[36] talentculture.com
[32] vox.com
[32] youtu.be
[31] ow.ly

Top Domains in Tweet in G1:
[178] twitter.com
[50] linkedin.com
[22] nodexlgraphgallery.org
[21] constructech.com
[20] vox.com
[19] mit.edu
[19] forbes.com
[16] youtube.com
[13] analyticsinhr.com
[12] faveeo.com

Top Domains in Tweet in G2:
[67] twitter.com
[16] forbes.com
[11] fortune.com
[5] vox.com
[3] ft.com
[3] medium.com
[2] pwc.com
[2] newscientist.com
[2] mashable.com
[2] twinybots.ch

Top Domains in Tweet in G3:
[274] twitter.com
[22] youtu.be
[22] forbes.com
[20] linkedin.com
[9] paper.li
[5] careerarc.com
[5] pcmag.com
[5] maddyness.com
[5] twinybots.ch
[3] fastcompany.com

Top Domains in Tweet in G4:
[29] twitter.com
[15] techrepublic.com
[11] forbes.com
[10] technologyreview.com
[9] venturebeat.com
[8] mashable.com
[7] computerworld.com
[6] fastcompany.com
[6] zdnet.com
[6] theamericangenius.com

Top Domains in Tweet in G5:
[99] twitter.com
[33] talentculture.com
[24] forbes.com
[24] androidauthority.com
[22] dy.si
[13] fastcompany.com
[10] cnbc.com
[5] td.org
[4] fortune.com
[3] peoplemanagingpeople.com

Top Domains in Tweet in G6:
[40] twitter.com
[3] pwc.com
[2] undark.org

Top Domains in Tweet in G7:
[13] twitter.com
[4] citrix.com
[1] dell.com

Top Domains in Tweet in G8:
[9] oecd.org
[3] twitter.com
[2] oe.cd
[1] youtube.com
[1] or.jp

Top Domains in Tweet in G10:
[54] dy.si
[1] deloitte.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2619] futureofwork
[1275] ai
[703] iot
[402] digitaltransformation
[395] ar
[371] artificialintelligence
[333] robotics
[262] hr
[254] startups
[252] pwc



Top Hashtags in Tweet in G1:
[527] futureofwork
[328] ai
[173] digitaltransformation
[172] iot
[129] artificialintelligence
[93] robotics
[87] hr
[82] bigdata
[69] ar
[64] pwc

Top Hashtags in Tweet in G2:
[410] futureofwork
[394] iot
[374] ai
[245] ar
[161] pwc
[159] sensors
[158] wearabletech
[128] artificialintelligence
[128] digital
[113] ux

Top Hashtags in Tweet in G3:
[260] futureofwork
[38] ai
[25] hr
[25] jobsoffuture
[23] automation
[20] makeanything
[20] autodeskambassador
[20] ambassadorhub
[20] autodesk
[20] autodeskedu

Top Hashtags in Tweet in G4:
[174] futureofwork
[139] ai
[49] tech
[49] robotics
[43] enterprise
[43] quantumcomputing
[43] robots
[40] sdgs
[30] technology
[27] iot

Top Hashtags in Tweet in G5:
[172] futureofwork
[51] ai
[47] hr
[28] jobs
[28] iot
[23] automation
[20] mercerchats
[20] leadership
[20] worktrends
[18] wef20

Top Hashtags in Tweet in G6:
[215] startups
[177] ai
[118] futureofwork
[64] emergingtechnologies
[61] emergingtech
[58] artificialintelligence
[57] ar
[56] workforce
[56] digital
[55] datascience

Top Hashtags in Tweet in G7:
[69] futureofwork
[7] citrixworkspace
[5] employeeexperience
[3] citrixsynergy
[3] workspace
[2] podcast
[2] ad
[1] ar
[1] augmentedreality
[1] iot

Top Hashtags in Tweet in G8:
[33] skills
[21] futureofwork
[10] entrepreneurs
[9] learning
[8] oecdpisa
[7] portugal
[1] robots
[1] oecdlocal
[1] nhk_kaisetsu
[1] job

Top Hashtags in Tweet in G9:
[4] futureofwork
[4] ai
[4] iot
[3] ml
[3] bigdata
[3] cloud
[3] python
[3] java
[3] keras
[3] reactjs

Top Hashtags in Tweet in G10:
[55] futureofwork
[45] workforcetransformation
[45] hr
[45] workforcestrategy
[11] humancapital
[6] impacthc
[6] workforce
[3] capitalh
[2] technologicallearning
[2] impact2020

Top Words
Top Words in Tweet in Entire Graph:
[3539] Words in Sentiment List#1: Positive
[653] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[96549] Non-categorized Words
[100741] Total Words
[2622] #futureofwork
[1878] gt
[1271] #ai
[959] mikequindazzi
[703] #iot

Top Words in Tweet in G1:
[571] gt
[527] #futureofwork
[324] #ai
[305] mikequindazzi
[203] haroldsinnott
[173] #digitaltransformation
[172] #iot
[163] wef
[129] #artificialintelligence
[122] 2020

Top Words in Tweet in G2:
[928] gt
[437] mikequindazzi
[413] #futureofwork
[394] #iot
[374] #ai
[245] #ar
[211] intengineering
[167] paula_piccard
[161] #pwc
[159] #sensors

Top Words in Tweet in G3:
[260] #futureofwork
[94] future
[82] work
[52] everything
[51] engineer
[51] creativity
[51] case
[51] asked
[50] designer
[50] jack

Top Words in Tweet in G4:
[174] #futureofwork
[139] #ai
[134] evankirstel
[57] over
[57] skills
[49] #tech
[49] #robotics
[48] computing
[45] wef
[43] #enterprise

Top Words in Tweet in G5:
[172] #futureofwork
[102] tamaramccleary
[68] companies
[51] #ai
[47] #hr
[35] #futureofwo
[33] workforce
[32] meghanmbiro
[28] #jobs
[28] #iot

Top Words in Tweet in G6:
[564] ravikikan
[215] #startups
[177] #ai
[141] mikequindazzi
[131] gt
[118] #futureofwork
[112] skills
[109] solutions
[97] #
[64] #emergingtechnologies

Top Words in Tweet in G7:
[72] citrix
[69] #futureofwork
[54] way
[54] work
[54] organizations
[53] talk
[53] lot
[53] good
[53] reason
[53] changing

Top Words in Tweet in G8:
[74] oecd
[36] need
[33] #skills
[33] learning
[30] report
[30] wage
[27] adults
[25] more
[25] countries
[22] employers

Top Words in Tweet in G9:
[25] angelicagallegs
[25] yukarikingdom18
[25] mhall55nine
[25] eoff_sylvia
[25] montynishimura
[25] bperrionni
[25] semicvet50
[25] brindusab1
[25] ritacobix
[22] arnabch01

Top Words in Tweet in G10:
[55] #futureofwork
[45] #workforcetransformation
[45] #hr
[45] #workforcestrategy
[45] bersin
[11] #humancapital
[10] deloittehc
[6] #impacthc
[6] #workforce
[3] #capitalh

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1140] gt,gt
[316] mikequindazzi,gt
[251] mikequindazzi,#ai
[235] #ar,#iot
[230] #pwc,mikequindazzi
[216] ravikikan,#startups
[187] device,turns
[187] turns,walls
[187] #iot,#wearabletech
[187] #wearabletech,#sensors

Top Word Pairs in Tweet in G1:
[359] gt,gt
[85] mikequindazzi,gt
[55] #pwc,mikequindazzi
[47] mikequindazzi,#ai
[43] wef,mikequindazzi
[42] projected,economic
[42] economic,value
[42] value,#digitaltransformation
[42] #digitaltransformation,top
[42] top,100

Top Word Pairs in Tweet in G2:
[547] gt,gt
[181] #ar,#iot
[178] mikequindazzi,gt
[158] device,turns
[158] turns,walls
[158] intengineering,#ar
[158] #iot,#wearabletech
[158] #wearabletech,#sensors
[157] walls,touchscreen
[155] #pwc,mikequindazzi

Top Word Pairs in Tweet in G3:
[52] future,work
[50] designer,engineer
[50] engineer,jack
[50] jack,davies
[50] davies,imbues
[50] imbues,creativity
[50] creativity,everything
[50] everything,case
[50] case,we've
[50] we've,asked

Top Word Pairs in Tweet in G4:
[43] quantum,computing
[42] #ai,#robotics
[41] computing,change
[41] change,world
[41] world,theeconomist
[40] #ai,#sdgs
[40] #sdgs,#quantumcomputing
[40] #quantumcomputing,#futureofwork
[40] #futureofwork,quantum
[40] theeconomist,mt

Top Word Pairs in Tweet in G5:
[24] internet,things
[24] things,companies
[23] companies,dominate
[23] dominate,2020s
[23] 2020s,prepare
[23] prepare,resume
[23] resume,#iot
[22] tamaramccleary,internet
[22] #iot,#futureofwo
[20] katebravery,wswmuc

Top Word Pairs in Tweet in G6:
[200] ravikikan,#startups
[98] ravikikan,mikequindazzi
[97] mikequindazzi,#ai
[85] gt,gt
[61] #startups,#emergingtech
[61] #emergingtech,top
[61] top,#emergingtechnologies
[60] #emergingtechnologies,ranked
[56] #workforce,today
[56] today,#digital

Top Word Pairs in Tweet in G7:
[53] talk,lot
[53] lot,#futureofwork
[53] #futureofwork,good
[53] good,reason
[53] reason,way
[53] way,work
[53] work,changing
[53] changing,organizations
[52] citrix,talk
[52] organizations,evolving

Top Word Pairs in Tweet in G8:
[25] #skills,need
[22] employers,oecd
[22] oecd,countries
[22] countries,report
[22] report,having
[22] having,difficulties
[22] difficulties,finding
[22] finding,employees
[22] employees,#skills
[22] need,prepare

Top Word Pairs in Tweet in G9:
[25] angelicagallegs,yukarikingdom18
[25] yukarikingdom18,mhall55nine
[25] mhall55nine,eoff_sylvia
[25] eoff_sylvia,montynishimura
[25] montynishimura,bperrionni
[25] bperrionni,semicvet50
[25] semicvet50,brindusab1
[25] brindusab1,ritacobix
[22] arnabch01,angelicagallegs
[3] ritacobix,papryka5

Top Word Pairs in Tweet in G10:
[45] #workforcetransformation,#hr
[45] #hr,#workforcestrategy
[44] #futureofwork,#workforcetransformation
[44] #workforcestrategy,bersin
[6] #impacthc,#futureofwork
[6] #futureofwork,#workforce
[6] #workforce,#humancapital
[6] #humancapital,deloittehc
[3] #humancapital,#capitalh
[3] #capitalh,#futureofwork

Top Replied-To
Top Replied-To in Entire Graph:
@exchangeseva
@angelicagallegs
@povmumbai
@haroldsinnott
@brettwrote
@drmbedmunds
@mercer
@marialves53
@kuriharan
@artyglen

Top Replied-To in G1:
@exchangeseva
@haroldsinnott
@chboursin
@angelhealthtech
@guzmand
@mvollmer1
@appstoryorg
@hazloe3
@ianknowlson
@psb_dc

Top Replied-To in G2:
@marialves53
@labordeolivier
@artyglen
@kuriharan
@mikequindazzi
@fmfrancoise
@heinzvhoenen

Top Replied-To in G5:
@mercer

Top Replied-To in G7:
@svengelsk
@thufirhawat

Top Replied-To in G9:
@angelicagallegs

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@haroldsinnott
@ravikikan
@wef
@intengineering
@paula_piccard
@evankirstel
@tamaramccleary
@ronald_vanloon
@enricomolinari

Top Mentioned in G1:
@mikequindazzi
@haroldsinnott
@wef
@mvollmer1
@dhinchcliffe
@spirosmargaris
@guzmand
@ronald_vanloon
@evankirstel
@intengineering

Top Mentioned in G2:
@mikequindazzi
@intengineering
@paula_piccard
@haroldsinnott
@enricomolinari
@ronald_vanloon
@pawlowskimario
@nowthisnews
@skytel_social
@wef

Top Mentioned in G3:
@ume_kyd
@tridentseven
@faisal_hoque
@thefutureecoflo
@yoyakka
@everlearntweets
@kahootz
@legalinnovators
@techtweet24h
@fayaz_shadman

Top Mentioned in G4:
@evankirstel
@wef
@theeconomist
@via
@ipfconline1
@artosilvia
@nicocha
@heinzvhoenen
@haroldsinnott

Top Mentioned in G5:
@tamaramccleary
@meghanmbiro
@mercer
@katebravery
@wswmuc
@slupusho
@isilket
@jimmarous
@ceci_1974
@lorialmeida

Top Mentioned in G6:
@ravikikan
@mikequindazzi
@wef
@pwc
@topbots
@4orgexcellence
@qualcomm
@iam__network
@theadamgabriel
@antgrasso

Top Mentioned in G7:
@citrix
@thufirhawat
@dlestrat
@dana_gardner
@iangertler
@delltech
@reillyusa
@dez_blanchfield
@ronald_vanloon
@nowthisnews

Top Mentioned in G8:
@oecd
@oecd_local
@oecdtokyo
@eu_social
@haroldsinnott
@mckinsey_mgi

Top Mentioned in G9:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@montynishimura
@bperrionni
@semicvet50
@brindusab1
@ritacobix
@arnabch01
@angelicagallegs

Top Mentioned in G10:
@bersin
@deloittehc

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@sectest9
@huskorkut
@atsocialmediauk
@marionspekker
@edinburghwatch
@monicasloves
@s9tmt
@ejlazar

Top Tweeters in G1:
@arkangelscrap
@sectest9
@annemariayritys
@chidambara09
@lorimoreno
@sudeepkhatri
@john_siracusa
@billnigh
@fintechna
@cybersec_feeds

Top Tweeters in G2:
@deejayiwan
@techl0g
@marialves53
@calcaware
@ele9061
@vivmilano
@gvalan
@lkafle
@grattongirl
@rev_de_presse

Top Tweeters in G3:
@ericfitteduval
@frelancewkguide
@twitmanoj9
@topmostshop
@dekebridges
@serve4impact
@jkhoey
@jobhopjulie
@futeye
@theledge80

Top Tweeters in G4:
@alllibertynews
@evankirstel
@clairebotai
@rvp
@thomasclone
@richsimmondsza
@lelkan
@nicochan33
@gezgintrk
@africaupdates

Top Tweeters in G5:
@machinelearnflx
@hermitme1
@nancyrubin
@nomoreslaves
@cnbc
@onang_pribadi
@saukel
@femtech_
@inc
@meghanmbiro

Top Tweeters in G6:
@iam__network
@machine_ml
@jesirok
@majorexxt
@callmenickwoods
@msarozz
@swiftcoentinc
@byronbergren
@ravikikan
@lilpookie0906

Top Tweeters in G7:
@pitarampal
@shahzebalvi4
@mansoura999
@deodarshansing4
@nikhilkanoje6
@dez_blanchfield
@nwrgresley1942
@goodhand00
@bgenebra
@iam_solanki26

Top Tweeters in G8:
@realblack212
@aussietorres
@zephyorg
@sdevincenzo
@dinostratus
@pririn_
@riematsuda
@parreshia
@globalagendakb
@netmedico

Top Tweeters in G9:
@huskorkut
@marionspekker
@monicasloves
@ejlazar
@nieuwemarlean
@mhall55nine
@marienassar_
@jilliemary
@mojobag4u
@peac4love

Top Tweeters in G10:
@lisa_caulfield1
@ireland06262571
@deloittehc
@mikestehn
@theresarecruit
@bersin
@chad_atwell
@hari_kallem
@katunfried
@dangelojj


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