NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

futureofwork _2021-04-26_12-07-36.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
NodeXLExcelAutomator
Uploaded on:
April 26, 2021
Short Description:
futureofwork via NodeXL https://bit.ly/3vmJZao
@humanre41270855
@mitsmr
@haroldsinnott
@mvollmer1
@nicochan33
@chidambara09
@youcefbouklachi
@pwc
@enricomolinari
@godfrey_g_

Top hashtags:
#futureofwork
#ai
#bigdata
#machinelearning
#iot
#datascience

Description:
Description
The graph represents a network of 4,360 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, 26 April 2021 at 19:19 UTC.

The requested start date was Monday, 26 April 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, 3-hour, 39-minute period from Thursday, 22 April 2021 at 20:21 UTC to Monday, 26 April 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 : 4360
Unique Edges : 6845
Edges With Duplicates : 14068
Total Edges : 20913
Number of Edge Types : 5
Mentions : 3108
Replies to : 259
Retweet : 5137
MentionsInRetweet : 10909
Tweet : 1500
Self-Loops : 1715
Reciprocated Vertex Pair Ratio : 0.032919800722868
Reciprocated Edge Ratio : 0.0637412521278608
Connected Components : 678
Single-Vertex Connected Components : 414
Maximum Vertices in a Connected Component : 3001
Maximum Edges in a Connected Component : 18935
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.170928
Graph Density : 0.000556372874007379
Modularity : 0.349114
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,360 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, 26 April 2021 at 19:19 UTC.

The requested start date was Monday, 26 April 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, 3-hour, 39-minute period from Thursday, 22 April 2021 at 20:21 UTC to Monday, 26 April 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:
[115] https://successanalytics.blogspot.com/
[52] https://transformation-blog.de/2021/02/09/objective-key-results-okrs-my-swot-analysis/
[47] https://go.synctrics.com/synctrics
[35] https://transformation-blog.de/2021/03/03/feedback-my-user-guide/
[33] -
[30] https://www.inc.com/kelly-main/looking-for-next-steve-jobs-have-your-hr-team-ditch-ai.html
[27] https://www.linkedin.com/posts/pinakilaskar_ai-digitaltransformation-bigdata-activity-6791203733062635521-ch2d
[27] https://www.linkedin.com/posts/pinakilaskar_ai-artificialintelligence-technology-activity-6791205845171527680-0Fyr
[27] https://www.linkedin.com/posts/pinakilaskar_ai-futureofwork-designthinking-activity-6791207926271918080-f4i0
[26] https://www.techrepublic.com/article/ai-skills-are-a-problem-automl-can-help/?utm_content=buffer12570&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[102] https://successanalytics.blogspot.com/
[37] https://transformation-blog.de/2021/02/09/objective-key-results-okrs-my-swot-analysis/
[25] https://transformation-blog.de/2021/03/03/feedback-my-user-guide/
[23] https://www.linkedin.com/posts/pinakilaskar_ai-digitaltransformation-bigdata-activity-6791203733062635521-ch2d
[23] https://www.linkedin.com/posts/pinakilaskar_ai-artificialintelligence-technology-activity-6791205845171527680-0Fyr
[23] https://www.linkedin.com/posts/pinakilaskar_ai-futureofwork-designthinking-activity-6791207926271918080-f4i0
[22] https://interestingengineering.com/video/venus-could-be-a-life-sustaining-planet
[21] https://www.kcore-analytics.com/search/
[20] https://www.linkedin.com/slink?code=eT9hZMv
[17] https://sedo.com/search/details/?partnerid=324561&language=us&domain=360crypto.org&origin=sales_lander_12&utm_medium=Parking&utm_campaign=offerpage

Top URLs in Tweet in G2:
[29] https://www.inc.com/kelly-main/looking-for-next-steve-jobs-have-your-hr-team-ditch-ai.html
[19] https://www.techrepublic.com/article/ai-skills-are-a-problem-automl-can-help/?utm_content=buffer12570&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[18] https://technative.io/critical-predictions-for-network-management-this-year/
[15] https://transformation-blog.de/2021/02/09/objective-key-results-okrs-my-swot-analysis/
[15] https://www.geospatialworld.net/blogs/difference-between-ai%ef%bb%bf-machine-learning-and-deep-learning/
[15] https://www.forbes.com/sites/forbesfinancecouncil/2021/04/22/fintech-is-the-next-frontier-for-hr-tech/?sh=6fd6956782a8
[13] https://sloanreview.mit.edu/article/the-sources-of-resilience/?social_token=e827748caee496b920dc5689917cac18&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[11] https://www.raconteur.net/technology/artificial-intelligence/ai-changing-work/?utm_content=buffer808c7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://successanalytics.blogspot.com/
[10] https://transformation-blog.de/2021/03/03/feedback-my-user-guide/

Top URLs in Tweet in G3:
[14] https://www.microsoft.com/en-us/worklab/work-trend-index/brain-research
[4] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[3] https://enterprisersproject.com/article/2021/4/digital-transformation-4-signs-super-star?sc_cid=7016000000127eyAAA
[2] https://www.forbes.com/sites/kristinstoller/2021/01/31/never-want-to-go-back-to-the-office-heres-where-you-should-work/?sh=57f3e4f96712&utm_medium=social&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter
[2] https://www.microsoft.com/en-us/worklab/work-trend-index/brain-research?wt.mc_id=AID_M365Worklab_HQ_US_SocialOrganic_LinkedIn
[2] https://hbr.org/2019/05/making-empathy-central-to-your-company-culture?utm_sq=gj2it4bzia&utm_source=twitter&utm_medium=social&utm_campaign=adobepartner&utm_content=adobepartner
[2] https://worknation.space/
[2] https://www.instagram.com/accounts/login/
[2] https://www.inc.com/christine-lagorio/future-work-office-phil-libin-jason-fried-julia-hartz.html
[2] https://twitter.com/chris_herd/status/1385961893081325569

Top URLs in Tweet in G4:
[7] https://johannesdrooghaag.com/peopleHum
[4] https://www.inc.com/christine-lagorio/future-work-office-phil-libin-jason-fried-julia-hartz.html
[4] https://jd-prints.com/
[4] https://cron.link/5vbPn-0?utm_sq=fvjxgao1t2&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[2] https://ruhglobal.com/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253365
[2] https://interestingengineering.com/video/venus-could-be-a-life-sustaining-planet
[2] https://www.aimfgs.com/
[2] https://cron.link/yK9UdHU?utm_sq=fudzl1o1n6&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[2] https://www.peoplehum.com/blog/future-of-recruitment

Top URLs in Tweet in G5:
[1] https://twitter.com/InConfidence/status/1364870258360786948
[1] https://www.cipd.co.uk/Images/managing-conflict-in-the-workplace-1_tcm18-70655.pdf
[1] https://vimeo.com/451592733
[1] https://www.theguardian.com/careers/2017/mar/27/the-bullying-and-fear-at-the-heart-of-zero-hour-contracts
[1] https://twitter.com/laura_corbeth/status/1353845460138651648?s=20
[1] https://twitter.com/i/web/status/1385490778156408832
[1] https://twitter.com/i/web/status/1385490768241041410

Top URLs in Tweet in G6:
[12] https://sloanreview.mit.edu/article/how-leaders-can-optimize-teams-emotional-landscapes/?social_token=69d7d8e5d18ec8f0529bfe95b6122dcf&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[12] https://sloanreview.mit.edu/article/the-sources-of-resilience/?social_token=e827748caee496b920dc5689917cac18&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[4] https://sloanreview.mit.edu/article/how-to-prevent-the-return-to-offices-from-being-an-emotional-roller-coaster/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[4] https://redthreadresearch.com/linkedin-learning-hub-so-many-questions/
[3] https://sloanreview.mit.edu/toolkits/a-playbook-for-managing-technology/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[3] https://redthreadresearch.com/deib-tech-2021-infographic/
[3] https://redthreadresearch.com/membership/
[3] https://blog.shrm.org/executive/executive/blogpost/Connecting-People-Analytics-to-Business-Outcomes
[3] https://sloanreview.mit.edu/article/building-better-work-models-for-the-next-normal/
[3] https://www.fastcompany.com/90626329/these-architects-popularized-the-open-office-now-they-say-the-open-office-is-dead

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=OKaZ3GSmZTg&feature=youtu.be

[1] https://twitter.com/i/web/status/1386390873726865409
[1] https://twitter.com/i/web/status/1386383103451537409
[1] https://twitter.com/i/web/status/1386378690490216449
[1] https://twitter.com/i/web/status/1386350615891267587
[1] https://twitter.com/i/web/status/1385368856697393154
[1] https://twitter.com/i/web/status/1386343107067777026
[1] https://twitter.com/i/web/status/1386378007074549761
[1] https://twitter.com/i/web/status/1386382000098062338
[1] https://twitter.com/i/web/status/1386379201079545856

Top URLs in Tweet in G8:
[8] https://www.zdnet.com/article/remote-workers-now-say-email-fatigue-and-notifications-are-worse-than-commuting/?utm_source=dlvr.it&utm_medium=twitter#ftag=RSSbaffb68
[3] https://www.cmswire.com/digital-workplace/do-digital-workplaces-drive-innovation-or-efficiency/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cm&utm_content=all-articles-rss
[3] https://info.jitterbit.com/integrate.html?utm_medium=external&utm_source=constellation&utm_campaign=ts-reg-integrate-0521
[3] https://siliconangle.com/2021/04/21/google-meet-refreshes-user-interface-help-people-stay-focused/
[2] https://www.microsoft.com/en-us/worklab/work-trend-index/hybrid-work
[2] https://sloanreview.mit.edu/article/building-better-work-models-for-the-next-normal/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.microsoft.com/en-us/worklab/work-trend-index/brain-research
[2] https://newsroom.cisco.com/feature-content?type=webcontent&articleId=2154891
[1] https://sloanreview.mit.edu/article/get-more-ideas-from-the-crowd/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.itproportal.com/features/the-age-of-resilience-designing-a-robust-digital-workplace/

Top URLs in Tweet in G9:
[3] https://www.linkedin.com/pulse/15-leadership-lessons-from-top-ceos-jacob-morgan/?published=t&trackingId=tN5yDJNPn4jXO9syj6zZpQ%3D%3D
[2] https://www.linkedin.com/pulse/3-questions-ask-get-better-feedback-jacob-morgan/
[2] https://www.linkedin.com/pulse/how-ai-impact-our-lives-jacob-morgan/
[2] https://blog.marketo.com/2020/10/the-breed-of-new-marketers-attributes-that-distinguish-them.html
[1] https://twitter.com/i/web/status/1386379631973052416
[1] https://www.linkedin.com/pulse/6-tips-when-you-get-burned-out-from-work-jacob-morgan/
[1] https://twitter.com/i/web/status/1385352910566006788
[1] https://twitter.com/i/web/status/1385413167233314817
[1] https://twitter.com/i/web/status/1385443385255907329
[1] https://twitter.com/i/web/status/1385503836748623874

Top URLs in Tweet in G10:
[5] https://angela-jackson.medium.com/15-bold-ideas-for-the-future-of-work-5a85a943d3ab?sk=dac4b003db1182d4d4d47d93823508bf
[4] https://technori.com/2018/11/16487-challenge-accepted-how-wesolv-is-disrupting-diversity-recruiting/admin/
[3] https://techcrunch.com/2021/03/10/arist-adds-2m-to-its-seed-round-to-grow-its-sms-based-training-service/
[2] https://www.benefitscliff.com/
[1] https://twitter.com/i/web/status/1385331382939881472
[1] https://twitter.com/i/web/status/1382321554814431233
[1] https://www.edsurge.com/news/2019-12-11-riipen-raises-3-75-million-to-unite-college-students-and-employers-via-course-projects
[1] https://opportunityatwork.org/stars-report
[1] https://workingnation.com/exclusive-penn-foster-acquires-careerexplorer-reveals-plans-to-expand-popular-platform/
[1] https://twitter.com/i/web/status/1383840444849610756

Top Domains
Top Domains in Tweet in Entire Graph:
[1245] twitter.com
[246] linkedin.com
[126] mit.edu
[116] blogspot.com
[111] forbes.com
[87] transformation-blog.de
[82] hbr.org
[59] inc.com
[51] synctrics.com
[47] dy.si

Top Domains in Tweet in G1:
[171] twitter.com
[136] linkedin.com
[102] blogspot.com
[62] transformation-blog.de
[37] hbr.org
[33] sedo.com
[22] weforum.org
[22] interestingengineering.com
[21] kcore-analytics.com
[19] forbes.com

Top Domains in Tweet in G2:
[281] twitter.com
[76] forbes.com
[49] mit.edu
[34] technative.io
[31] inc.com
[28] hbr.org
[25] transformation-blog.de
[22] mercer.com
[21] dy.si
[21] linkedin.com

Top Domains in Tweet in G3:
[208] twitter.com
[43] linkedin.com
[22] microsoft.com
[10] paper.li
[7] forbes.com
[7] innovativeemployeesolutions.com
[6] careerarc.com
[5] cvsoci.al
[4] dy.si
[4] womenspowerbook.org

Top Domains in Tweet in G4:
[30] twitter.com
[7] johannesdrooghaag.com
[6] cron.link
[4] inc.com
[4] jd-prints.com
[3] nodexlgraphgallery.org
[2] ruhglobal.com
[2] interestingengineering.com
[2] aimfgs.com
[2] peoplehum.com

Top Domains in Tweet in G5:
[4] twitter.com
[1] co.uk
[1] vimeo.com
[1] theguardian.com

Top Domains in Tweet in G6:
[73] twitter.com
[56] mit.edu
[12] karlsmith.info
[11] dy.si
[10] redthreadresearch.com
[8] unleashgroup.io
[8] hbr.org
[6] sevaxapp.com
[3] shrm.org
[3] fastcompany.com

Top Domains in Tweet in G7:
[102] twitter.com
[1] youtube.com

Top Domains in Tweet in G8:
[10] twitter.com
[8] zdnet.com
[5] microsoft.com
[3] cmswire.com
[3] mit.edu
[3] jitterbit.com
[3] siliconangle.com
[2] logitech.com
[2] cisco.com
[2] forbes.com

Top Domains in Tweet in G9:
[24] twitter.com
[10] linkedin.com
[4] fastcompany.com
[3] youtu.be
[2] inc.com
[2] marketo.com
[2] webex.com
[2] dy.si
[1] russellreynolds.com
[1] mit.edu

Top Domains in Tweet in G10:
[7] twitter.com
[5] medium.com
[4] technori.com
[4] techcrunch.com
[2] benefitscliff.com
[1] edsurge.com
[1] opportunityatwork.org
[1] workingnation.com
[1] apple.com
[1] mit.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3554] futureofwork
[2067] ai
[749] bigdata
[730] machinelearning
[686] iot
[541] datascience
[538] artificialintelligence
[528] leadership
[457] ml
[423] digitaltransformation



Top Hashtags in Tweet in G1:
[1125] ai
[873] futureofwork
[558] machinelearning
[515] bigdata
[443] iot
[424] datascience
[315] analytics
[274] iiot
[258] artificialintelligence
[255] rstats

Top Hashtags in Tweet in G2:
[959] futureofwork
[698] ai
[227] artificialintelligence
[225] leadership
[225] bigdata
[212] ml
[150] aiio
[145] machinelearning
[140] hr
[140] iot

Top Hashtags in Tweet in G3:
[312] futureofwork
[28] remotework
[25] leadership
[23] worklab
[16] digitaltransformation
[12] future
[12] education
[12] gigeconomy
[11] hr
[11] innovation

Top Hashtags in Tweet in G4:
[261] futureofwork
[90] ai
[75] skills
[48] china
[48] robotics
[46] robot
[37] automation
[31] fintech
[21] infographic
[21] gdp

Top Hashtags in Tweet in G5:
[6] futureofwork
[4] workplacebullying
[4] shrm
[3] hr
[2] bullied
[2] bullying
[2] antibullying
[2] toxicworkplace
[2] bullyinguk
[2] sdg8

Top Hashtags in Tweet in G6:
[183] futureofwork
[75] leadership
[50] hr
[50] csr
[44] nonprofit
[37] nonprofits
[34] hrtech
[32] community
[28] hranalytics
[26] peopleanalytics

Top Hashtags in Tweet in G7:
[91] futureofwork
[71] bsc
[24] btc
[18] altcoins
[13] efx
[11] crypto
[10] blockchain
[10] dogecoin
[8] nft
[6] memes

Top Hashtags in Tweet in G8:
[32] futureofwork
[6] climatechange
[5] hr
[4] innovation
[3] digitalworkplace
[3] remotework
[3] data
[3] worklab
[2] hybridwork
[2] employeeexperience

Top Hashtags in Tweet in G9:
[34] futureofwork
[20] leadership
[4] ceo
[3] risk
[2] feedback
[2] mindset
[2] leadershiplessons
[2] ctto
[2] selfawareness
[2] ai

Top Hashtags in Tweet in G10:
[45] futureofwork
[16] longla
[15] edtech
[11] wkdev
[10] associations
[10] asae21
[7] icymi
[5] fowgc
[3] cuecareer
[2] hirestars

Top Words
Top Words in Tweet in Entire Graph:
[3554] #futureofwork
[2067] #ai
[900] work
[749] #bigdata
[730] #machinelearning
[686] #iot
[541] #datascience
[538] #artificialintelligence
[537] #leadership
[486] nicochan33

Top Words in Tweet in G1:
[1125] #ai
[873] #futureofwork
[558] #machinelearning
[515] #bigdata
[443] #iot
[424] #datascience
[335] mvollmer1
[315] #analytics
[313] haroldsinnott
[302] nicochan33

Top Words in Tweet in G2:
[959] #futureofwork
[698] #ai
[290] work
[230] #leadership
[227] #artificialintelligence
[225] #bigdata
[212] #ml
[204] intelligence
[164] ai
[150] #aiio

Top Words in Tweet in G3:
[312] #futureofwork
[88] work
[58] future
[56] more
[30] remote
[28] #remotework
[28] working
[25] needs
[25] #leadership
[24] companies

Top Words in Tweet in G4:
[261] #futureofwork
[163] hana_elsayyed
[139] enricomolinari
[109] nicochan33
[90] #ai
[75] #skills
[73] yuhelenyu
[71] sallyeaves
[66] shicooks
[65] human

Top Words in Tweet in G5:
[10] drumeshprabhu
[8] bullyingalberta
[7] speakupatwork
[6] matthijsseamy
[6] googleexpertuk
[6] #futureofwork
[5] braincures
[5] judithcarmody1
[5] garynamie
[4] thenicoleneuman

Top Words in Tweet in G6:
[183] #futureofwork
[108] mitsmr
[75] #leadership
[50] #hr
[50] #csr
[45] work
[45] more
[44] #nonprofit
[37] #nonprofits
[34] #hrtech

Top Words in Tweet in G7:
[110] effectaix
[91] #futureofwork
[78] efx
[71] #bsc
[44] binancechain
[39] project
[32] changing
[30] great
[27] hit
[27] meantime

Top Words in Tweet in G8:
[32] #futureofwork
[23] cisco
[22] microsoft
[20] work
[17] dhinchcliffe
[17] workers
[15] office
[14] hybrid
[14] 000
[14] remote

Top Words in Tweet in G9:
[34] #futureofwork
[20] #leadership
[12] learn
[10] one
[10] more
[10] leader
[8] better
[8] self
[7] according
[7] important

Top Words in Tweet in G10:
[45] #futureofwork
[19] thehop2to
[19] heatherwetzler
[18] cue_career
[17] students
[16] #longla
[15] #edtech
[14] more
[11] #wkdev
[11] colleges

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[235] #rstats,#reactjs
[224] #cloudcomputing,#futureofwork
[190] #datascience,#cloudcomputing
[185] #futureofwork,#bigdata
[178] #datascientist,#datascience
[175] artificial,intelligence
[174] #futureofwork,#leadership
[170] #bigdata,#ml
[167] nicochan33,mvollmer1
[164] #iot,#iiot

Top Word Pairs in Tweet in G1:
[207] #rstats,#reactjs
[192] #cloudcomputing,#futureofwork
[160] #datascience,#cloudcomputing
[159] #futureofwork,#bigdata
[153] #datascientist,#datascience
[144] nicochan33,mvollmer1
[139] #iot,#iiot
[138] #ai,#python
[134] #analytics,#ai
[133] #python,#rstats

Top Word Pairs in Tweet in G2:
[146] #ai,#aiio
[143] artificial,intelligence
[139] #bigdata,#ml
[136] #aiio,#bigdata
[135] #ml,#nlu
[132] #nlu,#futureofwork
[86] #futureofwork,#leadership
[72] #ai,#artificialintelligence
[67] #ai,#futureofwork
[56] guzmand,tamaramccleary

Top Word Pairs in Tweet in G3:
[22] #worklab,#futureofwork
[22] future,work
[21] research,proves
[21] proves,brain
[21] brain,needs
[21] needs,breaks
[19] breaks,#worklab
[16] #remotework,#futureofwork
[11] remote,work
[10] learn,more

Top Word Pairs in Tweet in G4:
[75] #futureofwork,#skills
[69] yuhelenyu,sallyeaves
[52] human,skills
[52] skills,stevestuwill
[52] stevestuwill,#futureofwork
[52] #skills,sebbourguignon
[52] sebbourguignon,ragusosergio
[52] ragusosergio,segundoatdell
[52] segundoatdell,nicochan33
[48] dahl_consult,nevillegaunt

Top Word Pairs in Tweet in G5:
[6] drumeshprabhu,bullyingalberta
[4] bullyingalberta,judithcarmody1
[4] judithcarmody1,thenicoleneuman
[4] thenicoleneuman,matthijsseamy
[3] matthijsseamy,laura_corbeth
[3] laura_corbeth,speakupatwork
[3] speakupatwork,garynamie
[2] nursedomsimpson,tompmarshall
[2] tompmarshall,drumeshprabhu
[2] braincures,peapeaspot

Top Word Pairs in Tweet in G6:
[43] #futureofwork,#leadership
[22] more,#futureofwork
[20] #nonprofit,#csr
[20] #yanggang,#ubi
[18] #nonprofits,#nonprofit
[17] learn,more
[15] organization,struggling
[15] struggling,collaborate
[15] collaborate,#futureofwork
[15] #digitaltransformation,#businessagility

Top Word Pairs in Tweet in G7:
[42] efx,effectaix
[29] changing,#futureofwork
[26] hit,100k
[26] meantime,diversify
[24] surely,comeback
[24] comeback,hit
[23] #btc,surely
[21] #bsc,amazing
[21] amazing,such
[21] such,#futureofwork

Top Word Pairs in Tweet in G8:
[10] hybrid,work
[9] today,shared
[9] shared,re
[9] re,evolving
[9] evolving,hybrid
[9] work,strategy
[9] strategy,160
[9] 160,000
[9] 000,employees
[9] employees,around

Top Word Pairs in Tweet in G9:
[14] #futureofwork,#leadership
[5] each,leader
[5] ve,learned
[3] one,thing
[3] leader,unique
[3] unique,ve
[3] learned,something
[3] better,feedback
[3] learn,best
[3] best,leadership

Top Word Pairs in Tweet in G10:
[11] #futureofwork,#wkdev
[10] #futureofwork,#longla
[10] #edtech,#futureofwork
[10] missing,piece
[10] piece,skills
[10] skills,gap
[10] gap,puzzle
[10] puzzle,#associations
[10] #associations,heatherwetzler
[10] cue_career,#asae21

Top Replied-To
Top Replied-To in Entire Graph:
@binance
@apompliano
@zssbecker
@pancakeswap
@cryptogodjohn
@rektcapital
@themooncarl
@moonoverlord
@koroushak
@bitboy_crypto

Top Replied-To in G1:
@bayang_bm
@lenovo
@adamrogers2030
@do_widzeni_a
@labordeolivier
@jjlittlejohn
@ipfconline1
@palrobotics
@rafat
@getrealxr

Top Replied-To in G2:
@troycampano
@psb_dc
@helene_wpli
@envoy
@bentleysystems
@getgreenbadger
@weareghinsights
@autodesk
@cbcfuture
@guzmand

Top Replied-To in G3:
@leapmaxofficial

Top Replied-To in G4:
@ingliguori
@omkar_raii
@valaafshar
@fabriziobustama

Top Replied-To in G5:
@drumeshprabhu
@nursedomsimpson
@braincures
@the_codeshow

Top Replied-To in G7:
@binance
@apompliano
@zssbecker
@pancakeswap
@cryptogodjohn
@rektcapital
@themooncarl
@koroushak
@moonoverlord
@coinmarketcap

Top Replied-To in G8:
@dhinchcliffe
@christadegnan
@julia_bangerth

Top Replied-To in G9:
@atd
@inc

Top Replied-To in G10:
@jisoosong2017

Top Mentioned
Top Mentioned in Entire Graph:
@nicochan33
@mvollmer1
@haroldsinnott
@curieuxexplorer
@frronconi
@hana_elsayyed
@fabriziobustama
@mitsmr
@wef
@glengilmore

Top Mentioned in G1:
@mvollmer1
@haroldsinnott
@nicochan33
@curieuxexplorer
@frronconi
@glengilmore
@fabriziobustama
@fisheyebox
@wef
@jblefevre60

Top Mentioned in G2:
@mitsmr
@haroldsinnott
@spirosmargaris
@guzmand
@terence_mills
@tamaramccleary
@forbes
@helene_wpli
@nicochan33
@mercer

Top Mentioned in G3:
@skip7547
@worldgamaliel
@getadministrate
@crowdsourcingkc
@nyike
@adobepartner
@code_barbarian
@gonaijam

Top Mentioned in G4:
@hana_elsayyed
@enricomolinari
@nicochan33
@yuhelenyu
@sallyeaves
@shicooks
@sebbourguignon
@dahl_consult
@nevillegaunt
@ragusosergio

Top Mentioned in G5:
@drumeshprabhu
@bullyingalberta
@matthijsseamy
@googleexpertuk
@speakupatwork
@judithcarmody1
@garynamie
@braincures
@thenicoleneuman
@do_kinder

Top Mentioned in G6:
@mitsmr
@martinhoyes
@fwdhumanity
@mwbuckingham
@karlsmithcio
@david_green_uk
@redthreadre
@lizandmollie
@shrm
@profkathoconnor

Top Mentioned in G7:
@effectaix
@binancechain
@cz_binance
@pancakeswap
@chriseffectai1
@horizenglobal
@qtum
@news_of_bsc
@akon

Top Mentioned in G8:
@microsoft
@dhinchcliffe
@cisco
@frankatsoudas
@caro_milanesi
@siemens
@bloombergtv
@emilychangtv
@logitechvc
@constellationr

Top Mentioned in G9:
@jacobm
@rraonleadership
@inc
@fastcompany
@mitsmr
@ryanhawk12
@innosightteam
@brianchristian
@lizwiseman
@kdhungerford

Top Mentioned in G10:
@thehop2to
@heatherwetzler
@cue_career
@learnarist
@cacpgt
@incluzion
@myleapfund
@riipen
@pragyasystems
@xprize

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@ejlazar
@femtech_
@thepoliticalcat
@aaroncuddeback
@meruemgi
@evankirstel
@xaelbot

Top Tweeters in G1:
@sectest9
@chidambara09
@thepoliticalcat
@evankirstel
@xaelbot
@aepishere
@lorimoreno
@codernotesbot
@cybersecurityn8
@thedeveloperbot

Top Tweeters in G2:
@femtech_
@codedailybot
@rosenchild
@bexxmodd
@reuters
@rvp
@dhinakaranrajan
@tess_blue815
@fintechna
@ssxman2

Top Tweeters in G3:
@jeffbullas
@frelancewkguide
@topmostshop
@futureworldcen
@profdrpassos
@alsfastball
@johntarnoff
@skip7547
@kevin_craine
@wmjpatriot

Top Tweeters in G4:
@18akgoyal
@valaafshar
@vivmilano
@adnanserpen
@rwang0
@btptechsearch
@zdnet
@debraruh
@drferdowsi
@ene3112

Top Tweeters in G5:
@googleexpertuk
@drumeshprabhu
@funder
@rossthomson26
@mittendamour
@nhswhistleblowr
@nickystevo
@corpgovuk
@rogerkline
@proftimnoakes

Top Tweeters in G6:
@techjunkiejh
@mjcarty
@smartecocity
@socentlive
@joseph_santoro
@diversity54
@abidmarzouq
@sanneweber
@rique01900716
@excellencia_ltd

Top Tweeters in G7:
@archillect
@samsykesswears
@garyvee
@eljaboom
@nathanryan
@scottmelker
@coindesk
@bitcoinbro303
@davidgokhshtein
@thecryptodog

Top Tweeters in G8:
@aldoceccarelli
@austintobak
@gottobe2
@holgermu
@sz
@bprince95
@williamtincup
@forbestech
@google
@bloombergtv

Top Tweeters in G9:
@sudeepkhatri
@businessinsider
@nancyrubin
@inc
@fastcompany
@qz
@philshapiro
@jacobm
@deecmarshall
@prdaily

Top Tweeters in G10:
@iamdrwill
@mongeliliana
@thewetzler
@nathaliemolina
@iste
@heatherwetzler
@accenture
@mercede97927330
@sdworkforce
@kantar