futureofwork , Twitter, 12/19/2022 10:50:58 PM, 286642


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futureofwork _2022-12-19_14-30-01.xlsx
futureofwork _2022-12-19_14-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 19, 2022
Short Description:
futureofwork via NodeXL https://bit.ly/3WcGEbM
@eli_krumova
@humanresource_x
@khulood_almani
@ronald_vanloon
@mvollmer1
@forbes
@haroldsinnott
@allwork_space
@chidambara09
@terence_mills

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

Description:
Description
The graph represents a network of 3,622 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, 19 December 2022 at 22:44 UTC.

The requested start date was Monday, 19 December 2022 at 01:01 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, 2-hour, 45-minute period from Tuesday, 13 December 2022 at 22:15 UTC to Monday, 19 December 2022 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 : 3622
Unique Edges : 3542
Edges With Duplicates : 13883
Total Edges : 17425
Number of Edge Types : 5
Mentions : 2904
Replies to : 82
Retweet : 4846
MentionsInRetweet : 7570
Tweet : 2023
Self-Loops : 2859
Reciprocated Vertex Pair Ratio : 0.0331061343719572
Reciprocated Edge Ratio : 0.0640904806786051
Connected Components : 613
Single-Vertex Connected Components : 411
Maximum Vertices in a Connected Component : 2271
Maximum Edges in a Connected Component : 14507
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.981683
Graph Density : 0.000485388702109039
Modularity : 0.305625
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,622 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, 19 December 2022 at 22:44 UTC.

The requested start date was Monday, 19 December 2022 at 01:01 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, 2-hour, 45-minute period from Tuesday, 13 December 2022 at 22:15 UTC to Monday, 19 December 2022 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:
[268] https://sumiconline.com/
[123] https://go.synctrics.com/synctrics
[94] https://www.papayaglobal.com/
[88] https://www.papayaglobal.com?gspk=bWFydGluaG95ZXM0OTQ4&gsxid=5VX1hEbToEq1&pscd=get.papayaglobal.com
[76] https://mechomotive.com/what-are-the-application-of-artificial-intelligence/
[54] https://www.papayaglobal.com/what-is-global-payroll/
[41] https://github.com/Developer-Y/cs-video-courses
[31] https://www.zdnet.com/education/business-management/what-to-expect-in-the-office-next-year-top-work-trends-to-watch-out-for-in-2023/
[26] https://www.papayaglobal.com/countrypedia/country/india/
[20] https://data-flair.training/blogs/machine-learning-algorithms/

Top URLs in Tweet in G1:
[65] https://mechomotive.com/what-are-the-application-of-artificial-intelligence/
[34] https://github.com/Developer-Y/cs-video-courses
[17] https://www.information-age.com/smart-office-trends-to-watch-123500862/
[11] https://www.weforum.org/agenda/2021/04/ultra-white-paint-reflects-sunlight-cools-climate?utm_source=linkedin&utm_medium=social_video&utm_term=1_1&utm_content=27805_worlds_whitest_paint&utm_campaign=social_video_2022
[11] https://planarmotor.com/
[10] https://www.ces.tech
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=286154
[8] https://www2.deloitte.com/in/en/pages/technology/articles/metaverse-report-2022.html
[8] https://www.papayaglobal.com?gspk=bWFydGluaG95ZXM0OTQ4&gsxid=5VX1hEbToEq1&pscd=get.papayaglobal.com
[8] https://www.papayaglobal.com/

Top URLs in Tweet in G2:
[5] https://itwire.com/business-it-news/business-software/slack-and-salesforce-announce-new-sales-cloud-for-slack-for-faster-closing-and-stronger-relationships.html
[3] https://www2.deloitte.com/us/en/insights/focus/technology-and-the-future-of-work/building-capability-unleash-business-performance.html
[3] https://blogsarc.blogspot.com/2022/12/whats-inside-museum-of-future.html?m=1
[3] https://weworkremotely.com/
[2] https://sloanreview.mit.edu/article/managing-the-new-tensions-of-hybrid-work/
[2] https://www.themandarin.com.au/206922-when-it-comes-to-the-public-sector-war-for-talent-flexibility-wins-every-time/
[2] https://www.itnews.com.au/feature/pet-circle-boosts-productivity-with-slack-589036
[2] https://workplaceva.com/what-makes-work-place-special/
[2] https://workforce-resources.manpowergroup.com/workforce-trends/leadership-and-coaching-is-set-to-become-the-new-normal?utm_campaign=WorkforceResourceHub&utm_content=1649554656&utm_medium=&utm_source=twitter
[2] https://news.mit.edu/2020/3q-mit-sloan-thomas-kochan-new-labor-policies-to-shape-future-work-0716

Top URLs in Tweet in G3:
[13] https://data-flair.training/blogs/machine-learning-algorithms/
[12] https://www.datarobot.com/blog/top-10-features-to-look-for-in-automated-machine-learning/
[12] https://www.linkedin.com/posts/peggysmedley_manufacturing-iot-tpss-activity-7009519088616058880-jL3X?utm_source=share&utm_medium=member_desktop
[11] https://www.youtube.com/watch?v=BcMeaaGRaQY&feature=youtu.be

[9] https://www.geospatialworld.net/blogs/difference-between-ai%ef%bb%bf-machine-learning-and-deep-learning/
[9] https://glweb.eu/blog/digital-transformation/201-what-is-deep-learning
[8] https://www.newsweek.com/meeting-economic-environmental-needs-using-internet-things-1617699?amp=1
[8] https://securityboulevard.com/2021/08/application-security-books-for-your-bookshelf/
[8] https://engatica.com/blog/updated-50-most-powerful-ai-influencers-in-2022?contentId=621876196f56fd5ee1a60e55?utm_source=linkedin&utm_medium=50-outstanding-ai-in-business&utm_campaign=social-blast
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpub.towardsai.net%2Fcracking-open-bitcoin-with-artificial-intelligence-4a196cdc604%3Fsource%3Dsocial.tw

Top URLs in Tweet in G4:
[123] https://go.synctrics.com/synctrics
[85] https://www.papayaglobal.com/
[79] https://www.papayaglobal.com?gspk=bWFydGluaG95ZXM0OTQ4&gsxid=5VX1hEbToEq1&pscd=get.papayaglobal.com
[47] https://www.papayaglobal.com/what-is-global-payroll/
[24] https://www.papayaglobal.com/countrypedia/country/india/
[14] https://www.linkedin.com/pulse/meetings-work-mitch-zenger/
[13] https://www.linkedin.com/pulse/feedback-work-mitch-zenger
[11] https://papayaglobal.com/
[10] https://www.linkedin.com/newsletters/what-is-future-of-work-%3F-6735074096108978176/
[8] https://www.forbes.com/sites/tracybrower/2022/11/06/70-arent-prepared-for-the-future-of-work-demands-for-upskilling-surge/?sh=78d353b43b65

Top URLs in Tweet in G5:
[7] https://www.weforum.org/agenda/2021/04/ultra-white-paint-reflects-sunlight-cools-climate?utm_source=linkedin&utm_medium=social_video&utm_term=1_1&utm_content=27805_worlds_whitest_paint&utm_campaign=social_video_2022
[3] 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
[3] https://cron.link/hDoIXFM?utm_sq=fuvk29ano8&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[3] https://cron.link/w0_wK0c?utm_sq=fvjxgw59xd&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[3] https://mechomotive.com/what-are-the-application-of-artificial-intelligence/
[2] http://snip.ly/wy237c?utm_sq=fv3exb1zoj&utm_source=twitter&utm_medium=social&utm_campaign=1davidclarke&utm_content=ai
[2] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fjavascript.plainenglish.io%2Fwill-chatgpt-change-software-development-fc94f8096f5b
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpub.towardsai.net%2Fcracking-open-bitcoin-with-artificial-intelligence-4a196cdc604%3Fsource%3Dsocial.tw
[1] https://twitter.com/i/web/status/1602957322162417664
[1] https://twitter.com/i/web/status/1602550668027461633

Top URLs in Tweet in G6:
[5] https://mechomotive.com/what-are-the-application-of-artificial-intelligence/
[5] https://medium.com/@mahinarvindds/leveraging-ai-in-drug-discovery-a3a1ee444fd4?source=rss------artificial_intelligence-5
[5] https://medium.com/@memlabs/humans-of-mem-2-4eded9b7197c?source=rss------artificial_intelligence-5
[4] https://www.cio.com/article/409964/reimagining-the-new-future-of-work-the-cxos-transformation-conundrum.html
[3] https://daniellediew.medium.com/she-diaries-e915dab386f7?source=rss------artificial_intelligence-5
[2] https://daniellediew.medium.com/thrones-2130ad25f1e0?source=rss------artificial_intelligence-5
[2] https://hbr.org/2021/03/why-robots-wont-steal-your-job
[2] https://medium.com/seeds-for-the-future/the-landscape-of-ai-tools-b5bb62c46022?source=rss------artificial_intelligence-5
[2] https://www.weforum.org/agenda/2018/11/the-changing-nature-of-work
[2] https://copy.ai/

Top URLs in Tweet in G7:
[268] https://sumiconline.com/
[3] https://www.sumiconline.com/
[1] https://twitter.com/i/web/status/1603268506241351680
[1] https://twitter.com/i/web/status/1603632239543128064
[1] https://twitter.com/i/web/status/1603267884347695104
[1] https://sumicitsolutions.com/

Top URLs in Tweet in G8:
[1] https://www.forbes.com/sites/glebtsipursky/2022/10/28/empowering-people-with-disabilities-through-remote-work/?sh=580144e042f1

Top URLs in Tweet in G9:
[31] https://www.zdnet.com/education/business-management/what-to-expect-in-the-office-next-year-top-work-trends-to-watch-out-for-in-2023/
[13] https://allwork.space/2022/12/adam-riggs-ceo-of-frameable-can-a-virtual-experience-really-replace-the-office/
[6] https://allwork.space/2022/12/how-ai-can-help-the-humans-within-human-resources/
[5] https://allwork.space/
[4] https://allwork.space/2022/12/digest-coworking-demand-is-high-yet-sustainable-looking-into-the-new-year/
[3] https://allwork.space/2022/12/digest-theres-a-new-new-normal-of-the-workplace-heres-what-to-expect/
[3] https://allwork.space/2022/12/digest-san-francisco-tech-workers-are-adamant-about-hybrid-work-models/
[3] https://allwork.space/2022/12/ditch-2022-patterns-for-2023-success/
[2] https://allwork.space/2022/11/asynchronous-working-is-more-efficient-but-will-it-survive-in-the-future-of-work/
[2] https://allwork.space/2022/12/a-guide-for-workspace-mental-health-communication/

Top URLs in Tweet in G10:
[5] https://designedbyus.org/program/latinaequalpay
[3] http://womenspowerbook.org/contents-future-civilization-mankind-femocracy-womensworld.htm#.UF9OcVK3wwI
[1] https://twitter.com/i/web/status/1604432845585408009
[1] https://www.officespacesoftware.com/blog/facilities-reporting/?utm_campaign=Blog&utm_content=231394632&utm_medium=social&utm_source=twitter&hss_channel=tw-260256662
[1] https://www.officespacesoftware.com/blog/kpi-facility-management/?utm_campaign=Blog&utm_content=231221789&utm_medium=social&utm_source=twitter&hss_channel=tw-260256662
[1] https://twitter.com/i/web/status/1603102522654220294
[1] https://twitter.com/i/web/status/1603147821410131968
[1] https://www.officespacesoftware.com/resources/logic-monitor-client-story/?utm_campaign=Case%20Studies&utm_content=231223104&utm_medium=social&utm_source=twitter&hss_channel=tw-260256662
[1] https://twitter.com/i/web/status/1603510205416873989
[1] https://twitter.com/i/web/status/1603782003983360001

Top Domains
Top Domains in Tweet in Entire Graph:
[1415] twitter.com
[274] papayaglobal.com
[271] sumiconline.com
[188] weworkremotely.com
[171] forbes.com
[156] linkedin.com
[123] synctrics.com
[92] youtube.com
[87] google.com
[76] mechomotive.com

Top Domains in Tweet in G1:
[128] twitter.com
[65] mechomotive.com
[65] forbes.com
[34] github.com
[25] papayaglobal.com
[22] information-age.com
[14] ces.tech
[11] weforum.org
[11] planarmotor.com
[11] hbr.org

Top Domains in Tweet in G2:
[293] twitter.com
[81] weworkremotely.com
[24] cvsoci.al
[23] remoterevolution.net
[22] careerarc.com
[19] dy.si
[16] linkedin.com
[11] smh.re
[9] t.co
[8] deloitte.com

Top Domains in Tweet in G3:
[211] twitter.com
[54] youtube.com
[32] iotslam.com
[19] linkedin.com
[17] cio.com
[16] medium.com
[13] data-flair.training
[12] datarobot.com
[10] analyticsinsight.net
[10] towardsdatascience.com

Top Domains in Tweet in G4:
[342] twitter.com
[246] papayaglobal.com
[123] synctrics.com
[80] linkedin.com
[53] forbes.com
[26] dy.si
[22] co.uk
[21] mercer.com
[20] inc.com
[17] fastcompany.com

Top Domains in Tweet in G5:
[24] twitter.com
[11] weforum.org
[6] cron.link
[3] medium.com
[3] mechomotive.com
[2] snip.ly
[2] forbes.com
[1] cronycle.com
[1] org.uk
[1] trvst.world

Top Domains in Tweet in G6:
[33] twitter.com
[24] medium.com
[9] forbes.com
[5] mechomotive.com
[4] paper.li
[4] cio.com
[3] hbr.org
[2] venturebeat.com
[2] weforum.org
[2] copy.ai

Top Domains in Tweet in G7:
[271] sumiconline.com
[3] twitter.com
[1] sumicitsolutions.com

Top Domains in Tweet in G8:
[1] forbes.com

Top Domains in Tweet in G9:
[48] allwork.space
[32] twitter.com
[31] zdnet.com
[3] youtube.com
[3] fastcompany.com
[2] substack.com
[2] disasteravoidanceexperts.com
[1] solo.to
[1] hbr.org
[1] spreaker.com

Top Domains in Tweet in G10:
[27] twitter.com
[5] designedbyus.org
[3] womenspowerbook.org
[3] officespacesoftware.com
[1] amazon.com
[1] microsoft.com
[1] aihr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3640] futureofwork
[2247] ai
[1056] datascience
[994] machinelearning
[973] iot
[933] ml
[833] analytics
[829] bigdata
[617] tech
[584] innovation



Top Hashtags in Tweet in G1:
[1045] futureofwork
[918] ai
[537] datascience
[534] analytics
[502] machinelearning
[421] bigdata
[413] iot
[319] innovation
[303] ml
[275] python

Top Hashtags in Tweet in G2:
[405] futureofwork
[112] remotework
[84] remotejobs
[79] wfh
[77] workfromhome
[74] remoteworking
[46] project120
[25] areyouready
[24] industryinsights
[24] readyfornext

Top Hashtags in Tweet in G3:
[717] ai
[540] ml
[483] iot
[478] datascience
[436] futureofwork
[399] machinelearning
[329] iotpl
[319] iiot
[279] bigdata
[264] tech

Top Hashtags in Tweet in G4:
[628] futureofwork
[312] hr
[194] leadership
[114] hrtech
[108] culture
[101] humanresources
[99] startups
[92] payroll
[88] peopleanalytics
[74] business

Top Hashtags in Tweet in G5:
[222] ai
[182] artificialintelligence
[150] futureofwork
[149] mi
[105] automation
[98] innovation
[93] robotics
[45] tech
[36] robotic
[33] warehouse

Top Hashtags in Tweet in G6:
[171] futureofwork
[113] ai
[70] bigdata
[66] ml
[57] aiio
[57] nlu
[31] ev
[28] nlp
[27] nlg
[26] computervision

Top Hashtags in Tweet in G7:
[8] futureofwork
[6] sumiconline
[1] sumicgroup

Top Hashtags in Tweet in G8:
[131] remotework
[1] futureofwork

Top Hashtags in Tweet in G9:
[161] futureofwork
[115] hybridwork
[85] vr
[31] ittraining
[24] workplace
[11] virtualreality
[8] technology
[7] humanresources
[7] hybrid
[6] ai

Top Hashtags in Tweet in G10:
[71] futureofwork
[14] leadership
[12] education
[9] heart
[6] chatgpt
[6] ai
[6] futuredecoded
[6] equalpay
[5] hybridwork
[5] remotework

Top Words
Top Words in Tweet in Entire Graph:
[3640] #futureofwork
[2247] #ai
[1056] #datascience
[994] #machinelearning
[981] #iot
[933] #ml
[834] eli_krumova
[833] #analytics
[829] #bigdata
[672] more

Top Words in Tweet in G1:
[1045] #futureofwork
[918] #ai
[537] #datascience
[534] #analytics
[502] #machinelearning
[495] khulood_almani
[421] #bigdata
[418] #iot
[319] #innovation
[303] #ml

Top Words in Tweet in G2:
[405] #futureofwork
[156] remote
[143] work
[131] job
[112] #remotework
[104] apply
[94] needs
[84] #remotejobs
[79] #wfh
[77] #workfromhome

Top Words in Tweet in G3:
[717] #ai
[666] eli_krumova
[540] #ml
[486] #iot
[478] #datascience
[436] #futureofwork
[399] #machinelearning
[329] #iotpl
[319] #iiot
[304] kred

Top Words in Tweet in G4:
[628] #futureofwork
[312] #hr
[278] people
[243] need
[199] work
[194] #leadership
[154] more
[140] mitchzenger
[139] synctrics
[114] #hrtech

Top Words in Tweet in G5:
[222] #ai
[220] ronald_vanloon
[182] #artificialintelligence
[150] #futureofwork
[149] #mi
[105] #automation
[98] #innovation
[93] #robotics
[79] gigadgets_
[45] #tech

Top Words in Tweet in G6:
[171] #futureofwork
[113] #ai
[75] ai
[70] #bigdata
[68] mikequindazzi
[67] gt
[66] #ml
[57] #nlu
[57] #aiio
[54] antgrasso

Top Words in Tweet in G7:
[267] make
[264] rain
[183] bukenya21
[157] orders
[155] products
[152] skip
[152] visiting
[152] hustle
[152] jam
[152] fast

Top Words in Tweet in G8:
[132] people
[132] here's
[131] reason
[131] enjoying
[131] more
[131] job
[131] #remotework
[131] 1000
[131] disabilities
[131] changing

Top Words in Tweet in G9:
[211] more
[161] #futureofwork
[115] #hybridwork
[102] 2023
[102] include
[102] maybe
[102] upskilling
[102] workweeks
[102] shorter
[85] #vr

Top Words in Tweet in G10:
[71] #futureofwork
[32] work
[18] educating
[17] book
[17] future
[15] workplace
[15] more
[14] #leadership
[13] ai
[12] #education

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[391] #bigdata,#analytics
[389] #ai,#ml
[314] #analytics,#ai
[299] #iot,#iiot
[292] #futureofwork,#leadership
[246] #ai,#artificialintelligence
[244] #datascience,#bigdata
[244] #machinelearning,#ml
[227] #ai,#machinelearning
[210] #iiot,#iotpl

Top Word Pairs in Tweet in G1:
[282] #bigdata,#analytics
[210] #analytics,#ai
[196] #futureofwork,#leadership
[167] #datascience,#bigdata
[142] #machinelearning,#ml
[141] forbes,#futureofwork
[135] #edtech,#futureofwork
[131] #tech,#innovation
[131] #learn,#datascience
[131] #ai,#machinelearning

Top Word Pairs in Tweet in G2:
[84] #remotework,#remotejobs
[84] apply,#remotework
[75] remote,job
[74] #workfromhome,#wfh
[74] #remoteworking,#futureofwork
[74] #remotejobs,#workfromhome
[73] #wfh,#remoteworking
[47] world,work
[46] deloitte,#project120
[46] #project120,designed

Top Word Pairs in Tweet in G3:
[288] #ai,#ml
[262] #iot,#iiot
[203] #iiot,#iotpl
[151] gave,kred
[151] kred,#influence
[132] #iotpl,#iotcl
[115] #ml,#machinelearning
[111] #programming,#datascience
[102] #datascience,#academictwitter
[102] eli_krumova,gave

Top Word Pairs in Tweet in G4:
[135] mitchzenger,synctrics
[80] people,analytics
[77] #futureofwork,#leadership
[69] #hr,#payroll
[69] #payroll,#humanresources
[58] #humanresources,#startup
[47] need,better
[42] analytics,data
[42] 'future,work'
[40] #startup,#startups

Top Word Pairs in Tweet in G5:
[155] #ai,#artificialintelligence
[101] #artificialintelligence,#mi
[89] #mi,#robotics
[62] gigadgets_,#ai
[60] #automation,#futureofwork
[56] #robotics,#automation
[45] #innovation,#futureofwork
[45] #mi,#innovation
[32] ronald_vanloon,#robotic
[30] volleyball,blocker

Top Word Pairs in Tweet in G6:
[57] #ai,#aiio
[57] #bigdata,#ml
[57] #aiio,#bigdata
[57] #ml,#nlu
[55] #nlu,#futureofwork
[44] gt,gt
[27] #nlp,#nlg
[27] #ev,#futureofwork
[26] #nlg,#computervision
[23] mikequindazzi,#ev

Top Word Pairs in Tweet in G7:
[154] orders,products
[154] make,orders
[152] jam,hustle
[152] rain,skip
[152] products,fast
[152] skip,jam
[152] visiting,make
[152] hustle,visiting
[151] fast,lite
[116] visit,website

Top Word Pairs in Tweet in G8:
[131] #remotework,changing
[131] enjoying,more
[131] lives,people
[131] reason,1000
[131] disabilities,enjoying
[131] 1000,#remotework
[131] more,job
[131] people's,lives
[131] people,disabilities
[131] changing,people's

Top Word Pairs in Tweet in G9:
[102] shorter,workweeks
[102] more,#hybridwork
[102] #hybridwork,shorter
[102] #futureofwork,2023
[102] workweeks,more
[102] more,upskilling
[102] include,more
[102] 2023,include
[102] upskilling,maybe
[83] maybe,#vr

Top Word Pairs in Tweet in G10:
[9] #heart,#education
[9] bc,#leadership
[9] educating,mind
[9] mind,without
[9] aristotle,384
[9] #education,aristotle
[9] 384,322
[9] without,educating
[9] 322,bc
[9] educating,#heart

Top Replied-To
Top Replied-To in Entire Graph:
@khulood_almani
@bundeskanzler
@sumicug
@labordeolivier
@kirkdborne
@fmadvisor
@amandabernardo
@estelamandela
@analytics_699
@sianalysts

Top Replied-To in G1:
@khulood_almani
@analytics_699
@disfolddotcom
@rvp
@estelamandela
@labordeolivier
@xbond49
@enilev
@sonu_monika
@jeromemonange

Top Replied-To in G3:
@kirkdborne
@mit
@siemensinfra
@spirosmargaris
@bostondynamics
@jmcaton
@iotchannel
@iotcommunity
@iotslam
@bmw

Top Replied-To in G4:
@lizwiseman
@davidhtraining
@mckinsey
@clomedia

Top Replied-To in G5:
@brickerlaw

Top Replied-To in G7:
@sumicug
@sumicgroup

Top Replied-To in G10:
@jonsrennie
@shrm
@toddmitchem

Top Mentioned
Top Mentioned in Entire Graph:
@eli_krumova
@khulood_almani
@mvollmer1
@analytics_699
@ronald_vanloon
@haroldsinnott
@forbes
@bukenya21
@kred
@frronconi

Top Mentioned in G1:
@khulood_almani
@mvollmer1
@analytics_699
@haroldsinnott
@eli_krumova
@forbes
@frronconi
@enricomolinari
@hana_elsayyed
@appincoimbatore

Top Mentioned in G2:
@fulcrumforge
@coolpovideo
@arowanaco
@code_barbarian
@dchou1107
@africaspocket
@ross_quintana
@isaiahquintana_
@istreettech

Top Mentioned in G3:
@eli_krumova
@kred
@analytics_699
@iotcommunity
@acronym_acrobat
@khulood_almani
@iotchannel
@kiiara
@iotslam
@gersonrolim

Top Mentioned in G4:
@mitchzenger
@synctrics
@tamaramccleary
@martinhoyes
@forbes
@thinkers360
@mercer
@akwyz
@nasscomr
@hcm_tech

Top Mentioned in G5:
@ronald_vanloon
@gigadgets_
@cheddar
@wef
@bostondynamics
@techinsider
@intengineering
@mvollmer1
@frronconi
@hana_elsayyed

Top Mentioned in G6:
@mikequindazzi
@antgrasso
@terence_mills
@khulood_almani
@motorcycletwitt
@fisher85m
@worldtrendsinfo
@briansolis
@social_molly
@haroldsinnott

Top Mentioned in G7:
@bukenya21
@kusasirajoan1
@sumiconline
@sumicug
@niclasug1
@sumicgroup
@sumicpro
@sumic_women
@campus_faceug

Top Mentioned in G8:
@vikramahuja27

Top Mentioned in G9:
@allwork_space
@f
@gleb_tsipursky
@frameableinc
@upwork
@fastcompany
@powerbyte_sol
@jairekrobbins
@workdesignmag
@peaktech_ohio

Top Mentioned in G10:
@markccrowley
@jojobickley
@senschumer
@senatedems
@pbsbooks
@vividblock
@advancedtraderz
@keeperai
@adeccogroup
@officespacesw

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@jurylady5
@ejlazar
@monicasloves
@cybersecurityn8
@huskorkut
@o2
@bitcoinagile

Top Tweeters in G1:
@marshawright
@chidambara09
@javascriptd
@vonrosenchild
@sudeepkhatri
@rvp
@stonefree63
@periscopeislit
@biofares
@lorimoreno

Top Tweeters in G2:
@bitcoinagile
@topmostshop
@frelancewkguide
@seni_bl
@jeremyscrivens
@dchou1107
@rachelloumiller
@500drachmas
@ross_quintana
@randylyleclark

Top Tweeters in G3:
@sectest9
@cybersecurityn8
@reuters
@businessinsider
@ml_tweet_bot
@ricardo_ik_ahau
@frcretweets
@machinelearnflx
@mashable
@latimes

Top Tweeters in G4:
@thehill
@business
@boandsunny
@stefan_laurell
@cftc10
@washingtonpost
@gonzo_30531
@jobsviatweet
@stanleyepstein
@inc

Top Tweeters in G5:
@evankirstel
@jimmyroybloom
@gezgintrk
@ae4ca
@valaafshar
@xy_krasnodon
@cyb3rb0r6
@drtommartinphd
@arc_atlantique
@akil115

Top Tweeters in G6:
@fullnam35087976
@digitaldecoded1
@billmoore20
@kuriharan
@enriquen
@mariuskarma
@nealschaffer
@robotconsumer
@shellykramer
@kevin_jackson

Top Tweeters in G7:
@cathynaks
@barungi17
@javisstunner
@ivanarrowz
@paulssebayigga
@ample_calm
@mccarol256
@iamjoewell
@accollins256
@joelmpuuga

Top Tweeters in G8:
@jurylady5
@tottenbill
@jerri47
@gryphonmom
@_strate
@msronnyb
@maelysdervenn
@jenkinsonleslie
@waleed_rf
@3rd_handle

Top Tweeters in G9:
@vrretweeter
@nivea__mc
@realnerdjunkie
@pmprouk
@upwork
@kapsulo_eth
@izndtechnews
@shiftygeek
@murtishaw
@allwork_space

Top Tweeters in G10:
@ucloudify
@rambo82ave
@botforequality
@bowling23
@futureworldcen
@ucloudifyai
@markccrowley
@pbsfortwayne
@annuciator
@shrm


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