future of work, Twitter, 8/24/2019 11:13:40 AM, 207610


FAQ | Problem?

future of work Twitter NodeXL SNA Map and Report for Friday, 23 August 2019 at 23:16 UTC
future of work Twitter NodeXL SNA Map and Report for Friday, 23 August 2019 at 23:16 UTC
From:
docassar
Uploaded on:
August 24, 2019
Short Description:
future of work via NodeXL http://bit.ly/2NvF0Sa
@joswinson
@davidhogg111
@forbes
@realdonaldtrump
@eddyrogerparker
@andrewyang
@businessforward
@ggodlove77
@borisjohnson
@liucdp2006nyc

Top hashtags:
#venezuela
#futureofwork
#amazonfires
#ai
#maga
#hs2
#follow

Description:
Description
The graph represents a network of 21,977 Twitter users whose recent tweets contained "future of work", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 23 August 2019 at 23:57 UTC.

The tweets in the network were tweeted over the 3-day, 0-hour, 31-minute period from Tuesday, 20 August 2019 at 22:44 UTC to Friday, 23 August 2019 at 23:15 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 : 21977
Unique Edges : 27446
Edges With Duplicates : 1966
Total Edges : 29412
Number of Edge Types : 4
Retweet : 12346
Tweet : 3288
Mentions : 11743
Replies to : 2035
Self-Loops : 3393
Reciprocated Vertex Pair Ratio : 0.0187719510718179
Reciprocated Edge Ratio : 0.0368521160247266
Connected Components : 4714
Single-Vertex Connected Components : 1983
Maximum Vertices in a Connected Component : 5638
Maximum Edges in a Connected Component : 10002
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 10.567831
Graph Density : 5.22520656875634E-05
Modularity : 0.876444
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[43] https://www.forbes.com/sites/elanagross/2017/03/08/flexible-work-is-the-future-of-feminism/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[25] https://www.mckinsey.com/featured-insights/future-of-work/skill-shift-automation-and-the-future-of-the-workforce?cid=soc-web
[23] https://www.thersa.org/discover/publications-and-articles/rsa-blogs/2019/08/women-and-the-future-of-work
[21] https://techaeris.com/2019/08/19/infographic-the-future-of-work
[19] https://www.fastcompany.com/90389064/this-is-how-the-intern-economy-is-shaping-the-future-of-work
[19] https://www.td.org/insights/to-survive-the-future-of-work-youll-need-to-master-five-skills
[18] https://blog.tmcnet.com/blog/rich-tehrani/fow/what-is-the-future-of-work.html
[17] https://www.equaltimes.org/here-s-why-trade-unions-should?lang=en#.XV5WxtcWtVU.twitter
[15] https://www.forbes.com/sites/forbescoachescouncil/2019/08/06/how-to-lead-your-organization-into-the-future-of-work/#1967d1b553e5
[14] https://www.fastcompany.com/90388323/nternships

Top URLs in Tweet in G1:
[10] https://www.fastcompany.com/90388323/nternships
[7] https://www.td.org/insights/to-survive-the-future-of-work-youll-need-to-master-five-skills
[7] https://twinybots.ch/
[7] https://www.fastcompany.com/90388323/nternships?partner=feedburner&utm_source=dlvr.it&utm_medium=twitter&utm_campaign=feedburner%20fastcompany&utm_content=feedburner
[6] https://www.fastcompany.com/90389064/this-is-how-the-intern-economy-is-shaping-the-future-of-work
[6] https://www.careermetis.com/leadership-skills-future-of-work/
[5] https://www.forbes.com/sites/soulaimagourani/2019/05/03/this-is-how-the-future-of-work-life-balance-will-look-like/#3fb7355834ce
[5] https://jpad1920.gopages.co/coaching/week-dup
[4] https://techaeris.com/2019/08/19/infographic-the-future-of-work
[4] https://medium.com/swlh/how-to-create-the-office-of-the-future-by-going-paperless-189b2eebd5eb

Top URLs in Tweet in G3:
[1] https://www.standard.co.uk/comment/comment/jo-swinson-there-is-a-battle-for-the-future-of-britain-join-the-brexit-resistance-a4218156.html
[1] https://sands.org.uk/events
[1] https://twitter.com/joswinson/status/1163747128457539584
[1] https://thedeveloper.live/places/places/if-young-people-cant-afford-to-move-to-uk-cities-for-work-thats-a-health-issue
[1] https://www.health.org.uk/news-and-comment/blogs/should-we-bother-about-the-future-if-so-how-much
[1] https://twitter.com/wesstreeting/status/1163789274203996160
[1] https://www.bloomsbury.com/uk/21st-century-workforces-and-workplaces-9781472904997/

Top URLs in Tweet in G4:
[1] https://twitter.com/SecPompeo/status/1164925213601161216?s=04
[1] https://m.aawsat.com/english/home/article/1866401/andrew-murrison/we-must-work-tirelessly-confront-terrorism

Top URLs in Tweet in G5:
[41] https://www.forbes.com/sites/elanagross/2017/03/08/flexible-work-is-the-future-of-feminism/?utm_source=TWITTER&utm_medium=social&utm_term=Malorie/
[25] https://www.mckinsey.com/featured-insights/future-of-work/skill-shift-automation-and-the-future-of-the-workforce?cid=soc-web
[15] https://www.forbes.com/sites/forbescoachescouncil/2019/08/06/how-to-lead-your-organization-into-the-future-of-work/#1967d1b553e5
[15] https://blog.tmcnet.com/blog/rich-tehrani/fow/what-is-the-future-of-work.html
[15] https://techaeris.com/2019/08/19/infographic-the-future-of-work
[13] https://www.neurozo-innovation.com/post/future-of-work-predictions
[12] https://www.mckinsey.com/featured-insights/future-of-work/skill-shift-automation-and-the-future-of-the-workforce?cid=other-soc-twi-mgi-mgi-oth-1811
[8] http://r.socialstudio.radian6.com/b7b9f098-9fec-437a-8307-e307794a7342
[7] https://www.linkedin.com/pulse/separating-hype-from-reality-3-technology-shifts-reshaping-eaves-1f
[6] http://out.faveeo.com/?url=https://www.forbes.com/sites/forbescoachescouncil/2019/08/06/how-to-lead-your-organization-into-the-future-of-work/&vertical=future-of-work&lang=en&family=en

Top URLs in Tweet in G6:
[1] https://www.bostonglobe.com/opinion/2019/08/15/how-boston-suites-can-prepare-their-employees-for-future-work-how-boston-suites-can-prepare-their-employees-for-future-work/NhbqjrCtMwpQIOYZfbA5nM/story.html?event=event25
[1] https://www.latimes.com/california/story/2019-08-20/california-nevada-border-gun-control
[1] https://www.americancityandcounty.com/2019/08/19/how-young-graduates-are-helping-local-governments-build-climate-resilience/
[1] https://twitter.com/NRO/status/1163931218389471234
[1] https://twitter.com/crslsynth/status/1164170371291123712

Top URLs in Tweet in G7:
[1] https://www.southbendtribune.com/news/local/notre-dame-south-bend-reach-agreement-on-hydroelectric-facility/article_a48fa55a-c136-11e6-aae6-230c8d1f03f1.html
[1] https://twitter.com/nypost/status/1102005829698551809
[1] https://www.edx.org/course/the-future-of-work
[1] https://www.reddit.com/r/YangForPresidentHQ/comments/ctstlx/these_clips_from_obamas_new_documentary_american/?utm_source=share&utm_medium=ios_app
[1] https://act.berniesanders.com/signup/im-student-and-i-support-bernie-sanders-president/
[1] https://twitter.com/blrshepherd/status/1164203798723792896
[1] https://twitter.com/swear_trek/status/1158437535003156486

Top URLs in Tweet in G9:
[3] https://twitter.com/GirlsWhoCode/status/1163812978963210240
[1] https://www.forbes.com/sites/simonmainwaring/2019/07/26/purpose-at-work-sap-deloitte-digital-and-the-power-of-partnership-for-our-future/#7fa02adc7828
[1] https://www.theguardian.com/environment/planet-oz/2017/aug/26/institute-of-public-affairs-paper-claim-global-warming-natural-junk-science

Top URLs in Tweet in G10:
[1] https://www.corteva.us/products-and-solutions/crop-protection/future-of-farming-starts-here.html?cid=soc_tw_us_cor_BR_corp_awe_blk_1234_US_Farmer_Campaign_2019_11001_43678_43830_night_blk_A_blk_blk

Top Domains
Top Domains in Tweet in Entire Graph:
[506] twitter.com
[144] forbes.com
[143] linkedin.com
[112] co.uk
[110] dy.si
[89] fastcompany.com
[89] mckinsey.com
[74] youtube.com
[53] curiouscat.me
[52] instagram.com

Top Domains in Tweet in G1:
[166] twitter.com
[94] linkedin.com
[52] curiouscat.me
[44] fastcompany.com
[42] dy.si
[35] instagram.com
[33] forbes.com
[33] co.uk
[21] youtube.com
[18] disruptionhub.com

Top Domains in Tweet in G3:
[2] org.uk
[2] twitter.com
[1] co.uk
[1] thedeveloper.live
[1] bloomsbury.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] aawsat.com

Top Domains in Tweet in G5:
[96] forbes.com
[60] mckinsey.com
[34] dy.si
[19] deloitte.com
[16] okt.to
[16] linkedin.com
[16] tmcnet.com
[16] techaeris.com
[15] faveeo.com
[13] neurozo-innovation.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] bostonglobe.com
[1] latimes.com
[1] americancityandcounty.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] southbendtribune.com
[1] edx.org
[1] reddit.com
[1] berniesanders.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] forbes.com
[1] theguardian.com

Top Domains in Tweet in G10:
[1] corteva.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[774] venezuela
[556] futureofwork
[196] amazonfires
[195] ai
[124] maga
[122] hs2
[116] follow
[116] patriots
[116] kag
[116] nation



Top Hashtags in Tweet in G1:
[89] futureofwork
[48] future
[37] work
[31] success
[28] ai
[16] life
[15] present
[15] motivation
[14] hr
[14] past

Top Hashtags in Tweet in G2:
[1] soribada_nct127

Top Hashtags in Tweet in G3:
[13] macron
[13] merkel
[13] eu
[13] leave
[3] sandssuperstars
[3] teamsands
[2] nodealbrexit
[1] stopbrexit
[1] chevening
[1] youngpeople

Top Hashtags in Tweet in G4:
[764] venezuela
[7] climatechange
[1] estamosunidosve
[1] actonclimate
[1] victimsofterrorism

Top Hashtags in Tweet in G5:
[265] futureofwork
[79] ai
[48] automation
[40] digitaltransformation
[35] iot
[32] hr
[24] leadership
[20] industry40
[19] artificialintelligence
[17] technology

Top Hashtags in Tweet in G6:
[2] climatechange
[1] uacinnovation
[1] peaceplan

Top Hashtags in Tweet in G7:
[5] greennewdeal
[5] medicareforall
[5] harvardclimatestrike
[5] fridaysforfuture
[2] venezuela
[2] pledgetoamericaworkers
[2] divestharvard
[2] politics
[1] maga
[1] studentsforbernie

Top Hashtags in Tweet in G9:
[3] everyonecancode
[1] sdg
[1] rt
[1] tech
[1] sanjosecommunity

Top Hashtags in Tweet in G10:
[196] amazonfires
[1] defendtheamazon

Top Words
Top Words in Tweet in Entire Graph:
[53190] Words in Sentiment List#1: Positive
[11709] Words in Sentiment List#2: Negative
[65] Words in Sentiment List#3: Angry/Violent
[648775] Non-categorized Words
[713676] Total Words
[18186] work
[16585] future
[3493] award
[3032] s
[2537] thank

Top Words in Tweet in G1:
[2063] work
[1896] future
[223] s
[220] one
[217] more
[201] out
[180] people
[168] life
[167] hard
[165] now

Top Words in Tweet in G2:
[2711] award
[1978] continue
[1772] future
[1565] work
[1561] nct
[1561] 127
[1357] bonsang
[1357] czennies
[1357] always
[1357] very

Top Words in Tweet in G3:
[2320] brexit
[1213] work
[1180] together
[1171] country
[1169] stop
[1165] deal
[1156] form
[1156] good
[1155] catastrophic
[77] future

Top Words in Tweet in G4:
[782] work
[782] future
[765] u
[765] s
[764] week
[764] #venezuela
[764] over
[764] 1
[764] 500
[764] leaders

Top Words in Tweet in G5:
[368] future
[355] work
[329] #futureofwork
[91] #ai
[88] #digitaltransformation
[74] more
[65] skills
[62] forbes
[62] #automation
[60] #hr

Top Words in Tweet in G6:
[385] work
[384] future
[318] gun
[318] violence
[300] possible
[299] american
[298] build
[297] employees
[296] thousands
[296] hours

Top Words in Tweet in G7:
[210] future
[205] work
[133] realdonaldtrump
[107] hard
[98] working
[94] back
[93] cities
[93] cincinnati
[93] jepence
[79] americans

Top Words in Tweet in G8:
[680] award
[453] thank
[452] received
[452] hallyu
[231] future
[231] work
[230] s
[230] lot
[230] hard
[227] speech

Top Words in Tweet in G9:
[215] work
[212] future
[208] more
[205] diverse
[205] begins
[205] opportunities
[205] everyone
[205] re
[205] excited
[205] girlswhocode

Top Words in Tweet in G10:
[216] future
[214] work
[212] w
[212] indigenous
[212] communities
[212] stop
[212] destruction
[196] huge
[196] thank
[196] everyone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4166] future,work
[1581] award,speech
[1563] nct,127
[1518] work,together
[1374] work,even
[1369] even,harder
[1368] once,again
[1360] always,very
[1360] very,grateful
[1360] grateful,think

Top Word Pairs in Tweet in G1:
[474] future,work
[95] hard,work
[59] work,future
[54] work,one
[53] rest,life
[50] job,rest
[49] one,job
[44] shaping,future
[42] work,together
[42] right,now

Top Word Pairs in Tweet in G2:
[1561] nct,127
[1357] always,very
[1357] very,grateful
[1357] grateful,think
[1357] think,award
[1357] award,one
[1357] one,given
[1357] given,signify
[1357] signify,grown
[1357] grown,continue

Top Word Pairs in Tweet in G3:
[1177] work,together
[1161] together,stop
[1156] form,brexit
[1156] deal,brexit
[1155] brexit,good
[1155] good,country
[1155] country,deal
[1155] brexit,catastrophic
[1155] catastrophic,work
[15] emmanuel,macron

Top Word Pairs in Tweet in G4:
[765] future,u
[765] u,s
[764] week,#venezuela
[764] #venezuela,over
[764] over,1
[764] 1,500
[764] 500,leaders
[764] leaders,sectors
[764] sectors,political
[764] political,parties

Top Word Pairs in Tweet in G5:
[238] future,work
[37] automation,future
[32] skill,shift
[32] shift,automation
[32] future,workforce
[31] work,commute
[24] workforce,mckinsey_mgi
[23] #futureofwork,here
[22] separating,hype
[22] hype,reality

Top Word Pairs in Tweet in G6:
[296] thousands,hours
[296] hours,work
[296] work,gun
[296] gun,violence
[296] violence,researchers
[296] researchers,policy
[296] policy,writers
[296] writers,march
[296] march,lives
[296] lives,employees

Top Word Pairs in Tweet in G7:
[93] hard,working
[93] back,work
[76] signs,recession
[76] recession,unforeseeable
[76] unforeseeable,future
[76] future,midwest
[76] midwest,cities
[76] cities,hard
[76] working,americans
[76] americans,back

Top Word Pairs in Tweet in G8:
[230] work,hard
[227] award,speech
[227] future,work
[226] each,member
[226] member,s
[226] s,award
[226] speech,yein
[226] yein,although
[226] although,never
[226] never,received

Top Word Pairs in Tweet in G9:
[205] more,diverse
[205] diverse,future
[205] future,begins
[205] begins,opportunities
[205] opportunities,everyone
[205] everyone,re
[205] re,excited
[205] excited,work
[205] work,girlswhocode
[205] girlswhocode,empowering

Top Word Pairs in Tweet in G10:
[212] work,w
[212] w,indigenous
[212] indigenous,communities
[212] communities,stop
[212] stop,future
[212] future,destruction
[196] huge,thank
[196] thank,everyone
[196] everyone,donated
[196] donated,wake

Top Replied-To
Top Replied-To in Entire Graph:
@omkar_raii
@maywardofficial
@africatechie
@realdonaldtrump
@reneecarrollaz
@juanjose_2008
@andrewyang
@__gaciria
@jayinslee
@sonypictures

Top Replied-To in G1:
@babcsf

Top Replied-To in G3:
@kingkon71586719
@genreresearch
@secularhitchens
@joswinson
@libdems
@ianblackfordmp
@daviddmcnaught
@lprivileged
@wesstreeting
@chukaumunna

Top Replied-To in G4:
@free_media_hub
@city_livery_sm
@usglc

Top Replied-To in G5:
@arianeiwpr
@anandmahindra
@helpshiftsdk
@mcins_
@iftf
@kirkdborne
@kasparov63

Top Replied-To in G7:
@realdonaldtrump
@vp
@cointuckeywind1
@chimos5cad
@cnn
@berniesanders
@suluclac
@petebuttigieg
@_woifgang
@tyt

Top Replied-To in G9:
@theipa
@tim_cook

Top Replied-To in G10:
@__gaciria

Top Mentioned
Top Mentioned in Entire Graph:
@jguaido
@girlswhocode
@realdonaldtrump
@jepence
@whitehouse
@ivankatrump
@donaldjtrumpjr
@erictrump
@constellationr
@sageintacct

Top Mentioned in G1:
@jobmarketmon
@nubentos
@cricistan
@skinnergj
@petercockrell
@cyberanimax
@cbtransport

Top Mentioned in G3:
@libdems
@eu
@joswinson
@jeremycorbyn
@steven_swinford
@thedeveloperuk
@jobibbythf
@thejameswhale
@uklabour
@foreignoffice

Top Mentioned in G4:
@jguaido
@unhextension
@awmurrison
@secpompeo
@senatemajldr
@statedept
@usaid

Top Mentioned in G5:
@forbes
@mckinsey_mgi
@spirosmargaris
@deloitte
@linkedin
@haroldsinnott
@nigelwalsh
@pgc_at_work
@guzmand
@andi_staub

Top Mentioned in G6:
@amercitycounty
@islandpress
@nro
@bostonglobe

Top Mentioned in G7:
@realdonaldtrump
@jepence
@whitehouse
@ivankatrump
@donaldjtrumpjr
@erictrump
@berniesanders
@ewarren
@yongjungc
@petebuttigieg

Top Mentioned in G9:
@girlswhocode
@appleedu
@tim_cook

Top Mentioned in G10:
@amazonwatch

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@_mrdavidjones
@rashidaldosari
@arkangelscrap
@alllibertynews
@paoloigna1
@cowboyscifibot
@jurylady5
@realercanates1
@dichristine

Top Tweeters in G1:
@_mrdavidjones
@realercanates1
@pandoraskids
@skinnergj
@marciojmsilva
@prpnews
@oss365
@lucas_wyrsch
@nkttwebtv
@gpwriter

Top Tweeters in G2:
@zeexcc
@millyblink
@jnofsh
@pockyy13
@bymoae
@xxwithherbliss
@phaleelapat
@jom_1412
@xxindnd
@jungtaegyo

Top Tweeters in G3:
@s9tmt
@inabster
@ericdemarylebon
@menabster
@guillermoesnal
@madanabhat
@alistairpge
@euethnic
@julian47hill
@suegray834

Top Tweeters in G4:
@rashidaldosari
@insdatainter
@abosife2010
@raumunz
@soniasimmons18
@silveira2906
@bluebirdtrini
@auntjemimablack
@richardjro
@gmizrachi

Top Tweeters in G5:
@arkangelscrap
@evankirstel
@rvp
@rosenchild
@zimei_no_ri
@richsimmondsza
@dcexaminer
@santchiweb
@magannohate
@telegraph

Top Tweeters in G6:
@anthonybourque
@katcapps
@penndragonart
@newyorker2212
@karoli
@jameskthompson1
@freeandclear1
@dpmax100
@bostonglobe
@llstudent08

Top Tweeters in G7:
@jjmac55
@wsj
@valorof1776
@cnn
@procm2
@sl1733
@fedupwdemslies
@realmattcouch
@scottfordtvguy
@voachinese

Top Tweeters in G8:
@chan_chowka
@wu_christon
@ifnte_lv4evr1
@ananymouus
@kimtarnkyutaa
@ppaphuenaa
@infts
@jiminoutshine
@shakugans
@farogue170516

Top Tweeters in G9:
@olaf26
@angels_xr
@cscviews
@nekogamisama311
@chin115
@somdutt64541034
@jim_stoic
@salvianthony
@nicarozier
@indirabrajesh

Top Tweeters in G10:
@dichristine
@sdmcardenadenis
@van_saskia
@jolievie123
@catbotmy
@charcubed
@kathyeastcoast
@ktanimara
@carlfletcher15
@divaknevil