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
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 Domains
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 in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: