The graph represents a network of 8,902 Twitter users whose recent tweets contained "#futureofwork", 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 Saturday, 08 February 2020 at 21:37 UTC.
The tweets in the network were tweeted over the 4-day, 18-hour, 30-minute period from Tuesday, 04 February 2020 at 02:15 UTC to Saturday, 08 February 2020 at 20:46 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 : 8927
Unique Edges : 32428
Edges With Duplicates : 37455
Total Edges : 69883
Number of Edge Types : 5
Mentions : 16433
MentionsInRetweet : 47753
Tweet : 2527
Retweet : 2572
Replies to : 598
Self-Loops : 2592
Reciprocated Vertex Pair Ratio : 0.0212833968194774
Reciprocated Edge Ratio : 0.041679707876891
Connected Components : 1051
Single-Vertex Connected Components : 581
Maximum Vertices in a Connected Component : 6607
Maximum Edges in a Connected Component : 66770
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.641333
Graph Density : 0.000481160193940941
Modularity : 0.367741
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 8,902 Twitter users whose recent tweets contained "#futureofwork", 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 Saturday, 08 February 2020 at 21:37 UTC.
The tweets in the network were tweeted over the 4-day, 18-hour, 30-minute period from Tuesday, 04 February 2020 at 02:15 UTC to Saturday, 08 February 2020 at 20:46 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 : TwitterSearch
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[9062] gt,gt [1378] mikequindazzi,gt [975] #machinelearning,#deeplearning [967] #futureofwork,#infographics [873] wef,mikequindazzi [872] #datascience,#bigdata [858] #robotics,#futureofwork [818] #ai,#ml [754] prepare,#futureofwork [713] welcomeai,mikequindazzi Top Word Pairs in Tweet in G1:
[1948] gt,gt [512] wef,mikequindazzi [472] #futureofwork,cc [418] mikequindazzi,#mwc20 [373] #futureofwork,#ai [367] jblefevre60,mvollmer1 [365] #mwc20,#ai [354] #futureofwork,#techforgood [347] #machinelearning,#deeplearning [346] #ai,#iot Top Word Pairs in Tweet in G2:
[6920] gt,gt [1023] mikequindazzi,gt [870] #futureofwork,#infographics [800] #datascience,#bigdata [618] #robotics,#futureofwork [594] #machinelearning,#deeplearning [541] #deeplearning,#computervision [540] welcomeai,mikequindazzi [538] #ai,terms [538] terms,prepare Top Word Pairs in Tweet in G3:
[202] #socialselling,#digitalselling [183] dlaignite,#socialselling [122] timothy_hughes,dlaignite [117] passle,timothy_hughes [107] #employeeexperience,#futureofwork [77] #digitalselling,#employeeexperience [72] #futureofwork,#diversity [72] #demdebate,#yanggang [68] #yanggang,#yang2020 [67] #hrtech,#futureofwork Top Word Pairs in Tweet in G4:
[50] future,work [30] #futureofwork,learn [27] need,help [26] learn,orgs [26] orgs,need [26] help,#workforce [26] #workforce,develop [26] develop,#softskills [26] #softskills,#4ir [26] #4ir,deloitteinisght Top Word Pairs in Tweet in G5:
[149] social,dialogue [135] global,summit [114] future,work [101] #socialdialogue,#futureofwork [70] global,deal [67] summit,#futureofwork [59] #futureofwork,#socialdialogue [57] summit,future [57] kuala,lumpur [56] better,#futureofwork Top Word Pairs in Tweet in G6:
[122] #industry40,#automation [121] #futureofwork,#industry40 [41] #futureofwork,#ai [38] future,work [33] #leadership,#entrepreneurs [32] understand,culture [28] discussion,#futureofwork [27] global,environment [27] environment,really [27] really,understand Top Word Pairs in Tweet in G7:
[58] #futureofwork,akwyz [57] #futureofwork,#austrade [56] #andelawomenintech,#futureofwork [44] capitalclubea,andela_ug [44] andela_ug,andela_egypt [44] andela_egypt,andela [44] andela,andela_kigali [44] andela_kigali,andela_ghana [44] andela_ghana,womentechafrica [44] womentechafrica,africanwit Top Word Pairs in Tweet in G8:
[39] #digitaltransformation,#businessagility [39] #businessagility,#cx [39] #cx,#ux [39] #ux,#iot [39] #iot,#ai [39] #ai,#futurist [39] #futurist,#futureofwork [39] #futureofwork,ubinetus [39] ubinetus,interactionsinc [39] interactionsinc,#thingcoin Top Word Pairs in Tweet in G9:
[77] #thenextgenenterprise,#futureofwork [70] 27,03 [37] 26,27 [33] speakers,thenextgenente2 [33] 26,amp [33] amp,27 [32] thenextgenente2,pioneers [32] pioneers,#agile [32] save,date [32] date,26 Top Word Pairs in Tweet in G10:
[31] #foodforthought,mt [31] mt,frronconi [31] frronconi,heinzvhoenen [31] heinzvhoenen,labordeolivier [31] labordeolivier,postoff25 [31] postoff25,digitalked [31] digitalked,shicooks [31] shicooks,nicochan33 [31] nicochan33,ingridcapuni [31] ingridcapuni,josephprigith Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G5:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: