The graph represents a network of 10,046 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, 24 August 2019 at 12:42 UTC.
The tweets in the network were tweeted over the 7-day, 8-hour, 28-minute period from Saturday, 17 August 2019 at 03:13 UTC to Saturday, 24 August 2019 at 11:41 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 : 10046
Unique Edges : 37457
Edges With Duplicates : 25743
Total Edges : 63200
Number of Edge Types : 4
Replies to : 317
Retweet : 11698
Tweet : 3530
Mentions : 47655
Self-Loops : 3778
Reciprocated Vertex Pair Ratio : 0.0273487620586418
Reciprocated Edge Ratio : 0.0532414367324282
Connected Components : 1125
Single-Vertex Connected Components : 628
Maximum Vertices in a Connected Component : 7572
Maximum Edges in a Connected Component : 59785
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.022056
Graph Density : 0.000428462125492025
Modularity : 0.385621
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[8880] gt,gt [1710] mikequindazzi,gt [720] wef,mikequindazzi [717] #futureofwork,#digitaltransformation [635] #futureofwork,#ai [618] #machinelearning,#deeplearning [587] gt,#ai [541] future,work [531] #futureofwork,gt [518] #digitaltransformation,#futureofwork Top Word Pairs in Tweet in G1:
[5046] gt,gt [878] mikequindazzi,gt [324] #futureofwork,gt [301] #futureofwork,#digitaltransformation [296] link,gt [289] gt,#ai [283] #futureofwork,#industry40 [267] wef,mikequindazzi [262] #machinelearning,#deeplearning [242] #industry40,#automation Top Word Pairs in Tweet in G2:
[3272] gt,gt [737] mikequindazzi,gt [442] #futureofwork,#ai [342] wef,mikequindazzi [277] 10,demand [275] demand,job [273] #futureofwork,#digitaltransformation [273] #skills,2019 [271] job,#skills [271] gt,#ai Top Word Pairs in Tweet in G3:
[51] future,work [23] pwc,creating [23] creating,opportunities [23] opportunities,employees [23] employees,learn [23] learn,#purpose [23] #purpose,contribute [23] contribute,meaningfully [23] meaningfully,pursuit [23] pursuit,north Top Word Pairs in Tweet in G4:
[169] dlaignite,#socialselling [169] #socialselling,#digitalselling [153] timothy_hughes,dlaignite [125] #leadership,#innovation [124] passle,timothy_hughes [100] gt,gt [92] #innovation,#futureofwork [89] wef,mikequindazzi [82] #futureofwork,#datascience [80] 16,trillion Top Word Pairs in Tweet in G5:
[78] #futureofwork,#techforall [56] 2019,mit_iic [41] 5,tec_csf [36] learn,more [35] one,#latam [35] #latam,finalists [35] finalists,compete [35] compete,#cdmx [35] #cdmx,9 [35] 9,5 Top Word Pairs in Tweet in G6:
[31] #leadership,#entrepreneurs [20] #entrepreneurs,#futureofwork [19] heard,story [19] story,retired [19] retired,dentist [19] dentist,decided [19] decided,start [19] start,second [19] second,career [19] career,nursing Top Word Pairs in Tweet in G7:
[175] applying,#automation [175] #automation,hr [175] hr,complicated [175] complicated,seems [175] seems,more [175] more,here [175] here,cc [175] cc,tech_funnel [175] tech_funnel,#hr [175] #hr,#futureofwork Top Word Pairs in Tweet in G8:
[46] gt,gt [38] #remotework,#futureofwork [36] #boundaryless,#remotework [34] #futureofwork,#freelance [34] #freelance,#workfromhome [32] #workfromhome,#remotecommunications [32] #remotecommunications,#remotedistributedteams [23] microsoft,mvollmer1 [23] mvollmer1,#ai [23] #ai,#ml Top Word Pairs in Tweet in G9:
[41] #ai,#artificialintelligence [30] #jobs,#futureofwork [26] #wkdev,#lifelonglearning [20] check,out [18] #artificialintelligence,#jobs [18] #futureofwork,#wkdev [18] #nevertooold,#wkdev [17] #innovation,#tech [16] new,#futureofwork [16] #futureofwork,report Top Word Pairs in Tweet in G10:
[22] #futureofwork,#digitaltransformation [21] #tax,#futureofwork [21] #digitaltransformation,deloittetax [16] global,summit [15] singularityu,#suglobalsummit [12] upwork,#ceo [12] faculty,singularityu [12] singularityu,attending [12] attending,global [12] summit,san Top Replied-To in Entire Graph:
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Top Replied-To in G8:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: