The graph represents a network of 9,413 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 Wednesday, 22 January 2020 at 20:57 UTC.
The tweets in the network were tweeted over the 4-day, 23-hour, 2-minute period from Friday, 17 January 2020 at 20:46 UTC to Wednesday, 22 January 2020 at 19:48 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 : 9413
Unique Edges : 28385
Edges With Duplicates : 34178
Total Edges : 62563
Number of Edge Types : 5
MentionsInRetweet : 45867
Retweet : 4493
Mentions : 8831
Tweet : 2657
Replies to : 715
Self-Loops : 2747
Reciprocated Vertex Pair Ratio : 0.0219358705424034
Reciprocated Edge Ratio : 0.0429300334291244
Connected Components : 1079
Single-Vertex Connected Components : 604
Maximum Vertices in a Connected Component : 7106
Maximum Edges in a Connected Component : 59848
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.351461
Graph Density : 0.000384919464445663
Modularity : 0.381261
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 9,413 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 Wednesday, 22 January 2020 at 20:57 UTC.
The tweets in the network were tweeted over the 4-day, 23-hour, 2-minute period from Friday, 17 January 2020 at 20:46 UTC to Wednesday, 22 January 2020 at 19:48 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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[7774] gt,gt [1235] #mercerchats,#megachat [1166] mikequindazzi,gt [1087] #wef20,#futureofwork [816] #ai,#automation [665] #artificialintelligence,#machinelearning [654] future,work [649] #machinelearning,#deeplearning [637] #futureofwork,#wef20 [620] gt,#ai Top Word Pairs in Tweet in G1:
[1311] gt,gt [1180] #mercerchats,#megachat [465] #futureofwork,#mercerchats [448] #megachat,#mmcchat [402] #futureofwork,#wef20 [392] #futureofwork,#digitaltransformation [351] #mmcchat,#wef20 [303] #ai,#iot [298] #wef20,#mercerchats [283] top,10 Top Word Pairs in Tweet in G2:
[6337] gt,gt [969] mikequindazzi,gt [545] #ai,#automation [504] gt,#ai [451] #futureofwork,gt [428] shifting,#futureofwork [390] #iot,#makeyourownlane [379] #pwc,mikequindazzi [378] #artificialintelligence,#machinelearning [371] #machinelearning,#deeplearning Top Word Pairs in Tweet in G3:
[43] future,work [22] #hrtech,#recruiting [20] #leadership,#futureofwork [18] #humanresources,#talentacquisition [18] #career,#futureofwork [17] #wef20,davos [17] #talentacquisition,#ceo [17] #hrleader,#hiring [17] #futureofwork,#elitetalent [16] #hr,#futureofwork Top Word Pairs in Tweet in G4:
[513] dr,king [511] opportunities,everyone [509] job,creation [509] creation,income [509] income,equality [509] equality,central [509] central,dr [509] king,vision [509] vision,more [509] more,equitable Top Word Pairs in Tweet in G5:
[414] #futureofwork,tops [414] tops,list [414] including,conversation [412] list,thank [410] #wef20,#futureofwork [408] convos,#wef20 [408] thank,bofa_news [408] bofa_news,including [387] conversation,#powerto [15] conversation,#powertothepeople Top Word Pairs in Tweet in G6:
[281] #wef20,#futureofwork [270] #futureofwork,#futureforworkers [151] annual,meeting [150] wef,annual [109] future,work [98] keep,#wef20 [96] meeting,davos [80] davos,wef [74] headed,wef [65] davos,keep Top Word Pairs in Tweet in G7:
[245] #socialselling,#digitalselling [199] dlaignite,#socialselling [136] timothy_hughes,dlaignite [127] passle,timothy_hughes [99] #leadership,#innovation [89] #digitalselling,#leadership [82] #iot,#ai [74] #employeeexperience,#futureofwork [72] #emergingtech,#innovation [71] #innovation,#futureofwork Top Word Pairs in Tweet in G8:
[172] way,work [90] work,changing [85] #futureofwork,#wef20 [83] inclusive,cultures [83] cultures,true [83] true,#diversity [83] #diversity,see [83] see,trending [83] trending,#weflive [83] #weflive,today Top Word Pairs in Tweet in G9:
[98] #dreamjobs,#futureofwork [92] teenagers,career [92] career,aspirations [89] pisa,report [59] future,work [53] aspirations,future [43] wef,davos [43] dream,jobs [41] jobs,teenagers [41] mismatch,between Top Word Pairs in Tweet in G10:
[98] #futureofwork,#industry40 [98] #industry40,#automation [66] #futuretrends,#futureofwork [66] #futureofwork,#futurejobs [59] #futurejobs,#keynotespeaker [40] #futuriststrategy,#futuretrends [27] future,work [24] research,found [24] found,between [24] between,2016 Top Replied-To in Entire Graph:
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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: