The graph represents a network of 4,523 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 10,000 tweets. The network was obtained from Twitter on Tuesday, 25 February 2020 at 08:59 UTC.
The tweets in the network were tweeted over the 3-day, 0-hour, 13-minute period from Saturday, 22 February 2020 at 08:19 UTC to Tuesday, 25 February 2020 at 08:32 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 : 4523
Unique Edges : 16412
Edges With Duplicates : 21652
Total Edges : 38064
Number of Edge Types : 5
Mentions : 4651
Retweet : 1144
Tweet : 1252
MentionsInRetweet : 30756
Replies to : 261
Self-Loops : 1287
Reciprocated Vertex Pair Ratio : 0.0160008153281696
Reciprocated Edge Ratio : 0.0314976426923463
Connected Components : 606
Single-Vertex Connected Components : 306
Maximum Vertices in a Connected Component : 3098
Maximum Edges in a Connected Component : 36274
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.295473
Graph Density : 0.000974820033788676
Modularity : 0.353035
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,523 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 10,000 tweets. The network was obtained from Twitter on Tuesday, 25 February 2020 at 08:59 UTC.
The tweets in the network were tweeted over the 3-day, 0-hour, 13-minute period from Saturday, 22 February 2020 at 08:19 UTC to Tuesday, 25 February 2020 at 08:32 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:
[9734] gt,gt [1348] mikequindazzi,gt [1097] wef,mikequindazzi [866] #blockchain,#robotics [834] #ml,#dl [820] #tech,#iot [818] #iot,#machinelearning [802] #technology,#business [762] #datascience,#leadership [755] #leadership,#defstar5 Top Word Pairs in Tweet in G1:
[7687] gt,gt [1063] mikequindazzi,gt [832] wef,mikequindazzi [812] #blockchain,#robotics [763] #iot,#machinelearning [761] #technology,#business [759] #tech,#iot [719] #datascience,#leadership [718] #leadership,#defstar5 [653] #marketing,#entrepreneurship Top Word Pairs in Tweet in G2:
[1816] gt,gt [259] mikequindazzi,gt [255] wef,mikequindazzi [209] #ai,#iot [196] #futureofwork,#ai [150] mikequindazzi,haroldsinnott [143] #futureofwork,#iot [132] #futureofwork,cc [116] #iot,#futureofwork [116] #innovation,#futureofwork Top Word Pairs in Tweet in G3:
[13] future,work [12] #futureofwork,#hr [11] see,#futureofwork [10] servicenow,leaders [10] leaders,see [10] #digitaltransformation,#digitalchange [10] #digitalchange,#futureofwork [9] #employeeexperience,#employeeexperience [9] #employeeexperience,#futureofwork [9] #hr,#hrtrends Top Word Pairs in Tweet in G4:
[45] gt,gt [24] #ai,#iot [22] #iot,#futureofwork [20] #futureofwork,#emergingtech [19] #artificialintelligence,#ai [19] #emergingtech,avrohomg [19] avrohomg,alvinfoo [19] alvinfoo,topcybernews [19] topcybernews,damien_cabadi [19] damien_cabadi,techpearce2 Top Word Pairs in Tweet in G5:
[20] #futureofwork,#diversity [17] #techforgood,#socent [17] andrewyang,exchangeseva [17] exchangeseva,unitethepoor [17] #demdebate,#yanggang [15] #femalefounders,#startups [15] #startups,#vc [15] #vc,#impinv [14] #knowledgework,#futureofwork [13] #socent,#futureofwork Top Word Pairs in Tweet in G6:
[45] #futureofwork,#fow2020 [24] #digitaltransformation,#businessagility [24] #businessagility,#cx [24] #cx,#ux [24] #ux,#iot [24] #iot,#ai [24] #ai,#futurist [24] #futurist,#futureofwork [24] #futureofwork,ubinetus [24] ubinetus,interactionsinc Top Word Pairs in Tweet in G7:
[214] #ai,#ml [203] #keras,#reactjs [203] #reactjs,#vuejs [203] #vuejs,#rstats [203] #rstats,#nosql [202] papryka5,pasqualetotaro [202] pasqualetotaro,dianadep1 [202] dianadep1,gaiagaudenzi [202] gaiagaudenzi,yebosfaye [202] yebosfaye,biagio960 Top Word Pairs in Tweet in G8:
[125] #socialselling,#digitalselling [117] dlaignite,#socialselling [69] timothy_hughes,dlaignite [59] #leadership,#futureofwork [55] passle,timothy_hughes [39] passle,dlaignite [36] #futureofwork,#employeeexperience [31] #digitalselling,#humanresources [28] #humanresources,#futureofwork [27] #leadership,#talentacquisition Top Word Pairs in Tweet in G9:
[59] #futureofwork,#industry40 [59] #industry40,#automation [33] #futuretrends,#futureofwork [33] #futureofwork,#futurejobs [31] #futurejobs,#keynotespeaker [24] #leadership,#entrepreneurs [19] #futuriststrategy,#futuretrends [12] #leadership,#futureofwork [12] #foresight,#predictions [12] #predictions,#futuretrends Top Word Pairs in Tweet in G10:
[58] top,10 [57] 10,#digital [57] #digital,savvy [57] savvy,countries [57] countries,world [57] world,wef [57] wef,#digitaltransformation [57] #digitaltransformation,#digitization [57] #digitization,#ces2020 [57] #ces2020,#futureofwork Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Replied-To in G7:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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: