The graph represents a network of 8,139 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, 19 February 2020 at 16:20 UTC.
The tweets in the network were tweeted over the 5-day, 2-hour, 29-minute period from Friday, 14 February 2020 at 12:30 UTC to Wednesday, 19 February 2020 at 14:59 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 : 8139
Unique Edges : 33295
Edges With Duplicates : 45637
Total Edges : 78932
Number of Edge Types : 5
Mentions : 8036
MentionsInRetweet : 65418
Retweet : 2626
Replies to : 570
Tweet : 2282
Self-Loops : 2352
Reciprocated Vertex Pair Ratio : 0.0148556665176132
Reciprocated Edge Ratio : 0.0292764124155488
Connected Components : 974
Single-Vertex Connected Components : 527
Maximum Vertices in a Connected Component : 5819
Maximum Edges in a Connected Component : 75901
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.221257
Graph Density : 0.000616771914358143
Modularity : 0.309735
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 8,139 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, 19 February 2020 at 16:20 UTC.
The tweets in the network were tweeted over the 5-day, 2-hour, 29-minute period from Friday, 14 February 2020 at 12:30 UTC to Wednesday, 19 February 2020 at 14:59 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:
[8413] gt,gt [2129] #mpgvip,#defstar5 [1911] #makeyourownlane,#mpgvip [1190] mikequindazzi,gt [1171] 10,years [1166] years,ago [1166] #tech4good,#futureofwork [1164] #techforgood,#tech4good [1163] 10,jobs [1161] jobs,exist Top Word Pairs in Tweet in G1:
[1437] gt,gt [417] #ai,#iot [404] #futureofwork,#ai [336] #futureofwork,cc [321] #robotics,#automation [310] cc,haroldsinnott [308] mikequindazzi,haroldsinnott [306] #ai,#futureofwork [272] #futureofwork,#techforgood [263] #robotics,#iot Top Word Pairs in Tweet in G2:
[6240] gt,gt [1989] #mpgvip,#defstar5 [1787] #makeyourownlane,#mpgvip [1123] #techforgood,#tech4good [1122] 10,jobs [1121] jobs,exist [1121] exist,10 [1121] 10,years [1121] years,ago [1121] #tech4good,#futureofwork Top Word Pairs in Tweet in G3:
[216] #socialselling,#digitalselling [193] dlaignite,#socialselling [128] #leadership,#futureofwork [108] timothy_hughes,dlaignite [103] #futureofwork,#industry40 [101] #industry40,#automation [81] passle,timothy_hughes [76] #futureofwork,#digitaltransformation [69] passle,dlaignite [60] #iot,#ai Top Word Pairs in Tweet in G4:
[640] gt,gt [160] #futureofwork,cc [154] #ai,#iot [132] define,#futureofwork [130] mikequindazzi,#ai [128] helping,define [126] #iot,#4ir [126] spirosmargaris,jblefevre60 [126] #robots,#iot [124] #robotic,server Top Word Pairs in Tweet in G5:
[31] future,work [13] work,#futureofwork [12] #futureofwork,#hr [11] #futureofwork,#futureofhr [9] #collaboration,#futureofwork [9] #digitaltransformation,#futureofwork [9] #recruitment,#futureofwork [9] #bigthreeconsulting,#mckinsey [9] #mckinsey,mckinsey_mgi [8] #futureofwork,#technology Top Word Pairs in Tweet in G6:
[33] #eescplenary,debate [31] #futureofwork,#socialrights [31] #demdebate,#yanggang [30] pillar,#socialrights [30] #techforgood,#socent [29] debate,guyryder [25] european,pillar [25] andrewyang,exchangeseva [24] director,general [23] exchangeseva,unitethepoor Top Word Pairs in Tweet in G7:
[391] papryka5,pasqualetotaro [391] pasqualetotaro,dianadep1 [391] dianadep1,gaiagaudenzi [391] gaiagaudenzi,yebosfaye [391] yebosfaye,biagio960 [391] agustin_gut,monicasloves [391] monicasloves,huskorkut [391] huskorkut,scastaldi9 [391] scastaldi9,torillo59 [391] torillo59,albertopetro2 Top Word Pairs in Tweet in G8:
[69] #futureofwork,look [67] 2050,average [67] average,european [67] european,47 [67] 47,years [67] years,old [67] old,half [67] half,million [67] million,centenarians [67] centenarians,#futureofwork Top Word Pairs in Tweet in G9:
[18] #futureofwork,#leadership [12] #futureofwork,bright [12] bright,indeed [12] indeed,cognizant [12] cognizant,#becognizant [9] around,world [8] people,work [8] ga,ga_la [8] #allinlausd,#careerteched [8] #careerteched,#futureofwork Top Word Pairs in Tweet in G10:
[59] #futuretrends,#futureofwork [59] #futureofwork,#futurejobs [54] #futurejobs,#keynotespeaker [47] #work,#workforce [47] #workforce,#futureofwork [47] #futureofwork,#jobs [44] #jobs,#tech [43] #games,#gamification [42] #innovation,#games [40] #tech,#millennials Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G10: