The graph represents a network of 7,995 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, 04 March 2020 at 09:34 UTC.
The tweets in the network were tweeted over the 5-day, 1-hour, 3-minute period from Friday, 28 February 2020 at 07:22 UTC to Wednesday, 04 March 2020 at 08:25 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 : 7995
Unique Edges : 31738
Edges With Duplicates : 44240
Total Edges : 75978
Number of Edge Types : 5
Retweet : 2407
MentionsInRetweet : 62199
Tweet : 2328
Mentions : 8390
Replies to : 654
Self-Loops : 2378
Reciprocated Vertex Pair Ratio : 0.0236350116847249
Reciprocated Edge Ratio : 0.04617859181238
Connected Components : 898
Single-Vertex Connected Components : 472
Maximum Vertices in a Connected Component : 5948
Maximum Edges in a Connected Component : 73286
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.229832
Graph Density : 0.000603110243877405
Modularity : 0.338585
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 7,995 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, 04 March 2020 at 09:34 UTC.
The tweets in the network were tweeted over the 5-day, 1-hour, 3-minute period from Friday, 28 February 2020 at 07:22 UTC to Wednesday, 04 March 2020 at 08:25 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:
[9013] gt,gt [1348] mikequindazzi,gt [1336] #robotics,#futureofwork [1090] #futureofwork,#infographics [1028] #ml,#dl [986] #ai,#ml [955] #iot,#machinelearning [952] #mpgvip,#defstar5 [929] #blockchain,#robotics [909] #tech,#iot Top Word Pairs in Tweet in G1:
[3044] gt,gt [472] mikequindazzi,gt [404] #ai,#iot [337] #digitaltransformation,#futureofwork [330] #futureofwork,cc [325] cc,spirosmargaris [324] #futureofwork,#ai [299] wef,mikequindazzi [295] #robotics,#ai [283] #ai,#artificialintelligence Top Word Pairs in Tweet in G2:
[5716] gt,gt [1035] #robotics,#futureofwork [990] #futureofwork,#infographics [915] #ai,#ml [883] #mpgvip,#defstar5 [861] #iot,#machinelearning [856] #blockchain,#robotics [844] #ml,#dl [843] mikequindazzi,gt [822] #tech,#iot Top Word Pairs in Tweet in G3:
[193] #socialselling,#digitalselling [158] dlaignite,#socialselling [119] #leadership,#futureofwork [98] #digitalselling,#leadership [85] #industry40,#automation [84] timothy_hughes,dlaignite [83] #futureofwork,#employeeexperience [82] #futureofwork,#industry40 [75] #futuretrends,#futureofwork [75] #futureofwork,#futurejobs Top Word Pairs in Tweet in G4:
[37] future,work [14] learn,more [11] #ai,#futureofwork [11] #recruitment,#futureofwork [10] #ai,#automation [10] work,#futureofwork [10] #futureofwork,#hr [10] transform,#futureofwork [10] #smarterhr,#recruitment [9] #hr,needs Top Word Pairs in Tweet in G5:
[182] yourstoryco,#futureofwork [164] #fow2020,#futureofwork [133] #yourstory,yourstoryco [128] #fow2020,event [94] event,#yourstory [82] #futureofwork,#fow2020 [56] #iot,#ai [55] co,founder [55] #digitaltransformation,#businessagility [55] #businessagility,#cx Top Word Pairs in Tweet in G6:
[38] #futureofwork,#cio [36] #cio,#chro [34] during,#coronavirus [32] #futureofwork,kulawschool [31] effective,strategies [31] strategies,tools [30] tools,#remotework [30] #remotework,during [25] #digitalworkplace,#employeeexperience [22] #coronavirus,guide Top Word Pairs in Tweet in G7:
[104] gt,gt [79] #techforgood,#socent [67] #socent,#futureofwork [61] free,tools [35] #futureofwork,#longevity [31] artificial,intelligence [26] #digitaltransformation,#digitalchange [26] #digitalchange,#futureofwork [25] #longevity,#womeninstem [24] tools,help Top Word Pairs in Tweet in G8:
[263] truck,drivers [263] drivers,work [263] work,remotely [133] #ar,#iot [132] thanks,#5g [132] remotely,using [132] using,#vr [132] #vr,#ar [132] #iot,#transport [132] #transport,#futureofwork Top Word Pairs in Tweet in G9:
[63] #futureofwork,#jobs [53] #futureofwork,#leadership [52] #peopleanalytics,#futureofwork [45] #hrtech,#goalvana [44] mitchzenger,synctrics [44] #okr,#futureofwork [41] hr,technologist [38] people,analytics [31] #hrtech,#syncademy [30] #synctrics,#peopleanalytics Top Word Pairs in Tweet in G10:
[65] cc,haroldsinnott [32] gt,gt [27] #futureofwork,#techforgood [27] please,follow [27] follow,ganeshatkale [27] #futureofwork,#digitaltransformation [26] skills,need [26] need,outsmart [26] outsmart,#robots [26] #robots,workplace Top Replied-To in Entire Graph:
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Top Replied-To in G5:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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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:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G9:
Top Tweeters in G10: