The graph represents a network of 8,566 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, 29 April 2020 at 22:54 UTC.
The tweets in the network were tweeted over the 6-day, 20-hour, 11-minute period from Thursday, 23 April 2020 at 01:40 UTC to Wednesday, 29 April 2020 at 21:51 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 : 8566
Unique Edges : 32113
Edges With Duplicates : 40181
Total Edges : 72294
Number of Edge Types : 5
Retweet : 12757
MentionsInRetweet : 47598
Mentions : 8381
Tweet : 2897
Replies to : 661
Self-Loops : 3318
Reciprocated Vertex Pair Ratio : 0.0351077987756188
Reciprocated Edge Ratio : 0.0678340919025946
Connected Components : 1124
Single-Vertex Connected Components : 606
Maximum Vertices in a Connected Component : 6214
Maximum Edges in a Connected Component : 69109
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.19737
Graph Density : 0.000530055491653762
Modularity : 0.336086
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 8,566 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, 29 April 2020 at 22:54 UTC.
The tweets in the network were tweeted over the 6-day, 20-hour, 11-minute period from Thursday, 23 April 2020 at 01:40 UTC to Wednesday, 29 April 2020 at 21:51 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 : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[8963] gt,gt [1206] mikequindazzi,gt [941] gt,#ai [887] #ai,#iot [778] #ai,#ml [696] #futureofwork,#ai [652] #machinelearning,#deeplearning [638] #ml,#dl [574] #ai,#futureofwork [526] #futureofwork,gt Top Word Pairs in Tweet in G1:
[6942] gt,gt [932] mikequindazzi,gt [715] gt,#ai [515] #machinelearning,#deeplearning [473] #ai,#iot [409] #futureofwork,gt [382] mitchzenger,synctrics [364] #ml,#dl [298] #pwc,mikequindazzi [297] #ai,#robotics Top Word Pairs in Tweet in G2:
[1691] gt,gt [297] #ai,#futureofwork [269] #ai,#iot [247] #futureofwork,cc [232] mikequindazzi,gt [221] #mercerchats,#futureofwork [191] gt,#ai [184] #iot,#futureofwork [179] #robotics,#ai [174] mikequindazzi,#iot Top Word Pairs in Tweet in G3:
[49] future,work [37] covid,19 [20] check,out [19] #covid19,#futureofwork [17] #remotework,#futureofwork [14] #digitaltransformation,#futureofwork [14] #smarterhr,#recruitment [14] #recruitment,#futureofwork [13] #futureofwork,#hr [13] read,more Top Word Pairs in Tweet in G4:
[191] mikequindazzi,#iot [162] #iot,#5g [142] #futureofwork,cc [142] jeffkagan,chboursin [140] louisserge,jblefevre60 [137] andi_staub,louisserge [137] digitalcolmer,jeffkagan [136] nissan,mikequindazzi [136] jblefevre60,digitalcolmer [128] #autonomousdriving,#robotics Top Word Pairs in Tweet in G5:
[49] way,work [37] future,work [23] new,normal [20] #digitaltransformation,#futureofwork [17] #bridginggaps,#futureofwork [17] #futureofwork,#recruiting [17] #recruiting,#sourcematch [16] work,changing [15] common,denominators [15] denominators,#innovation Top Word Pairs in Tweet in G6:
[399] #ai,#ml [392] #python,#java [387] #java,#keras [387] #keras,#reactjs [387] #reactjs,#vuejs [387] #vuejs,#rstats [387] #rstats,#nosql [387] #nosql,#scala [387] #scala,#linux [383] #linux,#aws Top Word Pairs in Tweet in G7:
[36] #flexibleworkspace,news [36] news,daily [36] daily,digest [32] #coworking,#futureofwork [23] #community,#coworking [22] #coworking,#workplace [21] #futureofwork,#workspace [16] #remotework,#futureofwork [16] #flexibleworkspace,#remotework [15] covid,19 Top Word Pairs in Tweet in G8:
[62] #games,#gamification [61] #workforce,#futureofwork [59] #work,#workforce [59] #futureofwork,#jobs [59] #jobs,#tech [59] #training,#business [59] #business,#leadership [59] #leadership,#startup [59] #startup,#innovation [59] #innovation,#games Top Word Pairs in Tweet in G9:
[34] latest,ilo [34] ilo,ilr [34] ilr,free [34] free,access [34] access,online [34] online,new [34] new,article [34] article,presenting [34] presenting,social [34] social,institutions Top Word Pairs in Tweet in G10:
[15] #cloud,#futureofwork [15] future,transportation [15] transportation,#transportation [15] #transportation,#flyingcar [15] #flyingcar,#futureofwork [15] #futureofwork,#futuretech [15] wondering,#futureofwork [15] #futureofwork,look [15] look,here [15] here,ideas Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G10: