The graph represents a network of 3,033 Twitter users whose recent tweets contained "futureofwork ", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 22:36 UTC.
The tweets in the network were tweeted over the 1725-day, 16-hour, 54-minute period from Thursday, 21 June 2018 at 07:05 UTC to Monday, 13 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3033
Unique Edges : 3563
Edges With Duplicates : 12925
Total Edges : 16488
Number of Edge Types : 9
Tweet : 1040
Replies to : 215
Quote : 161
MentionsInQuote : 1005
Mentions : 2935
Retweet : 3108
MentionsInRetweet : 6356
MentionsInReplyTo : 1665
MentionsInQuoteReply : 3
Self-Loops : 2321
Reciprocated Vertex Pair Ratio : 0.043155031731641
Reciprocated Edge Ratio : 0.0827394402920216
Connected Components : 500
Single-Vertex Connected Components : 294
Maximum Vertices in a Connected Component : 1934
Maximum Edges in a Connected Component : 14487
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.217127
Graph Density : 0.000625594276502883
Modularity : 0.283253
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,033 Twitter users whose recent tweets contained "futureofwork ", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 22:36 UTC.
The tweets in the network were tweeted over the 1725-day, 16-hour, 54-minute period from Thursday, 21 June 2018 at 07:05 UTC to Monday, 13 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[366] #iot,#iiot [268] #futureofwork,#leadership [225] #motivation,#futureofwork [221] #ai,#ml [184] future,work [181] #worklife,#motivation [180] iotchannel,iotcommunity [171] #tech,#emergingtech [168] #leadership,#worklifebalance [153] #ai,#artificialintelligence Top Word Pairs in Tweet in G1:
[355] #iot,#iiot [211] #ai,#ml [188] #motivation,#futureofwork [185] #futureofwork,#leadership [171] #tech,#emergingtech [160] #worklife,#motivation [153] iotchannel,iotcommunity [147] terenceleungsf,frronconi [146] #leadership,#worklifebalance [145] iotcommunity,iotchannel Top Word Pairs in Tweet in G2:
[31] tamaramccleary,#futureofwork [23] future,work [21] #futureofwork,#hr [21] artificial,intelligence [19] #worktrends,#futureofwork [18] #futureofwork,cc [17] #ai,#futureofwork [16] leading,voices [16] surge,forbes [16] guzmand's,#mercerchats Top Word Pairs in Tweet in G3:
[34] future,work [25] hashtag,# [20] #readyfornext,#areyouready [20] #futureofwork,#readyfornext [20] #areyouready,#creatingthefuture [13] #ai,#futureofwork [12] #industryinsights,#futureofwork [11] #digitaltransformation,#futureofwork [11] learn,more [9] futureofwork,hashtag Top Word Pairs in Tweet in G4:
[115] #ai,#artificialintelligence [107] #mi,#robotics [69] #robotics,#innovation [68] ronald_vanloon,#robot [52] #tech,#technology [50] #artificialintelligence,#tech [44] #artificialintelligence,#mi [39] follow,pdh_metaverse [39] pdh_metaverse,latest [37] 11am,1pm Top Word Pairs in Tweet in G5:
[84] #cx,#custserv [77] #ar,#vr [69] #hx,#xr [69] #xr,#ar [66] #ai,#machinelearning [46] #defi,#daos [46] #machinelearning,#iot [43] #vr,#cx [42] #virtualworld,#gamefi [42] #gamefi,#3d Top Word Pairs in Tweet in G6:
[46] #nlp,#nlg [39] mikequindazzi,#nlp [38] #nlg,#computervision [32] #computervision,#futureofwork [31] #ev,#futureofwork [29] #futureofwork,#autonomousvehicles [26] mikequindazzi,#ev [23] #autonomousvehicles,#ai [17] #artificialintelligence,destroy [17] destroy,laptop Top Word Pairs in Tweet in G7:
[27] iotchannel,iotcommunity [21] #digitaltransformation,#industry40 [19] #edgeai,#intelligentedge [19] #bigdata,#datascience [19] #ai,#edge [19] #iiot,#iotcommunity [19] #industry40,#digitaltwins [19] #edge,#edgeai [19] #5g,#digitaltransformation [19] #intelligentedge,#5g Top Word Pairs in Tweet in G8:
[17] future,work [10] #cybersecurity,#cybereducation [10] remote,work [9] avepoint,world [9] embraces,technological [9] automation,tools [9] world,embraces [9] #futureofwork,automation [9] technological,innovations [9] #cybereducation,#futureofwork Top Word Pairs in Tweet in G9:
[5] automation,venturebeat [5] teachers,ai [5] rethink,education [5] one,talks [5] education,replacing [5] mentoring,kids [5] ai,rethink [5] ai,mentoring [5] rise,ai [5] replacing,teachers Top Word Pairs in Tweet in G10:
[51] violence,harassment [50] #genderequality,perpetuate [50] girls,better [50] advance,#genderequality [50] online,work [50] against,#women [50] perpetuate,violence [50] harassment,against [50] help,advance [50] work,help Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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Top Mentioned in G6:
Top Mentioned in G7:
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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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: