The graph represents a network of 3,031 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 22:36 UTC.
The tweets in the network were tweeted over the 1763-day, 10-hour, 59-minute period from Monday, 07 May 2018 at 14:01 UTC to Monday, 06 March 2023 at 01:00 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 : 3031
Unique Edges : 3093
Edges With Duplicates : 11242
Total Edges : 14335
Number of Edge Types : 9
Tweet : 973
Retweet : 3229
MentionsInRetweet : 5734
Mentions : 2588
MentionsInReplyTo : 710
Replies to : 170
Quote : 117
MentionsInQuote : 796
MentionsInQuoteReply : 18
Self-Loops : 1887
Reciprocated Vertex Pair Ratio : 0.0480340887081154
Reciprocated Edge Ratio : 0.0916651265939752
Connected Components : 490
Single-Vertex Connected Components : 278
Maximum Vertices in a Connected Component : 1871
Maximum Edges in a Connected Component : 11747
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.088513
Graph Density : 0.000589181319979573
Modularity : 0.3081
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,031 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 22:36 UTC.
The tweets in the network were tweeted over the 1763-day, 10-hour, 59-minute period from Monday, 07 May 2018 at 14:01 UTC to Monday, 06 March 2023 at 01:00 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:
[329] #ai,#artificialintelligence [230] #iot,#iiot [187] #100daysofcode,#codenewbie [185] #codenewbie,#womenwhocode [178] #womenwhocode,#programming [178] #programming,#datascience [173] mitchzenger,synctrics [168] #futureofwork,#leadership [168] #artificialintelligence,#mi [166] #artificialintelligence,#automation Top Word Pairs in Tweet in G1:
[211] #iot,#iiot [137] #ai,#ml [98] #iiot,#iotpl [87] #ev,#futureofwork [83] #tech,#emergingtech [83] #iotpl,#iotcl [80] terenceleungsf,frronconi [79] mikequindazzi,#ev [78] #ai,#machinelearning [75] iotcommunity,iotchannel Top Word Pairs in Tweet in G2:
[32] future,work [25] #remotework,#remotejobs [25] remote,job [24] #wfh,#remoteworking [24] #workfromhome,#wfh [24] #remoteworking,#futureofwork [24] #remotejobs,#workfromhome [19] apply,#remotework [11] #hybridwork,#futureofwork [11] reinvent,#futureofwork Top Word Pairs in Tweet in G3:
[250] #ai,#artificialintelligence [134] #artificialintelligence,#mi [105] gigadgets_,#ai [96] #mi,#robotics [85] ronald_vanloon,#robot [49] #futureofwork,#techforgood [49] #engineering,#futureofwork [47] #innovation,#techforgood [47] #techforgood,cc [46] #techforgood,#engineering Top Word Pairs in Tweet in G4:
[81] #motivation,#futureofwork [80] #worklife,#motivation [74] #futureofwork,#leadership [61] #leadership,#worklifebalance [40] #innovation,#tech [39] #worklifebalance,credits [38] #chatgpt3,#ai [37] electronic,devices [37] evolution,electronic [37] artificial,intelligence Top Word Pairs in Tweet in G5:
[16] #futureofwork,forbes [14] corporate,responsibility [14] reboot,company's [14] #futureofwork,read [14] company's,#futureofwork [14] demonstrating,corporate [14] one,way [14] #business,leaders [14] read,insights [14] way,reboot Top Word Pairs in Tweet in G6:
[118] #artificialintelligence,#automation [72] #digitalhealth,#healthtech [69] #healthtech,#iot [68] #iot,#technology [63] #data,#artificialintelligence [58] #technology,#openai [58] #chatgpt,#data [58] #automation,#digitalhealth [58] tools,#chatgpt [57] #automation,#research Top Word Pairs in Tweet in G7:
[15] #futureofwork,#leadership [14] freelancing,#futureofwork [14] part,freelancing [14] favorite,part [13] usebraintrust,favorite [12] future,work [9] future,britain [7] leaders,requires [7] choices,adapt [7] adapt,replaced Top Word Pairs in Tweet in G8:
[6] #digitaltransformation,#futureofwork [6] transformation,businessreview [6] business,intelligence [6] intelligence,help [6] help,digital [6] digital,transformation [6] businessreview,#ai [6] gt,gt [6] thinkers360,#futureofwork [5] media,literacy Top Word Pairs in Tweet in G9:
[181] #100daysofcode,#codenewbie [179] #codenewbie,#womenwhocode [174] #programming,#datascience [173] #womenwhocode,#programming [138] #datascience,#academictwitter [58] #academictwitter,#machinelearning [33] #machinelearning,#serverless [33] #iotpl,#rstats [32] #serverless,#ml [31] #devops,#bigdata Top Word Pairs in Tweet in G10:
[19] future,work [17] iza,mohamedou [17] head,oecd [17] ms,iza [17] global,perspective [17] mohamedou,head [17] perspective,future [12] centre,skills [12] orating,global [12] oecd,centre Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: