The graph represents a network of 3,848 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 22:37 UTC.
The tweets in the network were tweeted over the 1557-day, 20-hour, 59-minute period from Thursday, 04 October 2018 at 04:00 UTC to Monday, 09 January 2023 at 00:59 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 : 3848
Unique Edges : 2529
Edges With Duplicates : 10638
Total Edges : 13167
Number of Edge Types : 9
Mentions : 2142
MentionsInQuote : 456
Retweet : 3616
MentionsInRetweet : 5402
Tweet : 844
Quote : 62
MentionsInReplyTo : 496
Replies to : 133
MentionsInQuoteReply : 16
Self-Loops : 1622
Reciprocated Vertex Pair Ratio : 0.0360344209394048
Reciprocated Edge Ratio : 0.0695622079944627
Connected Components : 366
Single-Vertex Connected Components : 219
Maximum Vertices in a Connected Component : 3055
Maximum Edges in a Connected Component : 11681
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.247525
Graph Density : 0.000390387087813654
Modularity : 0.360999
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,848 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 22:37 UTC.
The tweets in the network were tweeted over the 1557-day, 20-hour, 59-minute period from Thursday, 04 October 2018 at 04:00 UTC to Monday, 09 January 2023 at 00:59 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:
[1340] more,job [1339] enjoying,more [1339] disabilities,enjoying [1339] people,disabilities [1338] here's,reason [1338] reason,1000 [1338] changing,people's [1338] #remotework,changing [1338] people's,lives [1338] 1000,#remotework Top Word Pairs in Tweet in G1:
[1333] people's,lives [1333] reason,1000 [1333] lives,people [1333] enjoying,more [1333] disabilities,enjoying [1333] more,job [1333] people,disabilities [1333] here's,reason [1333] changing,people's [1333] 1000,#remotework Top Word Pairs in Tweet in G2:
[114] #futureofwork,#innovation [98] #innovation,#technology [95] #datascience,#bigdata [90] #bigdata,#analytics [89] benefits,using [89] the8,benefits [89] using,workforce [89] workforce,#analytics [89] #analytics,tmi_insights [89] tmi_insights,#futureofwork Top Word Pairs in Tweet in G3:
[60] #remotework,#remotejobs [60] #wfh,#remoteworking [60] #workfromhome,#wfh [60] #remoteworking,#futureofwork [60] #remotejobs,#workfromhome [52] apply,#remotework [46] case,studies [46] human,machine [46] completely,run [46] pioneers,predicted Top Word Pairs in Tweet in G4:
[95] #ai,#artificialintelligence [58] #tech,#technology [49] #artificialintelligence,#mi [39] #nlg,#computervision [39] #nlp,#nlg [38] #technology,#futureofwork [38] #techforgood,#tech [36] gigadgets_,#techforgood [36] #computervision,#futureofwork [34] mikequindazzi,#nlp Top Word Pairs in Tweet in G5:
[147] #iot,#iiot [109] #ai,#ml [108] #iiot,#iotpl [86] #iotpl,#iotcl [41] #futureofwork,#digitaltransformation [41] #ml,#machinelearning [39] #tech,#emergingtech [32] #datascience,#analytics [28] #ai,#machinelearning [26] #futureofwork,#industry40 Top Word Pairs in Tweet in G6:
[4] #proofofwork,#proofofcommunity [3] #proof,#proofofwork [3] #worldpeace,#worldpeaceproject [3] cia,fbi [3] venus,project [2] #futureofwork,#hope [2] soshumanity_de,bmz_bund [2] china,fes_russia [2] #proofofcommunity,#futureofwork [2] cia,nsagov Top Word Pairs in Tweet in G7:
[22] #bigdata,#ml [22] #ai,#aiio [22] #aiio,#bigdata [22] #ml,#nlu [21] #nlu,#futureofwork [5] skills,#ai [5] critical,thinking [5] #ai,#technology [5] #artificialintelligence,impair [5] #decisionmaking,skills Top Word Pairs in Tweet in G8:
[58] #artificialintelligence,#emergingtechnology [58] humanity,ai [58] ai,#artificialintelligence [58] future,humanity [57] #emergingtechnology,#futureofwor [57] deborahmcollier,future [48] article,suggested [48] latest,article [48] future,read [48] culture,future Top Word Pairs in Tweet in G9:
[44] spend,nine [44] day,sitting [44] sitting,desk [44] hours,day [44] future,according [44] according,research [44] #workstation,future [44] research,spend [44] nine,hours [43] pascal_bornet,#workstation Top Word Pairs in Tweet in G10:
[11] dm,help [11] caring,others [11] longevity,caring [11] human,longevity [11] research,shown [11] clinic,research [11] others,happens [11] mayo,clinic [11] happens,key [11] #programming,#ai Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G10:
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: