The graph represents a network of 7,754 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 Tuesday, 26 October 2021 at 16:25 UTC.
The tweets in the network were tweeted over the 8-day, 15-hour, 30-minute period from Sunday, 17 October 2021 at 23:47 UTC to Tuesday, 26 October 2021 at 15:17 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 : 7754
Unique Edges : 28892
Edges With Duplicates : 31604
Total Edges : 60496
Number of Edge Types : 5
MentionsInRetweet : 37035
Mentions : 8565
Retweet : 11222
Replies to : 313
Tweet : 3361
Self-Loops : 3790
Reciprocated Vertex Pair Ratio : 0.0423441338168207
Reciprocated Edge Ratio : 0.0812478958590506
Connected Components : 1180
Single-Vertex Connected Components : 700
Maximum Vertices in a Connected Component : 5240
Maximum Edges in a Connected Component : 56723
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.964436
Graph Density : 0.000592912838519147
Modularity : 0.329421
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,754 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 Tuesday, 26 October 2021 at 16:25 UTC.
The tweets in the network were tweeted over the 8-day, 15-hour, 30-minute period from Sunday, 17 October 2021 at 23:47 UTC to Tuesday, 26 October 2021 at 15:17 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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1261] #iot,#iiot [1046] #machinelearning,#bigdata [1044] #bigdata,#analytics [886] #ai,#machinelearning [858] #analytics,#datascience [829] #javascript,#reactjs [826] #100daysofcode,#futureofwork [756] #datascience,#iot [742] #cloudcomputing,#serverless [694] #reactjs,#cloudcomputing Top Word Pairs in Tweet in G1:
[1051] #iot,#iiot [862] #bigdata,#analytics [833] #machinelearning,#bigdata [730] #analytics,#datascience [720] #javascript,#reactjs [704] #100daysofcode,#futureofwork [647] #cloudcomputing,#serverless [627] #datascience,#iot [605] #reactjs,#cloudcomputing [593] #ai,#machinelearning Top Word Pairs in Tweet in G2:
[351] #bigdata,#ml [322] #ai,#aiio [322] #aiio,#bigdata [322] #ml,#nlu [322] #nlu,#futureofwork [235] #hr,#futureofwork [217] artificial,intelligence [201] #ai,#machinelearning [190] #machinelearning,#bigdata [177] #futureofwork,#hr Top Word Pairs in Tweet in G3:
[180] mitchzenger,synctrics [158] #futureofwork,#leadership [149] #leadership,#futureofwork [118] dlaignite,#socialselling [108] #socialselling,#digitalselling [102] #startup,#startups [93] #csr,#corpgov [89] #aml,#crypto [84] #digitalselling,#leadership [81] #esg,#saas Top Word Pairs in Tweet in G4:
[69] future,work [40] facing,workforce [36] #futureofwork,#remotework [36] #hybridworkplace,#futureofwork [34] hybrid,work [29] learn,more [25] workforce,#futureofwork [22] find,more [22] future,hybrid [21] hybrid,let's Top Word Pairs in Tweet in G5:
[63] #cloud,#edge [37] #digitaltransformation,#peggysmedley [37] future,hybrid [37] hybrid,let's [37] workforce,#futureofwork [36] #futureofwork,#hybridwork [36] let's,ahead [36] ahead,biggest [36] biggest,#cybersecurity [36] #cybersecurity,challenges Top Word Pairs in Tweet in G6:
[87] #futuretrends,#futureofwork [86] #futureofwork,#futurejobs [78] #iot,#sustainability [76] #sustainability,#ai [76] #futureofwork,#infrastructure [74] #cloud,#edge [70] #edge,#futureofwork [69] #ai,#5g [69] #5g,#cloud [68] #construction,#iot Top Word Pairs in Tweet in G7:
[62] #ar,#vr [59] #futureofwork,cc [58] #ai,#machinelearning [56] #robotics,#automation [54] ways,#5g [54] #5g,transform [54] transform,world [54] #iot,#robotics [54] cc,haroldsinnott [53] world,wef Top Word Pairs in Tweet in G8:
[49] #videocollaboration,#futureofwork [36] #webex,makes [36] makes,#hybridwork [36] #hybridwork,more [36] more,flexible [36] flexible,inclusive [36] inclusive,supportive [36] supportive,secure [36] secure,ai [36] ai,based Top Word Pairs in Tweet in G9:
[59] #hybridwork,#futureofwork [55] #futureofwork,#2021worktrends [55] #2021worktrends,#remotework [55] #remotework,#videocalls [55] #videocalls,#collaboration [55] #collaboration,#communication [48] mergecom,nzstuff [26] video,window [21] #hr,#humanresources [21] #humanresources,#humancapital Top Word Pairs in Tweet in G10:
[7] leaders,know [7] know,include [7] include,avoid [7] avoid,creating [7] creating,hybrid [7] hybrid,work [7] work,policy [7] analyst,graham [7] graham,waller [7] waller,#futureofwork Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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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:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: