The graph represents a network of 9,112 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, 30 September 2020 at 15:55 UTC.
The tweets in the network were tweeted over the 6-day, 20-hour, 40-minute period from Wednesday, 23 September 2020 at 17:45 UTC to Wednesday, 30 September 2020 at 14:25 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 : 9112
Unique Edges : 36366
Edges With Duplicates : 51114
Total Edges : 87480
Number of Edge Types : 5
Retweet : 12171
Tweet : 3070
MentionsInRetweet : 61280
Mentions : 10128
Replies to : 831
Self-Loops : 3423
Reciprocated Vertex Pair Ratio : 0.0349864824953995
Reciprocated Edge Ratio : 0.0676076124415567
Connected Components : 1246
Single-Vertex Connected Components : 712
Maximum Vertices in a Connected Component : 6458
Maximum Edges in a Connected Component : 83603
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.199423
Graph Density : 0.00054875104421336
Modularity : 0.327667
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,112 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, 30 September 2020 at 15:55 UTC.
The tweets in the network were tweeted over the 6-day, 20-hour, 40-minute period from Wednesday, 23 September 2020 at 17:45 UTC to Wednesday, 30 September 2020 at 14:25 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:
[750] world,work [749] #futureofwork,#innovation [726] new,world [690] #ai,#ml [681] #msignite,#futureofwork [678] thrive,new [672] re,empowering [670] updates,microsoftteams [670] microsoftteams,meetings [670] meetings,project Top Word Pairs in Tweet in G1:
[395] #bigdata,#ml [391] #ml,#nlu [391] #nlu,#futureofwork [372] #aiio,#bigdata [367] #ai,#machinelearning [328] #ai,#aiio [287] #machinelearning,#deeplearning [283] #artificialintelligence,#machinelearning [265] #ai,#iot [263] #futureofwork,#digitaltransformation Top Word Pairs in Tweet in G2:
[477] #futureofwork,#innovation [206] #iot,#technology [196] #robotics,#drones [191] #vr,#iot [182] nicochan33,enricomolinari [178] #ai,#ar [178] #ar,#vr [177] #tech,#robotics [177] #datascience,#wearables [177] #wearables,#futureofwork Top Word Pairs in Tweet in G3:
[494] #ai,#ml [462] #python,#java [434] #cloud,#iot [414] angelicagallegs,yukarikingdom18 [414] yukarikingdom18,mhall55nine [414] mhall55nine,eoff_sylvia [414] semicvet50,brindusab1 [414] yebosfaye,biagio960 [414] agustin_gut,monicasloves [414] monicasloves,huskorkut Top Word Pairs in Tweet in G4:
[80] daily,commute [45] future,work [44] #futureofwork,#remoteworking [42] #newnormal,#futureofwork [41] moving,forward [41] according,gartner [41] gartner,3 [41] 3,4 [41] 4,cfos [41] cfos,plan Top Word Pairs in Tweet in G5:
[658] re,empowering [658] thrive,new [658] new,world [658] world,work [656] updates,microsoftteams [656] microsoftteams,meetings [656] meetings,project [656] project,cortex [656] cortex,discover [656] discover,re Top Word Pairs in Tweet in G6:
[166] mitchzenger,synctrics [74] people,analytics [50] #peopleanalytics,#futureofwork [41] future,work [38] hr,tech [32] register,now [32] great,things [31] #futureofwork,#digitalworkplace [30] check,out [30] #digitalworkplace,#futureofwork Top Word Pairs in Tweet in G7:
[29] #citrixconverge,2020 [29] future,work [24] olivia,nottebohm [21] #collaboration,#futureofwork [20] nottebohm,coo [20] coo,dropbox [19] #futureofwork,#digitaltransformation [18] #coo,#operations [18] work,2021 [18] registration,#citrixconverge Top Word Pairs in Tweet in G8:
[22] learn,more [22] future,work [15] #futureofwork,#asugsvsummit [15] grand,challenge [15] powered,xprize [15] xprize,solvemit [14] #unreasonablefuture,#futureofwork [14] study,mitsmr [11] unreasonable,fossil_fdn [11] here,#futureofwork Top Word Pairs in Tweet in G9:
[25] #futureofwork,#futureforworkers [25] #cdnecon,#futureofwork [22] covid,19 [22] gopinathan,tcs [19] work,home [19] new,#skillsnext [19] #skillsnext,report [19] fsc_ccf_en,examines [19] examines,barriers [19] barriers,blocking Top Word Pairs in Tweet in G10:
[47] #futureofwork,#leadership [11] #leadership,#futureofwork [11] #hrps,#futureofwork [9] find,out [8] read,here [8] #futureofwork,#leadershipdevelopment [8] #futureofwork,#networking [7] 6,key [7] key,traits [7] save,200 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:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G10: