The graph represents a network of 4,689 Twitter users whose recent tweets contained "#4IR", 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, 15 May 2019 at 02:11 UTC.
The tweets in the network were tweeted over the 9-day, 10-hour, 42-minute period from Sunday, 05 May 2019 at 15:15 UTC to Wednesday, 15 May 2019 at 01:57 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 : 4689
Unique Edges : 8661
Edges With Duplicates : 6658
Total Edges : 15319
Self-Loops : 834
Reciprocated Vertex Pair Ratio : 0.0227506691373276
Reciprocated Edge Ratio : 0.044489179667841
Connected Components : 243
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 4018
Maximum Edges in a Connected Component : 14401
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.841628
Graph Density : 0.000451960037179456
Modularity : 0.462684
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[10838] gt,gt [2328] mikequindazzi,gt [823] gt,#ai [606] #ai,#iot [587] wef,mikequindazzi [473] #4ir,#sdgs [469] #socialmedia,#education [469] #education,#politics [469] #politics,#technology [469] #technology,#press Top Word Pairs in Tweet in G1:
[4390] gt,gt [986] mikequindazzi,gt [365] wef,mikequindazzi [283] gt,#ai [270] gt,wef [165] #robotics,#4ir [158] gt,#pwc [154] mikequindazzi,#ai [143] gt,mikequindazzi [139] #automation,#robotics Top Word Pairs in Tweet in G2:
[4763] gt,gt [959] mikequindazzi,gt [349] gt,#ai [199] #pwc,mikequindazzi [194] #futureofwork,gt [194] #ai,#iot [193] gt,#pwc [192] #4ir,gt [152] #iot,#bigdata [152] mikequindazzi,#ai Top Word Pairs in Tweet in G3:
[1077] gt,gt [296] #ai,#iot [259] mikequindazzi,gt [168] gt,#ai [114] #iot,#robotics [99] #robotics,#automation [98] #iot,#autonomous [93] #drones,fly [93] fly,fully [93] fully,synchronized Top Word Pairs in Tweet in G4:
[119] second,article [117] buzzindelhi,second [113] s,digital [111] digital,transformation [110] india,s [110] transformation,leading [110] leading,lesscash [109] article,#hbr [109] #hbr,study [109] study,continued Top Word Pairs in Tweet in G5:
[469] #endpoverty,#climateaction [469] #climateaction,#climatejustice [469] #climatejustice,#climatefinance [469] #climatefinance,#globalgoals [469] #globalgoals,#4ir [469] #4ir,#sdgs [469] #sdgs,#earthday [468] #socialmedia,#education [468] #education,#politics [468] #politics,#technology Top Word Pairs in Tweet in G6:
[206] #tech,#iot [169] #innovation,#robotics [169] #iot,#ai [120] gt,gt [113] #robotics,#tech [87] #ai,#engineering [87] #hrtech,#fintech [85] #office,chairs [85] chairs,push [85] push,themselves Top Word Pairs in Tweet in G7:
[31] link,#4ir [29] #4ir,#chainlink [26] new,#chainlink [23] #chainlink,service [23] service,announcement [23] announcement,sergey [23] sergey,speaking [23] speaking,2 [23] 2,10 [23] 10,2 Top Word Pairs in Tweet in G8:
[63] deputy,minister [62] presidential,commission [42] minister,pinky_kekana1 [37] commsza,deputy [36] #4ir,#buildingacapable4irarmy [33] induction,session [29] south,africa [26] #innovation,#4ir [24] governmentza,watch [23] commission,objective Top Word Pairs in Tweet in G9:
[10] beyond,#2ma [10] #2ma,#4ir [10] #4ir,purpose [10] purpose,#ai [8] shifting,education [8] education,#thewealthofglobalization's [8] #thewealthofglobalization's,#homopragmaticist [8] hit,#tag [6] #homopragmaticist,please [6] please,hit Top Word Pairs in Tweet in G10:
[31] gt,gt [18] domain,name [18] name,sale [18] sale,#domains [13] industrial,revolution [12] #domainsforsale,#dn [11] fourth,industrial [10] #domains,#domainsforsale [10] #iot,#iiot [9] dnjokerdotcom,domain Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G9:
Top Tweeters in G10: