The graph represents a network of 3,608 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 Friday, 26 April 2019 at 14:18 UTC.
The tweets in the network were tweeted over the 9-day, 8-hour, 28-minute period from Wednesday, 17 April 2019 at 05:38 UTC to Friday, 26 April 2019 at 14:07 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 : 3625
Unique Edges : 12564
Edges With Duplicates : 9726
Total Edges : 22290
Number of Edge Types : 4
Replies to : 270
Mentions : 16626
Retweet : 4504
Tweet : 890
Self-Loops : 992
Reciprocated Vertex Pair Ratio : 0.0109014103699666
Reciprocated Edge Ratio : 0.0215677023657074
Connected Components : 235
Single-Vertex Connected Components : 112
Maximum Vertices in a Connected Component : 3027
Maximum Edges in a Connected Component : 21315
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.523159
Graph Density : 0.00112940549592753
Modularity : 0.405496
NodeXL Version : 1.0.1.411
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[10080] gt,gt [1957] mikequindazzi,gt [753] #4ir,gt [575] mikequindazzi,diioannid [566] diioannid,grattonboy [551] #machinelearning,#deeplearning [523] gt,#ai [486] #ai,#iot [485] #iot,#ai [471] wef,mikequindazzi Top Word Pairs in Tweet in G1:
[4159] gt,gt [871] mikequindazzi,gt [305] wef,mikequindazzi [303] gt,wef [271] gt,#iot [241] #4ir,gt [232] gt,mikequindazzi [226] #iot,#autonomousvehicles [226] #autonomousvehicles,#machinelearning [226] #machinelearning,#facialrecognition Top Word Pairs in Tweet in G2:
[5303] gt,gt [955] mikequindazzi,gt [475] #4ir,gt [341] #machinelearning,#deeplearning [272] gt,#ai [198] #ai,#iot [185] #pwc,mikequindazzi [182] #iot,#iiot [177] #ai,#ml [176] gt,#pwc Top Word Pairs in Tweet in G3:
[555] gt,gt [493] mikequindazzi,diioannid [488] diioannid,grattonboy [399] grattonboy,dinisguarda [393] jblefevre60,mikequindazzi [339] mclynd,jblefevre60 [318] kashthefuturist,gvalan [309] ronald_vanloon,mclynd [298] #tech,#iot [291] #4ir,ronald_vanloon Top Word Pairs in Tweet in G4:
[52] #chainlink,link [43] #4ir,#chainlink [27] #chainlink,#4ir [22] industrial,revolution [21] fomo_the_fud,chainlinkgod [20] link,#chainlink [19] #chainlink,#smartcontracts [19] #smartcontracts,#4ir [19] hexagon1981,ltcollinkarski [19] timbo_akimbo,thelinkmarine1 Top Word Pairs in Tweet in G5:
[18] industrial,revolution [13] fourth,industrial [12] 4,0 [10] revolution,#4ir [8] industry,4 [6] #4ir,#iot [5] #fintech,#insurtech [5] #business,#4ir [5] #iot,#4ir [5] 4th,industrial Top Word Pairs in Tweet in G6:
[119] #business,#startups [117] #socialmedia,#education [114] #education,#politics [114] #politics,#technology [114] #technology,#press [114] #endpoverty,#climateaction [114] #climateaction,#climatejustice [113] #climatejustice,#climatefinance [112] #globalgoals,#4ir [111] #climatefinance,#globalgoals Top Word Pairs in Tweet in G7:
[60] #4ir,#iot [38] #iot,#5g [34] #iot,#iiot [32] https,t [32] t,co [32] #industrial,#iot [28] blockchain,service [28] #iiot,#ai [28] #ai,#ml [28] #ml,#digital Top Word Pairs in Tweet in G8:
[28] fourth,industrial [28] industrial,revolution [22] great,story [22] story,two [22] two,sme [22] sme,success [22] success,stories [22] stories,enabled [22] enabled,#madesmarter [22] #madesmarter,few Top Word Pairs in Tweet in G9:
[30] #4ir,arrived [30] arrived,transforming [30] transforming,economies [30] economies,societies [30] societies,cities [30] cities,explore [30] explore,#digitalization [30] #digitalization,impacting [30] impacting,way [30] way,work Top Word Pairs in Tweet in G10:
[42] #homepod,#proptech [29] #proptech,#startups [29] #buildings,#co2e [29] #co2e,#sustainability [29] #sustainability,#smartcity [29] #globalgoals,#cad [29] #cad,#energyefficiency [29] #energyefficiency,#carbonemission [29] #carbonemission,#smarthouse [29] #smarthouse,#tinyhouse Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
Top Replied-To in G6:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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:
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Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: