The graph represents a network of 3,989 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 Tuesday, 14 January 2020 at 18:14 UTC.
The tweets in the network were tweeted over the 8-day, 2-hour, 15-minute period from Monday, 06 January 2020 at 15:35 UTC to Tuesday, 14 January 2020 at 17:50 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 : 3989
Unique Edges : 21203
Edges With Duplicates : 14906
Total Edges : 36109
Number of Edge Types : 5
MentionsInRetweet : 31222
Retweet : 1620
Mentions : 2508
Tweet : 654
Replies to : 105
Self-Loops : 679
Reciprocated Vertex Pair Ratio : 0.0115837907652567
Reciprocated Edge Ratio : 0.0229022862386785
Connected Components : 239
Single-Vertex Connected Components : 124
Maximum Vertices in a Connected Component : 3372
Maximum Edges in a Connected Component : 35303
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.300298
Graph Density : 0.00157548353257315
Modularity : 0.318306
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,989 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 Tuesday, 14 January 2020 at 18:14 UTC.
The tweets in the network were tweeted over the 8-day, 2-hour, 15-minute period from Monday, 06 January 2020 at 15:35 UTC to Tuesday, 14 January 2020 at 17:50 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 : #4IR
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:
[12961] gt,gt [1972] mikequindazzi,gt [1539] #ai,#iot [1277] #4ir,gt [1127] gt,#ai [901] mikequindazzi,#ai [896] wef,mikequindazzi [810] #iot,#bigdata [803] #emergingtech,#robotics [769] #makeyourownlane,#4ir Top Word Pairs in Tweet in G1:
[422] #emergingtech,#robotics [355] wef,mikequindazzi [309] mikequindazzi,#ces2020 [266] #4ir,#technology [265] eu,create [265] create,10 [265] 10,million [265] million,smart [265] smart,lampposts [265] lampposts,#4ir Top Word Pairs in Tweet in G2:
[1582] gt,gt [361] wef,mikequindazzi [301] mikequindazzi,#ces2020 [294] #ai,#4ir [292] #ai,#robotics [288] #socialmedia,cc [283] #emergingtech,#robotics [272] #ai,#iot [271] mikequindazzi,gt [222] #innovation,#4ir Top Word Pairs in Tweet in G3:
[11032] gt,gt [1641] mikequindazzi,gt [1123] #ai,#iot [1103] #4ir,gt [901] gt,#ai [754] mikequindazzi,#ai [672] #iot,#bigdata [655] #defstar5,#iot [653] #makeyourownlane,#4ir [611] #ai,#defstar5 Top Word Pairs in Tweet in G4:
[63] #smartcontracts,#defi [51] #chainlink,initc3org [51] initc3org,february [51] february,18 [51] 18,2020 [51] 2020,fireside [51] fireside,chat [51] chat,arijuels [51] arijuels,sergeynazarov [51] sergeynazarov,recent Top Word Pairs in Tweet in G5:
[15] gt,gt [12] industrial,revolution [10] fourth,industrial [10] eu,create [10] create,10 [10] 10,million [10] million,smart [10] smart,lampposts [10] lampposts,#4ir [9] #4ir,#technology Top Word Pairs in Tweet in G6:
[35] china,become [35] become,pioneer [35] pioneer,digital [35] digital,economy [35] economy,sharing [35] sharing,economy [35] economy,5g [35] 5g,ai [35] ai,space [35] space,science Top Word Pairs in Tweet in G7:
[58] #coding,#robotics [40] #robotics,curriculum [31] minister,dbe_sa [31] dbe_sa,announced [31] announced,aizora [31] aizora,ai [31] ai,powered [31] powered,#virtualbeing [31] #virtualbeing,serves [31] serves,teachers Top Word Pairs in Tweet in G8:
[17] industrial,revolution [15] business,economic_indaba [15] economic_indaba,identified [15] identified,energy [15] energy,security [15] security,enabling [15] enabling,capable [15] capable,state [15] state,critical [15] critical,sectors Top Word Pairs in Tweet in G9:
[46] gt,gt [24] #machinelearning,#ml [18] #ai,#robotics [18] #industry40,#4ir [15] #robots,self [15] self,aware [15] aware,mt [15] mt,seeker [15] seeker,#artificialintelligence [15] #artificialintelligence,#ai Top Word Pairs in Tweet in G10:
[35] #ces,#ces2020 [19] #vr,#ar [18] emerging,technologies [18] technologies,augmented [18] augmented,reality [18] reality,virtual [18] virtual,reality [18] reality,becoming [18] becoming,more [18] more,integrated Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
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: