The graph represents a network of 8,234 Twitter users whose recent tweets contained "#SmartCities", 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, 10 May 2019 at 08:49 UTC.
The tweets in the network were tweeted over the 9-day, 15-hour, 13-minute period from Tuesday, 30 April 2019 at 16:39 UTC to Friday, 10 May 2019 at 07:52 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 : 8234
Unique Edges : 19286
Edges With Duplicates : 9087
Total Edges : 28373
Number of Edge Types : 4
Mentions : 17014
Retweet : 7753
Tweet : 3142
Replies to : 464
Self-Loops : 3366
Reciprocated Vertex Pair Ratio : 0.0312093628088427
Reciprocated Edge Ratio : 0.0605296343001261
Connected Components : 994
Single-Vertex Connected Components : 485
Maximum Vertices in a Connected Component : 5767
Maximum Edges in a Connected Component : 24771
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.719284
Graph Density : 0.000304142812176605
Modularity : 0.567651
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1195] smart,cities [969] #iot,#iiot [793] #ai,#iot [673] smart,city [628] #smartcities,#bigdata [610] #bigdata,#ai [565] #smartcities,#innovation [514] gt,gt [490] #smartcities,#ai [487] #opendata,#smartcities Top Word Pairs in Tweet in G1:
[840] #iot,#iiot [722] #ai,#iot [579] #bigdata,#ai [567] #smartcities,#bigdata [486] #boutiquebigdata,#opendata [479] #opendata,#smartcities [413] #smartcities,#digitaltransformation [405] smart,cities [351] #smartcities,#ai [277] gt,gt Top Word Pairs in Tweet in G2:
[425] smart,cities [222] smart,city [112] #smartcities,#iot [108] #smartcities,#smartcity [73] #iot,#smartcities [71] #smartcity,#smartcities [70] #smartcities,#ai [54] #internetofthings,#smartcity [44] cities,#smartcities [42] learn,more Top Word Pairs in Tweet in G3:
[37] smart,cities [34] #smartcity,#smartcities [31] #iot,#smartcities [30] room,wall1 [30] wall1,wall2 [29] wall2,wall3 [29] wall3,wall4 [28] #smartcities,#smarthomes [27] #smartcities,#iot [26] smart,city Top Word Pairs in Tweet in G4:
[269] wow,six [269] six,years [269] years,now [269] now,copenhagen [269] copenhagen,set [269] set,become [269] become,world's [269] world's,first [269] first,carbon [269] carbon,neutral Top Word Pairs in Tweet in G5:
[68] inclusive,innovation [56] innovation,playbook [55] smart,cities [30] cities,lousy [30] lousy,live [30] live,disability [30] disability,technology [30] technology,review [25] new,inclusive [23] launches,6 Top Word Pairs in Tweet in G6:
[59] future,#smartcities [57] blueprint,future [51] internet,things [49] smart,city [44] new,#mindsphere [43] expo2020dubai,site [43] #mindsphere,smart [43] city,app [42] now,connected [42] app,find Top Word Pairs in Tweet in G7:
[24] #iot,#5g [22] #5g,#smartcities [17] artificial,intelligence [14] #smartcities,#sustainabledevelopment [13] recently,first [13] first,time [13] time,drone [13] drone,successfully [13] successfully,delivered [13] delivered,organ Top Word Pairs in Tweet in G8:
[204] gt,gt [51] mikequindazzi,gt [50] city,#china [50] #china,controlled [50] controlled,#ai [50] #ai,brain [50] brain,run [50] run,#cloudcomputing [50] #cloudcomputing,gt [50] gt,wef Top Word Pairs in Tweet in G9:
[17] summer,camp [13] #iot,#smartcities [11] #fogcomputing,#iot [8] camp,week [7] helsinki,snap [7] snap,need [7] need,know [7] know,environment [7] environment,data [7] data,transport Top Word Pairs in Tweet in G10:
[55] full,video [44] become,world's [44] world's,first [43] copenhagen,set [43] set,become [43] first,carbon [43] carbon,neutral [43] neutral,capital [43] #smartcities,#innovation [43] #innovation,#construction Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: