The graph represents a network of 8,125 Twitter users whose recent tweets contained "SmartCity", 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, 03 March 2020 at 05:28 UTC.
The tweets in the network were tweeted over the 9-day, 8-hour, 30-minute period from Saturday, 22 February 2020 at 20:04 UTC to Tuesday, 03 March 2020 at 04:35 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 : 8125
Unique Edges : 20915
Edges With Duplicates : 8823
Total Edges : 29738
Number of Edge Types : 5
Retweet : 2800
MentionsInRetweet : 19155
Replies to : 541
Mentions : 5066
Tweet : 2176
Self-Loops : 2233
Reciprocated Vertex Pair Ratio : 0.0135032075725629
Reciprocated Edge Ratio : 0.0266466005665722
Connected Components : 1020
Single-Vertex Connected Components : 499
Maximum Vertices in a Connected Component : 5043
Maximum Edges in a Connected Component : 25447
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.138234
Graph Density : 0.000342264136651138
Modularity : 0.549846
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 8,125 Twitter users whose recent tweets contained "SmartCity", 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, 03 March 2020 at 05:28 UTC.
The tweets in the network were tweeted over the 9-day, 8-hour, 30-minute period from Saturday, 22 February 2020 at 20:04 UTC to Tuesday, 03 March 2020 at 04:35 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 : SmartCity
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:
[999] smart,city [546] smart,cities [527] kondisi,jakarta [512] #startups,#smartcity [497] #ai,#iot [457] #smartcity,#iot [449] #iot,#5g [427] #smartcities,#smartcity [410] #iot,#smartcity [402] #autonomousvehicles,#selfdriving Top Word Pairs in Tweet in G1:
[221] #iot,#smartcity [202] #smartcity,#cybersecurity [198] #smartcity,#iot [167] smart,cities [161] #autonomousvehicles,#selfdriving [155] #ai,#iot [154] #iot,#bigdata [141] technology,end [141] end,gridlock [141] gridlock,cities Top Word Pairs in Tweet in G2:
[193] smart,cities [166] #mpgvip,#defstar5 [143] #ioe,#ai [141] #startup,#growthhacking [141] #dataviz,#business [141] #business,#smm [141] #smm,#blogger [141] #blogger,#socialmedia [141] #retail,#smartbuildings [140] #smartbuildings,#strategy Top Word Pairs in Tweet in G3:
[101] smart,city [44] lucknow,smart [39] education,communication [38] communication,iec [37] information,education [37] city,project [36] iec,wing [36] wing,lucknow [36] project,inaugurated [36] inaugurated,today Top Word Pairs in Tweet in G4:
[66] smart,city [36] smart,cities [31] #smartcities,#smartcity [17] t,co [17] #smartcity,#iot [16] https,t [15] data,driven [15] world,s [14] #millennials,gen [14] gen,z Top Word Pairs in Tweet in G5:
[523] kondisi,jakarta [265] pantau,kondisi [265] melalui,cctv [265] jakarta,smart [265] smart,city [265] #jaki,#cepatresponjkt [264] jakarta,terkini [264] terkini,melalui [260] sebagian,wilayah [260] wilayah,di Top Word Pairs in Tweet in G6:
[33] smart,city [24] di,ey_italy [23] torino,bologna [22] nella,classifica [20] smart,cities [19] reti,di [19] di,trasporto [19] trasporto,reti [19] index,2020 [18] delle,#smartcity Top Word Pairs in Tweet in G7:
[27] à,l [24] dans,les [23] #mobilite,#smartcity [22] ce,soir [22] et,à [21] #smartcity,hubcities [20] pour,les [18] grandes,villes [18] n,est [18] est,pas Top Word Pairs in Tweet in G8:
[258] #ai,#iot [239] #iot,#5g [235] #startups,#smartcity [227] #5g,#autonomousvehicles [227] #driverlesscars,#startups [226] #smartcity,#startup [218] #driverless,#driverlesscars [212] #selfdrivingcars,#ai [209] #startup,#robot [202] #autonomous,#robotics Top Word Pairs in Tweet in G9:
[143] #smartcities,#smartcity [41] smart,city [18] come,see [18] see,#mspartner [18] #mspartner,showcasing [18] showcasing,#iotinactionms [18] #iotinactionms,washington [18] washington,d [18] d,c [18] c,4 Top Word Pairs in Tweet in G10:
[109] #urbanisme,#smartcity [109] #smartcity,#ville [109] #ville,#transports [107] #mobilité,#urbanisme [34] #smartcity,#smartgrids [29] l,énergie [29] sur,site [28] expert,#énergie [28] #énergie,#smartcity [28] #smartgrids,#éolien 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: