The graph represents a network of 4 220 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 Sunday, 17 January 2021 at 19:22 UTC.
The tweets in the network were tweeted over the 7-day, 22-hour, 4-minute period from Saturday, 09 January 2021 at 20:32 UTC to Sunday, 17 January 2021 at 18:36 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 : 4220
Unique Edges : 13889
Edges With Duplicates : 6450
Total Edges : 20339
Number of Edge Types : 5
Retweet : 4009
MentionsInRetweet : 12497
Tweet : 1154
Mentions : 2562
Replies to : 117
Self-Loops : 1256
Reciprocated Vertex Pair Ratio : 0,0330997664330998
Reciprocated Edge Ratio : 0,0640785478974226
Connected Components : 470
Single-Vertex Connected Components : 245
Maximum Vertices in a Connected Component : 2799
Maximum Edges in a Connected Component : 17869
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4,086049
Graph Density : 0,000869514911666811
Modularity : 0,479916
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 4 220 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 Sunday, 17 January 2021 at 19:22 UTC.
The tweets in the network were tweeted over the 7-day, 22-hour, 4-minute period from Saturday, 09 January 2021 at 20:32 UTC to Sunday, 17 January 2021 at 18:36 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 : #smartcities
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:
[549] smart,cities [364] #smartcities,#iot [349] smart,city [349] #iot,#smartcities [223] le,grand [223] qu,il [223] en,#smartcities [221] billgates,devient [221] devient,le [221] grand,propriétaire Top Word Pairs in Tweet in G1:
[155] #smartcities,#iot [124] #iot,#smartcities [114] smart,cities [94] mashable,pawlowskimario [88] uniladtech,enricomolinari [85] #ces2021,#ces [84] #iot,#bigdata [82] enricomolinari,#smartcities [77] techinsider,enricomolinari [74] #iiot,#cybersecurity Top Word Pairs in Tweet in G2:
[274] smart,cities [179] smart,city [147] gt,gt [124] #smartcities,#iot [98] #iot,#smartcities [92] #smartcities,#smartcity [88] link,gt [81] antgrasso,#smartcities [70] city,configured [70] configured,cognitive Top Word Pairs in Tweet in G3:
[30] smart,cities [20] smart,city [16] #smartcities,#smartcity [11] cities,#smartcities [10] #smartcities,#blockchain [10] #millennials,gen [10] gen,workers [10] workers,2016 [10] 2016,forbes [10] forbes,#smartcities Top Word Pairs in Tweet in G4:
[221] billgates,devient [221] devient,le [221] le,grand [221] grand,propriétaire [221] propriétaire,de [221] de,terrains [221] terrains,agricoles [221] agricoles,aux [221] aux,états [221] états,unis Top Word Pairs in Tweet in G5:
[22] ces,2021 [18] #autonomousvehicles,#smartcities [18] #euspa,agency [17] agency,europe [16] #ultrapuck,#lidar [15] #velodynelidar's,#ultrapuck [14] #ar,#vr [14] #ai,#iot [13] #smartcities,#iot [13] #ces2021,ctatech Top Word Pairs in Tweet in G6:
[25] स,म [25] म,र [25] र,ट [20] gopalji_tandon,upgovt [20] smartcities_hua,#nagarvikasup [20] #nagarvikasup,#smartcities [19] wef,enricomolinari [18] upgovt,smartcities_hua [17] ट,स [15] क,स Top Word Pairs in Tweet in G7:
[28] techinsider,enricomolinari [26] intengineering,enricomolinari [25] #ces2021,#ces [23] artificial,intelligence [21] #ces,#ces2021 [20] #ai,#iot [18] #smartcity,#smartcities [18] enricomolinari,#smartcities [17] #sustainability,#smartcities [16] part,future Top Word Pairs in Tweet in G8:
[73] #latestnews,#smartcities [66] #iot,#smartcities [61] #iot,#latestnews [55] coppelbrug,gemeente [55] gemeente,maassluis [55] maassluis,brug [55] voor,verkeer [55] verkeer,january [55] #maassluis,#coppelbrug [55] #coppelbrug,#iot Top Word Pairs in Tweet in G9:
[57] #cityxcity,festival [40] pas,de [22] smart,cities [19] festival,oascities [15] cities,open [15] open,data [14] join,#cityxcity [13] solutions,#smartcities [13] #smartcities,communities [13] #opendata,#smartcities Top Word Pairs in Tweet in G10:
[22] #topoli,#onpoli [22] #onpoli,#cndpoli [20] #smartcities,series [20] algorithmic,governance [18] smart,city [15] atkinsoncf,#smartcities [12] part,atkinsoncf [10] #cndpoli,ninth [10] ninth,instalment [10] instalment,atkinsoncf Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G4:
Top Mentioned in G5:
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: