The graph represents a network of 4,911 Twitter users whose tweets in the requested range contained "smartcity OR smartcities", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 15 January 2021 at 01:41 UTC.
The requested start date was Friday, 15 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 3-day, 0-hour, 56-minute period from Monday, 11 January 2021 at 04:34 UTC to Thursday, 14 January 2021 at 05:30 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 : 4911
Unique Edges : 5841
Edges With Duplicates : 14145
Total Edges : 19986
Number of Edge Types : 5
Replies to : 231
Mentions : 3982
Retweet : 5513
MentionsInRetweet : 8992
Tweet : 1268
Self-Loops : 1432
Reciprocated Vertex Pair Ratio : 0.0307574430823117
Reciprocated Edge Ratio : 0.0596793033874907
Connected Components : 704
Single-Vertex Connected Components : 378
Maximum Vertices in a Connected Component : 3329
Maximum Edges in a Connected Component : 17570
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.186485
Graph Density : 0.00039053606331188
Modularity : 0.395712
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 4,911 Twitter users whose tweets in the requested range contained "smartcity OR smartcities", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 15 January 2021 at 01:41 UTC.
The requested start date was Friday, 15 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 3-day, 0-hour, 56-minute period from Monday, 11 January 2021 at 04:34 UTC to Thursday, 14 January 2021 at 05:30 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 : GraphServerTwitterSearch
Graph Term : smartcity OR 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:
[1853] #analytics,#ai [1764] #rstats,#reactjs [1038] #iot,#iiot [995] #ai,#machinelearning [887] #reactjs,#iot [531] #machinelearning,#bigdata [530] #linux,#serverless [530] #ai,#bigdata [485] #bigdata,#rstats [440] #python,#rstats Top Word Pairs in Tweet in G1:
[450] #ai,#machinelearning [255] #analytics,#ai [210] #rstats,#reactjs [168] #iot,#iiot [128] #ces2021,#smartcity [126] #machinelearning,#ces2021 [121] #machinelearning,#smartcity [101] smart,cities [101] #smartcity,#ces2021 [101] #reactjs,#iot Top Word Pairs in Tweet in G2:
[1551] #analytics,#ai [1514] #rstats,#reactjs [840] #iot,#iiot [771] #reactjs,#iot [526] #ai,#machinelearning [455] #ai,#bigdata [447] #linux,#serverless [422] #machinelearning,#bigdata [412] #bigdata,#rstats [381] #python,#rstats Top Word Pairs in Tweet in G3:
[46] techinsider,enricomolinari [45] #ai,#digitaltransformation [39] moment,ve [39] ve,waiting [39] waiting,flying [39] flying,car [39] car,gm [39] gm,#ces2021 [39] #ces2021,cnet [39] cnet,#ces Top Word Pairs in Tweet in G4:
[47] smart,city [29] smart,cities [20] climate,change [18] #ai,integral [18] integral,research [18] research,testing [18] testing,discovery [18] discovery,methods [18] methods,improve [18] improve,climate Top Word Pairs in Tweet in G5:
[29] mohua_india,secretary_mohua [26] hardeepspuri,mohua_india [25] vizag_smartcity,coc_gvmc [25] secretary_mohua,niua_india [25] niua_india,swachhbharatgov [25] swachhbharatgov,nulm_mohua [25] nulm_mohua,pib_india [24] smartcities_hua,ut_mohua [24] ut_mohua,amrut_mohua [23] pib_india,pmayurban Top Word Pairs in Tweet in G6:
[10] ascdcl,astikkp [10] astikkp,commissionerabd [8] majhi,smart [8] smart,bus [8] bus,gets [8] gets,shortlisted [8] shortlisted,india [8] india,smart [8] smart,cities [8] cities,awards Top Word Pairs in Tweet in G7:
[13] smart,city [12] #velodynelidar's,#ultrapuck [12] #ultrapuck,#lidar [11] smart,cities [11] white,paper [10] corner,rottenrow [10] rottenrow,samora [10] samora,machel [10] machel,zimbabwe [10] zimbabwe,led Top Word Pairs in Tweet in G8:
[35] #cityxcity,festival [16] take,word [16] word,partners [16] partners,trondheim [16] trondheim,limerick_ie [16] limerick_ie,launched [16] launched,local [16] local,websites [15] pluscities,take [15] websites,pluscitie Top Word Pairs in Tweet in G9:
[17] many,possibilities [14] #analytics,#ai [11] #rstats,#reactjs [9] #iot,#iiot [9] augmented,reality [9] reality,technology [9] technology,huge [9] huge,part [9] part,future [9] future,product Top Word Pairs in Tweet in G10:
[6] proud,join [6] join,canada's [6] canada's,open [6] open,#smartcities [6] #smartcities,team [6] team,make [6] make,data [6] data,tech [6] tech,work [6] work,rural Top Replied-To in Entire Graph:
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Top Replied-To in G5:
Top Replied-To in G6:
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Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: