The graph represents a network of 5,099 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, 14 May 2021 at 00:40 UTC.
The requested start date was Friday, 14 May 2021 at 00:01 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, 17-hour, 47-minute period from Sunday, 09 May 2021 at 09:18 UTC to Thursday, 13 May 2021 at 03:05 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 : 5099
Unique Edges : 6331
Edges With Duplicates : 13816
Total Edges : 20147
Number of Edge Types : 5
Retweet : 5188
MentionsInRetweet : 9367
Tweet : 1297
Mentions : 4001
Replies to : 294
Self-Loops : 1433
Reciprocated Vertex Pair Ratio : 0.0358309514087383
Reciprocated Edge Ratio : 0.0691830097565783
Connected Components : 720
Single-Vertex Connected Components : 336
Maximum Vertices in a Connected Component : 3203
Maximum Edges in a Connected Component : 17114
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.20198
Graph Density : 0.0003903487718382
Modularity : 0.405794
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,099 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, 14 May 2021 at 00:40 UTC.
The requested start date was Friday, 14 May 2021 at 00:01 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, 17-hour, 47-minute period from Sunday, 09 May 2021 at 09:18 UTC to Thursday, 13 May 2021 at 03:05 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:
[1212] #iot,#iiot [603] #rstats,#reactjs [484] wef,enricomolinari [466] #ai,#python [466] #python,#rstats [462] #iiot,#iotpl [453] #reactjs,#iot [392] #machinelearning,#ai [391] #analytics,#machinelearning [341] #ai,#iot Top Word Pairs in Tweet in G1:
[517] #iot,#iiot [469] wef,enricomolinari [239] #ai,#iot [170] #iiot,#iotpl [157] forces,shape [157] shape,future [156] future,#smartcity [142] #iiot,#ai [131] cities,future [123] #iot,#5g Top Word Pairs in Tweet in G2:
[109] smart,cities [45] #smartcities,#smartcity [39] smart,city [32] #iot,#iiot [20] #smartcity,#digitaltransformation [20] click,#building [20] #digitaltransformation,#aec [20] #aec,#bim [19] #building,#construction [19] #construction,#smartcity Top Word Pairs in Tweet in G3:
[36] take,efficiently [36] efficiently,securely [36] securely,transition [36] transition,city [36] city,municipal [36] municipal,workers [36] workers,operate [36] operate,remotely [36] remotely,read [36] read,case Top Word Pairs in Tweet in G4:
[645] #iot,#iiot [488] #rstats,#reactjs [367] #ai,#python [367] #python,#rstats [362] #reactjs,#iot [320] #analytics,#machinelearning [320] #machinelearning,#ai [276] #iiot,#iotpl [191] #iiot,#bigdata [184] #tech,#technology Top Word Pairs in Tweet in G5:
[21] smart,city [21] bbmpcomm,bbmpadmn [20] smartcities_hua,scm_karnataka [15] blrsmartcity_md,mohua_india [14] mohua_india,smartcities_hua [13] mohua_india,bbmpcomm [13] bbmpadmn,smartcities_hua [12] क,र [12] र,न [11] smart,cities Top Word Pairs in Tweet in G6:
[91] coc_gvmc,vizag_smartcity [78] gvmc_official,gummallasrijana [74] gummallasrijana,coc_gvmc [15] 2nd,dose [14] gvmc_official,coc_gvmc [14] please,help [11] andhrapradeshcm,arogyaandhra [10] harikrishnacmo,arogyaandhra [10] arogyaandhra,ysjagan [9] vizag_smartcity,andhrapradeshcm Top Word Pairs in Tweet in G7:
[121] อ,านเร [121] านเร,องเก [121] องเก,ยวก [121] ยวก,บการพ [121] บการพ,ฒนาเม [121] ฒนาเม,องขอนแก [121] องขอนแก,นให [121] นให,เป [121] เป,น [121] น,smartcity Top Word Pairs in Tweet in G8:
[2] andylumm,jsaholmes [2] jsaholmes,swedishchf [2] swedishchf,kanchristo [2] kanchristo,blaineillimatta [2] blaineillimatta,globe_4_life [2] globe_4_life,joeeason1 [2] joeeason1,jpesportsminer [2] barryjohnreid21,coreyebeverage [2] coreyebeverage,wendyorent [2] wendyorent,haircutspock Top Word Pairs in Tweet in G9:
[41] detailed,video [41] video,showing [41] showing,technical [41] technical,setup [41] setup,fetch_ai [41] fetch_ai,datarella [41] datarella,project [41] project,focusing [41] focusing,parking [41] parking,#smartcity Top Word Pairs in Tweet in G10:
[15] better,use [15] use,#feeless [15] #feeless,#scalable [15] #scalable,protocols [15] protocols,#iota [15] #iota,possibility [14] always,happy [14] happy,world [14] world,adoption [14] adoption,better 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 G5:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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: