The graph represents a network of 5,254 Twitter users whose tweets in the requested range contained "geospatial", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 22:47 UTC.
The requested start date was Monday, 05 July 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 13-day, 21-hour, 15-minute period from Monday, 21 June 2021 at 00:44 UTC to Sunday, 04 July 2021 at 22:00 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 : 5254
Unique Edges : 3782
Edges With Duplicates : 10680
Total Edges : 14462
Number of Edge Types : 5
Retweet : 4592
MentionsInRetweet : 6282
Tweet : 1602
Mentions : 1738
Replies to : 248
Self-Loops : 1657
Reciprocated Vertex Pair Ratio : 0.0366657118304211
Reciprocated Edge Ratio : 0.0707377728654324
Connected Components : 758
Single-Vertex Connected Components : 390
Maximum Vertices in a Connected Component : 3250
Maximum Edges in a Connected Component : 11362
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.840071
Graph Density : 0.000262253389239176
Modularity : 0.459997
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,254 Twitter users whose tweets in the requested range contained "geospatial", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 22:47 UTC.
The requested start date was Monday, 05 July 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 13-day, 21-hour, 15-minute period from Monday, 21 June 2021 at 00:44 UTC to Sunday, 04 July 2021 at 22:00 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 : geospatial
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:
[864] geospatial,data [244] #geospatial,analysis [214] analysis,#nyc [214] #nyc,crime [214] crime,data [214] data,#griddb [214] #griddb,#iot [211] join,#geospatial [211] #iot,#nosql [211] #nosql,#timeseries Top Word Pairs in Tweet in G1:
[238] geospatial,data [86] analysis,geospatial [84] data,science [79] spatial,analysis [65] science,python [61] hey,#googleearthengine [61] #googleearthengine,enthusiasts [55] dmlmont,hey [51] whiteboxgeo,check [50] geospatial,analysis Top Word Pairs in Tweet in G2:
[53] #geospatial,data [47] gis,symposium [41] career,talk [40] geospatial,career [30] open,source [30] #pdal,point [30] point,data [30] data,abstraction [30] abstraction,library [30] library,#gdal Top Word Pairs in Tweet in G3:
[70] geospatial,data [40] geospatial,intelligence [28] geospatial,analytics [19] #gis,#geospatial [19] link,bio [18] geospatial,world [17] geospatial,information [17] #realestate,#realestatemarket [17] #realestatemarket,#realestateindustry [17] #realestateindustry,#housing Top Word Pairs in Tweet in G4:
[69] st,louis [33] geospatial,data [33] learn,more [32] nga,accelerator [31] strategic,roadmap [29] cutting,edge [28] #gis,#geospatial [28] demo,day [27] one,year [27] edge,geospatial Top Word Pairs in Tweet in G5:
[24] geospatial,data [18] please,feel [17] #geospatial,data [17] gis,contest [17] contest,training [17] supermap,gis [17] space,industry [16] industry,hub [15] training,development [15] development,supermap Top Word Pairs in Tweet in G6:
[205] join,#geospatial [205] #geospatial,analysis [205] analysis,#nyc [205] #nyc,crime [205] crime,data [205] data,#griddb [205] #griddb,#iot [205] #iot,#nosql [205] #nosql,#timeseries [204] griddbcommunity,join Top Word Pairs in Tweet in G7:
[47] india's,map [46] map,twitter [45] indians,again [45] again,outrage [45] outrage,over [45] over,india's [45] twitter,showing [45] showing,map [45] map,years [45] years,ask Top Word Pairs in Tweet in G8:
[126] geospatial,data [121] held,meeting [121] meeting,heads [121] heads,department [121] department,national [121] national,geospatial [121] data,centre [121] centre,ruaraka [121] ruaraka,review [121] review,deployment Top Word Pairs in Tweet in G9:
[58] recruiting,nasa [58] nasa,funded [58] funded,ms [58] ms,student [58] student,study [58] study,geospatial [58] geospatial,modeling [58] modeling,citizen [58] citizen,science [58] science,nasa Top Word Pairs in Tweet in G10:
[66] interesting,stuff [66] stuff,week [66] 2021,kafka [39] interesting,topics [39] topics,#apachekafka [39] #apachekafka,#bigdata [39] #bigdata,#databricks [34] full,article [33] week,26 [33] 26,2021 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 G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: