The graph represents a network of 4,008 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 Wednesday, 04 December 2019 at 06:17 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 12-day, 0-hour, 40-minute period from Wednesday, 20 November 2019 at 00:04 UTC to Monday, 02 December 2019 at 00:45 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 : 4008
Unique Edges : 5561
Edges With Duplicates : 1828
Total Edges : 7389
Number of Edge Types : 3
Tweet : 1260
Mentions : 5967
Replies to : 162
Self-Loops : 1260
Reciprocated Vertex Pair Ratio : 0.0402880498248346
Reciprocated Edge Ratio : 0.0774555659494855
Connected Components : 703
Single-Vertex Connected Components : 395
Maximum Vertices in a Connected Component : 2492
Maximum Edges in a Connected Component : 5607
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.296772
Graph Density : 0.000332813285333501
Modularity : 0.669956
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,008 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 Wednesday, 04 December 2019 at 06:17 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 12-day, 0-hour, 40-minute period from Wednesday, 20 November 2019 at 00:04 UTC to Monday, 02 December 2019 at 00:45 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:
[686] geospatial,data [294] #bigdata,#analytics [264] #geospatial,#gis [162] national,geospatial [162] #datascience,#ai [157] #analytics,#geospatial [143] geospatial,intelligence [142] #iot,#iiot [108] data,python [106] #gis,#datascience Top Word Pairs in Tweet in G1:
[81] geospatial,data [31] geospatial,intelligence [28] geospatial,analyst [23] national,geospatial [22] intelligence,agency [20] geospatial,world [19] gis,jobs [18] selects,esri [18] esri,key [17] salesforce,selects Top Word Pairs in Tweet in G2:
[40] geospatial,data [33] more,women [32] happy,#birthday [32] #birthday,three [32] three,years [32] years,ago [32] ago,came [32] came,idea [32] idea,impulse [32] impulse,more Top Word Pairs in Tweet in G3:
[61] st,louis [44] nga's,campus [34] north,#stl [33] intelligence,facility [27] shovels,ground [27] ground,officially [27] officially,broken [27] broken,nga's [27] campus,nga's [27] nga's,secure Top Word Pairs in Tweet in G4:
[115] geospatial,data [67] grid3,nigeria [54] geospatial,analytics [47] very,much [46] future,ai [46] ai,nigeria [46] nigeria,bright [46] bright,thank [46] thank,invite [46] invite,datasciencenig Top Word Pairs in Tweet in G5:
[35] esri,key [35] key,geospatial [32] geospatial,partner [26] announced,curated [26] curated,data [26] data,digital [26] digital,maps [26] maps,esri's [26] esri's,#livingatlas [26] #livingatlas,coming Top Word Pairs in Tweet in G6:
[271] #bigdata,#analytics [181] #geospatial,#gis [151] #datascience,#ai [142] #analytics,#geospatial [131] #iot,#iiot [96] #gis,#datascience [91] #geospatial,platform [91] platform,#reinforcementlearning [91] #reinforcementlearning,featuring [91] featuring,gp_pulipaka Top Word Pairs in Tweet in G7:
[30] #geospatial,#gis [18] #3d,#mapping [13] #vr,#vrgotham [13] #vrgotham,#3dvideomotion [11] geospatial,data [11] geospatial,intelligence [10] find,more [9] halliburton,winner [9] winner,#bestenergyworkplaces [9] #bestenergyworkplaces,award Top Word Pairs in Tweet in G8:
[29] sustainable,development [20] innovations,geospatial [17] geospatial,technology [16] geospatial,world [15] geospatial,technologies [13] national,symposium [13] symposium,innovations [13] national,geospatial [12] #augmentedreality,#ar [12] #ar,#mixedreality Top Word Pairs in Tweet in G9:
[37] geospatial,data [30] data,python [19] spatial,data [16] data,science [15] topic,geospatial [13] working,geospatial [12] keynote,speaker [10] python,course [10] course,show [10] show,integrate Top Word Pairs in Tweet in G10:
[14] today,marks [14] marks,completion [14] completion,day [14] day,#africagis2019 [14] #africagis2019,int [14] int,conference [14] conference,closing [14] closing,remarks [14] remarks,ms [14] ms,fatina Top Replied-To in Entire Graph:
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 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 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: