The graph represents a network of 3,985 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, 02 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 11-day, 15-hour, 52-minute period from Tuesday, 19 November 2019 at 21:35 UTC to Sunday, 01 December 2019 at 13:27 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 : 3985
Unique Edges : 5631
Edges With Duplicates : 1835
Total Edges : 7466
Number of Edge Types : 3
Mentions : 6072
Tweet : 1242
Replies to : 152
Self-Loops : 1242
Reciprocated Vertex Pair Ratio : 0.0400153168677006
Reciprocated Edge Ratio : 0.0769513991163476
Connected Components : 674
Single-Vertex Connected Components : 387
Maximum Vertices in a Connected Component : 2563
Maximum Edges in a Connected Component : 5830
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.187373
Graph Density : 0.00034214650320227
Modularity : 0.66357
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,985 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, 02 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 11-day, 15-hour, 52-minute period from Tuesday, 19 November 2019 at 21:35 UTC to Sunday, 01 December 2019 at 13:27 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:
[687] geospatial,data [288] #bigdata,#analytics [269] #geospatial,#gis [164] national,geospatial [159] #datascience,#ai [157] #analytics,#geospatial [142] geospatial,intelligence [139] #iot,#iiot [108] data,python [104] #gis,#datascience Top Word Pairs in Tweet in G1:
[56] st,louis [46] nga's,campus [39] north,#stl [33] geospatial,data [33] intelligence,facility [29] sustainable,development [29] national,geospatial [28] #geospatial,#gis [27] shovels,ground [27] ground,officially Top Word Pairs in Tweet in G2:
[78] geospatial,data [31] geospatial,intelligence [29] geospatial,analyst [23] national,geospatial [22] intelligence,agency [19] gis,jobs [18] selects,esri [18] esri,key [18] geospatial,world [17] salesforce,selects Top Word Pairs in Tweet in G3:
[38] #geospatial,#gis [17] geospatial,data [16] learn,more [13] #gis,#geospatial [11] #bigdata,#datascience [11] location,based [11] using,#geospatial [11] top,story [11] #geospatial,tweeted [11] tweeted,times Top Word Pairs in Tweet in G4:
[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 [32] women,mappers Top Word Pairs in Tweet in G5:
[116] geospatial,data [68] 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 G6:
[34] esri,key [34] key,geospatial [31] 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 G7:
[259] #bigdata,#analytics [173] #geospatial,#gis [144] #datascience,#ai [138] #analytics,#geospatial [125] #iot,#iiot [91] #gis,#datascience [86] #geospatial,platform [86] platform,#reinforcementlearning [86] #reinforcementlearning,featuring [86] featuring,gp_pulipaka Top Word Pairs in Tweet in G8:
[58] geospatial,data [46] data,python [29] spatial,data [23] working,geospatial [21] data,science [15] python,course [15] course,show [15] show,integrate [15] integrate,spatial [15] python,data Top Word Pairs in Tweet in G9:
[23] geospatial,technologist [22] technologist,google [20] #geography,much [20] much,more [20] more,creating [20] creating,maps [20] maps,see [20] see,location [20] location,matters [20] matters,thanks Top Word Pairs in Tweet in G10:
[62] geospatial,data [21] data,abstraction [21] abstraction,library [21] library,gdal [21] gdal,contains [21] contains,command [21] command,line [21] line,tools [21] tools,convert [21] convert,geospatial Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G5:
Top Replied-To in G6:
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:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: