The graph represents a network of 5,455 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, 13 September 2021 at 22:50 UTC.
The requested start date was Monday, 13 September 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, 23-hour, 40-minute period from Monday, 30 August 2021 at 00:05 UTC to Sunday, 12 September 2021 at 23:45 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 : 5455
Unique Edges : 4014
Edges With Duplicates : 11049
Total Edges : 15063
Number of Edge Types : 5
Retweet : 4798
MentionsInRetweet : 6754
Mentions : 1651
Tweet : 1576
Replies to : 284
Self-Loops : 1630
Reciprocated Vertex Pair Ratio : 0.0324781659388646
Reciprocated Edge Ratio : 0.0629130319851969
Connected Components : 868
Single-Vertex Connected Components : 511
Maximum Vertices in a Connected Component : 3263
Maximum Edges in a Connected Component : 11523
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.433494
Graph Density : 0.00025430590721767
Modularity : 0.469158
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 5,455 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, 13 September 2021 at 22:50 UTC.
The requested start date was Monday, 13 September 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, 23-hour, 40-minute period from Monday, 30 August 2021 at 00:05 UTC to Sunday, 12 September 2021 at 23:45 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:
[1066] geospatial,data [284] geospatial,analysis [261] #geospatial,analysis [223] open,source [212] data,science [182] crime,data [177] ø,ù [176] join,#geospatial [176] analysis,#nyc [176] #nyc,crime Top Word Pairs in Tweet in G1:
[84] geospatial,data [50] geospatial,intelligence [22] geospatial,technology [21] geospatial,analysis [21] national,geospatial [20] geospatial,world [17] geospatial,information [16] intelligence,agency [16] geospatial,analyst [16] ekiti,geospatial Top Word Pairs in Tweet in G2:
[86] #gis,#geospatial [41] geospatial,data [37] #gis,#esri [32] #geospatial,#spatial [29] #esri,#arcgis [27] #powerapps,#powerplatform [27] #powerplatform,#geospatial [27] #geospatial,#powerappsbeginner [26] #geospatial,data [26] geospatial,intelligence Top Word Pairs in Tweet in G3:
[141] geospatial,analysis [116] #whiteboxtools,v2 [114] open,source [106] analysis,platform [104] nasa,joint [104] joint,multi [104] multi,mission [102] source,geospatial [100] another,open [100] platform,coming Top Word Pairs in Tweet in G4:
[43] geospatial,data [33] geospatial,technology [30] kenya,geospatial [25] potential,desert [24] groundwater,potential [24] desert,using [24] using,geospatial [24] machine,learning [23] til,#geostory [23] #geostory,support Top Word Pairs in Tweet in G5:
[194] geospatial,data [113] data,science [79] spatial,analysis [70] analysis,geospatial [70] science,python [61] #bigdata,#analytics [59] #machinelearning,#datascience [57] data,analysis [56] python,#machinelearning [54] #datascience,#bigdata Top Word Pairs in Tweet in G6:
[175] join,#geospatial [175] #geospatial,analysis [175] analysis,#nyc [175] #nyc,crime [175] crime,data [175] data,#griddb [175] #griddb,#iot [175] #iot,#nosql [175] #nosql,#timeseries [174] griddbcommunity,join Top Word Pairs in Tweet in G7:
[129] ø,ù [119] ù,ø [115] geospatial,data [92] learndatasci,learndatasci [81] data,python [79] analyze,geospatial [79] python,geopandas [79] geopandas,shapely [74] ø,ø [49] ù,ù Top Word Pairs in Tweet in G8:
[53] geospatial,data [17] working,geospatial [17] data,predictions [17] predictions,disasters [17] disasters,humanitarian [17] humanitarian,relief [17] relief,pop [17] pop,paper [17] paper,catalinajaime2's [17] catalinajaime2's,panel Top Word Pairs in Tweet in G9:
[141] looking,postdoc [141] postdoc,come [141] come,work [141] work,climate [141] climate,change [141] change,ecology [141] ecology,san [141] san,francisco [141] francisco,estuary [141] estuary,focus Top Word Pairs in Tweet in G10:
[47] name,eryne [47] eryne,aka [47] aka,geo [47] geospatial,analyst [47] analyst,currently [47] graduate,assistant [47] assistant,student [47] student,millersvilleu [46] #bigrollcall,#blackingeosciencerollcall [46] troy,phd 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 G7:
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: