The graph represents a network of 4,566 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 Tuesday, 29 November 2022 at 01:03 UTC.
The requested start date was Monday, 28 November 2022 at 01:01 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 9-day, 20-hour, 8-minute period from Wednesday, 16 November 2022 at 06:24 UTC to Saturday, 26 November 2022 at 02:32 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 : 4566
Unique Edges : 3003
Edges With Duplicates : 8166
Total Edges : 11169
Number of Edge Types : 5
Retweet : 3474
MentionsInRetweet : 4716
Mentions : 1230
Tweet : 1566
Replies to : 183
Self-Loops : 1615
Reciprocated Vertex Pair Ratio : 0.0295612878930522
Reciprocated Edge Ratio : 0.0574250182882224
Connected Components : 867
Single-Vertex Connected Components : 493
Maximum Vertices in a Connected Component : 2451
Maximum Edges in a Connected Component : 7520
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.491403
Graph Density : 0.000262332330156848
Modularity : 0.486262
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,566 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 Tuesday, 29 November 2022 at 01:03 UTC.
The requested start date was Monday, 28 November 2022 at 01:01 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 9-day, 20-hour, 8-minute period from Wednesday, 16 November 2022 at 06:24 UTC to Saturday, 26 November 2022 at 02:32 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:
[863] geospatial,data [337] private,players [337] inclusion,private [337] government's,decision [337] players,#openingspaceforall [337] #openingspaceforall,increase [337] decision,inclusion [284] ji,government's [284] narendramodi,ji [281] geethak_mp,narendramodi Top Word Pairs in Tweet in G1:
[132] geospatial,data [58] online,class [58] exam,expert [58] expert,help [51] class,homework [51] homework,assignment [51] assignment,exam [49] geospatial,intelligence [43] offer,online [37] intelligence,agency Top Word Pairs in Tweet in G2:
[64] gis,day [58] geospatial,data [42] geospatial,applications [41] #gis,#geospatial [39] climate,resilience [35] jobingis,#jobingis [34] anticipatory,action [32] open,geospatial [30] data,anticipatory [27] day,2022 Top Word Pairs in Tweet in G3:
[294] players,#openingspaceforall [294] inclusion,private [294] #openingspaceforall,increase [294] private,players [294] government's,decision [294] decision,inclusion [284] narendramodi,ji [284] ji,government's [281] geethak_mp,narendramodi [12] increase,demand Top Word Pairs in Tweet in G4:
[76] machine,learning [73] geospatial,machine [72] cheat,sheet [72] sheet,geospatial [72] techniques,incomplete [72] learning,techniques [72] incomplete,contains [71] prepped,cheat [70] contains,popul [70] mosarwat,prepped Top Word Pairs in Tweet in G5:
[42] geospatial,data [27] excited,announce [25] official,ogc [25] announce,#ogcapi [25] part,core [25] #ogcapi,tiles [25] very,excited [25] core,official [25] tiles,part [25] ogc,standard Top Word Pairs in Tweet in G6:
[131] #nosql,#timeseries [131] crime,data [131] #nyc,crime [130] join,#geospatial [130] data,#griddb [130] #geospatial,analysis [130] analysis,#nyc [130] #iot,#nosql [130] #griddb,#iot [129] griddbcommunity,join Top Word Pairs in Tweet in G7:
[54] geospatial,data [49] python,geospatial [49] data,analysis [42] received,copy [42] datamongerbonny,python [42] analysis,excited [42] copy,book [42] book,datamongerbonny [42] excited,see [41] giswqs,received Top Word Pairs in Tweet in G8:
[127] geospatial,data [84] data,science [75] geospatial,mobility [72] mobility,data [53] free,week [49] geospatial,ai [46] dsn_ai_network,live [43] world,geospatial [42] learn,use [40] big,bang Top Word Pairs in Tweet in G9:
[21] please,spread [21] spread,word [21] #giscience,#geospatial [21] word,#giscience [21] #geospatial,#geomatics [21] engunimelb,hiring [21] hiring,please [21] #geomatics,#land_admin [20] dinomirmt,engunimelb [16] grants,geospatial Top Word Pairs in Tweet in G10:
[102] gis,day [101] geographic,information [95] snapshots,nasa [95] tools,applications [95] check,snapshots [95] today,geographic [95] information,systems [95] data,tools [95] systems,gis [95] nasa,data Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
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: