The graph represents a network of 3,862 Twitter users whose recent tweets contained "geospatial", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 00:49 UTC.
The tweets in the network were tweeted over the 1741-day, 4-hour, 13-minute period from Tuesday, 10 April 2018 at 20:44 UTC to Monday, 16 January 2023 at 00:58 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3862
Unique Edges : 2276
Edges With Duplicates : 8828
Total Edges : 11104
Number of Edge Types : 9
Retweet : 3520
MentionsInRetweet : 4723
Mentions : 814
Tweet : 975
Replies to : 379
MentionsInReplyTo : 534
Quote : 65
MentionsInQuote : 79
MentionsInQuoteReply : 15
Self-Loops : 1317
Reciprocated Vertex Pair Ratio : 0.0279734769995856
Reciprocated Edge Ratio : 0.0544245111872606
Connected Components : 515
Single-Vertex Connected Components : 299
Maximum Vertices in a Connected Component : 2596
Maximum Edges in a Connected Component : 8825
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.158663
Graph Density : 0.000332703336328401
Modularity : 0.423064
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,862 Twitter users whose recent tweets contained "geospatial", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 00:49 UTC.
The tweets in the network were tweeted over the 1741-day, 4-hour, 13-minute period from Tuesday, 10 April 2018 at 20:44 UTC to Monday, 16 January 2023 at 00:58 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[381] latest,data [381] eurostat's,latest [380] map,shows [362] milos_agathon,map [344] using,eurostat's [311] ages,total [311] children,ages [311] shows,children [311] total,population [311] population,using Top Word Pairs in Tweet in G1:
[74] online,class [71] exam,expert [71] expert,help [68] homework,assignment [68] assignment,exam [67] class,homework [61] #gis,#geospatial [54] offer,online [46] #geospatial,data [40] giswqs,#leafmap Top Word Pairs in Tweet in G2:
[350] eurostat's,latest [350] latest,data [343] map,shows [334] milos_agathon,map [318] using,eurostat's [286] population,using [286] total,population [286] children,ages [286] ages,total [286] shows,children Top Word Pairs in Tweet in G3:
[32] geospatial,data [27] geospatial,intelligence [24] geospatial,world [17] geospatial,hackathon [17] jitendra,singh [15] launches,geospatial [13] national,geospatial [12] intelligence,agency [11] learn,more [11] geospatial,analysis Top Word Pairs in Tweet in G4:
[261] #nosql,#timeseries [261] crime,data [261] #nyc,crime [260] join,#geospatial [260] data,#griddb [260] #geospatial,analysis [260] analysis,#nyc [260] #iot,#nosql [260] #griddb,#iot [259] griddbcommunity,join Top Word Pairs in Tweet in G5:
[121] #geospatial,datasets [121] open,#geospatial [117] searching,visualizing [117] visualizing,open [117] datasets,#stac [117] #stac,interactively [117] without,coding [117] #leafmap,feature [117] feature,searching [117] interactively,without Top Word Pairs in Tweet in G6:
[74] career,#geospatial [74] #geospatial,unsure [74] interested,career [73] picterra,interested [73] unsure,involv [44] geospatial,information [43] systems,space [43] information,systems [43] space,definitely [43] interested,starting Top Word Pairs in Tweet in G7:
[35] industry,learn [35] #postgresql,interests [35] gis,industry [35] learn,#database [35] #database,#postgresql [35] tech,gis [34] thegeospatialh1,tech [14] #gis,#gischat [12] terrain,model [10] 725hemeed,terrain Top Word Pairs in Tweet in G8:
[114] 10,11 [114] microstrategy,10 [59] geospatial,services [58] services,powered [58] #intelligententerprise,geospatial [58] ga,microstrategy [58] empowering,#intelligententerprise [58] 11,empowering [58] pleased,announce [58] announce,ga Top Word Pairs in Tweet in G9:
[70] geospatial,hackathon [30] union,minister [27] research,challenge [25] minister,drjitendrasingh [24] hackathon,startup [24] challenge,launched [24] first,kind [24] kind,geospatial [24] launched,union [24] startup,research Top Word Pairs in Tweet in G10:
[99] global,geospatial [92] grabbed,danny [92] interview,coasttocoastam [92] last,night [92] stuff,global [92] sheehan,interview [92] danny,sheehan [92] night,23 [92] great,stuff [92] coasttocoastam,last 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 G6:
Top Replied-To in G7:
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: