The graph represents a network of 3,777 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 00:49 UTC.
The tweets in the network were tweeted over the 2518-day, 5-hour, 34-minute period from Tuesday, 22 March 2016 at 19:26 UTC to Monday, 13 February 2023 at 01:00 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 : 3777
Unique Edges : 2089
Edges With Duplicates : 8719
Total Edges : 10808
Number of Edge Types : 9
Mentions : 722
Retweet : 3518
MentionsInRetweet : 4462
Tweet : 1016
Quote : 112
MentionsInQuote : 77
Replies to : 360
MentionsInReplyTo : 525
MentionsInQuoteReply : 16
Self-Loops : 1368
Reciprocated Vertex Pair Ratio : 0.0300904977375566
Reciprocated Edge Ratio : 0.0584230177904678
Connected Components : 540
Single-Vertex Connected Components : 300
Maximum Vertices in a Connected Component : 2477
Maximum Edges in a Connected Component : 8770
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.227046
Graph Density : 0.000319241012730936
Modularity : 0.404571
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,777 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 00:49 UTC.
The tweets in the network were tweeted over the 2518-day, 5-hour, 34-minute period from Tuesday, 22 March 2016 at 19:26 UTC to Monday, 13 February 2023 at 01:00 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:
[280] geospatial,data [224] #gis,#geospatial [224] international,day [205] female,researchers [205] mapped,female [205] science,mapped [205] women,girls [205] day,women [205] girls,science [205] europe,according Top Word Pairs in Tweet in G1:
[189] female,researchers [189] researchers,europe [189] international,day [189] science,mapped [189] girls,science [189] mapped,female [189] women,girls [189] europe,according [189] day,women [188] according,unes Top Word Pairs in Tweet in G2:
[77] #gis,#geospatial [74] online,class [71] exam,expert [71] expert,help [65] homework,assignment [65] assignment,exam [64] class,homework [53] offer,online [35] tennyapps,#cyclone [35] time,02 Top Word Pairs in Tweet in G3:
[52] geospatial,data [32] geospatial,intelligence [21] national,geospatial [16] intelligence,agency [12] geospatial,information [10] amazon,sagemaker [9] teledyne,geospatial [9] geospatial,analysis [9] geospatial,analytics [9] galaxy,onboard Top Word Pairs in Tweet in G4:
[55] remote,sensing [42] #gischat,#geospatial [40] jobingis,#jobingis [37] #geospatial,#machinelearning [37] #machinelearning,#datascience [36] lat,lon [36] hemisphere,time [36] southern,hemisphere [36] activity,lat [36] region,southern Top Word Pairs in Tweet in G5:
[144] #nyc,crime [144] #nosql,#timeseries [144] crime,data [143] #geospatial,analysis [143] analysis,#nyc [143] #iot,#nosql [143] join,#geospatial [143] data,#griddb [143] #griddb,#iot [142] griddbcommunity,join Top Word Pairs in Tweet in G6:
[62] step,step [54] #gis,#geospatial [54] remote,sensing [45] gislounge,tutorial [42] landsat,imagery [41] step,approach [41] using,remote [41] tutorial,step [41] performing,supervised [41] supervised,classification Top Word Pairs in Tweet in G7:
[111] تجد,بوضوح [111] دون,اي [111] الخرائط,بموقع [111] بوضوح,ان [111] اي,تلاعب [111] سودانيتان,دون [111] قسم,الخرائط [111] تلاعب,#حلايب_وشلاتين_سودانية [111] حلايب,وشلاتيين [111] بموقع,الأمم Top Word Pairs in Tweet in G8:
[80] 10,11 [80] microstrategy,10 [41] release,microstrategy [41] ups,front [41] enthusiasm,around [41] tremendous,enthusiasm [41] latest,release [41] around,microstrategy's [41] front,end [41] microstrategy's,latest Top Word Pairs in Tweet in G9:
[32] giswqs,#leafmap [32] raster,datasets [31] instance,including [31] #leafmap,supports [31] supports,visualizing [31] lab,sagemaker [31] notebook,instance [31] studio,lab [31] sagemaker,ec2 [31] sagemaker,studio Top Word Pairs in Tweet in G10:
[16] geospatial,data [8] importance,geospatial [8] data,recognised [8] development,monitor [8] see,importance [8] regional,development [8] great,see [8] development,regional [8] recognised,development [7] innovation,technology Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G6:
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: