The graph represents a network of 6,338 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 October 2021 at 06:35 UTC.
The requested start date was Thursday, 07 October 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 10-day, 19-hour, 20-minute period from Saturday, 25 September 2021 at 07:44 UTC to Wednesday, 06 October 2021 at 03:05 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 : 6338
Unique Edges : 3159
Edges With Duplicates : 11018
Total Edges : 14177
Number of Edge Types : 5
Retweet : 4828
MentionsInRetweet : 5832
Tweet : 2067
Mentions : 1146
Replies to : 304
Self-Loops : 2127
Reciprocated Vertex Pair Ratio : 0.0183707273001054
Reciprocated Edge Ratio : 0.0360786633150968
Connected Components : 1205
Single-Vertex Connected Components : 620
Maximum Vertices in a Connected Component : 3177
Maximum Edges in a Connected Component : 8867
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.974405
Graph Density : 0.000168385017134539
Modularity : 0.48434
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,338 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 October 2021 at 06:35 UTC.
The requested start date was Thursday, 07 October 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 10-day, 19-hour, 20-minute period from Saturday, 25 September 2021 at 07:44 UTC to Wednesday, 06 October 2021 at 03:05 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 : data visualization
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:
[3769] data,visualization [620] data,analysis [539] transfers,last [539] last,hour [539] hour,top [523] visualization,gt [521] 00,gmt [520] gmt,full [520] full,gw [520] gw,data Top Word Pairs in Tweet in G1:
[521] data,visualization [53] visualization,tool [44] learn,more [34] interactive,data [32] data,analysis [32] income,adp [32] adp,interactive [31] access,aggregated [31] aggregated,anonymized [31] anonymized,employment Top Word Pairs in Tweet in G2:
[850] data,visualization [124] data,science [121] #machinelearning,#datascience [112] python,data [109] data,analysis [104] #datascience,#ai [103] improve,data [102] python,packages [102] packages,working [102] working,improve Top Word Pairs in Tweet in G3:
[438] over,510 [438] 510,million [438] million,square [438] square,kilometers [438] kilometers,area [438] area,surface [438] surface,earth [438] earth,less [438] less,30 [438] 30,covered Top Word Pairs in Tweet in G4:
[271] data,visualization [270] headline,data [270] visualization,go [270] go,down [270] down,history [270] history,leading [270] leading,explanation [270] explanation,america's [270] america's,failure [270] failure,lead Top Word Pairs in Tweet in G5:
[270] machine,learning [269] package,containing [269] end,end [269] end,notebooks [246] notebooks,data [246] data,analysis [245] releasing,complete [245] complete,machine [245] learning,package [245] containing,over Top Word Pairs in Tweet in G6:
[139] data,visualization [29] #datavisualization,#dataviz [27] visualization,design [27] design,#datavisualization [27] fedfragapane,data [25] hour,webinar [21] spent,over [21] over,year [21] year,building [21] building,#datavisualization Top Word Pairs in Tweet in G7:
[131] data,analysis [127] free,download [127] download,introduction [127] introduction,#python [127] #python,#earthscience [127] #earthscience,data [127] analysis,book [127] book,chapter [127] chapter,graphical [127] graphical,visualization Top Word Pairs in Tweet in G8:
[139] machine,learning [118] python,artificial [118] artificial,intelligence [118] intelligence,machine [90] know,powerful [90] powerful,python [90] python,10 [90] 10,things [90] things,python [87] sauain,know Top Word Pairs in Tweet in G9:
[88] data,visualization [20] overcoming,data [20] visualization,imposter [20] imposter,syndrome [19] big,time [19] time,job [19] job,alert [19] working,collaborator [19] collaborator,unity3d [19] unity3d,developing Top Word Pairs in Tweet in G10:
[122] data,visualization [53] อาท,ตย [53] ตย,ท [53] ท,แล [53] แล,วม [53] วม,งานท [53] งานท,ย [53] ย,งไม [53] งไม,ได [53] ได,โพสลงใน 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 G7:
Top Replied-To in G8:
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:
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Top Mentioned in G6:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: