The graph represents a network of 4,865 Twitter users whose recent tweets contained "data visualization", 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 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 06:25 UTC.
The tweets in the network were tweeted over the 3403-day, 22-hour, 44-minute period from Tuesday, 19 November 2013 at 01:15 UTC to Wednesday, 15 March 2023 at 23:59 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 : 4865
Unique Edges : 1553
Edges With Duplicates : 8602
Total Edges : 10155
Number of Edge Types : 9
Retweet : 3644
MentionsInRetweet : 4226
Tweet : 1052
Quote : 43
MentionsInReplyTo : 397
Replies to : 434
Mentions : 339
MentionsInQuote : 18
MentionsInQuoteReply : 2
Self-Loops : 1406
Reciprocated Vertex Pair Ratio : 0.0138558129465252
Reciprocated Edge Ratio : 0.0273329062566731
Connected Components : 816
Single-Vertex Connected Components : 443
Maximum Vertices in a Connected Component : 1532
Maximum Edges in a Connected Component : 3165
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 2.752754
Graph Density : 0.000197900889814464
Modularity : 0.46346
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,865 Twitter users whose recent tweets contained "data visualization", 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 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 06:25 UTC.
The tweets in the network were tweeted over the 3403-day, 22-hour, 44-minute period from Tuesday, 19 November 2013 at 01:15 UTC to Wednesday, 15 March 2023 at 23:59 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 : 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:
[2450] data,visualization [1146] วขาวจากภาพยนตร,ผ [1146] งแล,วป [1146] oscars,still [1146] าน,กแสดงส [1146] วป,ะ [1146] ลออสการ,มากกว [1146] still,white [1146] กแสดงส,ผ [1146] มากกว,าน Top Word Pairs in Tweet in G1:
[1146] still,white [1146] โอกาสได,รางว [1146] วป,ะ [1146] วขาวจากภาพยนตร,ผ [1146] าน,กแสดงส [1146] white,แค [1146] กแสดงส,ผ [1146] งแล,วป [1146] ผ,วขาวก [1146] วขาวก,ม Top Word Pairs in Tweet in G2:
[347] data,visualization [68] data,analysis [47] data,analytics [33] data,science [33] power,bi [32] analysis,visualization [27] visualization,tools [25] machine,learning [19] analytics,visualization [19] business,intelligence Top Word Pairs in Tweet in G3:
[437] total,album [437] album,sales [437] data,visualization [425] koreansales_twt,data [306] 02,2023 [132] sales,08 [131] #jayb,total [131] visualization,#jayb [131] 08,2021 [131] 2021,03 Top Word Pairs in Tweet in G4:
[99] data,analysis [92] analysis,visualization [91] wide,range [70] range,tools [63] data,visualization [58] both,academia [58] visualization,widely [58] academia,industry [58] used,both [58] widely,used Top Word Pairs in Tweet in G5:
[132] data,visualization [101] data,science [101] top,data [101] visualization,tools [100] landing,data [100] science,job [100] job,learning [100] tools,demand [100] chance,landing [100] increase,chance Top Word Pairs in Tweet in G6:
[132] data,visualization [116] choose,right [116] chart,graph [116] visualization,choose [116] graph,tapclicks [116] right,chart [115] 101babich,data [10] core,principles [10] principles,data [10] visualization,policyviz Top Word Pairs in Tweet in G7:
[133] data,visualization [128] visualization,yang [127] bagaimana,membuat [127] tidak,seperti [127] admin,pacmannai [127] benar,tidak [127] referensi,materi [127] yang,benar [127] materi,ini [127] seperti,admin Top Word Pairs in Tweet in G8:
[69] data,visualization [17] suspect,wider [17] really,more [17] more,geared [17] wider,audience [17] geared,towards [17] specifically,suspect [17] class,specifically [17] use,made [17] towards,class Top Word Pairs in Tweet in G9:
[65] folks,nuclearny [65] data,visualization [65] great,data [65] great,folks [65] visualization,great [64] dr_keefer,great [4] changes,average [4] visualization,shows [4] global,temperature [4] monthly,global Top Word Pairs in Tweet in G10:
[58] power,bi [30] each,one [30] demo,each [30] visualization,query [30] set,success [30] folding,star [30] bi,demo [30] schema,set [30] success,power [30] query,folding Top Replied-To in Entire Graph:
Top Replied-To in G6:
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: