The graph represents a network of 4,720 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 07:25 UTC.
The tweets in the network were tweeted over the 1701-day, 9-hour, 36-minute period from Wednesday, 11 July 2018 at 15:23 UTC to Thursday, 09 March 2023 at 00:59 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 : 4720
Unique Edges : 2018
Edges With Duplicates : 8447
Total Edges : 10465
Number of Edge Types : 9
Retweet : 3387
MentionsInRetweet : 4303
Tweet : 1224
Mentions : 369
Replies to : 593
MentionsInReplyTo : 504
Quote : 55
MentionsInQuote : 28
MentionsInQuoteReply : 2
Self-Loops : 1737
Reciprocated Vertex Pair Ratio : 0.0196783749471011
Reciprocated Edge Ratio : 0.0385972193401121
Connected Components : 946
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 2433
Maximum Edges in a Connected Component : 6094
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.072546
Graph Density : 0.000216354010652932
Modularity : 0.471758
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,720 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 07:25 UTC.
The tweets in the network were tweeted over the 1701-day, 9-hour, 36-minute period from Wednesday, 11 July 2018 at 15:23 UTC to Thursday, 09 March 2023 at 00:59 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:
[2806] data,visualization [638] algorithms,data [637] free,2023 [637] 2023,python [637] learn,free [637] python,algorithms [633] thegoldsuite,learn [465] file,handling [465] data,structures [464] syntax,basic Top Word Pairs in Tweet in G1:
[615] data,visualization [611] algorithms,data [611] learn,free [611] 2023,python [611] free,2023 [611] python,algorithms [609] thegoldsuite,learn [437] step,data [436] programming,concepts [436] basic,programming Top Word Pairs in Tweet in G2:
[424] data,visualization [66] data,analysis [56] power,bi [34] visualization,tools [33] stock,trading [33] approach,data [33] unique,approach [33] stock,racing [33] time,stock [33] racing,unique Top Word Pairs in Tweet in G3:
[366] data,visualization [361] เม,อว [361] bacc,โดย [361] ไปงาน,open [361] โดย,wevisdemo [361] ดท,bacc [361] day,2023 [361] อออนไลน,เป [361] นเสาร,ไปงาน [361] ปกต,จะเห Top Word Pairs in Tweet in G4:
[71] customizable,data [71] data,visualizations [71] tutorial,increase [71] increase,visibility [71] using,ggplot2 [71] visualizations,using [71] learn,create [71] ggplot2,tutorial [71] create,customizable [70] transmitscience,learn Top Word Pairs in Tweet in G5:
[295] data,visualization [163] bikin,data [162] visualization,pake [114] visualization,yang [113] yang,benar [112] ini,banyak [111] tidak,seperti [111] benar,tidak [111] seperti,admin [111] bagaimana,membuat Top Word Pairs in Tweet in G6:
[150] especially,developing [150] laid,looking [150] developing,things [150] looking,role [150] role,impact [150] impact,especially [150] things,make [149] benlesh,laid Top Word Pairs in Tweet in G7:
[55] data,visualization [43] twitter,dashboard [43] first,twitter [42] commerce,website [42] local,bag [42] business',commerce [42] sales,performance [42] analysis,local [42] website,data [42] dashboard,sales Top Word Pairs in Tweet in G8:
[80] visual,inference [79] data,visualization [79] qjeharvard,little [79] paper,data [79] visualization,forthcoming [79] forthcoming,qjeharvard [79] known,visual [79] little,known [78] allbriteallday,paper [78] inference,commo Top Word Pairs in Tweet in G9:
[67] data,visualization [39] data,scientist [30] high,impact [22] data,science [21] become,successful [21] need,become [21] cleaning,exploration [21] ml,data [21] successful,data [21] everything,need Top Word Pairs in Tweet in G10:
[45] announce,teaching [45] corise,followed [45] month,corise [45] next,month [45] finally,announce [45] course,next [45] followed,over [45] week,course [45] teaching,week [44] teneikaask_you,finally Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: