The graph represents a network of 4,699 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 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 07:25 UTC.
The tweets in the network were tweeted over the 2521-day, 8-hour, 20-minute period from Tuesday, 02 February 2016 at 16:32 UTC to Thursday, 29 December 2022 at 00:52 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 : 4699
Unique Edges : 1385
Edges With Duplicates : 8290
Total Edges : 9675
Number of Edge Types : 9
Retweet : 3399
MentionsInRetweet : 3652
Replies to : 470
Mentions : 376
Tweet : 1276
MentionsInReplyTo : 408
Quote : 54
MentionsInQuote : 22
MentionsInQuoteReply : 18
Self-Loops : 1640
Reciprocated Vertex Pair Ratio : 0.0144344533838145
Reciprocated Edge Ratio : 0.0284581292278983
Connected Components : 877
Single-Vertex Connected Components : 514
Maximum Vertices in a Connected Component : 2852
Maximum Edges in a Connected Component : 6253
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.499648
Graph Density : 0.000194193650615046
Modularity : 0.452006
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,699 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 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 07:25 UTC.
The tweets in the network were tweeted over the 2521-day, 8-hour, 20-minute period from Tuesday, 02 February 2016 at 16:32 UTC to Thursday, 29 December 2022 at 00:52 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:
[2580] data,visualization [1776] berhubungan,dengan [1776] yg,berhubungan [1060] data,science [1005] data,analyst [988] sql,data [982] excel,sql [975] become,data [973] statistics,algebra [973] visualization,power Top Word Pairs in Tweet in G1:
[934] data,visualization [930] data,analyst [930] sql,data [930] excel,sql [929] statistics,algebra [928] algebra,excel [925] technical,skills [925] skills,statistics [923] analyst,2023 [921] 2023,technical Top Word Pairs in Tweet in G2:
[1762] yg,berhubungan [1762] berhubungan,dengan [886] data,science [886] dengan,data [882] cheat,sheet [881] sheet,yg [881] gue,suka [881] ini,gue [881] share,yg [881] science,dan Top Word Pairs in Tweet in G3:
[432] data,visualization [76] data,analysis [42] analysis,visualization [33] data,science [31] machine,learning [23] python,data [23] power,bi [22] data,analytics [21] visualization,data [20] data,data Top Word Pairs in Tweet in G4:
[147] data,visualization [122] visualization,#datascience [122] packages,data [122] top,packages [122] use,top [122] discusses,use [122] article,discusses [121] #datascience,#rst [121] parajulisaroj16,article [91] financial,data Top Word Pairs in Tweet in G5:
[113] data,visualization [108] python,data [81] learning,cloud [67] machine,learning [59] data,science [54] learn,more [53] follow,learn [53] matt,python [53] author,trainer [53] science,author Top Word Pairs in Tweet in G6:
[64] data,visualization [24] data,science [12] machine,learning [10] learning,data [10] visualization,library [9] greylock,simple [9] library,#datavisualization [9] lightweight,data [9] #greylock,#measure [9] #datavisualization,#javascript Top Word Pairs in Tweet in G7:
[89] data,visualization [39] visualization,japan [35] japan,meetup [31] meetup,2022 [24] visualization,meetup [24] 関連プレイヤーを話しました,#datavizjp [24] 2022でのlt資料を共有します,俯瞰 [24] 可視化に関する,アルゴリズム [24] アルゴリズム,背景思想 [24] meetup,2022でのlt資料を共有します Top Word Pairs in Tweet in G8:
[83] data,visualization [61] plotnine,python [61] visualization,using [61] using,plotnine [61] python,#python [61] plotnine,data [60] python_dv,plotnine [6] use,top [6] excel,sql [6] top,packages Top Word Pairs in Tweet in G9:
[35] data,seen [35] wonderful,visualization [35] single,wonderful [35] seen,life [35] biological,imaging [35] imaging,data [35] visualization,biological [34] manorlaboratory,single [14] data,collection [12] paper,davis Top Word Pairs in Tweet in G10:
[60] data,visualization [21] dashboard,looking [21] visualization,ui [21] email,campaign [21] more,data [21] posting,more [21] designed,email [21] campaign,analytics [21] analytics,dashboard [21] ui,designs Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: