The graph represents a network of 4,666 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 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 07:25 UTC.
The tweets in the network were tweeted over the 1591-day, 9-hour, 28-minute period from Monday, 03 September 2018 at 15:30 UTC to Thursday, 12 January 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 : 4666
Unique Edges : 1934
Edges With Duplicates : 8466
Total Edges : 10400
Number of Edge Types : 9
Retweet : 3494
MentionsInRetweet : 4235
Tweet : 1145
Mentions : 344
Replies to : 567
MentionsInReplyTo : 494
Quote : 75
MentionsInQuote : 34
MentionsInQuoteReply : 12
Self-Loops : 1594
Reciprocated Vertex Pair Ratio : 0.0141166701266348
Reciprocated Edge Ratio : 0.0278403275332651
Connected Components : 822
Single-Vertex Connected Components : 471
Maximum Vertices in a Connected Component : 2378
Maximum Edges in a Connected Component : 5802
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.85998
Graph Density : 0.000224423424751997
Modularity : 0.484449
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,666 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 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 07:25 UTC.
The tweets in the network were tweeted over the 1591-day, 9-hour, 28-minute period from Monday, 03 September 2018 at 15:30 UTC to Thursday, 12 January 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:
[2699] data,visualization [431] data,analysis [425] data,science [316] packages,data [316] visualization,know [314] 20,packages [311] know,jchen001 [310] jchen001,#rstats [307] rmarkdown,20 [303] learn,data Top Word Pairs in Tweet in G1:
[381] data,visualization [252] jan,2023 [249] data,table [248] 00,gmt [248] full,gw [248] gw,data [248] table,gt [248] visualization,gt [248] gmt,full [248] gt,visualization Top Word Pairs in Tweet in G2:
[317] data,visualization [254] learn,data [243] visualization,free [234] tut_ml,learn [220] #programming,#coding [218] online,courses [216] courses,#datascientist [216] free,online [216] #datascientist,#programming [203] #coding,#100dayso Top Word Pairs in Tweet in G3:
[349] data,visualization [291] 20,packages [291] jchen001,#rstats [291] visualization,know [291] packages,data [291] know,jchen001 [288] rmarkdown,20 [90] data,analysis [81] analysis,visualization [76] visualization,modeling Top Word Pairs in Tweet in G4:
[205] toughs,dressed [205] today,accosted [205] exactly,hamburglar [205] gang,street [205] street,toughs [205] hamburglar,one [205] dressed,exactly [205] earlier,today [205] accosted,gang [204] jon_bois,earlier Top Word Pairs in Tweet in G5:
[219] certifications,available [156] web,design [156] responsive,web [156] 10,certifications [156] data,structures [156] algorithms,data [156] available,responsive [156] design,javascript [156] freecodecamp,10 [156] javascript,algorithms Top Word Pairs in Tweet in G6:
[201] data,visualization [185] tricks,need [185] knew,three [185] three,#excel [185] know,knew [185] visualization,tricks [185] need,know [184] exceldictionary,data [10] analysis,data [10] certificates,ml Top Word Pairs in Tweet in G7:
[187] data,visualization [179] visualization,passion [175] excelhumor,data [2] example,misleading [2] bad,data [2] misleading,data [2] good,example Top Word Pairs in Tweet in G8:
[180] data,visualization [170] common,data [169] data,science [168] explain,common [168] wrong,explain [168] challenge,obviously [168] visualization,mistakes [168] seems,wrong [168] obviously,graphic [168] science,challenge Top Word Pairs in Tweet in G9:
[137] data,visualization [105] welcome,data [105] channel,learn [105] learn,use [105] 103,check [105] youtube,channel [105] visualization,103 [105] check,youtube [104] starboy_abefe,welcome [52] data,science Top Word Pairs in Tweet in G10:
[60] financial,data [59] written,one [59] experts,topic [59] data,explores [59] leading,experts [59] topic,introduction [59] one,leading [59] analysis,financial [59] introduction,analysis [58] parajulisaroj16,written Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
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: