The graph represents a network of 6,341 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, 26 May 2022 at 06:28 UTC.
The requested start date was Thursday, 26 May 2022 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 8-day, 1-hour, 55-minute period from Tuesday, 17 May 2022 at 21:49 UTC to Wednesday, 25 May 2022 at 23:45 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 : 6341
Unique Edges : 2733
Edges With Duplicates : 11928
Total Edges : 14661
Number of Edge Types : 5
Retweet : 5510
MentionsInRetweet : 6469
Tweet : 1547
Replies to : 293
Mentions : 842
Self-Loops : 1611
Reciprocated Vertex Pair Ratio : 0.0121933725433941
Reciprocated Edge Ratio : 0.024092970521542
Connected Components : 1069
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 3409
Maximum Edges in a Connected Component : 9656
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.300357
Graph Density : 0.000175513917985052
Modularity : 0.472666
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,341 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, 26 May 2022 at 06:28 UTC.
The requested start date was Thursday, 26 May 2022 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 8-day, 1-hour, 55-minute period from Tuesday, 17 May 2022 at 21:49 UTC to Wednesday, 25 May 2022 at 23:45 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:
[4271] data,visualization [469] total,album [469] album,sales [467] 04,2022 [467] learning,data [452] koreansales_twt,data [431] data,science [428] scientific,computing [423] python,developer [422] developer,pay Top Word Pairs in Tweet in G1:
[955] data,visualization [190] #analytics,#datascience [188] #datascience,#ai [183] #bigdata,#analytics [183] #iot,#iiot [181] #ai,#machinelearning [181] #machinelearning,#iot [125] #iiot,#python [124] visualization,single [124] single,cell Top Word Pairs in Tweet in G2:
[339] data,visualization [266] learning,data [254] machine,learning [250] looking,learn [250] learn,learn [250] learn,python [250] python,python [250] python,used [250] used,ai [250] ai,machine Top Word Pairs in Tweet in G3:
[458] data,visualization [58] data,analysis [27] analysis,data [25] analysis,visualization [23] offer,online [23] online,class [23] class,homework [23] homework,assignment [23] assignment,exam [23] exam,expert Top Word Pairs in Tweet in G4:
[469] data,visualization [469] total,album [469] album,sales [467] 04,2022 [452] koreansales_twt,data [160] sales,05 [158] visualization,#monsta_x [158] #monsta_x,total [158] 05,2015 [158] 2015,04 Top Word Pairs in Tweet in G5:
[314] python,developer [314] developer,pay [314] libraries,numpy [314] numpy,scientific [314] scientific,computing [311] pandas,data [310] pay,special [310] special,attention [310] attention,following [310] following,libraries Top Word Pairs in Tweet in G6:
[177] data,visualization [137] read,free [137] free,ebook [137] ebook,fundamentals [137] fundamentals,data [137] visualization,claus [137] claus,wilke [137] wilke,#dataviz [137] #dataviz,#rstats [137] #rstats,following Top Word Pairs in Tweet in G7:
[145] data,visualization [50] help,make [46] visualization,guide [45] very,bright [45] bright,minds [45] minds,developed [45] developed,public [45] public,data [45] guide,templates [45] templates,help Top Word Pairs in Tweet in G8:
[148] data,visualization [128] learning,data [123] anyone,learning [123] visualization,best [123] best,way [123] way,start [123] start,taking [123] taking,time [123] time,replicate [123] replicate,previous Top Word Pairs in Tweet in G9:
[137] teaching,introductory [137] introductory,course [137] course,#rstats [137] #rstats,data [137] data,one [137] one,point [137] point,felt [137] felt,need [137] need,make [137] make,data Top Word Pairs in Tweet in G10:
[134] mesmerizing,data [134] data,visualization [134] visualization,called [134] called,climate [134] climate,spiral [134] spiral,made [134] scientist,ed [133] data,truly [133] truly,amazing [133] amazing,mesmerizing Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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