The graph represents a network of 4,990 Twitter users whose tweets in the requested range contained ""data science" OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 00:17 UTC.
The requested start date was Friday, 09 December 2022 at 01:01 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 2-day, 4-hour, 16-minute period from Tuesday, 06 December 2022 at 20:44 UTC to Friday, 09 December 2022 at 01:00 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 : 4990
Unique Edges : 3183
Edges With Duplicates : 13991
Total Edges : 17174
Number of Edge Types : 5
Retweet : 5163
MentionsInRetweet : 6494
Tweet : 2512
Replies to : 204
Mentions : 2801
Self-Loops : 3079
Reciprocated Vertex Pair Ratio : 0.018832973139858
Reciprocated Edge Ratio : 0.036969696969697
Connected Components : 902
Single-Vertex Connected Components : 449
Maximum Vertices in a Connected Component : 2862
Maximum Edges in a Connected Component : 13656
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.758311
Graph Density : 0.000265112305187645
Modularity : 0.350872
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,990 Twitter users whose tweets in the requested range contained "%22data science%22 OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 00:17 UTC.
The requested start date was Friday, 09 December 2022 at 01:01 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 2-day, 4-hour, 16-minute period from Tuesday, 06 December 2022 at 20:44 UTC to Friday, 09 December 2022 at 01:00 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 : %22data science%22 OR #datascience
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:
[2359] data,science [1185] #bigdata,#analytics [749] #ai,#machinelearning [684] #machinelearning,#datascience [672] #analytics,#datascience [644] #iot,#iiot [539] #python,#rstats [523] #datascience,#ai [477] #ai,#ml [457] #analytics,#ai Top Word Pairs in Tweet in G1:
[774] #bigdata,#analytics [431] #machinelearning,#datascience [422] #ai,#ml [401] #datascience,#bigdata [400] #iot,#iiot [390] #analytics,#ai [379] #ai,#machinelearning [326] #python,#rstats [318] #programming,#coding [310] #analytics,#datascience Top Word Pairs in Tweet in G2:
[374] data,science [48] #machinelearning,#datascience [36] following,penny [36] going,help [36] science,youtube [36] 100,bagger [36] youtube,think [36] think,going [36] penny,stock [36] next,100 Top Word Pairs in Tweet in G3:
[309] #bigdata,#analytics [283] #analytics,#datascience [193] #iot,#iiot [180] #ai,#machinelearning [166] #python,#rstats [160] #datascience,#ai [149] #iiot,#python [121] #machinelearning,#iot [100] mathematics,statistics [100] #rstats,#tensorflow Top Word Pairs in Tweet in G4:
[417] data,science [154] courses,master [154] free,courses [152] paid,ones [152] better,paid [152] learned,data [152] online,free [152] spending,online [152] science,better [152] master,data Top Word Pairs in Tweet in G5:
[252] data,science [176] master,sql [176] sql,check [176] sql,mandatory [176] mandatory,software [176] software,development [176] knowing,sql [176] science,master [176] development,data [175] simonholdorf,knowing Top Word Pairs in Tweet in G6:
[111] datasciencedojo,list [99] list,python [98] #projectideas,#datascience [98] python,project [98] project,ideas [98] #python,#projectideas [98] ideas,#python [50] datasciencedojo,amazing [49] data,science [46] #python,#datascience Top Word Pairs in Tweet in G7:
[122] data,science [112] science,course [112] course,beginners [112] microsoft,offering [112] oriented,pre [112] project,oriented [112] friendly,project [112] beginners,free [112] beginners,friendly [112] free,100 Top Word Pairs in Tweet in G8:
[73] #rstats,#datascience [40] csv,files [39] speed,things [39] random,csv [39] handle,big [39] data,#rstats [39] sqlite,ditch [39] use,sqlite [39] things,handle [39] big,data Top Word Pairs in Tweet in G9:
[32] machine,learning [26] data,science [22] #ai,#iot [21] #machinelearning,#datascience [17] artificial,intelligence [17] #bigdata,#analytics [17] science,machine [16] analytics,data [16] data,analytics [15] cheat,sheet Top Word Pairs in Tweet in G10:
[84] data,science [83] science,roles [82] roles,jamaica [82] jamaica,please [82] interested,data [82] please,dm [81] msgillyj,interested Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: