The graph represents a network of 2,939 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 Friday, 08 July 2022 at 23:16 UTC.
The requested start date was Friday, 08 July 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 2-day, 21-hour, 23-minute period from Tuesday, 05 July 2022 at 02:37 UTC to Friday, 08 July 2022 at 00:00 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 : 2939
Unique Edges : 2258
Edges With Duplicates : 14944
Total Edges : 17202
Number of Edge Types : 5
Tweet : 1813
Retweet : 6231
MentionsInRetweet : 7625
Mentions : 1382
Replies to : 151
Self-Loops : 2019
Reciprocated Vertex Pair Ratio : 0.0134919225989704
Reciprocated Edge Ratio : 0.0266246277806971
Connected Components : 369
Single-Vertex Connected Components : 155
Maximum Vertices in a Connected Component : 1969
Maximum Edges in a Connected Component : 15836
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.135113
Graph Density : 0.000661163188601635
Modularity : 0.25979
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,939 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 Friday, 08 July 2022 at 23:16 UTC.
The requested start date was Friday, 08 July 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 2-day, 21-hour, 23-minute period from Tuesday, 05 July 2022 at 02:37 UTC to Friday, 08 July 2022 at 00:00 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:
[1626] #bigdata,#analytics [1079] #machinelearning,#datascience [883] data,science [877] #cybersecurity,#bigdata [819] #analytics,#ai [743] #datascience,#sql [723] #sql,#cybersecurity [720] #iiot,#python [671] #python,#rstats [658] #machinelearning,#bigdata Top Word Pairs in Tweet in G1:
[872] #bigdata,#analytics [588] #machinelearning,#datascience [582] #machinelearning,#bigdata [514] #cybersecurity,#bigdata [489] #programming,#datascience [467] #analytics,#ai [456] #bigdata,#datascience [455] #100daysofcode,#codenewbie [454] #womenwhocode,#programming [449] #datascience,#academictwitter Top Word Pairs in Tweet in G2:
[133] #bigdata,#analytics [90] #machinelearning,#datascience [68] #ai,#ml [65] #datascience,#bigdata [51] #analytics,#datascience [48] #artificialintelligence,#ai [48] #python,#rstats [48] #ai,#machinelearning [47] #iot,#iiot [45] #datascience,#ai Top Word Pairs in Tweet in G3:
[563] 2022,06 [563] 06,30 [563] latest,covid [560] covid,insights [556] 30,latest [553] insights,analytics [368] day,covid [362] 1k,population [359] population,county [352] analytics,team Top Word Pairs in Tweet in G4:
[132] data,science [24] machine,learning [18] skills,report [11] academic,help [11] help,pocket [11] pocket,friendly [11] friendly,fee [11] fee,summer [11] summer,fall [11] fall,discord Top Word Pairs in Tweet in G5:
[233] #cybersecurity,#bigdata [231] #bigdata,#analytics [207] #analytics,#ai [206] #sql,#cybersecurity [204] #datascience,#sql [180] #machinelearning,#datascience [172] #ai,#iiot [137] #iiot,#python [119] #python,#rstats [90] #rstats,#tensorflow Top Word Pairs in Tweet in G6:
[54] #bigdata,#analytics [45] gt,gt [42] kirkdborne,free [39] free,downloadable [39] downloadable,pdf [39] pdf,ebooks [39] ebooks,including [39] book,gt [39] notes,professionals [37] gt,#python Top Word Pairs in Tweet in G7:
[214] #bigdata,#analytics [185] #analytics,#datascience [180] #iot,#iiot [170] #datascience,#ai [160] #ai,#machinelearning [158] #machinelearning,#iot [107] #python,#rstats [88] #iiot,#python [78] free,book [78] book,available Top Word Pairs in Tweet in G8:
[19] njoyflyfishing,day [19] 2022,06 [19] 06,30 [19] 30,latest [19] latest,covid [19] covid,insights [19] insights,analytics [16] #bigdata,#analytics [15] 1k,population [15] population,county Top Word Pairs in Tweet in G9:
[48] data,science [47] more,100 [47] 100,000 [47] 000,libraries [47] libraries,python [47] python,10 [47] 10,python [47] python,libraries [47] libraries,aware [46] sumanth_077,more Top Word Pairs in Tweet in G10:
[69] #machinelearning,#datascience [66] #digitalmarketing,#bigdata [62] #bigdata,#startups [61] presentation,template [60] #ai,#machinelearning [60] template,#digitalmarketing [56] #startups,#startup [50] #datascience,#artificialintelligence [47] powerpoint,presentation [42] #artificialintelligence,trending Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
Top Replied-To in G7:
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: