The graph represents a network of 1,674 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 August 2021 at 02:30 UTC.
The requested start date was Sunday, 01 August 2021 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 13-day, 22-hour, 34-minute period from Sunday, 18 July 2021 at 01:00 UTC to Saturday, 31 July 2021 at 23:34 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 : 1674
Unique Edges : 1496
Edges With Duplicates : 9953
Total Edges : 11449
Number of Edge Types : 5
Retweet : 3651
MentionsInRetweet : 5030
Tweet : 1282
Mentions : 1413
Replies to : 73
Self-Loops : 1340
Reciprocated Vertex Pair Ratio : 0.0124297129328204
Reciprocated Edge Ratio : 0.0245542239111371
Connected Components : 111
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 1522
Maximum Edges in a Connected Component : 11251
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.059606
Graph Density : 0.00122152308682205
Modularity : 0.209055
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,674 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 August 2021 at 02:30 UTC.
The requested start date was Sunday, 01 August 2021 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 13-day, 22-hour, 34-minute period from Sunday, 18 July 2021 at 01:00 UTC to Saturday, 31 July 2021 at 23:34 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 : kdnuggets
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:
[1243] #bigdata,#analytics [1223] #iot,#iiot [1151] #python,#bigdata [971] #iiot,#azure [963] #analytics,#ai [918] #datascience,#iot [877] #ai,#datascience [669] kdnuggets,#kdn [656] #azure,#rstats [642] #rstats,#dotnet Top Word Pairs in Tweet in G1:
[528] kdnuggets,#kdn [68] kdnuggets,kdnuggets [54] 2021,kdnuggets [51] design,patterns [50] open,source [43] machine,learning [42] data,science [41] #python,kdnuggets [41] kdnuggets,#datascience [38] artificial,intelligence Top Word Pairs in Tweet in G2:
[523] #iot,#iiot [508] #bigdata,#analytics [479] #python,#bigdata [399] #analytics,#ai [396] #datascience,#iot [382] #iiot,#azure [376] #ai,#datascience [264] #azure,#rstats [248] #rstats,#dotnet [133] #dotnet,#c Top Word Pairs in Tweet in G3:
[20] kevin_jackson,sallyeaves [18] #ai,#aiio [18] #aiio,#bigdata [18] #bigdata,#ml [17] #bigdata,#analytics [16] #ai,#datascience [15] #futureofwork,kevin_jackson [14] schmarzo,kdnuggets [13] #python,#bigdata [13] #iot,#iiot Top Word Pairs in Tweet in G4:
[454] #bigdata,#analytics [433] #python,#bigdata [430] #iot,#iiot [378] #iiot,#azure [363] #analytics,#ai [332] #datascience,#iot [312] #ai,#datascience [263] #rstats,#dotnet [255] #azure,#rstats [173] #cpp,#java Top Word Pairs in Tweet in G5:
[312] #ai,#ml [206] #iot,#iiot [202] data,science [196] #bigdata,#analytics [172] #python,#bigdata [158] machine,learning [158] #iiot,#azure [145] #analytics,#ai [136] #ai,#datascience [134] #datascience,#iot Top Word Pairs in Tweet in G6:
[19] machine,learning [16] data,science [11] deep,learning [7] data,scientist [7] geometric,foundations [7] foundations,deep [7] design,patterns [7] patterns,machine [6] open,source [5] data,scientists Top Word Pairs in Tweet in G7:
[2] beefy_musk,coldeejay [2] coldeejay,prakhar254531 [2] prakhar254531,therohanvee [2] therohanvee,prathamshenoy12 [2] prathamshenoy12,theoggish [2] theoggish,coindrh [2] coindrh,ironside43210 [2] ironside43210,nic_cantrade [2] nic_cantrade,peasandbananas [2] peasandbananas,djudan_kandas Top Word Pairs in Tweet in G8:
[32] data,science [25] machine,learning [18] #datascience,#ds [11] #bigdata,#datascience [11] #datascience,#datascience [10] #bigdata,#analytics [10] guide,become [10] data,scientists [8] data,scientist [8] #datascience,#bigdata Top Word Pairs in Tweet in G9:
[19] things,need [19] need,know [19] know,#bigdata [19] #bigdata,kdnuggets [19] kdnuggets,yuhelenyu [19] yuhelenyu,marcusborba [19] marcusborba,nicochan33 [19] nicochan33,psb_dc [19] psb_dc,dhinchcliffe [18] veracitiz,things Top Word Pairs in Tweet in G10:
[5] machine,learning [4] check,iamontheinet's [4] iamontheinet's,blog [4] blog,kdnuggets [4] kdnuggets,highlights [4] highlights,#streamsets [4] #streamsets,databricks [4] databricks,mlflow [4] mlflow,help [4] best,practices Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: