The graph represents a network of 1,728 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, 26 September 2021 at 02:30 UTC.
The requested start date was Sunday, 26 September 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, 7-hour, 0-minute period from Sunday, 12 September 2021 at 00:19 UTC to Saturday, 25 September 2021 at 07:19 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 : 1728
Unique Edges : 1679
Edges With Duplicates : 12477
Total Edges : 14156
Number of Edge Types : 5
Tweet : 1388
Retweet : 4573
MentionsInRetweet : 6350
Mentions : 1752
Replies to : 93
Self-Loops : 1443
Reciprocated Vertex Pair Ratio : 0.0210286293387383
Reciprocated Edge Ratio : 0.0411910669975186
Connected Components : 111
Single-Vertex Connected Components : 96
Maximum Vertices in a Connected Component : 1599
Maximum Edges in a Connected Component : 14005
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.94612
Graph Density : 0.00135042033927384
Modularity : 0.195004
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,728 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, 26 September 2021 at 02:30 UTC.
The requested start date was Sunday, 26 September 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, 7-hour, 0-minute period from Sunday, 12 September 2021 at 00:19 UTC to Saturday, 25 September 2021 at 07:19 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:
[1381] #iot,#iiot [1075] #bigdata,#analytics [1040] #iiot,#azure [1037] #python,#bigdata [1033] #ai,#datascience [1021] #analytics,#ai [1006] #datascience,#iot [813] #rstats,#dotnet [645] data,science [601] #azure,#rstats Top Word Pairs in Tweet in G1:
[130] data,science [87] 100,valuable [87] valuable,github [87] github,repositories [87] repositories,#machinelearning [86] kdnuggets,100 [80] kdnuggets,data [58] science,job [58] job,roles [46] machine,learning Top Word Pairs in Tweet in G2:
[700] #iot,#iiot [560] #bigdata,#analytics [534] #python,#bigdata [525] #analytics,#ai [511] #ai,#datascience [498] #datascience,#iot [495] #iiot,#azure [402] #rstats,#dotnet [298] #azure,#rstats [270] #dotnet,#c Top Word Pairs in Tweet in G3:
[375] #ai,#ml [322] #iot,#iiot [246] #bigdata,#analytics [240] #ai,#datascience [238] #python,#bigdata [238] #datascience,#iot [235] #analytics,#ai [234] #iiot,#azure [174] #rstats,#dotnet [152] machine,learning Top Word Pairs in Tweet in G4:
[12] women_in_ai,labiotech_eu [12] labiotech_eu,nicochan33 [12] nicochan33,si_org_pl [12] si_org_pl,mlearning_ai [12] mlearning_ai,globalgoalsai [12] globalgoalsai,technation [12] technation,sallyeaves [9] longevitytech,globalgoalsai [9] globalgoalsai,monalinejad [9] monalinejad,joannashields Top Word Pairs in Tweet in G5:
[348] #iot,#iiot [304] #iiot,#azure [261] #datascience,#iot [258] #bigdata,#analytics [258] #ai,#datascience [256] #python,#bigdata [253] #analytics,#ai [230] #rstats,#dotnet [169] #azure,#rstats [146] #dotnet,#c Top Word Pairs in Tweet in G6:
[19] data,science [17] machine,learning [7] low,code [7] code,code [7] data,scientist [6] top,18 [6] 18,low [6] code,machine [6] learning,platforms [6] twitter,round Top Word Pairs in Tweet in G7:
[5] data,science [4] data,scientists [4] kdnuggets,techrepublic [4] techrepublic,technative [4] forbes,techreview [4] techreview,venturebeat [4] venturebeat,zdnet [4] zdnet,aithority [3] hypothesis,testing [3] testing,explained Top Word Pairs in Tweet in G8:
[43] data,science [42] deep,learning [34] machine,learning [31] free,courses [31] courses,calculus [31] calculus,key [31] key,understanding [31] understanding,deep [31] learning,#deeplearning [29] machinelearnflx,free Top Word Pairs in Tweet in G9:
[73] machine,learning [65] #ai,#ml [52] data,science [48] kdnuggets,#datascience [48] #datascience,#ai [48] #ml,#data [46] deep,learning [45] #data,#bigdata [34] machine,deep [33] compendium,open Top Word Pairs in Tweet in G10:
[22] #datascience,#machinelearning [21] #machinelearning,#ml [8] data,science [7] deep,learning [5] find,ai [5] ai,ml [5] ml,help [5] help,organizations [5] organizations,patch [5] patch,better 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 G4:
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: