The graph represents a network of 2,089 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, 05 July 2020 at 04:22 UTC.
The requested start date was Sunday, 05 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 9-day, 16-hour, 56-minute period from Wednesday, 24 June 2020 at 14:30 UTC to Saturday, 04 July 2020 at 07:26 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 : 2089
Unique Edges : 2293
Edges With Duplicates : 8752
Total Edges : 11045
Number of Edge Types : 5
Retweet : 3210
MentionsInRetweet : 4810
Tweet : 1553
Replies to : 96
Mentions : 1376
Self-Loops : 1610
Reciprocated Vertex Pair Ratio : 0.0146797153024911
Reciprocated Edge Ratio : 0.0289346777729066
Connected Components : 138
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 1930
Maximum Edges in a Connected Component : 10850
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.000995
Graph Density : 0.00104589080918293
Modularity : 0.304336
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 2,089 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, 05 July 2020 at 04:22 UTC.
The requested start date was Sunday, 05 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 9-day, 16-hour, 56-minute period from Wednesday, 24 June 2020 at 14:30 UTC to Saturday, 04 July 2020 at 07:26 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:
[971] data,science [736] machine,learning [275] deep,learning [272] satellites,orbit [272] orbit,earth [269] #tech,#space [268] earth,thespaceacad [268] thespaceacad,#tech [267] #space,#sattelite [265] #sattelite,#5g Top Word Pairs in Tweet in G1:
[230] data,science [117] data,scientists [111] many,ml [111] ml,tools [111] tools,libraries [111] libraries,exist [111] exist,help [111] help,data [111] science,foundation [111] foundation,mathematics Top Word Pairs in Tweet in G2:
[590] machine,learning [587] data,science [152] deep,learning [139] exploring,world [125] world,data [118] free,ebook [98] #ai,#machinelearning [97] data,scientists [94] data,scientist [91] much,math Top Word Pairs in Tweet in G3:
[258] satellites,orbit [258] orbit,earth [255] #tech,#space [254] earth,thespaceacad [254] thespaceacad,#tech [253] #space,#sattelite [251] #sattelite,#5g [250] #5g,#iot [246] #iot,cc [246] cc,pawlowskimario Top Word Pairs in Tweet in G4:
[26] data,science [10] machine,learning [9] bias,ai [9] ai,primer [9] kdnuggets,#ai [8] data,scientist [8] science,kdnuggets [7] top,kdnuggets [7] kdnuggets,tweets [7] primer,kdnuggets Top Word Pairs in Tweet in G5:
[66] elon,musk [65] high,speed [64] musk,world [64] world,high [64] speed,#internet [64] #internet,seeker [64] #iot,#digital [53] #digital,#digitaltransformation [53] #digitaltransformation,#tech [52] ronald_vanloon,elon Top Word Pairs in Tweet in G6:
[56] kdnuggets,#ai [52] #ai,#machinelearning [52] #machinelearning,#bigdata [32] much,#math [32] #math,need [32] need,#datascience [32] #datascience,kdnuggets [31] frronconi,much [31] #bigdata,#artifici [22] #datascience,tools Top Word Pairs in Tweet in G7:
[17] #developer,#python [17] #python,#javascript [16] #coding,#programming [16] #programming,#developer [14] machine,learning [10] make,healthy [10] healthy,decision [10] decision,morning [10] morning,signup [10] signup,#datascience Top Word Pairs in Tweet in G8:
[68] free,ebook [64] deep,learning [63] learning,coders [63] coders,fastai [63] fastai,pytorch [63] pytorch,free [38] ebook,#deeplearning [32] machinelearnflx,deep [25] ebook,#pytorch [9] pythonbot_,deep Top Word Pairs in Tweet in G9:
[15] kdnuggets,kdnuggets [9] data,science [5] build,data [5] science,competency [5] competency,covid [5] covid,future [5] future,kdnuggets [4] data,cleaning [4] cleaning,secret [4] secret,ingredient Top Word Pairs in Tweet in G10:
[7] july,join [7] join,wes [7] wes,mckinney [7] mckinney,#acmtechtalk [7] #acmtechtalk,apache [7] apache,arrow [7] arrow,future [7] future,data [7] data,frames [7] frames,larisa 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 G5:
Top Replied-To in G6:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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: