The graph represents a network of 4,093 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, 15 June 2019 at 01:16 UTC.
The requested start date was Saturday, 15 June 2019 at 01:12 UTC and the maximum number of tweets (going backward in time) was 5,000.
The tweets in the network were tweeted over the 1-day, 6-hour, 21-minute period from Wednesday, 12 June 2019 at 19:16 UTC to Friday, 14 June 2019 at 01:38 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 : 4093
Unique Edges : 5592
Edges With Duplicates : 2414
Total Edges : 8006
Self-Loops : 1724
Reciprocated Vertex Pair Ratio : 0.0237446477228494
Reciprocated Edge Ratio : 0.0463878326996198
Connected Components : 917
Single-Vertex Connected Components : 463
Maximum Vertices in a Connected Component : 1871
Maximum Edges in a Connected Component : 5462
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.849788
Graph Density : 0.000314056925265677
Modularity : 0.598751
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1467] data,science [443] #bigdata,#analytics [434] #datascience,#machinelearning [417] #analytics,#datascience [392] gt,gt [347] machine,learning [262] #ai,#machinelearning [249] artificial,intelligence [224] #datascience,#ai [212] #ai,#iot Top Word Pairs in Tweet in G1:
[284] gt,gt [150] #datascience,#machinelearning [109] data,science [106] artificial,intelligence [100] #ai,#iot [91] #analytics,#datascience [87] #bigdata,#analytics [86] #bigdata,#datascience [85] #ai,#machinelearning [81] #machinelearning,#deeplearning Top Word Pairs in Tweet in G2:
[363] data,science [78] make,data [77] science,workflow [77] workflow,efficient [77] efficient,reproducible [74] reproducible,mlflow [44] machine,learning [20] through,data [19] smx,overtime [19] gains,through Top Word Pairs in Tweet in G3:
[41] data,science [39] #bigdata,#analytics [38] #ai,#machinelearning [37] gt,gt [28] artificial,intelligence [27] #datascience,#machinelearning [27] #bigdata,#datascience [23] #analytics,#datascience [21] #machinelearning,#bigdata [19] machine,learning Top Word Pairs in Tweet in G4:
[198] #bigdata,#analytics [188] #analytics,#datascience [123] #datascience,#machinelearning [106] #iot,#iiot [84] #ai,#machinelearning [80] #datascience,#ai [80] #iiot,#pytorch [71] #pytorch,#python [62] #machinelearning,#bigdata [60] artificial,intelligence Top Word Pairs in Tweet in G5:
[180] gt,#python [180] #python,#javascript [180] #javascript,#angular [180] #angular,#reactjs [161] #reactjs,#vuejs [153] #vuejs,#perl [103] #perl,#ruby [98] #bigdata,#analytics [92] #analytics,#datascience [87] #ruby,#csharp Top Word Pairs in Tweet in G6:
[48] #rstats,#datascience [35] data,science [32] https,t [32] t,co [24] #datascience,#machinelearning [19] dear,r [19] r,community [19] community,getting [19] getting,oreillymedia [19] oreillymedia,learn Top Word Pairs in Tweet in G7:
[28] #deeplearning,#machinelearning [28] #machinelearning,#ai [26] deep,learning [24] machine,learning [22] #ai,#datascience [18] #datascience,#neuralnetworks [18] #neuralnetworks,#cnn [18] #cnn,#reinforcement [18] #reinforcement,#learning [18] #learning,#deeprl Top Word Pairs in Tweet in G8:
[31] data,science [14] #datascience,#machinelearning [13] r,vs [13] vs,python [12] #rstats,meaning [12] meaning,write [12] write,point [12] point,point [12] point,analysis [12] analysis,r Top Word Pairs in Tweet in G9:
[43] os,dados [42] terminei,baixar [42] baixar,atualização [42] atualização,da [42] da,receitafederal [42] receitafederal,com [42] com,os [42] dados,empresas [42] empresas,sócios [42] sócios,e Top Word Pairs in Tweet in G10:
[11] data,science [7] datacoalition,excited [7] excited,partner [7] partner,whitehouse [7] whitehouse,ombpress [7] ombpress,emerging [7] emerging,#feddatastrategy [7] #feddatastrategy,public [7] public,event [6] nickrhart,datacoalition Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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