The graph represents a network of 1,680 Twitter users whose tweets in the requested range contained "iot machinelearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 November 2022 at 13:18 UTC.
The requested start date was Wednesday, 23 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 19-day, 9-hour, 33-minute period from Thursday, 03 November 2022 at 15:26 UTC to Wednesday, 23 November 2022 at 00:59 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 : 1680
Unique Edges : 1334
Edges With Duplicates : 15508
Total Edges : 16842
Number of Edge Types : 5
Retweet : 6681
MentionsInRetweet : 7783
Tweet : 1211
Mentions : 1147
Replies to : 20
Self-Loops : 1537
Reciprocated Vertex Pair Ratio : 0.0128076846107665
Reciprocated Edge Ratio : 0.0252914443785813
Connected Components : 42
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 1624
Maximum Edges in a Connected Component : 16771
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.442463
Graph Density : 0.00179422275163788
Modularity : 0.183751
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,680 Twitter users whose tweets in the requested range contained "iot machinelearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 November 2022 at 13:18 UTC.
The requested start date was Wednesday, 23 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 19-day, 9-hour, 33-minute period from Thursday, 03 November 2022 at 15:26 UTC to Wednesday, 23 November 2022 at 00:59 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 : iot machinelearning
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:
[3377] #bigdata,#analytics [2910] #ai,#machinelearning [2772] #machinelearning,#iot [2753] #analytics,#datascience [2752] #datascience,#ai [2131] #python,#rstats [1603] #pytorch,#python [1582] #iot,#iiot [1204] #iot,#pytorch [1018] #rstats,#tensorflow Top Word Pairs in Tweet in G1:
[1977] #bigdata,#analytics [1681] #analytics,#datascience [1678] #ai,#machinelearning [1664] #datascience,#ai [1642] #machinelearning,#iot [1253] #python,#rstats [946] #iot,#iiot [899] #pytorch,#python [624] #iot,#pytorch [605] #rstats,#tensorflow Top Word Pairs in Tweet in G2:
[329] #ai,#machinelearning [301] #bigdata,#analytics [274] #machinelearning,#iot [255] #machinelearning,#ai [229] #datascience,#ai [217] #iot,#iiot [211] #analytics,#datascience [199] #python,#rstats [157] #ai,#iot [132] #ai,#python Top Word Pairs in Tweet in G3:
[632] #bigdata,#analytics [489] #ai,#machinelearning [475] #machinelearning,#iot [467] #analytics,#datascience [463] #datascience,#ai [368] #python,#rstats [306] #machinelearning,#datascience [293] #pytorch,#python [266] #iot,#iiot [238] #iot,#pytorch Top Word Pairs in Tweet in G4:
[262] #bigdata,#analytics [249] #ai,#machinelearning [249] #machinelearning,#iot [246] #datascience,#ai [244] #analytics,#datascience [231] #pytorch,#python [224] #python,#rstats [212] #iot,#pytorch [124] #rstats,#tensorflow [100] cheat,sheet Top Word Pairs in Tweet in G5:
[65] #bigdata,#analytics [54] #iotpl,#iotcl [52] #bigdata,#datascience [50] #ai,#machinelearning [47] #iot,#iiot [44] #datascience,#ai [38] #cybersecurity,#bigdata [37] #machinelearning,#datascience [35] #datascience,#machinelearning [35] #analytics,#datascience Top Word Pairs in Tweet in G6:
[106] completely,free [106] free,courses [74] #datascientist,#programming [73] #programming,#coding [70] courses,#datascientist [68] learn,sql [67] 12,completely [67] sql,12 [65] joins,learn [65] sql,joins Top Word Pairs in Tweet in G7:
[16] #ai,#bigdata [14] #bigdata,#digital [13] #ai,#machinelearning [12] access,#financialservices [12] #iot,#ml [12] inclusive,access [12] #financialservices,#ai [12] enables,inclusive [12] stratorob,#machinelearning [12] #digitaltransformation,#machinelearning Top Word Pairs in Tweet in G8:
[8] tweets,enjoy [8] top,tweets [8] #selfdrivingcars,#autonomousvehicles [8] enjoy,#ai [8] #ai,#selfdrivingcars [7] round,collection [7] #bigdata,#analytics [7] 24h,round [7] collection,top [6] #cybersecurity,#bigdata Top Word Pairs in Tweet in G9:
[17] #ai,#iot [9] #artificialintelligence,#internetofthings [9] intengineering,#ai [9] remote,intengineering [9] spin,remote [9] hello,spin [9] #iot,#artificialintelligence [8] ronald_vanloon,hello [8] #internetofthings,#machinelearning [6] go,#ai Top Word Pairs in Tweet in G10:
[14] #bigdata,#analytics [11] #iot,#iiot [11] #analytics,#datascience [10] #datascience,#ai [9] #ai,#machinelearning [8] #machinelearning,#deeplearning [8] #machinelearning,#iot [7] #smartcities,#cyberthreats [7] #pytorch,#python [7] #ai,#artificialintelligence Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: