The graph represents a network of 1,267 Twitter users whose recent tweets contained "iiot machinelearning", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 12:23 UTC.
The tweets in the network were tweeted over the 1760-day, 15-hour, 14-minute period from Monday, 19 March 2018 at 09:45 UTC to Friday, 13 January 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 1267
Unique Edges : 595
Edges With Duplicates : 10494
Total Edges : 11089
Number of Edge Types : 8
Retweet : 4107
MentionsInRetweet : 5184
Tweet : 939
Mentions : 277
MentionsInQuote : 466
Quote : 34
Replies to : 18
MentionsInReplyTo : 64
Self-Loops : 2036
Reciprocated Vertex Pair Ratio : 0.00763665594855305
Reciprocated Edge Ratio : 0.0151575588352613
Connected Components : 28
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 1228
Maximum Edges in a Connected Component : 11013
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.320445
Graph Density : 0.00156294614413019
Modularity : 0.161175
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,267 Twitter users whose recent tweets contained "iiot machinelearning", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 12:23 UTC.
The tweets in the network were tweeted over the 1760-day, 15-hour, 14-minute period from Monday, 19 March 2018 at 09:45 UTC to Friday, 13 January 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : iiot 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:
[2874] #bigdata,#analytics [1926] #iot,#iiot [1878] #python,#rstats [1766] #ai,#machinelearning [1752] #analytics,#datascience [1664] #datascience,#ai [1483] #iiot,#python [1483] #machinelearning,#iot [1431] #machinelearning,#datascience [1330] #analytics,#ai Top Word Pairs in Tweet in G1:
[803] #bigdata,#analytics [627] #iot,#iiot [601] #machinelearning,#datascience [544] #python,#rstats [541] #analytics,#ai [464] #ai,#machinelearning [427] #analytics,#datascience [426] #iiot,#python [392] #datascience,#sql [376] #datascience,#ai Top Word Pairs in Tweet in G2:
[571] #bigdata,#analytics [571] #analytics,#datascience [568] #ai,#machinelearning [565] #datascience,#ai [561] #iot,#iiot [545] #machinelearning,#iot [444] #python,#rstats [260] #iiot,#python [244] #rstats,#tensorflow [220] #iiot,#pytorch Top Word Pairs in Tweet in G3:
[333] #bigdata,#analytics [249] #machinelearning,#datascience [248] #analytics,#ai [243] #ai,#iiot [242] #cybersecurity,#bigdata [211] #datascience,#sql [211] #python,#rstats [210] #iiot,#python [204] #sql,#cybersecurity [117] #rstats,#tensorflow Top Word Pairs in Tweet in G4:
[100] #innovation,#iot [73] #bigdata,#analytics [68] khulood_almani,#chatgpt [62] office,change [62] #ai,beat [62] #chatgpt,#microsoft [62] workplace,#ai [62] #microsoft,office [62] change,workplace [57] beat,#innovation Top Word Pairs in Tweet in G5:
[685] #bigdata,#analytics [428] #machinelearning,#datascience [381] #python,#rstats [367] #iiot,#python [367] #analytics,#ai [357] #datascience,#sql [350] #ai,#iiot [346] #ai,#machinelearning [342] #iot,#iiot [320] #analytics,#datascience Top Word Pairs in Tweet in G6:
[87] #iot,#iiot [63] #bigdata,#analytics [62] #datascience,#ai [57] #ai,#machinelearning [53] #analytics,#datascience [46] #machinelearning,#iot [42] #python,#rstats [29] #iiot,#python [22] #ai,#edge [21] #edge,#edgeai Top Word Pairs in Tweet in G7:
[84] #datascientist,#programming [84] #programming,#coding [82] courses,#datascientist [76] tut_ml,learn [70] learn,data [57] online,courses [56] #bigdata,#analytics [54] free,online [54] data,visualization [54] visualization,free Top Word Pairs in Tweet in G8:
[137] #bigdata,#analytics [113] #python,#rstats [90] #datascience,#ai [90] #analytics,#datascience [88] #ai,#machinelearning [79] #rstats,#tensorflow [73] #iiot,#pytorch [73] #pytorch,#python [62] #sql,commands [61] basic,#sql Top Word Pairs in Tweet in G9:
[72] #bigdata,#analytics [52] #analytics,#datascience [47] #iot,#iiot [46] #datascience,#ai [38] #ai,#machinelearning [31] #python,#rstats [28] #machinelearning,#iot [27] #iiot,#python [24] ingliguori,#bigdata [24] #analytics,#ai Top Word Pairs in Tweet in G10:
[64] #digitaltransformation,#machinelearning [43] #machinelearning,#bigdata [37] #bigdata,#analytics [24] #analytics,#ai [23] #bigdata,#artificialintelligence [22] business,value [22] value,#blockchain [22] #blockchain,mckinsey [22] #machinelearning,#deeplearning [22] mckinsey,#digitaltransformation 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 G5:
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: