The graph represents a network of 1,637 Twitter users whose recent tweets contained "iot 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 13:18 UTC.
The tweets in the network were tweeted over the 2009-day, 13-hour, 59-minute period from Tuesday, 11 July 2017 at 11:00 UTC to Wednesday, 11 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 : 1637
Unique Edges : 1421
Edges With Duplicates : 11635
Total Edges : 13056
Number of Edge Types : 8
Retweet : 4028
MentionsInRetweet : 5603
Mentions : 1229
Replies to : 63
Tweet : 1084
MentionsInReplyTo : 573
MentionsInQuote : 434
Quote : 42
Self-Loops : 2318
Reciprocated Vertex Pair Ratio : 0.0382304751501912
Reciprocated Edge Ratio : 0.0736454497632825
Connected Components : 56
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 1562
Maximum Edges in a Connected Component : 12834
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.498692
Graph Density : 0.00141964623102969
Modularity : 0.199662
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,637 Twitter users whose recent tweets contained "iot 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 13:18 UTC.
The tweets in the network were tweeted over the 2009-day, 13-hour, 59-minute period from Tuesday, 11 July 2017 at 11:00 UTC to Wednesday, 11 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 : 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:
[1778] #bigdata,#analytics [1318] #ai,#machinelearning [1270] #iot,#iiot [1221] #analytics,#datascience [1200] #python,#rstats [1168] #datascience,#ai [1139] #machinelearning,#iot [694] #ai,#iot [663] #iiot,#python [659] #programming,#coding Top Word Pairs in Tweet in G1:
[602] #bigdata,#analytics [502] #analytics,#datascience [500] #datascience,#ai [496] #iot,#iiot [495] #python,#rstats [483] #ai,#machinelearning [475] #machinelearning,#iot [320] #rstats,#tensorflow [283] #iiot,#pytorch [283] #pytorch,#python Top Word Pairs in Tweet in G2:
[313] #iot,#iiot [244] #iiot,#iotpl [216] #ai,#machinelearning [198] #ai,#ml [165] #bigdata,#analytics [156] #analytics,#ai [137] #iotpl,#iotcl [136] #machinelearning,#iot [132] #datascience,#analytics [132] #programming,#coding Top Word Pairs in Tweet in G3:
[537] #bigdata,#analytics [429] #machinelearning,#ai [404] #analyics,#machinelearning [368] #analytics,#datascience [356] #python,#rstats [318] #ai,#iot [296] #datascience,#ai [287] #machinelearning,#datascience [286] #ai,#machinelearning [278] #iot,#ml Top Word Pairs in Tweet in G4:
[157] tut_ml,learn [138] online,courses [114] learn,data [104] data,science [101] free,data [101] 100,free [101] #neuralnetworks,#machinelearning [101] books,#neuralnetworks [101] science,books [101] #machinelearning,#tensorflow Top Word Pairs in Tweet in G5:
[90] #bigdata,#analytics [79] #digital,#tech [77] #datascience,#bigdata [70] #innovation,#iot [54] #ces2023,#ces [53] #innovation,#digital [52] #tech,#ai [51] #analytics,#innovation [46] #iot,#datascience [46] #ai,#robotic Top Word Pairs in Tweet in G6:
[253] #bigdata,#analytics [191] #ai,#machinelearning [169] #analytics,#datascience [164] #datascience,#ai [158] #iot,#iiot [144] #machinelearning,#iot [122] #python,#rstats [115] #machinelearning,#datascience [110] #analytics,#ai [104] #iiot,#python Top Word Pairs in Tweet in G7:
[57] #ai,#iot [41] #datascience,#machinelearning [40] #iot,#bigdata [39] #nlp,#robots [38] #deeplearning,#insurance [38] #insurance,#nlp [38] #machinelearning,#deeplearning [38] #robots,#ai [28] #machinelearning,#datascience [22] #cybersecurity,#bigdata Top Word Pairs in Tweet in G8:
[40] #ai,#machinelearning [40] #analytics,#datascience [40] applications,machine [40] learning,#bigdata [40] #datascience,#ai [40] machine,learning [40] #machinelearning,#iot [40] #bigdata,#analytics [40] #iot,#python [40] #python,#rstats Top Word Pairs in Tweet in G9:
[63] #machinelearning,#ai [58] #ai,#iot [32] #bigdata,#machinelearning [19] #iot,mt [15] #iot,copy [14] #machinelearning,#python [13] #iot,cc [12] #python,#datascience [12] cnet,#bigdata [10] #100daysofcode,#5g Top Word Pairs in Tweet in G10:
[10] #artificialintelligence,#ai [7] improving,way [7] built,bought [7] insurance,built [7] medium,#insurtech [7] way,insurance [7] #insurtech,improving [7] bought,experienced [7] experienced,although [7] #ai,#robotics 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 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: