The graph represents a network of 1,457 Twitter users whose recent tweets contained "iot bigdata", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 12:44 UTC.
The tweets in the network were tweeted over the 1825-day, 22-hour, 50-minute period from Thursday, 15 February 2018 at 02:09 UTC to Wednesday, 15 February 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 : 1457
Unique Edges : 1613
Edges With Duplicates : 10530
Total Edges : 12143
Number of Edge Types : 8
Mentions : 808
Retweet : 3650
MentionsInRetweet : 5291
Tweet : 1340
MentionsInReplyTo : 584
MentionsInQuote : 344
Replies to : 77
Quote : 49
Self-Loops : 2303
Reciprocated Vertex Pair Ratio : 0.0362529002320186
Reciprocated Edge Ratio : 0.0699692135460397
Connected Components : 73
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 1318
Maximum Edges in a Connected Component : 11775
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.416496
Graph Density : 0.00168427145949452
Modularity : 0.211361
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,457 Twitter users whose recent tweets contained "iot bigdata", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 12:44 UTC.
The tweets in the network were tweeted over the 1825-day, 22-hour, 50-minute period from Thursday, 15 February 2018 at 02:09 UTC to Wednesday, 15 February 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 bigdata
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:
[1095] #iot,#iiot [1029] #bigdata,#analytics [749] #python,#rstats [666] #analytics,#datascience [640] #ai,#machinelearning [565] #ai,#ml [541] #datascience,#datascientists [530] #artificialintelligence,#bigdata [524] #100daysofcode,#5g [515] #datascience,#ai Top Word Pairs in Tweet in G1:
[626] #iot,#iiot [586] #bigdata,#analytics [434] #ai,#ml [426] #100daysofcode,#5g [419] #python,#rstats [414] #artificialintelligence,#bigdata [409] #datascience,#datascientists [403] #5g,#ai [390] #ai,#artificialintelligence [379] #bigdata,#chatgpt Top Word Pairs in Tweet in G2:
[356] #tech,#innovation [222] #chatgpt,#tech [192] #innovation,#technology [174] #web3,#metaverse [164] #ai,#web3 [160] #technology,#ai [115] #innovation,#nlp [103] #metaverse,#blockchain [100] #marketing,#iot [90] #blockchain,#marketing Top Word Pairs in Tweet in G3:
[285] #bigdata,#analytics [272] #analytics,#datascience [271] #iot,#iiot [222] #python,#rstats [188] #datascience,#ai [179] #ai,#machinelearning [173] #machinelearning,#iot [133] #iiot,#python [133] #rstats,#tensorflow [114] #pytorch,#python Top Word Pairs in Tweet in G4:
[80] #ml,#datascience [77] #datascience,#datascientists [77] #ai,#ml [77] #artificialintelligence,#ai [72] #datascientists,#codenewbies [69] #codenewbies,#tech [67] tut_ml,learn [49] #coding,#100daysofcode [49] #programming,#coding [49] #tech,#deeplearning Top Word Pairs in Tweet in G5:
[50] #iot,#iiot [41] #iiot,#bigdata [40] #programming,#linux [40] #linux,#iot [40] #python,#coding [40] #100daysofcode,#programming [37] #rstats,#100daysofcode [36] #javascript,#rstats [36] #coding,#javascript [35] #datascience,#datascientists Top Word Pairs in Tweet in G6:
[30] udemy,certificate [30] free,udemy [30] certificate,course [27] #iotpl,#iotcl [23] #iot,#iiot [22] #ai,#edge [21] #iiot,#iotcommunity [20] #iotcommunity,#ai [20] websketchtech,free [20] #iotcl,#iiot Top Word Pairs in Tweet in G7:
[34] #ai,#iot [25] #bigdata,#ai [22] assignment,help [22] quality,assignment [22] help,dm [21] #essays,#research [21] #onlineclass,#calculus [21] dm,#essays [21] exams,#onlineclass [21] #thesis,#law Top Word Pairs in Tweet in G8:
[7] paula_piccard,key [7] needs,both [7] #analytics,#content [7] #marketing,needs [7] both,sides [7] modern,#marketing [7] key,add [7] #leadership,#analytics [7] info,paula_piccard [7] add,#leadership Top Word Pairs in Tweet in G9:
[32] #metaverse,#ar [31] #ai,#artificialintelligence [31] #bigdata,#chatgpt [31] #artificialintelligence,#bigdata [31] #chatgpt,#coding [31] #ar,#vr [31] #100daysofcode,#5g [29] #datascience,#iot [29] #coding,#data [28] #vr,#100daysofcode Top Word Pairs in Tweet in G10:
[51] read,more [50] #python,#machinelearning [48] #machinelearning,#bigdata [47] #datascience,#100daysofcode [47] #nlp,#robots [47] #robots,#iot [47] #ai,#datascience [47] #100daysofcode,#python [47] #artificialintelligence,#ai [47] more,#artificialintelligence Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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 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: