The graph represents a network of 1,729 Twitter users whose recent tweets contained "#iiot", 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 23:06 UTC.
The tweets in the network were tweeted over the 1467-day, 7-hour, 33-minute period from Thursday, 03 January 2019 at 17:25 UTC to Tuesday, 10 January 2023 at 00:58 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 : 1729
Unique Edges : 951
Edges With Duplicates : 10339
Total Edges : 11290
Number of Edge Types : 8
Retweet : 3585
MentionsInRetweet : 4565
Mentions : 803
Replies to : 31
MentionsInReplyTo : 124
Tweet : 1340
MentionsInQuote : 792
Quote : 50
Self-Loops : 2215
Reciprocated Vertex Pair Ratio : 0.0167890870933893
Reciprocated Edge Ratio : 0.0330237358101135
Connected Components : 81
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 1603
Maximum Edges in a Connected Component : 11081
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.578628
Graph Density : 0.000972985347985348
Modularity : 0.199216
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,729 Twitter users whose recent tweets contained "#iiot", 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 23:06 UTC.
The tweets in the network were tweeted over the 1467-day, 7-hour, 33-minute period from Thursday, 03 January 2019 at 17:25 UTC to Tuesday, 10 January 2023 at 00:58 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
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:
[2106] #iot,#iiot [1927] #bigdata,#analytics [1446] #python,#rstats [1137] #analytics,#datascience [1063] #ai,#machinelearning [1029] #iiot,#python [997] #datascience,#ai [964] #rstats,#tensorflow [925] #analytics,#ai [898] #machinelearning,#iot Top Word Pairs in Tweet in G1:
[1016] #bigdata,#analytics [890] #iot,#iiot [713] #python,#rstats [704] #analytics,#ai [687] #datascience,#datascientists [683] #iiot,#python [596] #ai,#iiot [581] #machinelearning,#datascience [546] #cybersecurity,#bigdata [542] #ml,#datascience Top Word Pairs in Tweet in G2:
[564] #bigdata,#analytics [552] #iot,#iiot [548] #analytics,#datascience [501] #python,#rstats [476] #ai,#machinelearning [476] #machinelearning,#iot [475] #datascience,#ai [331] #iiot,#pytorch [331] #pytorch,#python [300] #rstats,#tensorflow Top Word Pairs in Tweet in G3:
[314] #iot,#iiot [237] #iiot,#iotpl [211] #ai,#ml [152] #iotpl,#iotcl [130] #analytics,#ai [118] #ai,#machinelearning [106] #bigdata,#analytics [104] #programming,#coding [101] #datascience,#analytics [92] #machinelearning,#ml Top Word Pairs in Tweet in G4:
[69] #iot,#iiot [43] #web3,#cx [43] #healthtech,#smartcity [43] #digitalhealth,#web3 [43] #csuite,#digitalhealth [43] #datascientist,#csuite [43] #smartcity,#datascientist [43] #cx,#ehealth [43] #ehealth,#finserv [35] #bigdata,#analytics Top Word Pairs in Tweet in G5:
[189] #datascientist,#programming [189] #programming,#coding [184] courses,#datascientist [184] learn,data [181] online,courses [179] free,online [179] data,visualization [179] visualization,free [178] tut_ml,learn [177] #coding,#100dayso Top Word Pairs in Tweet in G6:
[72] #ai,#ml [71] #ml,#datascience [71] #datascience,#datascientists [71] #artificialintelligence,#ai [60] #datascientists,#codenewbies [60] #codenewbies,#tech [57] #bigdata,#analytics [40] #analytics,#datascience [39] #datascience,#ai [39] #iot,#iiot Top Word Pairs in Tweet in G7:
[166] #iotpl,#iotcl [106] chat,#digital [106] iot,coffee [106] #futurist,#tech [106] coffee,talk [106] #digital,#futurist [106] #tech,#iiot [106] welcome,iot [105] #iiot,#automation [102] #automation,#iot Top Word Pairs in Tweet in G8:
[34] #iot,#iiot [14] #bigdata,#analytics [13] #iiot,#ai [13] #analytics,#datascience [12] #aiethics,#5g [12] #digitaltransformation,#digitalenterprise [12] #digitalenterprise,#digitaltrust [12] #datascience,#ai [12] #ai,#machinelearning [12] #digitaltrust,#iot Top Word Pairs in Tweet in G9:
[28] #machinelearning,#datascience [22] #iot,#iiot [22] #bigdata,#analytics [20] #datascience,#sql [17] #javascript,#reactjs [17] #matlab,#html [17] #coding,#json [17] hmu,help [17] help,#python [17] #python,#developer Top Word Pairs in Tweet in G10:
[6] #manufacturing,infrastructure [6] #ai,#machinelearning [6] #iiot,#ai [6] optimize,operations [6] #machinelearning,optimize [6] leveraging,#iiot [6] operations,#manufacturing [5] iiot_world,leveraging [4] #iiot,#industry40 [4] #iot,#iiot Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G8:
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: