The graph represents a network of 2,188 Twitter users whose recent tweets contained "#cloudcomputing", 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 16:05 UTC.
The tweets in the network were tweeted over the 1649-day, 13-hour, 46-minute period from Wednesday, 01 August 2018 at 11:13 UTC to Monday, 06 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 : 2188
Unique Edges : 1258
Edges With Duplicates : 9008
Total Edges : 10266
Number of Edge Types : 8
Retweet : 3357
MentionsInRetweet : 4197
Mentions : 690
Tweet : 1449
Replies to : 120
MentionsInReplyTo : 155
MentionsInQuote : 250
Quote : 48
Self-Loops : 2119
Reciprocated Vertex Pair Ratio : 0.0136986301369863
Reciprocated Edge Ratio : 0.027027027027027
Connected Components : 365
Single-Vertex Connected Components : 268
Maximum Vertices in a Connected Component : 1515
Maximum Edges in a Connected Component : 8950
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.353949
Graph Density : 0.000664973095965941
Modularity : 0.28505
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,188 Twitter users whose recent tweets contained "#cloudcomputing", 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 16:05 UTC.
The tweets in the network were tweeted over the 1649-day, 13-hour, 46-minute period from Wednesday, 01 August 2018 at 11:13 UTC to Monday, 06 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 : #cloudcomputing
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:
[1907] #bigdata,#analytics [1144] #python,#rstats [1063] #iot,#iiot [989] #iiot,#python [922] #analytics,#datascience [846] #machinelearning,#datascience [840] #ai,#machinelearning [826] #analytics,#ai [785] #rstats,#tensorflow [760] #datascience,#sql Top Word Pairs in Tweet in G1:
[522] #bigdata,#analytics [518] #iot,#iiot [482] #analytics,#datascience [404] #iiot,#python [397] #python,#rstats [334] #machinelearning,#iot [325] #ai,#machinelearning [291] #rstats,#tensorflow [288] #datascience,#ai [183] #datascience,#iot Top Word Pairs in Tweet in G2:
[185] #bigdata,#analytics [172] #iot,#iiot [148] #ai,#machinelearning [127] #iiot,#iotpl [123] #ai,#ml [100] #analytics,#ai [94] #programming,#coding [83] #datascience,#bigdata [82] #analytics,#datascience [81] #machinelearning,#iot Top Word Pairs in Tweet in G3:
[51] #cloud,#cloudcomputing [45] cloud,computing [15] #azure,#cloudcomputing [14] #cloudcomputing,#cloud [14] microsoft,azure [11] learn,more [11] #cloudcomputing,#aws [10] #cloudcomputing,#cybersecurity [9] cloud,migration [9] practice,questions Top Word Pairs in Tweet in G4:
[773] #bigdata,#analytics [585] #machinelearning,#datascience [488] #datascience,#sql [460] #cybersecurity,#bigdata [444] #python,#rstats [409] #analytics,#ai [398] #sql,#cybersecurity [368] #cloudcomputing,#serverless [343] #serverless,#datascientist [343] #cybersecurity,#hacker Top Word Pairs in Tweet in G5:
[133] #devops,#devsecops [132] #devsecops,#kubernetes [132] #cicd,#k8s [132] #kubernetes,#cicd [70] #k8s,#linux [70] #linux,#docker [61] awesome,actions [61] sarah_edo,#devops [61] actions,sarah_edo [60] mariuszmichaow3,awesome Top Word Pairs in Tweet in G6:
[40] gt,gt [24] #cloudcomputing,hyland [15] #cloud,#cloudcomputing [9] amazon,microsoft [9] #cybersecurity,#cloudcomputing [9] #cloudcomputing,#iaas [9] #digitaltransformation,#cloudcomputing [8] #cloud,computing [7] understanding,#cloud [7] #tech,#technology Top Word Pairs in Tweet in G7:
[153] #bigdata,#analytics [107] #python,#rstats [101] #analytics,#ai [96] #ai,#iiot [87] #datascience,#sql [77] #ai,#machinelearning [77] #iiot,#python [75] #machinelearning,#datascience [74] #cybersecurity,#bigdata [71] #sql,#cybersecurity Top Word Pairs in Tweet in G8:
[216] #bigdata,#analytics [164] #datascience,#sql [162] #analytics,#ai [162] #machinelearning,#datascience [158] #ai,#iiot [148] #iiot,#python [147] #cybersecurity,#bigdata [141] #sql,#cybersecurity [112] #python,#rstats [89] #rstats,#tensorflow Top Word Pairs in Tweet in G9:
[43] #web3,#cloudcomputing [36] week,shared [36] flux,last [36] one,week [36] change,one [36] month,take [36] take,look [36] last,week [36] activity,flux [36] social,activity Top Word Pairs in Tweet in G10:
[53] #cicd,#k8s [53] #kubernetes,#cicd [53] #devops,#devsecops [53] #devsecops,#kubernetes [47] #docker,#sysadmin [47] #k8s,#linux [47] #linux,#docker [46] #automation,#technology [46] #sysadmin,#automation [31] heyvaldemar,dns Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G9:
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: