The graph represents a network of 1,899 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1739-day, 16-hour, 59-minute period from Thursday, 07 June 2018 at 07:00 UTC to Monday, 13 March 2023 at 00:00 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 : 1899
Unique Edges : 1110
Edges With Duplicates : 9540
Total Edges : 10650
Number of Edge Types : 8
Retweet : 3342
MentionsInRetweet : 4230
Mentions : 815
Tweet : 1422
MentionsInReplyTo : 453
Replies to : 117
MentionsInQuote : 245
Quote : 26
Self-Loops : 2168
Reciprocated Vertex Pair Ratio : 0.0182599355531686
Reciprocated Edge Ratio : 0.0358649789029536
Connected Components : 316
Single-Vertex Connected Components : 201
Maximum Vertices in a Connected Component : 1315
Maximum Edges in a Connected Component : 9469
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.970101
Graph Density : 0.000789057076793232
Modularity : 0.24079
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,899 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1739-day, 16-hour, 59-minute period from Thursday, 07 June 2018 at 07:00 UTC to Monday, 13 March 2023 at 00:00 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:
[2308] #bigdata,#analytics [1671] #python,#rstats [1206] #iiot,#python [1202] #iot,#iiot [1161] #analytics,#ai [1140] #machinelearning,#datascience [1113] #analytics,#datascience [1009] #ai,#iiot [998] #datascience,#sql [996] #cybersecurity,#bigdata Top Word Pairs in Tweet in G1:
[1098] #bigdata,#analytics [852] #machinelearning,#datascience [786] #analytics,#ai [703] #datascience,#sql [681] #python,#rstats [660] #ai,#iiot [657] #cybersecurity,#bigdata [617] #iiot,#python [548] #cloudcomputing,#serverless [526] #100daysofcode,#nodejs Top Word Pairs in Tweet in G2:
[639] #bigdata,#analytics [637] #analytics,#datascience [625] #iot,#iiot [510] #python,#rstats [509] #datascience,#ai [478] #ai,#machinelearning [472] #machinelearning,#iot [387] #iiot,#pytorch [386] #pytorch,#python [226] #iiot,#python Top Word Pairs in Tweet in G3:
[37] cloud,computing [36] #cloud,#cloudcomputing [32] #cloudcomputing,#awscertified [31] #windows,#interviewquestionsandanswers [31] #onlineclasses,#cisco [31] #blog,#bigdata [31] #interviews,#ebook [31] #digitalmarketing,#devopsjobs [31] #devopsjobs,#linux [31] #questions,#blog Top Word Pairs in Tweet in G4:
[322] #bigdata,#analytics [319] #python,#rstats [283] #ai,#iiot [279] #iiot,#python [278] #cybersecurity,#bigdata [264] #sql,#cybersecurity [232] #datascience,#sql [225] #machinelearning,#datascience [220] #analytics,#ai [101] #analytics,#datascience Top Word Pairs in Tweet in G5:
[92] #ai,#machinelearning [61] #machinelearning,#python [42] #bigdata,#analytics [36] #python,#iot [35] #iiot,#python [34] #python,#rstats [34] #ai,#iiot [33] #analytics,#ai [33] #iot,#ml [33] #cybersecurity,#bigdata Top Word Pairs in Tweet in G6:
[180] #iot,#iiot [152] #ai,#ml [141] #iiot,#iotpl [137] #bigdata,#analytics [100] #analytics,#ai [99] #programming,#coding [83] #datascience,#analytics [81] #python,#rstats [77] #datascience,#bigdata [76] #ai,#machinelearning Top Word Pairs in Tweet in G7:
[38] #altcoins,#altcoin [38] #1000x,#cryptomarket [38] #cloud,#web5 [38] #chatgpt,#staking [38] #web3,#mining [38] #gamefi,#cryptocurrency [38] #staking,#nft [38] #altcoin,#1000xgem [38] #cryptocurrency,#altcoins [38] #buidl,#hodl Top Word Pairs in Tweet in G8:
[7] key,factors [7] factors,successful [7] #cio,#cto [7] #insurtech,#cloudcomputing [7] successful,#cloud [7] #cloud,transformation [7] #digitaltransformation,#cloudcomputing [7] cloud,computing [6] privilege,escalation [6] escalation,bug Top Word Pairs in Tweet in G9:
[18] node,flux [16] #crypto,#cloudcomputing [16] run,fuse [16] fuse,node [16] #web3,#crypto [16] runonflux,#web3 [16] flux,#flux [16] #flux,runonflux [16] #cloudcomputing,runonflux_labs [15] fluxcanada,run Top Word Pairs in Tweet in G10:
[7] excited,announce [5] motivate,global [5] today,re [5] re,excited [5] inspire,uplift [5] uplift,motivate [5] heroes,inspire [5] global,#awscommunity [5] microsoft,azure [5] #aws,heroes Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
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: