The graph represents a network of 1,791 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 16:05 UTC.
The tweets in the network were tweeted over the 1676-day, 17-hour, 59-minute period from Thursday, 07 June 2018 at 07:00 UTC to Monday, 09 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 : 1791
Unique Edges : 886
Edges With Duplicates : 9054
Total Edges : 9940
Number of Edge Types : 9
Retweet : 3532
MentionsInRetweet : 4122
Quote : 16
MentionsInQuote : 282
Mentions : 547
Tweet : 1329
Replies to : 81
MentionsInReplyTo : 29
MentionsInQuoteReply : 2
Self-Loops : 1825
Reciprocated Vertex Pair Ratio : 0.00776627218934911
Reciprocated Edge Ratio : 0.0154128440366972
Connected Components : 203
Single-Vertex Connected Components : 134
Maximum Vertices in a Connected Component : 1465
Maximum Edges in a Connected Component : 9403
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.054439
Graph Density : 0.0008499979724819
Modularity : 0.240397
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,791 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 16:05 UTC.
The tweets in the network were tweeted over the 1676-day, 17-hour, 59-minute period from Thursday, 07 June 2018 at 07:00 UTC to Monday, 09 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 : #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:
[2181] #bigdata,#analytics [1330] #iot,#iiot [1321] #python,#rstats [1205] #analytics,#datascience [1054] #iiot,#python [1046] #ai,#machinelearning [1012] #datascience,#ai [980] #machinelearning,#iot [821] #cybersecurity,#bigdata [797] #rstats,#tensorflow Top Word Pairs in Tweet in G1:
[711] #bigdata,#analytics [695] #iot,#iiot [691] #analytics,#datascience [568] #ai,#machinelearning [564] #machinelearning,#iot [563] #datascience,#ai [529] #python,#rstats [388] #iiot,#python [305] #rstats,#tensorflow [289] #iiot,#pytorch Top Word Pairs in Tweet in G2:
[1130] #bigdata,#analytics [634] #cybersecurity,#bigdata [629] #machinelearning,#datascience [604] #datascience,#sql [594] #analytics,#ai [593] #python,#rstats [549] #sql,#cybersecurity [492] #iot,#iiot [452] #iiot,#python [413] #ai,#iiot Top Word Pairs in Tweet in G3:
[65] #cloud,#cloudcomputing [53] #bigdata,#analytics [39] #cloudcomputing,hyland [35] #iiot,#python [33] #python,#rstats [30] #ai,#machinelearning [30] #cloudcomputing,#cloud [28] #analytics,#datascience [27] #datascience,#ai [25] #analytics,#ai Top Word Pairs in Tweet in G4:
[29] #sanfrancisco,#california [29] #enterprisesoftware,#thelayoff [29] #layoffs,#layoff [29] #layoff,#jobcuts [29] #thelayoff,#layoffs [29] #consulting,#enterprisesoftware [29] #california,#cloudcomputing [29] #jobcuts,#rifs [29] crm,#sanfrancisco [29] #cloudcomputing,#consulting Top Word Pairs in Tweet in G5:
[192] #bigdata,#analytics [131] #cybersecurity,#bigdata [130] #analytics,#ai [127] #iiot,#python [118] #python,#rstats [117] #machinelearning,#datascience [111] #datascience,#sql [110] #sql,#cybersecurity [109] #ai,#iiot [75] cheat,sheet Top Word Pairs in Tweet in G6:
[42] security,code [36] configure,security [36] security,rules [36] workloads,cloud [36] sac,allows [36] code,sac [36] deploying,workloads [36] rules,deploying [36] allows,configure [35] cloud,programm Top Word Pairs in Tweet in G7:
[141] cloud,computing [79] #cloudcomputing,#cybersecurity [59] computing,#cloudcomputing [58] #cybersecurity,#security [52] jobs,#cloudcomputing [41] #cloudcomputing,#cloudadoption [41] computing,jobs [33] #cloudcomputing,#cloud [30] #cloudcomputing,#ux [30] features,cloud Top Word Pairs in Tweet in G8:
[81] #devops,#devsecops [79] #kubernetes,#cicd [79] #devsecops,#kubernetes [79] #cicd,#k8s [57] linux,hardening [57] trimstray,#devops [57] practical,linux [57] guide,trimstray [57] hardening,guide [56] mariuszmichaow3,practical Top Word Pairs in Tweet in G9:
[22] #machinelearning,#python [10] paula_piccard,ai [10] artificial,intelligence [8] intelligence,robotics [8] overview,artificial [8] robotics,#ces2023 [8] #5g,#innovation [8] #ces2023,#machinelearning [7] source,study [7] explains,#5g Top Word Pairs in Tweet in G10:
[13] #programming,#coding [13] #cloudcomputing,#cloud [13] #technology,#cybersecurity [13] #cloud,#technology [12] #cybersecurity,#aws [11] #python,#programming [11] #job,#software [11] #reactjs,#java [11] #devops,#cloudcomputing [11] #nodejs,#sql Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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: