The graph represents a network of 1,876 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1503-day, 6-hour, 50-minute period from Tuesday, 22 January 2019 at 18:09 UTC to Monday, 06 March 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 : 1876
Unique Edges : 990
Edges With Duplicates : 9383
Total Edges : 10373
Number of Edge Types : 8
Mentions : 747
Retweet : 3495
MentionsInRetweet : 4150
Tweet : 1304
Replies to : 299
MentionsInQuote : 222
MentionsInReplyTo : 130
Quote : 26
Self-Loops : 2600
Reciprocated Vertex Pair Ratio : 0.0122723673792557
Reciprocated Edge Ratio : 0.0242471646460696
Connected Components : 287
Single-Vertex Connected Components : 183
Maximum Vertices in a Connected Component : 1275
Maximum Edges in a Connected Component : 9185
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.22739
Graph Density : 0.000726936744847193
Modularity : 0.226718
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,876 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1503-day, 6-hour, 50-minute period from Tuesday, 22 January 2019 at 18:09 UTC to Monday, 06 March 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:
[2124] #bigdata,#analytics [1253] #python,#rstats [1132] #ai,#iiot [1046] #analytics,#datascience [1038] #analytics,#ai [1033] #iiot,#python [1021] #ai,#machinelearning [994] #machinelearning,#datascience [974] #iot,#iiot [904] #cybersecurity,#bigdata Top Word Pairs in Tweet in G1:
[633] #bigdata,#analytics [603] #analytics,#datascience [518] #iot,#iiot [469] #datascience,#ai [453] #ai,#machinelearning [444] #python,#rstats [376] #machinelearning,#iot [285] #iiot,#python [275] #iiot,#pytorch [270] #pytorch,#python Top Word Pairs in Tweet in G2:
[32] #windows,#interviewquestionsandanswers [32] #onlineclasses,#cisco [32] #devopsjobs,#linux [32] #london,#italy [32] #india,#cloud [32] #linux,#onlineexam [32] #ebook,#personalized [32] #awscertified,#gcp [32] #italy,#india [32] #onlineexam,#onlineclasses Top Word Pairs in Tweet in G3:
[772] #bigdata,#analytics [522] #machinelearning,#datascience [510] #analytics,#ai [461] #python,#rstats [448] #datascience,#sql [428] #cybersecurity,#bigdata [421] #cybersecurity,#hacker [397] #ai,#iiot [388] #iiot,#python [383] #cloudcomputing,#serverless Top Word Pairs in Tweet in G4:
[229] #bigdata,#analytics [176] #analytics,#ai [172] #ai,#iiot [167] #machinelearning,#datascience [163] #datascience,#sql [163] #cybersecurity,#bigdata [155] #sql,#cybersecurity [131] #python,#rstats [126] #iiot,#python [107] cloud,computing Top Word Pairs in Tweet in G5:
[147] #ai,#machinelearning [101] #machinelearning,#iot [78] #iot,#ml [64] #bigdata,#analytics [53] #analytics,#datascience [52] #iot,#iiot [43] #datascience,#ai [33] #machinelearning,#python [33] #ml,#cloudcomputing [30] #python,#rstats Top Word Pairs in Tweet in G6:
[440] #bigdata,#devcommunity [431] #devcommunity,#technology [341] #technology,#programming [319] #programming,#ai [285] #ai,#iiot [252] #python,#cloudcomputing [239] #iiot,#100daysofcode [228] #100daysofcode,#linux [224] #linux,#python [224] #cloudcomputing,#frenchtech Top Word Pairs in Tweet in G7:
[165] #bigdata,#analytics [140] #machinelearning,#datascience [139] #cybersecurity,#bigdata [138] #datascience,#sql [137] #sql,#cybersecurity [128] #ai,#iiot [128] #analytics,#ai [110] #iiot,#python [62] five,layers [62] layers,software Top Word Pairs in Tweet in G8:
[26] #bigdata,#analytics [21] services,force [21] organizations,successfully [21] platforms,services [21] investing,cloud [21] leverage,cloud [21] cloud,know [21] know,investing [21] successfully,leverage [21] cloud,platforms Top Word Pairs in Tweet in G9:
[7] leader,register [7] become,next [7] gen,#digitaltransformation [7] #digitaltransformation,leader [7] next,gen [5] kevin_jackson,lisah_jackson [5] register,kevin_jackson [5] #cloudcomputing,youtube [4] #youtube,#azure [4] #cloud,#cloudcomputing Top Word Pairs in Tweet in G10:
[28] total,social [27] activity,last [27] 39,33k [27] social,dominance [27] month,total [27] flux,social [27] avg,social [27] network,growth [27] growth,activity [27] mentions,39 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 G5:
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: