The graph represents a network of 1,980 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1481-day, 10-hour, 38-minute period from Wednesday, 23 January 2019 at 14:21 UTC to Monday, 13 February 2023 at 00:59 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 : 1980
Unique Edges : 1202
Edges With Duplicates : 9463
Total Edges : 10665
Number of Edge Types : 8
Retweet : 3447
MentionsInRetweet : 4204
Tweet : 1385
Mentions : 719
Replies to : 354
Quote : 38
MentionsInReplyTo : 188
MentionsInQuote : 330
Self-Loops : 2963
Reciprocated Vertex Pair Ratio : 0.0149482560367957
Reciprocated Edge Ratio : 0.0294561933534743
Connected Components : 390
Single-Vertex Connected Components : 276
Maximum Vertices in a Connected Component : 1273
Maximum Edges in a Connected Component : 8833
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.934452
Graph Density : 0.000675782585838169
Modularity : 0.230902
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,980 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1481-day, 10-hour, 38-minute period from Wednesday, 23 January 2019 at 14:21 UTC to Monday, 13 February 2023 at 00:59 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:
[2011] #bigdata,#analytics [1333] #iot,#iiot [1310] #python,#rstats [1150] #analytics,#datascience [922] #ai,#machinelearning [906] #ai,#iiot [853] #iiot,#python [846] #analytics,#ai [833] #machinelearning,#iot [828] #rstats,#tensorflow Top Word Pairs in Tweet in G1:
[405] #bigdata,#devcommunity [400] #devcommunity,#technology [329] #technology,#programming [306] #programming,#ai [273] #ai,#iiot [225] #iiot,#100daysofcode [210] #100daysofcode,#linux [206] #linux,#python [204] #womenwhocode,#cybersecurity [204] #cloudcomputing,#frenchtech Top Word Pairs in Tweet in G2:
[631] #bigdata,#analytics [627] #iot,#iiot [604] #analytics,#datascience [465] #python,#rstats [380] #ai,#machinelearning [369] #datascience,#ai [359] #machinelearning,#iot [347] #rstats,#tensorflow [296] #iiot,#python [256] #iiot,#pytorch Top Word Pairs in Tweet in G3:
[24] #bigdata,#analytics [16] #cybersecurity,#bigdata [14] #cloudcomputing,#cybersecurity [14] #analytics,#ai [14] #5g,#cloudcomputing [14] #iiot,#python [13] bbntimes_en,#5g [13] ways,#iot [13] #iot,reliability [13] reliability,improved Top Word Pairs in Tweet in G4:
[495] #bigdata,#analytics [419] #cybersecurity,#hacker [396] #python,#rstats [370] #hacker,#infosec [363] #cloudcomputing,#serverless [348] #analytics,#ai [346] #serverless,#datascientist [334] #datascientist,#linux [287] #100daysofcode,#nodejs [279] dm,#cybersecurity Top Word Pairs in Tweet in G5:
[239] #bigdata,#analytics [219] #iot,#iiot [171] #ai,#ml [167] #iiot,#iotpl [124] #analytics,#datascience [117] #analytics,#ai [111] #ai,#machinelearning [106] #datascience,#ai [104] #programming,#coding [100] #python,#rstats Top Word Pairs in Tweet in G6:
[115] #kubernetes,#cicd [115] #devsecops,#kubernetes [115] #cicd,#k8s [115] #devops,#devsecops [110] #k8s,#linux [58] amazon,web [58] web,services [53] #bigdata,#analytics [52] open,guide [52] services,#devops Top Word Pairs in Tweet in G7:
[220] #bigdata,#analytics [152] #ai,#iiot [125] #machinelearning,#datascience [115] #bigdata,#devcommunity [107] #devcommunity,#technology [105] #python,#rstats [99] #analytics,#ai [99] #iot,#iiot [97] #technology,#programming [96] #analytics,#datascience Top Word Pairs in Tweet in G8:
[156] #bigdata,#analytics [121] #analytics,#ai [120] #cybersecurity,#bigdata [118] #sql,#cybersecurity [115] #datascience,#sql [109] #ai,#iiot [106] #python,#rstats [94] #iiot,#python [91] #machinelearning,#datascience [45] #rstats,#tensorflow Top Word Pairs in Tweet in G9:
[36] #bigdata,#analytics [30] #analytics,#ai [30] #ai,#iiot [27] #cybersecurity,#bigdata [26] #python,#rstats [25] #iiot,#python [24] #machinelearning,#datascience [23] #rstats,#tensorflow [21] #reactjs,#cloudcomputing [20] #javascript,#reactjs Top Word Pairs in Tweet in G10:
[112] #ai,#machinelearning [103] #machinelearning,#iot [60] #iot,#iiot [37] #bigdata,#analytics [35] #cloudcomputing,#serverless [34] #serverless,#flutter [30] #linux,#datascientist [30] #datascientist,#bigdata [30] app,link [30] link,#linux Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
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: