The graph represents a network of 1,684 Twitter users whose recent tweets contained "TopCyberNews", 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 19:04 UTC.
The tweets in the network were tweeted over the 2501-day, 7-hour, 46-minute period from Friday, 29 April 2016 at 16:28 UTC to Monday, 06 March 2023 at 00:14 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 : 1684
Unique Edges : 4791
Edges With Duplicates : 30475
Total Edges : 35266
Number of Edge Types : 9
Retweet : 4169
MentionsInRetweet : 18595
MentionsInReplyTo : 5652
Replies to : 364
Mentions : 4482
Quote : 95
MentionsInQuoteReply : 254
Tweet : 39
MentionsInQuote : 1616
Self-Loops : 3730
Reciprocated Vertex Pair Ratio : 0.0532712697181277
Reciprocated Edge Ratio : 0.101153940584336
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 1679
Maximum Edges in a Connected Component : 35260
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.934068
Graph Density : 0.00287420805794426
Modularity : 0.163804
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,684 Twitter users whose recent tweets contained "TopCyberNews", 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 19:04 UTC.
The tweets in the network were tweeted over the 2501-day, 7-hour, 46-minute period from Friday, 29 April 2016 at 16:28 UTC to Monday, 06 March 2023 at 00:14 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 : TopCyberNews
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:
[486] #ml,#nlu [486] #bigdata,#ml [486] #aiio,#bigdata [486] #ai,#aiio [470] #nlu,#futureofwork [355] #futureofwork,topcybernews [328] topcybernews,spirosmargaris [288] eli_krumova,#happyfriday [263] eli_krumova,#happymonday [213] cc,topcybernews Top Word Pairs in Tweet in G1:
[395] #aiio,#bigdata [395] #ml,#nlu [395] #bigdata,#ml [395] #ai,#aiio [386] #nlu,#futureofwork [290] #futureofwork,topcybernews [288] topcybernews,spirosmargaris [182] spirosmargaris,marshacollier [170] mikequindazzi,nealschaffer [170] mhiesboeck,mhcommunicate Top Word Pairs in Tweet in G2:
[275] eli_krumova,#happyfriday [244] eli_krumova,#happymonday [188] lyakovet,enricomolinari [188] please,see [187] enricomolinari,ronald_vanloon [178] eli_krumova,please [168] grazytgrazynatt,influencerprom1 [158] glengilmore,kirkdborne [153] globaliqx,pawlowskimario [149] ronald_vanloon,khulood_almani Top Word Pairs in Tweet in G3:
[170] #ai,#artificialintelligence [161] cc,topcybernews [124] #tech,#technology [118] #technology,#innovation [111] #digital,#tech [109] projector,gigadgets_ [109] #innovation,#smartphone [109] #smartphone,cc [109] gigadgets_,#digital [109] #mobile,projector Top Word Pairs in Tweet in G4:
[29] cyberdigitaltec,audreydesisto [29] audreydesisto,topcybernews [19] stratorob,cybersecurity [17] topcybernews,corix_jc [16] chris_skinner,dianekazarian [15] management,#internetofthings [15] #cybersecurity,#innovation [15] topcybernews,edgeiotai [15] cybersecurity,risk [15] risk,management Top Word Pairs in Tweet in G5:
[22] carlramallo,mirtaimperatori [21] mirtaimperatori,skstevens09 [20] marshacollier,robindavidman [19] stratorob,topcybernews [19] sudeepkhatri,get_repost [19] alvinfoo,tim_fargo [19] paoloigna1,rosatrunk [19] topcybernews,alvinfoo [19] tripletsfan19,marshacollier [19] terrykakiuchi7,shyoshid Top Word Pairs in Tweet in G6:
[13] news,magazine [10] thank,topcybernews [10] #cybersecurity,news [10] month's,top [10] top,#cybersecurity [10] editorial,month's [10] topcybernews,editorial [10] happened,thank [10] well,happened [9] treasadovander,well Top Word Pairs in Tweet in G7:
[2] #virtualworld,#digitalworld [2] tech,take [2] kamlardi,topcybernews [2] see,tech [2] topcybernews,spirosmargaris [2] guidodeckstein,neiraosci [2] #ai,#ml [2] six,trends [2] madmeier,andy_lucerne [2] danieldiemers,madmeier Top Word Pairs in Tweet in G8:
[3] vaishali001001,anistor_up [3] jolaburnett,ellieleahseo [3] guzmand,seo_harshman [3] leadership,qualities [3] source,#leadership [3] #infographic,source [3] qualities,age [3] psb_dc,helene_wpli [3] #leadership,#digitaltransformat [3] mhcommunicate,topcybernews Top Word Pairs in Tweet in G9:
[5] eli_krumova,mclynd [5] joaquinboston,connectaid_int [5] entreps_global,joaquinboston [5] wissummit,entreps_global [5] joefields_,wissummit [5] kokid951,kevingrant5 [5] williamstim,joefields_ [5] mclynd,kokid951 [5] kevingrant5,williamstim [5] connectaid_int,iiot Top Word Pairs in Tweet in G10:
[2] long,#happy [2] secret,long [2] #meaningful,#life [2] #life,#health [2] wef,cc [2] #health,wef [2] #japanese,concept [2] concept,secret [2] #happy,#meaningful Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: