The graph represents a network of 3,145 Twitter users whose recent tweets contained "digitalmarketing", 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 01:21 UTC.
The tweets in the network were tweeted over the 2535-day, 5-hour, 43-minute period from Saturday, 05 March 2016 at 19:17 UTC to Monday, 13 February 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 : 3145
Unique Edges : 2328
Edges With Duplicates : 6722
Total Edges : 9050
Number of Edge Types : 9
Tweet : 3490
Retweet : 1254
MentionsInRetweet : 1438
Mentions : 1400
Replies to : 350
MentionsInReplyTo : 1021
MentionsInQuote : 39
Quote : 31
MentionsInQuoteReply : 27
Self-Loops : 4060
Reciprocated Vertex Pair Ratio : 0.0176263219741481
Reciprocated Edge Ratio : 0.0346420323325635
Connected Components : 1396
Single-Vertex Connected Components : 1110
Maximum Vertices in a Connected Component : 961
Maximum Edges in a Connected Component : 4972
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.490512
Graph Density : 0.000262745907110523
Modularity : 0.350712
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,145 Twitter users whose recent tweets contained "digitalmarketing", 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 01:21 UTC.
The tweets in the network were tweeted over the 2535-day, 5-hour, 43-minute period from Saturday, 05 March 2016 at 19:17 UTC to Monday, 13 February 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 : digitalmarketing
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:
[417] #twitter,#socialmedia [374] digital,marketing [326] #film,#movie [326] #socialmedia,#digitalmarketing [322] #script,#film [310] #marketing,#digitalmarketing [280] #blog,#link [278] #link,#book [244] #pointmanrt,#bmprt [242] #poetry,#music Top Word Pairs in Tweet in G1:
[175] digital,marketing [147] social,media [131] #digitalmarketing,#marketing [118] #marketing,#digitalmarketing [81] #appstore,#playstore [81] #digitalmarketing,#appstore [81] #playstore,#ios [80] #ios,#android [77] #growthhacking,#indiegame [76] #socailmedia,#gmailhack Top Word Pairs in Tweet in G2:
[73] timeliness,always [73] #freelancer,#datacollection [73] accuracy,timeliness [73] better,quality [73] digital,marketer [73] #dataentry,#excel [73] focus,accuracy [73] always,provide [73] provide,best [73] time,delivery Top Word Pairs in Tweet in G3:
[13] #marketing,#digitalmarketing [8] #ff,#twitter [7] #business,#marketing [6] social,media [6] #twitter,#smm [6] #twitter,part2 [6] #smm,#socialmedia [5] #iotpl,#iotcl [5] #seo,#digitalmarketing [5] search,dominance Top Word Pairs in Tweet in G4:
[83] #playstore,#ios [83] #ios,#android [83] #appstore,#playstore [80] #digitalmarketing,#appstore [77] #android,#app [76] #growthhacking,#indiegame [75] #app,#growthhacking [60] #indiegame,#gamedev [55] #socailmedia,#gmailhack [54] #gamedev,#socailmedia Top Word Pairs in Tweet in G5:
[39] digital,marketing [19] #digitalmarketing,#thecoinmags [13] thecoinmags,#digitalmarketing [13] prodigyko,#digitalmarketing [10] #revolution,#thecoinmags [10] #digitalmarketing,#revolution [9] deansteinernft,vitalikbuterin [9] thecoinmags,visit [9] latest,news [9] moodyowlnft,deansteinernft Top Word Pairs in Tweet in G6:
[68] wisdom,jesse [68] jesse,grillo [68] book,marketing [68] marketing,wisdom [68] order,book [68] mastery,marketing [68] marketing,mastery [67] jessegrillo,order [67] grillo,#marketin Top Word Pairs in Tweet in G7:
[89] #designer,#digitalmarketing [89] softwarescircle,#softwaredeveloper [89] find,top [89] #softwaredeveloper,#designer [88] #digitalmarketing,#hosting [57] #hosting,companies [57] companies,agencies [57] agencies,freelancers [37] #digitalmarketing,#socialmediamarketing [31] #hosting,#companies Top Word Pairs in Tweet in G8:
[21] more,#namasteui [21] read,more [13] digital,marketing [8] #growthmarketing,#digitalmarketing [8] #digitalmarketing,#digitalmarketingagency [7] #digitalmarketing,#business [7] #digitalmarketing,#marketing [7] #internetmarketing,#digitalmarketing [6] email,list [6] #ai,#digitalmarketing Top Word Pairs in Tweet in G9:
[53] announce,partnership [53] crypto,marketing [53] strongest,crypto [53] zelwin,finance [53] network,pleased [53] marketing,zelwin [53] pleased,announce [53] cvl,network [53] partnership,strongest [52] finance,zelw Top Word Pairs in Tweet in G10:
[23] neuro,marketing [23] marketing,changing [23] changing,game [23] science,brain [23] campaign,effectiveness [22] maximum,campaign [22] #socialmedia,#ecommerce [22] #digitalmarketing,#branding [22] revolutionize,marketing [22] #neuromarketing,#marketing Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G10: