The graph represents a network of 2,856 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1768-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 06 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 : 2856
Unique Edges : 1712
Edges With Duplicates : 5771
Total Edges : 7483
Number of Edge Types : 8
Retweet : 1431
MentionsInRetweet : 1639
Tweet : 3443
Mentions : 631
Replies to : 174
Quote : 15
MentionsInReplyTo : 125
MentionsInQuote : 25
Self-Loops : 3853
Reciprocated Vertex Pair Ratio : 0.0116407982261641
Reciprocated Edge Ratio : 0.023013698630137
Connected Components : 1327
Single-Vertex Connected Components : 1074
Maximum Vertices in a Connected Component : 1045
Maximum Edges in a Connected Component : 4407
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.91035
Graph Density : 0.000223819825653554
Modularity : 0.322507
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,856 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1768-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 06 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:
[487] #film,#movie [487] #script,#film [404] online,presence [402] #twitter,#socialmedia [391] #socialmedia,#digitalmarketing [366] expand,online [365] digital,marketing [364] giveaways,boost [364] engagement,#marketingcampaigns [364] presence,boost Top Word Pairs in Tweet in G1:
[189] digital,marketing [138] #marketing,#digitalmarketing [136] #digitalmarketing,#marketing [124] social,media [96] email,marketing [84] #ios,#android [84] #digitalmarketing,#appstore [84] #appstore,#playstore [84] #growthhacking,#indiegame [84] #playstore,#ios Top Word Pairs in Tweet in G2:
[362] sofia,giveaways [362] exposure,expand [362] project,exposure [362] boost,project [362] online,presence [362] boost,engagement [362] expand,online [362] engagement,#marketingcampaigns [362] presence,boost [362] giveaways,boost Top Word Pairs in Tweet in G3:
[61] gt,gt [38] #digitalmarketing,#socialmediamarketing [37] digital,marketing [37] social,media [35] #digitalmarketing,#marketing [28] #marketing,#marketingtips [27] #marketing,#digitalmarketing [22] #marketingtips,#marketingstrategy [21] #digitalmarketing,#marketingtips [19] email,marketing Top Word Pairs in Tweet in G4:
[56] #vacation,#travel [49] #digitalmarketing,#onlinemarketing [49] #onlinemarketing,#vacation [40] #digital,#marketing [40] #digitalmarketing,#digital [37] #resort,#airfare [37] prices,#shoppingonline [37] #airfare,#deals [37] #deals,compare [37] compare,best Top Word Pairs in Tweet in G5:
[18] #digitalhealth,#socialmedia [13] social,media [11] #digitalmarketing,#digitalmarketer [10] 14,#marketing [10] #marketing,experts [10] marketing,#automation [10] #artificialintelligence,used [10] medium,14 [10] experts,#artificialintelligence [10] used,marketing Top Word Pairs in Tweet in G6:
[477] #script,#film [477] #film,#movie [400] #twitter,#socialmedia [336] #socialmedia,#digitalmarketing [328] #link,#book [327] #book,#poetry [327] #blog,#link [324] #poetry,#music [318] #pointmanrt,#bmprt [245] #writingcommunity,#blog Top Word Pairs in Tweet in G7:
[3] #ai,#machinelearning [3] #iotcommunity,iotcommunity [2] #bigdata,#analytics [2] evankirstel,margaretsiegien [2] sharongoldman,digitalcolmer [2] architecture,2022 [2] #seo,#google [2] #blockchain,projects [2] #marketing,#digitalmarketing [2] ieeexplore,sharongoldman Top Word Pairs in Tweet in G8:
[34] social,media [33] tracking,pm [33] traffic,tracking [33] pm,#dataentry [33] business,good [33] #dataentryservices,#dataentryjobs [33] #dataentryjobs,#freelancer [33] digital,marketer [33] good,traffic [33] promote,business Top Word Pairs in Tweet in G9:
[19] #digitalmarketing,#marketing [19] #marketing,elonmusk [19] quotes,marketing [19] insightful,quotes [19] marketing,branding [19] branding,#digitalmarketing [18] stevenjosephr,insightful [18] elonmusk,#socialmed [8] #onlinebusiness,#onlineshopping [8] level,#digitalmarketing Top Word Pairs in Tweet in G10:
[10] find,project [10] job,fits [10] visit,website [10] click,find [10] project,micro [10] #graphicsdesign,#logobrandidentity [10] #business,#digitalmarketing [10] #logobrandidentity,#programmingtech [10] #digitalmarketing,#graphicsdesign [10] fits,#business 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 G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
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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: