The graph represents a network of 2,672 Twitter users whose recent tweets contained "contentmarketing", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 23:43 UTC.
The tweets in the network were tweeted over the 2819-day, 22-hour, 8-minute period from Monday, 27 April 2015 at 02:51 UTC to Sunday, 15 January 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 : 2672
Unique Edges : 1862
Edges With Duplicates : 6035
Total Edges : 7897
Number of Edge Types : 8
Retweet : 1397
MentionsInRetweet : 1874
Mentions : 800
Tweet : 3356
Replies to : 246
MentionsInReplyTo : 185
Quote : 22
MentionsInQuote : 17
Self-Loops : 3856
Reciprocated Vertex Pair Ratio : 0.022635814889336
Reciprocated Edge Ratio : 0.044269552385637
Connected Components : 1178
Single-Vertex Connected Components : 887
Maximum Vertices in a Connected Component : 840
Maximum Edges in a Connected Component : 3346
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.767307
Graph Density : 0.000284857092255026
Modularity : 0.32179
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,672 Twitter users whose recent tweets contained "contentmarketing", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 23:43 UTC.
The tweets in the network were tweeted over the 2819-day, 22-hour, 8-minute period from Monday, 27 April 2015 at 02:51 UTC to Sunday, 15 January 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 : contentmarketing
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:
[622] #contentmarketing,#socialmedia [488] #socialmedia,#seo [475] #visualcontenting,#contentmarketing [428] #digitalmarketing,#marketing [386] content,marketing [239] marketing,branding [238] quotes,marketing [238] insightful,quotes [238] branding,#digitalmarketing [236] stevenjosephr,insightful Top Word Pairs in Tweet in G1:
[168] content,marketing [102] #contentmarketing,#marketing [88] social,media [88] #marketing,#contentmarketing [77] #contentmarketing,#digitalmarketing [72] digital,marketing [53] read,more [48] #digitalmarketing,#marketing [46] #socialmediamarketing,#contentmarketing [43] #seo,#contentmarketing Top Word Pairs in Tweet in G2:
[237] quotes,marketing [237] marketing,branding [237] branding,#digitalmarketing [237] insightful,quotes [235] #marketing,elonmusk [235] #digitalmarketing,#marketing [235] stevenjosephr,insightful [234] elonmusk,#socialmed [3] #marketing,#contentmarketing [2] #socialmediamarketing,#branding Top Word Pairs in Tweet in G3:
[14] #customer,interaction [14] #content,formats [14] formats,different [14] different,#customer [14] enricomolinari,glengilmore [14] glengilmore,smaksked [14] nicochan33,enricomolinari [14] curieuxexplorer,nicochan33 [14] interaction,curieuxexplorer [13] #contentmarketing,#marketing Top Word Pairs in Tweet in G4:
[15] content,marketing [10] #marketing,#contentmarketing [7] rose,colored [7] colored,glasses [7] anngynn,cmicontent [6] made,prediction [6] form,rose [6] glasses,year [6] ago,robert [6] robert,rose Top Word Pairs in Tweet in G5:
[42] #socialmedia,#contentmarketing [41] #canada,#uae [41] #digitalmarketing,#marketing [41] #website,#logo [41] #trending,#canada [41] #emailmarketing,#digitalmarketing [41] #designer,#trending [41] #logo,#designer [37] #uae,#graphicdesign [37] #socialmediamarketing,#seo Top Word Pairs in Tweet in G6:
[16] digital,marketing [13] #socialmediamarketing,#digitalmarketing [13] #simsof,#socialmediamarketing [12] #contentmarketing,#webdev [12] #webdesign,#ecommerce [12] #digitalmarketing,#contentmarketing [12] #ppc,#analytics [12] #webdev,#webdesign [12] #digitalmarketing,#emailmarketing [12] #seo,#ppc Top Word Pairs in Tweet in G7:
[20] #contentmarketing,#seo [14] content,marketing [8] digital,marketing [6] library,web [6] latest,library [6] news,thanks [6] web,news [5] content,#contentmarketing [5] #b2b,#contentmarketing [5] social,media Top Word Pairs in Tweet in G8:
[115] try,free [111] #seo,#contentmarketing [111] free,#seo [105] #articles,#blogger [105] #blogger,#bloggingtips [99] #bloggingtips,#marketing [93] #marketing,#startup [87] #blogging,#blog [76] #blog,#contentwriting [71] #bloggers,#marketing Top Word Pairs in Tweet in G9:
[112] gt,gt [51] #socialselling,#contentmarketing [51] #marketingstrategy,#inboundmarketing [51] #inboundmarketing,#socialselling [47] #digitalmarketing,#marketing [39] #contentmarketing,#marketingstrategy [38] #onlinemarketing,#entrepreneur [35] digital,marketing [33] #onlinemarketing,#contentmarketing [31] #digitalmarketing,#contentmarketing Top Word Pairs in Tweet in G10:
[14] #marketing,#contentmarketing [9] #blogging,#contentmarketing [7] #canada,#uae [7] content,marketing [7] daily,thanks [7] #website,#logo [7] #trending,#canada [7] #designer,#trending [7] #logo,#designer [6] #contentmarketing,#marketing Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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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: