The graph represents a network of 2,573 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1747-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 16 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 : 2573
Unique Edges : 1590
Edges With Duplicates : 5675
Total Edges : 7265
Number of Edge Types : 8
Mentions : 611
Tweet : 3596
Retweet : 1271
MentionsInRetweet : 1422
Quote : 15
MentionsInReplyTo : 120
Replies to : 208
MentionsInQuote : 22
Self-Loops : 4102
Reciprocated Vertex Pair Ratio : 0.010155721056195
Reciprocated Edge Ratio : 0.0201072386058981
Connected Components : 1324
Single-Vertex Connected Components : 1061
Maximum Vertices in a Connected Component : 726
Maximum Edges in a Connected Component : 4279
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.690395
Graph Density : 0.000225454066302837
Modularity : 0.291127
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,573 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1747-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 16 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 : 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:
[467] #twitter,#socialmedia [426] digital,marketing [364] #socialmedia,#digitalmarketing [349] #digitalmarketing,#affiliatemarketing [325] #script,#film [324] #film,#movie [316] #marketing,#digitalmarketing [314] #blog,#link [311] #link,#book [272] #digitalmarketing,#marketing Top Word Pairs in Tweet in G1:
[208] digital,marketing [141] #marketing,#digitalmarketing [132] social,media [118] #digitalmarketing,#marketing [51] #playstore,#ios [49] #gmailhack,#gmaildown [49] #marketing,#socialmediamarketing [49] #growthhacking,#indiegame [49] #app,#growthhacking [49] #hacking,#hackaccount Top Word Pairs in Tweet in G2:
[467] #twitter,#socialmedia [327] #digitalmarketing,#affiliatemarketing [324] #script,#film [323] #film,#movie [313] #blog,#link [310] #link,#book [290] #socialmedia,#digitalmarketing [253] #follow,#retweet [253] #bmprt,#follow [252] #digitalmarketing,#business Top Word Pairs in Tweet in G3:
[107] #digitalmarketing,#digital [94] #digital,#marketing [58] #digitalmarketing,#marketing [44] #digitalmarketing,#onlinemarketing [43] #onlinemarketing,#vacation [43] #vacation,#travel [35] #marketingstrategy,#digitalmarketingtips [35] #onlinemarketing,#entrepreneur [35] #marketing,#onlinemarketing [35] #entrepreneur,#contentmarketing Top Word Pairs in Tweet in G4:
[102] free,access [102] register,free [102] access,mail [102] net,trim [102] mail,net [96] trim,register [63] blogs,net [63] net,register [60] bring,thoughts [60] life,blogs Top Word Pairs in Tweet in G5:
[13] #datascience,#bigdata [10] #bigdata,#analytics [8] #marketing,#digitalmarketing [5] #ai,#machinelearning [4] hon',pm [4] cycle,dependency [4] need,#escape [4] #together,need [4] pm,sh [4] #coding,#100daysofcode Top Word Pairs in Tweet in G6:
[64] focus,efforts [64] purchase,product [64] efforts,prospects [64] prospects,purchase [64] #benefitsofdigitalmarketing,focus [63] mianaounzia,#benefitsofdigitalmarketing [63] product,serv Top Word Pairs in Tweet in G7:
[60] digital,marketing [42] #digitalmarketing,#brandveda [36] #brandveda,#marketing [35] #marketing,#digitalmarketingtips [22] #digitalmarketing,#socialmediamarketing [18] #blogging,#bloggingtips [16] #earnmoneyonline,#seo [16] #bloggingtips,#earnmoneyonline [16] #seo,#seotips [16] marketing,tools Top Word Pairs in Tweet in G8:
[10] #coupon,#offer [10] #offer,#sales [10] #sales,#deals [10] #discount,#coupon [10] #newyear2023,#discount [7] marketing,courses [5] affiliate,marketing [4] technicitymag,tylercohenwood [4] #socialmedia,technicitymag [4] #digitalmarketing,#onlinemarketing Top Word Pairs in Tweet in G9:
[108] #digitalmarketing,#appstore [104] #appstore,#playstore [104] #playstore,#ios [104] #ios,#android [104] #android,#app [104] #app,#growthhacking [101] #growthhacking,#indiegame [89] #indiegame,#gamedev [82] #gamedev,#socailmedia [78] #socailmedia,#gmailhack Top Word Pairs in Tweet in G10:
[30] metalimpact_,wodoio [29] wodoio,tag [29] gift,10 [29] follow,metalimpact_ [29] tasks,follow [29] january,20 [29] 10,nanos [29] tag,friends [29] 10,tasks [29] ends,january Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G9:
Top Replied-To in G10:
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: