The graph represents a network of 2,612 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 01:36 UTC.
The tweets in the network were tweeted over the 1796-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 06 March 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 : 2612
Unique Edges : 1653
Edges With Duplicates : 5693
Total Edges : 7346
Number of Edge Types : 8
Mentions : 753
Tweet : 3585
Retweet : 1249
MentionsInRetweet : 1440
Replies to : 173
Quote : 17
MentionsInReplyTo : 103
MentionsInQuote : 26
Self-Loops : 4062
Reciprocated Vertex Pair Ratio : 0.0215827338129496
Reciprocated Edge Ratio : 0.0422535211267606
Connected Components : 1324
Single-Vertex Connected Components : 1039
Maximum Vertices in a Connected Component : 664
Maximum Edges in a Connected Component : 3357
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.532504
Graph Density : 0.000229034541693378
Modularity : 0.297296
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,612 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 01:36 UTC.
The tweets in the network were tweeted over the 1796-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 06 March 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:
[543] digital,marketing [438] #socialmedia,#business [389] #marketing,#bmprt [337] #writerslift,#discounts [332] #news,#newsupdate [332] #b2b,#socialmedia [331] #rt,#writerslift [331] #newsupdate,#digitalmarketing [331] #discount,#rt [330] #business,#news Top Word Pairs in Tweet in G1:
[340] digital,marketing [165] social,media [125] #marketing,#digitalmarketing [107] #digitalmarketing,#marketing [74] #socialmediamarketing,#digitalmarketing [59] #appstore,#playstore [59] #digitalmarketing,#appstore [59] #playstore,#ios [59] #growthhacking,#indiegame [59] #ios,#android Top Word Pairs in Tweet in G2:
[75] increase,website's [75] website's,conversion [75] well,designed [75] landing,wonders [75] wonders,tips [75] designed,landing [75] conversion,rates [75] rates,well [74] tips,mak [74] deepakksainii,increase Top Word Pairs in Tweet in G3:
[17] #digitalmarketing,#socialmediamarketing [15] #digitalmarketing,#marketingtips [8] #marketing,#digitalmarketing [7] #digitalmarketing,#socialmedia [5] #smm,#socialmedia [5] #digitalmarketing,#onlinemarketing [5] #twitter,#smm [5] #business,#marketing [5] #socialmedia,#smm [4] digital,marketing Top Word Pairs in Tweet in G4:
[82] #digitalmarketing,#digital [75] #digital,#marketing [63] #digitalhealth,#socialmedia [57] digital,marketing [47] #socialmedia,#digitalmarketing [37] social,media [36] #digital,#digitalmarketing [31] #digitalmarketing,#marketing [29] website,traffic [25] #socialmedia,#digital Top Word Pairs in Tweet in G5:
[34] daniel,brummitt [24] timothy_hughes,dlaignite [19] #art,#instagram [19] #digitalart,#digitalmarketing [19] #digitalmarketing,#art [19] #contentcreator,#digitalart [19] #digitalcreator,#contentcreator [19] brummitt,artist [19] artist,#digitalcreator [19] #instagram,#blogger Top Word Pairs in Tweet in G6:
[402] #socialmedia,#business [389] #marketing,#bmprt [337] #writerslift,#discounts [332] #news,#newsupdate [332] #b2b,#socialmedia [331] #discount,#rt [331] #newsupdate,#digitalmarketing [331] #rt,#writerslift [330] #business,#news [328] #digitalmarketing,#deals Top Word Pairs in Tweet in G7:
[18] #digitalmarketing,#marketing [10] #seo,#digitalmarketing [9] #marketing,#backlinks [9] #offpageseo,#wordpress [8] digital,marketing [8] #marketing,#socialmediamarketing [8] #wordpress,#fiverr [8] #socialmediamarketing,#socialmedia [7] date,#branding [7] #socialmediamarketing,#digitalmarketing Top Word Pairs in Tweet in G8:
[13] #digitalmarketing,#onlinemarketing [12] #affiliate,#affiliatemarketing [10] #digitalmarketingcompany,#digitalmarketingservices [9] #onlinemarketing,#seo [9] #twitchde,#webinar [9] #digital_marketer,#digitalmarketing [8] #seoagency,#digitalmarketing [8] #digitalmarketingservices,#seobusinesscompany [7] #seobusinesscompany,#seoservices [6] 6047834003,#toronto Top Word Pairs in Tweet in G9:
[34] video,ads [17] creating,video [17] help,creating [17] look,further [17] help,drive [17] ads,gig [17] drive,conversions [17] results,look [17] further,video [17] need,help Top Word Pairs in Tweet in G10:
[80] #digitalmarketing,#appstore [80] #playstore,#ios [80] #ios,#android [80] #appstore,#playstore [79] #app,#growthhacking [79] #android,#app [78] #growthhacking,#indiegame [61] #socailmedia,#gmailhack [61] #gmailhack,#gmaildown [60] #gmaildown,#hacked Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G9:
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: