The graph represents a network of 2,306 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1740-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 09 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 : 2306
Unique Edges : 1349
Edges With Duplicates : 5710
Total Edges : 7059
Number of Edge Types : 8
Retweet : 1154
MentionsInRetweet : 1300
Tweet : 3702
Mentions : 556
Replies to : 163
MentionsInReplyTo : 122
MentionsInQuote : 29
Quote : 33
Self-Loops : 4153
Reciprocated Vertex Pair Ratio : 0.0133928571428571
Reciprocated Edge Ratio : 0.026431718061674
Connected Components : 1115
Single-Vertex Connected Components : 867
Maximum Vertices in a Connected Component : 704
Maximum Edges in a Connected Component : 4426
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.845262
Graph Density : 0.000256239970048896
Modularity : 0.267583
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,306 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1740-day, 6-hour, 33-minute period from Wednesday, 04 April 2018 at 18:27 UTC to Monday, 09 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:
[564] #socialmedia,#digitalmarketing [557] #twitter,#socialmedia [499] #script,#film [498] #film,#movie [463] digital,marketing [431] #follow,#retweet [431] #bmprt,#follow [426] #blog,#link [420] #link,#book [370] #digitalmarketing,#affiliatemarketing Top Word Pairs in Tweet in G1:
[170] #digitalmarketing,#marketing [161] digital,marketing [123] #marketing,#digitalmarketing [120] social,media [78] #ios,#android [78] #app,#growthhacking [78] #playstore,#ios [78] #android,#app [77] #socailmedia,#gmailhack [77] #growthhacking,#indiegame Top Word Pairs in Tweet in G2:
[41] digital,marketing [26] #digitalmarketing,#marketingdigital [26] #presenciadigital,#digitalmarketing [25] #branding,#digitalmarketing [24] look,following [23] #inboundmarketing,#smm [23] #emailmarketing,#inboundmarketing [23] #blog,#emailmarketing [23] #bigdata,#blog [23] #mohammadkhan,#bigdata Top Word Pairs in Tweet in G3:
[108] #appdevelopment,#itcompany [108] #softwarecompany,#appdevelopment [108] #itcompany,#cgmodel [108] #cgmodel,#hiring [108] #digitalmarketing,#jainsoftware [108] #raipur,#softwarecompany [108] #hiring,#chhattisgarh [108] #jainsoftware,#raipur [106] sohiljain01,#digitalmarketing Top Word Pairs in Tweet in G4:
[57] digital,marketing [32] social,media [22] #seo,#digitalmarketing [21] #digitalmarketing,#socialmediamarketing [17] #digitalmarketing,#socialmedia [16] customers,#digitalmarketing [15] #digitalmarketing,#seo [15] #marketing,#digitalmarketing [12] overstated,#digitalmarketing [12] marketing,overstated Top Word Pairs in Tweet in G5:
[22] #digitalmarketing,#digital [21] #datascience,#bigdata [19] #digital,#marketing [13] #bigdata,#analytics [9] #socialmedia,#marketing [9] #bigdata,#ai [8] 2023,#digitalmarketing [8] #marketing,#digitalmarketing [7] social,media [6] media,marketing Top Word Pairs in Tweet in G6:
[553] #twitter,#socialmedia [510] #socialmedia,#digitalmarketing [497] #script,#film [495] #film,#movie [431] #bmprt,#follow [431] #follow,#retweet [420] #blog,#link [415] #link,#book [356] #book,#poetry [356] #poetry,#music Top Word Pairs in Tweet in G7:
[22] digital,marketing [18] social,media [16] #digitalmarketing,#marketing [10] #digitalmarketing,video [8] #aseducate,#socialmediamarketing [8] media,marketing [8] marketing,strategy [8] #socialmedia,#digitalmarketing [8] #digitalmarketing,#aseducate [8] #marketing,#digitalmarketing Top Word Pairs in Tweet in G8:
[61] #digitalmarketing,#bigdata [56] #bigdata,#startups [54] presentation,template [54] powerpoint,presentation [46] #startups,#startup [45] template,#digitalmarketing [31] plan,powerpoint [26] #iosdev,#marketing [26] #marketing,#seo [26] #charts,#marketingdigital Top Word Pairs in Tweet in G9:
[32] search,find [32] complete,digital [32] marketing,services [32] digital,marketing [32] ends,atreya [32] find,seo [32] global,complete [32] seo,specialist [32] specialist,ends [32] atreya,global Top Word Pairs in Tweet in G10:
[11] part,#digitalmarketing [11] #ai,#100daysofcode [11] #digitalmarketing,#datascience [11] analytics,part [11] #datascience,#ai [11] #marketing,analytics [10] #100daysofcode,#projectbasedl [10] ipfconline1,#marketing [6] #affiliate,program [6] daily,thanks Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Replied-To in G6:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
Top Mentioned in G7:
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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: