The graph represents a network of 3,219 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 19 June 2019 at 17:55 UTC.
The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 2-day, 7-hour, 2-minute period from Saturday, 15 June 2019 at 08:27 UTC to Monday, 17 June 2019 at 15:29 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 3219
Unique Edges : 3881
Edges With Duplicates : 2554
Total Edges : 6435
Number of Edge Types : 3
Mentions : 3868
Tweet : 2530
Replies to : 37
Self-Loops : 2530
Reciprocated Vertex Pair Ratio : 0.0286094477711244
Reciprocated Edge Ratio : 0.055627425614489
Connected Components : 1232
Single-Vertex Connected Components : 890
Maximum Vertices in a Connected Component : 1362
Maximum Edges in a Connected Component : 4282
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.699016
Graph Density : 0.000298491843893786
Modularity : 0.506763
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[415] digital,marketing [334] #socialmedia,#digitalmarketing [321] #digitalmarketing,#contentmarketing [308] social,media [285] #marketing,#digitalmarketing [242] #digitalmarketing,#marketing [180] #digitalmarketing,#seo [159] #socialmediamarketing,#digitalmarketing [159] #contentmarketing,#growthhacking [158] #socialmedia,#socialmediamarketing Top Word Pairs in Tweet in G1:
[115] digital,marketing [70] #marketing,#digitalmarketing [67] #digitalmarketing,#marketing [67] social,media [48] #digitalmarketing,#seo [42] #seo,#digitalmarketing [29] #digitalmarketing,#socialmedia [23] #socialmedia,#digitalmarketing [22] #digitalmarketing,#onlinemarketing [22] #digitalmarketing,#socialmediamarketing Top Word Pairs in Tweet in G2:
[63] #digitalmarketing,#marketing [45] gt,gt [34] digital,marketing [33] #marketing,#seo [29] #socialmedia,#digitalmarketing [27] #smm,#socialmediamarketing [26] #seo,#digitalmarketing [26] sejournal,google [23] #seo,#searchengineoptimization [21] june,2019 Top Word Pairs in Tweet in G3:
[33] #marketing,#digitalmarketing [33] digital,marketing [28] #business,#digitalmarketing [27] social,media [26] #digitalmarketing,#onlinemarketing [25] #digitalmarketing,#marketing [22] #startup,#growthhacking [20] special,hot [20] #digitalmarketing,#contentmarketing [20] #growthhacking,#business Top Word Pairs in Tweet in G4:
[39] digital,marketing [29] #marketing,#digitalmarketing [26] #contentmarketing,#digitalmarketing [24] #digitalmarketing,#seo [24] social,media [23] check,out [21] #digitalmarketing,#socialmediamarketing [21] #searchengineoptimization,#digitalmarketing [20] #socialmediamarketing,#marketing [20] #seo,#marketing Top Word Pairs in Tweet in G5:
[39] digital,marketing [26] #marketing,#digitalmarketing [15] #design,#graphicdesign [14] #digitalmarketing,#seo [13] #webdevelopment,#webdesign [13] social,media [13] #digitalmarketing,#marketing [13] group,digital [12] #webdesign,#website [12] #website,#design Top Word Pairs in Tweet in G6:
[67] seo,tools [37] ranking,tools [33] gt,gt [32] seo,audit [32] competition,doing [32] tools,seo [31] audit,tools [29] #digitalmarketing,#seo [26] important,seo [26] #marketing,#socialmedia Top Word Pairs in Tweet in G7:
[201] #digitalmarketing,#contentmarketing [193] #socialmedia,#digitalmarketing [138] #startup,#seo [135] #contentmarketing,#growthhacking [133] #growthhacking,#startup [127] #blogging,#infographic [110] #ecommerce,#marketing [108] #marketing,#influencermarketing [106] #influencermarketing,#blogging [91] #machinelearning,#bigdata Top Word Pairs in Tweet in G8:
[30] social,media [16] #socialmedia,#digitalmarketing [15] google,alerts [14] digital,marketing [13] media,monitoring [13] monitoring,process [13] #digitalmarketing,#contentmarketing [12] boost,social [12] process,google [12] alerts,alternatives Top Word Pairs in Tweet in G9:
[8] #socialmedia,#digitalmarketing [7] #customerjourney,modern [7] modern,#marketing [7] #marketing,cycle [7] cycle,#contentmarketing [7] #contentmarketing,#socialmedia [7] #digitalmarketing,ht [7] ht,mhiesboeck [7] mhiesboeck,cc [6] wiprodigital,#customerjourney Top Word Pairs in Tweet in G10:
[11] read,more [11] more,shane_barker [8] shane_barker,#digitalmarketing [6] shane_barker,#seo [4] review,management [4] #digitalmarketing,gradeus [4] new,website [4] want,achieve [4] achieve,top [4] top,rankings Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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