The graph represents a network of 5,676 Twitter users whose recent tweets contained "Marketing Trends", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 19 June 2019 at 08:33 UTC.
The tweets in the network were tweeted over the 9-day, 15-hour, 46-minute period from Sunday, 09 June 2019 at 15:34 UTC to Wednesday, 19 June 2019 at 07:21 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 : 5676
Unique Edges : 7452
Edges With Duplicates : 3643
Total Edges : 11095
Number of Edge Types : 4
Retweet : 3233
Mentions : 3756
Tweet : 4026
Replies to : 80
Self-Loops : 4140
Reciprocated Vertex Pair Ratio : 0.0288044421308346
Reciprocated Edge Ratio : 0.0559959520998482
Connected Components : 2188
Single-Vertex Connected Components : 1716
Maximum Vertices in a Connected Component : 2474
Maximum Edges in a Connected Component : 6974
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.211689
Graph Density : 0.000184065840248608
Modularity : 0.559468
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2505] marketing,trends [1597] digital,marketing [684] content,marketing [668] trends,2019 [630] social,media [390] 2019,infographic [373] influencer,marketing [351] mary,meeker [329] trends,watch [319] trends,report Top Word Pairs in Tweet in G1:
[748] marketing,trends [241] social,media [221] content,marketing [217] digital,marketing [183] influencer,marketing [181] 2019,infographic [150] stats,2019 [144] trends,2019 [143] trends,stats [140] 20,influencer Top Word Pairs in Tweet in G2:
[748] digital,marketing [571] marketing,trends [177] trends,2019 [87] trends,watch [79] looking,cost [79] cost,marketing [79] marketing,idea [79] idea,here's [79] here's,great [79] great,article Top Word Pairs in Tweet in G3:
[308] marketing,trends [252] digital,marketing [92] #digitalmarketing,#marketing [90] trends,2019 [81] social,media [70] #digitalmarketing,trends [67] content,marketing [62] #marketing,#digitalmarketing [59] small,business [52] trends,watch Top Word Pairs in Tweet in G4:
[147] marketing,trends [129] content,marketing [128] digital,marketing [70] trends,know [68] seo,amp [68] amp,content [65] know,seo [63] mary,meeker [58] trends,2019 [40] marketing,juliaemccoy Top Word Pairs in Tweet in G5:
[72] 2019,infographic [59] infographic,socialmedia2day [52] 20,tendances [52] tendances,#marketing [52] connaître,2019 [51] statistiques,connaître [50] socialmedia2day,#socialmedia [43] #influencermarketing,trends [41] marketing,trends [28] #marketing,d'#influence Top Word Pairs in Tweet in G6:
[59] trends,report [58] mary,meeker [57] internet,trends [56] 2019,internet [55] report,mary [55] meeker,presentation [51] marketing,trends [35] trends,2019 [33] social,media [33] influencer,marketing Top Word Pairs in Tweet in G7:
[70] marketing,trends [50] trends,2019 [48] digital,marketing [48] #digitalmarketing,#contentmarketing [47] #ai,#machinelearning [46] #contentmarketing,#growthhacking [44] #growthhacking,#startup [43] #startup,#seo [42] #blogging,#infographic [41] #marketing,#influencermarketing Top Word Pairs in Tweet in G8:
[33] marketing,trends [19] trends,watch [18] watch,2019 [17] 2019,forbes [15] experiential,marketing [10] trends,report [9] #marketing,trends [8] seen,#internet [8] #internet,trends [8] report,2019 Top Word Pairs in Tweet in G9:
[30] infographic,infographic [28] content,marketing [26] digital,marketing [17] social,media [16] email,marketing [16] trends,report [16] financial,marketers [14] marketing,tools [13] marketing,trends [12] mary,meeker Top Word Pairs in Tweet in G10:
[30] trends,robert_glazer [29] fall,behind [29] marketing,world [28] behind,marketing [28] world,ahead [28] ahead,trends [25] marketing,trends [13] robert_glazer,inc [11] trends,transform [10] transform,marketing Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G8:
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: