The graph represents a network of 5,122 Twitter users whose recent tweets contained "influencermarketing", 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, 17 April 2019 at 16:53 UTC.
The tweets in the network were tweeted over the 9-day, 13-hour, 46-minute period from Monday, 08 April 2019 at 02:19 UTC to Wednesday, 17 April 2019 at 16:06 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 : 5122
Unique Edges : 8017
Edges With Duplicates : 9332
Total Edges : 17349
Number of Edge Types : 4
Retweet : 5859
Mentions : 7246
Tweet : 4091
Replies to : 153
Self-Loops : 4228
Reciprocated Vertex Pair Ratio : 0.0315398886827458
Reciprocated Edge Ratio : 0.0611510791366906
Connected Components : 1144
Single-Vertex Connected Components : 768
Maximum Vertices in a Connected Component : 3094
Maximum Edges in a Connected Component : 14587
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.020688
Graph Density : 0.00031795942334513
Modularity : 0.427964
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[3527] #digitalmarketing,#contentmarketing [3438] #marketing,#influencermarketing [3330] #contentmarketing,#growthhacking [3144] #influencermarketing,#blogging [3051] #blogging,#infographic [3000] #growthhacking,#startup [2921] #ecommerce,#marketing [2676] #smm,#ecommerce [2665] #seo,#smm [2617] #startup,#seo Top Word Pairs in Tweet in G1:
[3306] #digitalmarketing,#contentmarketing [3186] #marketing,#influencermarketing [3139] #contentmarketing,#growthhacking [2954] #influencermarketing,#blogging [2868] #blogging,#infographic [2830] #growthhacking,#startup [2741] #ecommerce,#marketing [2523] #seo,#smm [2508] #smm,#ecommerce [2486] #startup,#seo Top Word Pairs in Tweet in G2:
[180] influencer,marketing [68] #influencer,#influencermarketing [54] social,media [36] #marketing,#influencermarketing [36] #influencermarketing,#influencers [33] #influencermarketing,#socialmedia [30] #influencers,#influencermarketing [30] #influencermarketing,#marketing [23] #influencermarketing,#digitalmarketing [21] #influencermarketing,#influencer Top Word Pairs in Tweet in G3:
[210] influencer,marketing [64] influencermh,#influencermarketing [63] shane_barker,#influencermarketing [59] learn,more [54] gt,gt [36] social,media [36] digital,marketing [31] growwithgrin,#influencermarketing [31] #contentmarketing,#influencermarketing [26] #digitalmarketing,#contentmarketing Top Word Pairs in Tweet in G4:
[68] #smm,#influencermarketing [49] #marketing,#influencermarketing [44] #video,#videos [43] #digitalmarketing,#contentmarketing [41] #contentmarketing,#growthhacking [40] #influencermarketing,#blogging [40] #blogging,#infographic [38] #smm,#ecommerce [38] #ecommerce,#marketing [34] #socialmedia,#socialmediamarketing Top Word Pairs in Tweet in G5:
[144] influencer,marketing [82] #influencermarketing,#digital [77] di,fraasco85 [77] fraasco85,#popupmag [77] #popupmag,#influencer [66] post,cura [66] cura,di [63] popup_2015,di [62] #influencer,#influencermarketing [62] #influencermarketing,#employeeadvocacy Top Word Pairs in Tweet in G6:
[42] #digitalmarketing,#influencermarketing [41] check,out [41] markwalkerford,#smm [41] #marketing,#influencermarketing [39] v,digitaliworld [39] digitaliworld,#flashtweet [39] #flashtweet,#digitalmarketing [39] #digitalmarketing,#contentmarketing [39] #contentmarketing,#growthhacking [37] #influencermarketing,process Top Word Pairs in Tweet in G7:
[33] social,media [18] #influencermarketing,#marketingstrategies [17] learn,more [16] guest,nataliezfat [16] tonight's,#millennialtalk [14] influencer,marketing [11] 2019's,latest [11] latest,social [11] media,trends [11] trends,#influencermarketing Top Word Pairs in Tweet in G8:
[12] growth,#influencermarketing [10] #influencermarketing,over [10] over,#traditionalmarketing [10] #traditionalmarketing,#india [9] based,survey [9] survey,150 [9] 150,influencers [9] influencers,msl's [9] msl's,recent [9] recent,study Top Word Pairs in Tweet in G9:
[19] influencer,marketing [10] #yms19,ldn [9] #influencermarketing,#bloggerswanted [8] marilynetran,petiteelliee_ [8] #influencermarketing,voxburner [7] 12,10 [7] 10,pm [7] looking,bloggers [7] bloggers,influencers [7] influencers,traveling Top Word Pairs in Tweet in G10:
[100] #influencermarketing,#entrepreneurship [98] #socialmedia,#influencermarketing [98] #entrepreneurship,#entrepreneurlife [96] #entrepreneur,#socialmedia [84] #marketing,#entrepreneur [52] working,weekend [52] weekend,#marketing [18] #entrepreneurlife,#entrepreneurquotes [14] nighttime,goals [12] goals,#marketing Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: