The graph represents a network of 2,814 Twitter users whose tweets in the requested range contained "#smm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 18 April 2019 at 05:31 UTC.
The requested start date was Wednesday, 17 April 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 1-day, 15-hour, 15-minute period from Monday, 15 April 2019 at 08:45 UTC to Wednesday, 17 April 2019 at 00:00 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 : 2814
Unique Edges : 3828
Edges With Duplicates : 3639
Total Edges : 7467
Number of Edge Types : 3
Mentions : 5335
Tweet : 2110
Replies to : 22
Self-Loops : 2110
Reciprocated Vertex Pair Ratio : 0.0228263657348038
Reciprocated Edge Ratio : 0.0446339017051153
Connected Components : 555
Single-Vertex Connected Components : 399
Maximum Vertices in a Connected Component : 1957
Maximum Edges in a Connected Component : 6269
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.206028
Graph Density : 0.000503803667155058
Modularity : 0.46797
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[784] social,media [459] #seo,#smm [451] #socialmedia,#socialmediamarketing [388] #socialmedia,#smm [324] #smm,#socialmedia [296] #socialmediamarketing,#digitalmarketing [290] #digitalmarketing,#contentmarketing [280] #contentmarketing,#growthhacking [251] #smm,#ecommerce [243] #ecommerce,#marketing Top Word Pairs in Tweet in G1:
[357] #socialmedia,#socialmediamarketing [338] #seo,#smm [284] social,media [268] #digitalmarketing,#contentmarketing [264] #contentmarketing,#growthhacking [238] #smm,#ecommerce [231] #ecommerce,#marketing [224] #growthhacking,#startup [210] #socialmediamarketing,#digitalmarketing [178] #socialmedia,#smm Top Word Pairs in Tweet in G2:
[120] social,media [44] #seo,#smm [42] #socialmedia,#smm [39] media,marketing [32] #smm,#socialmediamarketing [29] #digitalmarketing,#smm [28] #smm,#socialmedia [26] #smm,#seo [24] #smm,#marketing [20] digital,marketing Top Word Pairs in Tweet in G3:
[82] 8,biggest [82] biggest,changes [82] changes,expect [82] expect,see [82] see,wef [82] wef,ronald_vanloon [82] ronald_vanloon,haroldsinnott [78] haroldsinnott,#robotics [74] topcybernews,8 [55] #robotics,#industry4 Top Word Pairs in Tweet in G4:
[40] digitalscoutings,top [30] top,100 [20] #vlogger,influencers [20] influencers,thank [20] thank,being [20] being,role [20] role,models [20] thank,heros [20] heros,digitalscoutings [20] 100,digital Top Word Pairs in Tweet in G5:
[42] gen,z [31] socialmedia2day,looking [30] z,millennials [30] millennials,exhibit [30] exhibit,different [30] different,digital [30] digital,behaviors [30] behaviors,worth [30] worth,noting [30] noting,campaigns Top Word Pairs in Tweet in G6:
[96] social,media [64] media,marketing [59] #marketing,tips [50] #smm,#socialmedia [47] 8,practical [47] practical,#digital [47] #digital,#marketing [47] tips,small [47] small,businesses [47] businesses,mikeschiemer Top Word Pairs in Tweet in G7:
[58] social,media [49] #socialmedia,#smm [33] l,k [22] take,l [20] #socialmedia,strategy [20] define,message [20] check,out [19] strategy,#startups [19] #startups,beginners [19] beginners,guide Top Word Pairs in Tweet in G8:
[89] #business,#socialmedia [83] #socialmedia,#smallbusiness [64] #smallbusiness,#internet [57] #internet,#news [57] #news,#smo [47] gt,gt [42] #smo,#music [42] #music,#marketing [42] see,thread [42] thread,gt Top Word Pairs in Tweet in G9:
[44] mattgsouthern,#smm [34] #seo,#smm [18] #socialmediamarketing,#digitalmarketing [17] #smm,#socialmediamarketing [14] social,media [12] linkedin,aims [12] aims,boost [12] boost,engagement [12] engagement,range [12] range,reactions Top Word Pairs in Tweet in G10:
[40] social,media [26] social,jukebox [23] #iiot,#ioe [23] #startup,#growthhacking [23] #dataviz,#business [23] #business,#smm [22] #smm,#socialmedia [22] #ioe,#cx [22] #cx,#startup [22] #growthhacking,#ppc Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: