The graph represents a network of 4,214 Twitter users whose recent tweets contained "#smmw19", 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 Sunday, 24 March 2019 at 16:33 UTC.
The tweets in the network were tweeted over the 3-day, 10-hour, 56-minute period from Thursday, 21 March 2019 at 05:04 UTC to Sunday, 24 March 2019 at 16:00 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 : 4214
Unique Edges : 11747
Edges With Duplicates : 19514
Total Edges : 31261
Self-Loops : 2850
Reciprocated Vertex Pair Ratio : 0.0897932344560532
Reciprocated Edge Ratio : 0.164789487798337
Connected Components : 279
Single-Vertex Connected Components : 226
Maximum Vertices in a Connected Component : 3812
Maximum Edges in a Connected Component : 30688
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.350178
Graph Density : 0.000840168479803118
Modularity : 0.238014
NodeXL Version : 1.0.1.409
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1132] social,media [534] don,t [390] marismith,smmw19 [374] media,marketing [349] markwschaefer,smmw19 [341] twittersmarter,smmw19 [312] san,diego [280] marketing,world [264] live,video [245] mike_stelzner,smmw19 Top Word Pairs in Tweet in G1:
[354] social,media [165] don,t [148] marismith,smmw19 [122] marismith,facebook [110] media,marketing [83] content,marketing [83] live,video [81] markwschaefer,smmw19 [70] marketing,world [69] san,diego Top Word Pairs in Tweet in G2:
[289] twittersmarter,smmw19 [274] social,media [187] don,t [175] chrisstrub,smmw19 [174] marismith,smmw19 [174] markwschaefer,smmw19 [130] mike_stelzner,smmw19 [122] madalynsklar,smmw19 [97] andrewandpete,smmw19 [92] twittersmarter,chat Top Word Pairs in Tweet in G3:
[170] social,media [89] media,marketing [79] marketing,world [65] san,diego [51] don,t [48] here,smmw19 [41] such,great [40] meeting,smmw19 [40] networking,plaza [39] check,out Top Word Pairs in Tweet in G4:
[110] social,media [74] don,t [53] live,video [47] media,never [47] never,replace [47] replace,handshake [47] handshake,invest [47] invest,authentic [47] authentic,relationships [47] relationships,conversations Top Word Pairs in Tweet in G5:
[58] social,media [44] seo,smm [43] smm,marketing [41] marketing,blog [40] blog,blogger [38] blogger,contentmarketing [37] contentmarketing,crowdfunding [37] crowdfunding,win [35] live,q [33] cspenn,smmw19 Top Word Pairs in Tweet in G6:
[58] social,media [37] san,diego [28] media,marketing [27] smmw19,marketingprofs [26] marketing,world [17] convention,center [16] diego,convention [10] world,smmw19 [9] here,smmw19 [9] smmwconference,smexaminer Top Word Pairs in Tweet in G7:
[49] semrush,smmw19 [28] vending,machine [28] emoji,domain [27] social,media [17] smmw19,semrush [17] please,send [15] check,out [14] here,smmw19 [14] participating,smmw19 [14] smmw19,twitter Top Word Pairs in Tweet in G8:
[195] save,6 [165] make,real [165] real,estate [165] estate,easy [165] easy,buy [165] buy,sell [165] sell,houses [165] houses,without [165] without,realtor [165] realtor,save Top Word Pairs in Tweet in G9:
[28] social,media [23] anyone,want [23] want,come [23] come,bbq [23] bbq,pool [23] pool,party [23] party,tomorrow [23] tomorrow,1pm [23] 1pm,unofficial [23] unofficial,smmw19 Top Word Pairs in Tweet in G10:
[30] markwschaefer,smmw19 [9] don,t [8] marketing,isn [8] isn,t [8] t,story [8] story,s [8] culture,marketing [8] keynote,markwschaefer [8] smmw19,markwschaefer [8] social,media 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: