The graph represents a network of 4,103 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 Monday, 25 March 2019 at 18:56 UTC.
The tweets in the network were tweeted over the 4-day, 4-hour, 23-minute period from Thursday, 21 March 2019 at 13:19 UTC to Monday, 25 March 2019 at 17:43 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 : 4103
Unique Edges : 11687
Edges With Duplicates : 19660
Total Edges : 31347
Self-Loops : 2902
Reciprocated Vertex Pair Ratio : 0.0937660621190983
Reciprocated Edge Ratio : 0.171455424274973
Connected Components : 287
Single-Vertex Connected Components : 232
Maximum Vertices in a Connected Component : 3695
Maximum Edges in a Connected Component : 30767
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.315841
Graph Density : 0.000885059546040981
Modularity : 0.23123
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1159] social,media [543] don,t [391] media,marketing [390] marismith,#smmw19 [359] markwschaefer,#smmw19 [342] #twittersmarter,#smmw19 [328] san,diego [289] marketing,world [251] mike_stelzner,#smmw19 [251] live,video Top Word Pairs in Tweet in G1:
[352] social,media [346] don,t [252] marismith,#smmw19 [233] markwschaefer,#smmw19 [226] #twittersmarter,#smmw19 [208] chrisstrub,#smmw19 [184] mike_stelzner,#smmw19 [144] andrewandpete,#smmw19 [114] live,video [106] briansolis,#smmw19 Top Word Pairs in Tweet in G2:
[266] social,media [113] media,marketing [111] marismith,facebook [90] #twittersmarter,#smmw19 [86] content,marketing [59] marismith,#smmw19 [58] marketing,world [57] don,t [56] #twittersmarter,chat [54] live,q Top Word Pairs in Tweet in G3:
[196] social,media [80] don,t [62] live,video [52] jwatson_wx,#smmw19 [51] media,marketing [51] media,never [51] never,replace [51] replace,handshake [51] handshake,invest [51] invest,authentic Top Word Pairs in Tweet in G4:
[55] social,media [50] semrush,#smmw19 [36] check,out [35] vending,machine [30] unofficial,#smmw19 [28] anyone,want [26] want,come [26] come,bbq [26] bbq,pool [26] pool,party Top Word Pairs in Tweet in G5:
[91] social,media [61] save,6 [50] media,marketing [46] real,estate [45] make,real [45] estate,easy [45] easy,buy [45] buy,sell [45] sell,houses [45] houses,without Top Word Pairs in Tweet in G6:
[59] social,media [37] such,great [34] finalcutking,such [34] great,audience [34] audience,loved [34] loved,meeting [34] meeting,#smmw19 [32] mike_stelzner,#smmw19 [26] #smmw19,#smmw2019 [23] briansolis,#smmw19 Top Word Pairs in Tweet in G7:
[60] social,media [38] san,diego [31] media,marketing [30] #smmw19,marketingprofs [27] marketing,world [17] convention,center [16] diego,convention [9] world,#smmw19 [9] smmwconference,smexaminer [8] here,#smmw19 Top Word Pairs in Tweet in G8:
[40] markwschaefer,#smmw19 [14] social,media [14] marismith,#smmw19 [11] don,t [10] marketing,isn [10] isn,t [10] t,story [10] story,s [10] san,diego [10] markwschaefer,thank Top Word Pairs in Tweet in G9:
[20] booth,#smmw19 [14] learn,monitor [14] monitor,sh [14] sh,people [14] people,business [14] business,swing [14] swing,booth [14] #smmw19,show [13] brand24,learn [7] mentions,#smmw19 Top Word Pairs in Tweet in G10:
[2] conference,etiquette [2] conversations,new [2] new,currency [2] currency,suebzimmerman [2] suebzimmerman,#smmw19 [2] jasonkeath,rasushrestha [2] rasushrestha,charlottehacks [2] charlottehacks,ab_hi_ [2] ab_hi_,atriumhealth [2] atriumhealth,cbjnewsroom 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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