The graph represents a network of 4,095 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 16:29 UTC.
The tweets in the network were tweeted over the 4-day, 1-hour, 51-minute period from Thursday, 21 March 2019 at 13:13 UTC to Monday, 25 March 2019 at 15:04 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 : 4095
Unique Edges : 11656
Edges With Duplicates : 19863
Total Edges : 31519
Self-Loops : 2857
Reciprocated Vertex Pair Ratio : 0.0928781204111601
Reciprocated Edge Ratio : 0.169969768223043
Connected Components : 283
Single-Vertex Connected Components : 231
Maximum Vertices in a Connected Component : 3695
Maximum Edges in a Connected Component : 30946
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.31293
Graph Density : 0.000887865323624972
Modularity : 0.236249
NodeXL Version : 1.0.1.409
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1148] social,media [541] don,t [389] marismith,smmw19 [382] media,marketing [358] markwschaefer,smmw19 [342] twittersmarter,smmw19 [323] san,diego [287] marketing,world [265] live,video [249] mike_stelzner,smmw19 Top Word Pairs in Tweet in G1:
[367] social,media [215] don,t [163] marismith,smmw19 [126] marismith,facebook [111] media,marketing [107] markwschaefer,smmw19 [95] content,marketing [85] smmw19,marismith [82] live,video [77] mike_stelzner,smmw19 Top Word Pairs in Tweet in G2:
[290] twittersmarter,smmw19 [273] social,media [191] don,t [191] chrisstrub,smmw19 [172] markwschaefer,smmw19 [170] marismith,smmw19 [133] mike_stelzner,smmw19 [122] madalynsklar,smmw19 [108] andrewandpete,smmw19 [89] twittersmarter,chat Top Word Pairs in Tweet in G3:
[149] social,media [70] media,marketing [61] marketing,world [61] save,6 [47] san,diego [46] real,estate [45] make,real [45] estate,easy [45] easy,buy [45] buy,sell Top Word Pairs in Tweet in G4:
[119] social,media [55] don,t [47] media,never [47] never,replace [47] replace,handshake [47] handshake,invest [47] invest,authentic [47] authentic,relationships [47] relationships,conversations [47] conversations,give Top Word Pairs in Tweet in G5:
[61] social,media [41] san,diego [30] media,marketing [28] marketing,world [27] smmw19,marketingprofs [18] convention,center [17] diego,convention [10] world,smmw19 [9] smmwconference,smexaminer [8] here,smmw19 Top Word Pairs in Tweet in G6:
[53] social,media [29] briansolis,smmw19 [20] media,marketing [19] don,t [19] marketing,world [17] live,video [17] smmw19,smmw2019 [15] marismith,smmw19 [14] madalynsklar,smmw19 [13] twittersmarter,smmw19 Top Word Pairs in Tweet in G7:
[36] markwschaefer,smmw19 [11] social,media [10] san,diego [10] don,t [9] thank,markwschaefer [9] markwschaefer,thank [9] thank,smmw19 [9] marketing,isn [9] isn,t [9] t,story Top Word Pairs in Tweet in G8:
[51] semrush,smmw19 [33] vending,machine [27] social,media [19] smmw19,semrush [15] check,out [15] media,vending [14] out,social [12] machine,open [11] looking,win [11] win,sweet Top Word Pairs in Tweet in G9:
[33] such,great [32] great,audience [32] audience,loved [32] loved,meeting [32] meeting,smmw19 [32] finalcutking,such [28] emoji,domain [15] please,send [14] participating,smmw19 [14] smmw19,twitter Top Word Pairs in Tweet in G10:
[17] social,media [11] media,marketing [10] san,diego [8] attribution,analysis [8] marketing,world [7] 3,months [7] cspenn,missed [7] missed,smmw19 [7] smmw19,session [7] session,yesterday Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G9:
Top Tweeters in G10: