The graph represents a network of 881 Twitter users whose recent tweets contained "#SMMW23 OR @SMMWConference OR @SMExaminer", 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 Thursday, 16 March 2023 at 07:21 UTC.
The tweets in the network were tweeted over the 9-day, 19-hour, 52-minute period from Monday, 06 March 2023 at 11:08 UTC to Thursday, 16 March 2023 at 07:00 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 : 881
Unique Edges : 2006
Edges With Duplicates : 9523
Total Edges : 11529
Number of Edge Types : 5
MentionsInRetweet : 3558
Mentions : 3698
Replies to : 1161
Retweet : 2306
Tweet : 806
Self-Loops : 854
Reciprocated Vertex Pair Ratio : 0.110990206746464
Reciprocated Edge Ratio : 0.199804113614104
Connected Components : 36
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 826
Maximum Edges in a Connected Component : 11462
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.878883
Graph Density : 0.00395083066762976
Modularity : 0.158273
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 881 Twitter users whose recent tweets contained "#SMMW23 OR @SMMWConference OR @SMExaminer", 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 Thursday, 16 March 2023 at 07:21 UTC.
The tweets in the network were tweeted over the 9-day, 19-hour, 52-minute period from Monday, 06 March 2023 at 11:08 UTC to Thursday, 16 March 2023 at 07:00 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #SMMW23 OR @SMMWConference OR @SMExaminer
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[407] social,media [165] media,marketing [150] san,diego [145] day,#smmw23 [135] #smmw23,#behindthecontent [131] marketing,world [83] smexaminer,smmwconference [80] parkhowell,#smmw23 [75] nathaliegregg,fuhsionmktg [74] #smmw23,#storyon Top Word Pairs in Tweet in G1:
[128] social,media [81] #smmw23,#behindthecontent [51] san,diego [48] day,#smmw23 [47] nathaliegregg,fuhsionmktg [44] media,marketing [43] smexaminer,smmwconference [38] #smmw23,#youtubetips [35] christinasbg,agorapulse [35] #smmw23,#storyon Top Word Pairs in Tweet in G2:
[55] social,media [37] future,commerce [37] business,metaverse [37] metaverse,future [31] media,marketing [30] leads,sales [30] funnel,targeting [29] web3,business [29] business,podcast [29] audience,quickly Top Word Pairs in Tweet in G3:
[143] social,media [75] day,#smmw23 [52] full,details [49] #smmw23,#behindthecontent [46] media,marketing [45] talking,automating [45] automating,dms [45] dms,ai [45] everyone's,talking [45] #smmw23,everyone's Top Word Pairs in Tweet in G4:
[49] social,media [30] marketing,world [30] media,marketing [28] san,diego [26] consistency,consistency [15] form,video [13] funny,enough [13] short,form [13] youtube,funny [13] video,consistency Top Word Pairs in Tweet in G5:
[17] facebook,groups [16] over,decade [15] rates,declined [15] popular,quote [15] instead,strive [15] platforms,#smmw23 [15] focus,building [15] 3rd,party [15] queen,community [15] changing,popular Top Word Pairs in Tweet in G6:
[10] socialmedia2day,smexaminer [6] cmicontent,marketingprofs [6] neilpatel,jeffbullas [4] check,week [4] wed,guess [4] resources,sengineland [4] ahrefs,semrush [4] time,cultivativeppc's [4] hubspot,hootsuite [4] hootsuite,socialmedia2day Top Word Pairs in Tweet in G7:
[9] live,#smmw23 [9] 000,subscribers [8] community,tab [8] today,#smmw23 [5] later,today [5] see,familiar [5] before,started [5] grew,deep [5] details,things [5] patflynn,talking Top Word Pairs in Tweet in G8:
[16] social,media [8] #smmw23,find [8] ai,social [8] pros,using [8] day,#smmw23 [8] media,hot [8] topic,#smmw23 [8] hot,topic [8] find,tool [8] tool,pros Top Word Pairs in Tweet in G9:
[8] mid,week [8] smexaminer,madomarketing [8] #agency,#agencylife [8] week,#mondaymotivation [8] #rayofhope,week [8] #mondaymotivation,#agency [8] week,#holi [8] social_ketchup,sdissect [8] socialmedia2day,smexaminer [8] #holi,#rayofhope Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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 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:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: