The graph represents a network of 2,101 Twitter users whose recent tweets contained "socialmarketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 05:22 UTC.
The tweets in the network were tweeted over the 1860-day, 10-hour, 7-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 14 March 2023 at 20:47 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 2101
Unique Edges : 1266
Edges With Duplicates : 6142
Total Edges : 7408
Number of Edge Types : 8
Tweet : 3202
Retweet : 1452
MentionsInRetweet : 1782
Replies to : 238
MentionsInReplyTo : 105
Mentions : 569
Quote : 40
MentionsInQuote : 20
Self-Loops : 3635
Reciprocated Vertex Pair Ratio : 0.0438709677419355
Reciprocated Edge Ratio : 0.0840543881334982
Connected Components : 902
Single-Vertex Connected Components : 698
Maximum Vertices in a Connected Component : 745
Maximum Edges in a Connected Component : 3887
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.67945
Graph Density : 0.000366718796038168
Modularity : 0.26694
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,101 Twitter users whose recent tweets contained "socialmarketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 05:22 UTC.
The tweets in the network were tweeted over the 1860-day, 10-hour, 7-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 14 March 2023 at 20:47 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : socialmarketing
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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1171] social,media [286] #marketing,#socialmarketing [260] #socialmedia,#socialmarketing [256] media,marketing [205] #digitalmarketing,#socialmarketing [192] #socialmarketing,#socialmedia [190] #usa,socialmarketing [178] #digitalmarketing,#behavioranalytics [178] #behavioranalytics,#b2b2c [178] #b2b2c,#cx Top Word Pairs in Tweet in G1:
[399] social,media [137] media,marketing [98] #marketing,#socialmarketing [96] #socialmedia,#socialmarketing [88] #socialmedia,#marketing [80] #socialmediamarketing,#socialmedia [74] #digitalmarketing,#socialmarketing [64] #socialmediamarketing,#socialmarketing [63] #onlinemarketing,#socialmarketing [61] digital,marketing Top Word Pairs in Tweet in G2:
[223] social,media [163] facebook,group [137] #website,#socialmarketing [120] traffic,generation [120] twitter,traffic [120] generation,methods [120] #blog,#website [120] 11,killer [120] killer,twitter [120] methods,work Top Word Pairs in Tweet in G3:
[157] #behavioranalytics,#b2b2c [157] #digitalmarketing,#behavioranalytics [157] #b2b2c,#cx [156] cipioai,#digitalmarketing [156] community,commerce [156] commerce,cipioai [136] kirkdborne,community [136] #cx,#loya [26] social,media [22] #adtech,#cmo Top Word Pairs in Tweet in G4:
[131] social,media [78] target,market [53] twitter,interesting [53] facebook,terrific [53] terrific,twitter [53] fab,facebook [53] pertinent,pinterest [53] interesting,instagram [53] instagram,pertinent [53] pinterest,legend Top Word Pairs in Tweet in G5:
[50] social,marketing [10] #socmar,#socialmarketing [10] special,issue [8] brand,platform [8] fab,co [8] social,impact [8] based,#bristolgirlscan [8] session,humour [8] webinar,session [8] co,author Top Word Pairs in Tweet in G7:
[64] social,media [35] #socialmarketing,#socialmedia [34] #groundzero,#gzs [34] #groundzerosolution,#gzsolutionco [34] #gzsolutionco,#gzsolution [34] #socialmediamanagement,#socialmediamarketing [34] #socialmedia,#socialmediamanagement [34] #gzsolution,#groundzero [32] #socialmediamarketing,#socialmediatips [29] #socialmediatips,#groundzerosolution Top Word Pairs in Tweet in G8:
[80] social,media [77] more,info [56] 2022,more [32] times,social [32] best,times [28] info,#socialmedia [25] media,2022 [24] marketing,tips [22] #socialmedia,#socialmarketing [20] janetjacksonseo,best Top Word Pairs in Tweet in G9:
[28] #marketing,#socialmarketing [27] #innovation,#marketing [26] #digitalmarketing,#innovation [24] #awards,#digitalmarketing [12] digital,marketing [9] know,more [9] more,#awards [9] link,#awards [7] best,digital [6] etbrandequity,#etdigiplus Top Word Pairs in Tweet in G10:
[13] social,media [11] #socialmedia,#socialmarketing [11] #socialmediamarketing,#socialmedia [11] #socialmarketing,#socialmediamanager [10] #socialmediamanager,#business [10] #business,#branding [9] #branding,#seo [8] #socialmarketing,#graphicdesign [7] management,tools [7] media,marketing Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G9:
Top Replied-To in G10:
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:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: