The graph represents a network of 2,069 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1853-day, 12-hour, 39-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 07 March 2023 at 23:20 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 : 2069
Unique Edges : 1244
Edges With Duplicates : 6150
Total Edges : 7394
Number of Edge Types : 8
Tweet : 3205
Retweet : 1450
MentionsInRetweet : 1775
Replies to : 231
MentionsInReplyTo : 97
Mentions : 576
Quote : 40
MentionsInQuote : 20
Self-Loops : 3638
Reciprocated Vertex Pair Ratio : 0.0464052287581699
Reciprocated Edge Ratio : 0.0886945658963148
Connected Components : 887
Single-Vertex Connected Components : 684
Maximum Vertices in a Connected Component : 749
Maximum Edges in a Connected Component : 4402
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.634054
Graph Density : 0.00037417977269689
Modularity : 0.262457
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,069 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1853-day, 12-hour, 39-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 07 March 2023 at 23:20 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:
[1193] social,media [285] #marketing,#socialmarketing [259] #socialmedia,#socialmarketing [250] media,marketing [203] #digitalmarketing,#socialmarketing [189] #socialmarketing,#socialmedia [181] #usa,socialmarketing [173] #digitalmarketing,#behavioranalytics [173] #behavioranalytics,#b2b2c [173] #b2b2c,#cx Top Word Pairs in Tweet in G1:
[394] social,media [131] media,marketing [97] #marketing,#socialmarketing [93] #socialmedia,#socialmarketing [88] #socialmedia,#marketing [78] #socialmediamarketing,#socialmedia [73] #digitalmarketing,#socialmarketing [64] #onlinemarketing,#socialmarketing [62] #socialmediamarketing,#socialmarketing [59] #marketingtips,#marketingstrategy Top Word Pairs in Tweet in G2:
[61] social,media [56] #ecommerce,#mcommerce [56] #digitalmarketing,#ecommerce [54] social,marketing [49] #mcommerce,#retail [42] #socialmarketing,#twitter [42] #socialmediamanager,#business [42] #business,#socialmarketing [36] #twitter,#socialassistant [35] wmt,tgt Top Word Pairs in Tweet in G3:
[152] #behavioranalytics,#b2b2c [152] #digitalmarketing,#behavioranalytics [152] #b2b2c,#cx [151] cipioai,#digitalmarketing [151] community,commerce [151] commerce,cipioai [132] kirkdborne,community [132] #cx,#loya [26] social,media [21] #bigdata,#datascience Top Word Pairs in Tweet in G4:
[157] social,media [105] target,market [72] market,win [72] great,way [72] front,target [72] way,business [72] business,front [72] media,great [68] the_last_hurdle,social [54] pertinent,pinterest Top Word Pairs in Tweet in G5:
[168] social,media [162] facebook,group [132] #website,#socialmarketing [118] #blog,#website [118] methods,work [118] 11,killer [118] twitter,traffic [118] killer,twitter [118] traffic,generation [118] generation,methods Top Word Pairs in Tweet in G7:
[66] 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] #socialmarketing,#socialmediamanager [11] #socialmedia,#socialmarketing [11] #socialmediamarketing,#socialmedia [10] #business,#branding [10] #socialmediamanager,#business [9] #branding,#seo [7] #socialmarketing,#digitalmarketing [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 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: