The graph represents a network of 2,040 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1832-day, 13-hour, 1-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 14 February 2023 at 23:41 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 : 2040
Unique Edges : 1199
Edges With Duplicates : 6265
Total Edges : 7464
Number of Edge Types : 8
Replies to : 234
Tweet : 3158
Retweet : 1510
MentionsInRetweet : 1840
MentionsInReplyTo : 84
Mentions : 578
Quote : 42
MentionsInQuote : 18
Self-Loops : 3598
Reciprocated Vertex Pair Ratio : 0.0449511400651466
Reciprocated Edge Ratio : 0.0860349127182045
Connected Components : 847
Single-Vertex Connected Components : 652
Maximum Vertices in a Connected Component : 767
Maximum Edges in a Connected Component : 4544
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.897935
Graph Density : 0.000385617709565435
Modularity : 0.25924
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,040 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1832-day, 13-hour, 1-minute period from Thursday, 08 February 2018 at 10:40 UTC to Tuesday, 14 February 2023 at 23:41 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:
[1238] social,media [281] #marketing,#socialmarketing [267] #socialmedia,#socialmarketing [257] media,marketing [201] #digitalmarketing,#socialmarketing [189] #socialmarketing,#socialmedia [172] #socialmarketing,#digitalmarketing [170] facebook,group [165] #digitalmarketing,#behavioranalytics [165] #behavioranalytics,#b2b2c Top Word Pairs in Tweet in G1:
[359] social,media [113] media,marketing [96] #marketing,#socialmarketing [88] #socialmedia,#socialmarketing [81] #socialmedia,#marketing [75] #socialmediamarketing,#socialmedia [70] #digitalmarketing,#socialmarketing [61] #onlinemarketing,#socialmarketing [57] #marketingtips,#marketingstrategy [56] #marketingsocial,#socialmediamarketingagency Top Word Pairs in Tweet in G2:
[142] #behavioranalytics,#b2b2c [142] #digitalmarketing,#behavioranalytics [142] #b2b2c,#cx [141] cipioai,#digitalmarketing [141] community,commerce [141] commerce,cipioai [124] kirkdborne,community [124] #cx,#loya [34] social,media [20] #bigdata,#datascience Top Word Pairs in Tweet in G3:
[195] social,media [142] target,market [107] front,target [107] great,way [107] way,business [107] business,front [107] media,great [107] market,win [103] the_last_hurdle,social [74] terrific,twitter Top Word Pairs in Tweet in G5:
[172] social,media [163] facebook,group [131] #website,#socialmarketing [112] traffic,generation [112] twitter,traffic [112] work,2019 [112] generation,methods [112] 11,killer [112] killer,twitter [112] methods,work Top Word Pairs in Tweet in G6:
[54] social,marketing [15] key,concepts [14] concepts,social [12] check,chapter [12] learning,course [10] call,papers [10] african,social [10] isma,key [10] marketing,learning [10] first,african Top Word Pairs in Tweet in G7:
[80] social,media [38] #socialmarketing,#socialmedia [36] #socialmedia,#socialmarketing [26] media,marketing [18] social,wall [14] visibility,sales [14] seen,direct [14] sales,starting [14] time,seen [14] visibility,time Top Word Pairs in Tweet in G8:
[59] social,media [34] #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 G9:
[84] social,media [83] more,info [62] 2022,more [37] times,social [37] best,times [31] media,2022 [28] info,#socialmedia [25] janetjacksonseo,best [24] marketing,tips [22] info,halloweenseo Top Word Pairs in Tweet in G10:
[28] #marketing,#socialmarketing [27] #innovation,#marketing [26] #digitalmarketing,#innovation [24] #awards,#digitalmarketing [12] digital,marketing [9] know,more [9] link,#awards [9] more,#awards [7] etbrandequity,#etdigiplus [7] best,digital Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: