The graph represents a network of 1,948 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 06:23 UTC.
The tweets in the network were tweeted over the 1877-day, 3-hour, 7-minute period from Monday, 20 November 2017 at 20:26 UTC to Tuesday, 10 January 2023 at 23:33 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 : 1948
Unique Edges : 1231
Edges With Duplicates : 6487
Total Edges : 7718
Number of Edge Types : 8
Replies to : 338
Tweet : 3098
Retweet : 1509
MentionsInRetweet : 1865
Mentions : 629
MentionsInReplyTo : 214
Quote : 49
MentionsInQuote : 16
Self-Loops : 3509
Reciprocated Vertex Pair Ratio : 0.0428211586901763
Reciprocated Edge Ratio : 0.0821256038647343
Connected Components : 751
Single-Vertex Connected Components : 577
Maximum Vertices in a Connected Component : 709
Maximum Edges in a Connected Component : 4523
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.648342
Graph Density : 0.000436621812739865
Modularity : 0.257716
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,948 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 06:23 UTC.
The tweets in the network were tweeted over the 1877-day, 3-hour, 7-minute period from Monday, 20 November 2017 at 20:26 UTC to Tuesday, 10 January 2023 at 23:33 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:
[1169] social,media [273] #socialmedia,#socialmarketing [258] media,marketing [247] #marketing,#socialmarketing [190] #digitalmarketing,#socialmarketing [169] #socialmarketing,#socialmedia [164] #socialmarketing,#digitalmarketing [160] #tweetomizer,#socialmarketing [157] #socialmarketing,#cms [156] #socialmediamarketing,#socialmedia Top Word Pairs in Tweet in G1:
[342] social,media [106] media,marketing [89] #marketing,#socialmarketing [89] #socialmedia,#socialmarketing [76] #digitalmarketing,#socialmarketing [72] #socialmedia,#marketing [68] #socialmediamarketing,#socialmedia [56] #marketingtips,#marketingstrategy [56] #marketingsocial,#socialmediamarketingagency [55] #socialmediacontent,#socialmediastrategist Top Word Pairs in Tweet in G2:
[239] social,media [129] facebook,group [119] #website,#socialmarketing [99] #blog,#website [99] methods,work [99] 11,killer [99] twitter,traffic [99] killer,twitter [99] traffic,generation [99] generation,methods Top Word Pairs in Tweet in G3:
[130] #b2b2c,#cx [130] #behavioranalytics,#b2b2c [130] #digitalmarketing,#behavioranalytics [129] commerce,cipioai [129] cipioai,#digitalmarketing [129] community,commerce [116] kirkdborne,community [116] #cx,#loya [59] social,media [33] #marketing,roi Top Word Pairs in Tweet in G4:
[115] social,media [87] twitter,interesting [87] facebook,terrific [87] terrific,twitter [87] fab,facebook [87] pertinent,pinterest [87] interesting,instagram [87] instagram,pertinent [87] pinterest,legend [84] legend,lin Top Word Pairs in Tweet in G5:
[53] social,marketing [15] key,concepts [14] association,conference [14] concepts,social [14] first,african [12] check,chapter [12] learning,course [11] call,papers [10] marketing,learning [10] isma,key Top Word Pairs in Tweet in G6:
[112] #business,#socialmediaadvertising [112] web,including [112] #socialmarketing,#facebook [112] prominent,platforms [112] twitter,linkedin [112] brand,prominent [112] #instagram,#twitter [112] talking,brand [112] platforms,web [112] people,talking Top Word Pairs in Tweet in G7:
[60] social,media [40] #marketing,#marketingdigital [34] #groundzero,#gzs [34] #socialmarketing,#socialmedia [34] #groundzerosolution,#gzsolutionco [34] #gzsolutionco,#gzsolution [34] #gzsolution,#groundzero [34] #socialmedia,#socialmediamanagement [34] #socialmediamanagement,#socialmediamarketing [32] #socialmediamarketing,#socialmediatips Top Word Pairs in Tweet in G8:
[130] social,media [102] more,info [71] 2022,more [42] times,social [42] media,2022 [42] best,times [38] janetjacksonseo,best [30] business,more [30] marketing,tips [28] media,platform Top Word Pairs in Tweet in G9:
[14] #marketing,#socialmarketing [13] #innovation,#marketing [12] #digitalmarketing,#innovation [10] #awards,#digitalmarketing [7] best,digital [7] digital,marketing [6] marketing,work [5] link,#awards [4] #etdigiplus,celebration [4] country,elated Top Word Pairs in Tweet in G10:
[53] 2022,visit [48] social,media [27] media,2022 [27] times,social [27] best,times [21] visit,#socialmarketing [14] visit,#socialmedia [13] skills,need [11] try,2022 [11] tools,need 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 G6:
Top Replied-To in G8:
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: