The graph represents a network of 2,076 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1905-day, 4-hour, 29-minute period from Monday, 20 November 2017 at 20:26 UTC to Wednesday, 08 February 2023 at 00:56 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 : 2076
Unique Edges : 1257
Edges With Duplicates : 6406
Total Edges : 7663
Number of Edge Types : 8
Replies to : 344
Tweet : 3190
Retweet : 1455
MentionsInRetweet : 1786
MentionsInReplyTo : 223
Mentions : 605
Quote : 42
MentionsInQuote : 18
Self-Loops : 3629
Reciprocated Vertex Pair Ratio : 0.0420531849103278
Reciprocated Edge Ratio : 0.0807121661721068
Connected Components : 823
Single-Vertex Connected Components : 634
Maximum Vertices in a Connected Component : 854
Maximum Edges in a Connected Component : 4867
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.227749
Graph Density : 0.000391160015785686
Modularity : 0.265272
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,076 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 06:22 UTC.
The tweets in the network were tweeted over the 1905-day, 4-hour, 29-minute period from Monday, 20 November 2017 at 20:26 UTC to Wednesday, 08 February 2023 at 00:56 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:
[1212] social,media [283] #marketing,#socialmarketing [263] #socialmedia,#socialmarketing [251] media,marketing [199] #digitalmarketing,#socialmarketing [188] #socialmarketing,#socialmedia [170] #socialmarketing,#digitalmarketing [170] facebook,group [164] #socialmediamarketing,#socialmedia [162] #digitalmarketing,#behavioranalytics Top Word Pairs in Tweet in G1:
[357] social,media [112] media,marketing [97] #marketing,#socialmarketing [91] #socialmedia,#socialmarketing [80] #socialmedia,#marketing [77] #socialmediamarketing,#socialmedia [71] #digitalmarketing,#socialmarketing [62] #onlinemarketing,#socialmarketing [57] #marketingtips,#marketingstrategy [56] #socialmediamarketing,#socialmarketing Top Word Pairs in Tweet in G2:
[140] #behavioranalytics,#b2b2c [140] #digitalmarketing,#behavioranalytics [140] #b2b2c,#cx [139] cipioai,#digitalmarketing [139] community,commerce [139] commerce,cipioai [123] kirkdborne,community [123] #cx,#loya [40] social,media [22] #marketing,roi Top Word Pairs in Tweet in G3:
[108] #socialmediaadvertising,#socialmarketing [108] #facebook,#instagram [108] twitter,linkedin [108] #instagram,#twitter [108] platforms,web [108] google,plus [108] #socialmarketing,#facebook [108] talking,brand [108] #business,#socialmediaadvertising [108] pinterest,board Top Word Pairs in Tweet in G4:
[173] social,media [142] target,market [107] market,win [107] great,way [107] front,target [107] way,business [107] business,front [107] media,great [103] the_last_hurdle,social [74] pertinent,pinterest Top Word Pairs in Tweet in G5:
[165] social,media [163] facebook,group [128] #website,#socialmarketing [109] traffic,generation [109] twitter,traffic [109] work,2019 [109] generation,methods [109] 11,killer [109] killer,twitter [109] methods,work Top Word Pairs in Tweet in G6:
[50] social,marketing [15] key,concepts [14] concepts,social [12] check,chapter [12] learning,course [12] first,african [11] association,conference [10] call,papers [10] african,social [10] marketing,learning Top Word Pairs in Tweet in G8:
[61] 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:
[71] social,media [36] #socialmarketing,#socialmedia [34] #socialmedia,#socialmarketing [23] media,marketing [18] social,wall [15] #weareparamount,#socialmedia [14] #socialmedia,#socialmediatips [12] visibility,time [12] visibility,sales [12] gain,visibility Top Word Pairs in Tweet in G10:
[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] #socialmedia,#socialmarketing Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
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:
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: