The graph represents a network of 481 Twitter users whose tweets in the requested range contained "socialmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 21 December 2022 at 06:16 UTC.
The requested start date was Wednesday, 21 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 17-hour, 28-minute period from Wednesday, 07 December 2022 at 01:17 UTC to Tuesday, 20 December 2022 at 18:45 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 481
Unique Edges : 302
Edges With Duplicates : 681
Total Edges : 983
Number of Edge Types : 5
Tweet : 523
Retweet : 174
MentionsInRetweet : 203
Mentions : 59
Replies to : 24
Self-Loops : 534
Reciprocated Vertex Pair Ratio : 0.0233463035019455
Reciprocated Edge Ratio : 0.0456273764258555
Connected Components : 262
Single-Vertex Connected Components : 196
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 99
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.659308
Graph Density : 0.00113911988911989
Modularity : 0.368119
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 481 Twitter users whose tweets in the requested range contained "socialmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 21 December 2022 at 06:16 UTC.
The requested start date was Wednesday, 21 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 17-hour, 28-minute period from Wednesday, 07 December 2022 at 01:17 UTC to Tuesday, 20 December 2022 at 18:45 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[131] social,media [56] facebook,group [39] #socialmarketing,#socialmedia [36] #tweetomizer,#socialmarketing [36] #socialmarketing,#cms [33] email,extractor [32] commerce,cipioai [32] #b2b2c,#cx [32] #behavioranalytics,#b2b2c [32] cipioai,#digitalmarketing Top Word Pairs in Tweet in G1:
[76] social,media [33] email,extractor [26] #socialmarketing,#emailmarketing [24] media,email [22] extractor,app [21] #socialmedia,#socialmarketing [21] extract,email [18] media,marketing [17] #website,#socialmarketing [16] lead,extractor Top Word Pairs in Tweet in G2:
[18] something,worse [18] jewish,something [17] theonion,jewish [6] special,enough [6] plane,crash [6] crash,anyway [6] die,plane [6] enough,die [6] think,special [6] makes,think Top Word Pairs in Tweet in G3:
[32] #b2b2c,#cx [32] commerce,cipioai [32] community,commerce [32] #digitalmarketing,#behavioranalytics [32] #behavioranalytics,#b2b2c [32] cipioai,#digitalmarketing [29] kirkdborne,community [25] #cx,#loya [6] social,media [4] #socialmedia,#socialmarketing Top Word Pairs in Tweet in G4:
[2] free,speech Top Word Pairs in Tweet in G5:
[12] crypto,kingpin [12] arrested,bahamas [12] kingpin,sam [12] bankman,fried [12] fried,arrested [12] sam,bankman [11] kotaku,crypto Top Word Pairs in Tweet in G6:
[8] #socialmarketing,#searchmarketing [8] projet,#digital [8] avez,projet [8] #digital,parlons [8] parlons,votre [8] votre,#branding [8] #branding,#leadsgeneration [8] #searchmarketing,#seo [8] #leadsgeneration,#socialmarketing [7] #seo,#displa Top Word Pairs in Tweet in G7:
[29] #socialmarketing,#socialmedia [29] #socialmedia,#socialmediamanagement [29] #socialmediamarketing,#socialmediatips [29] #socialmediamanagement,#socialmediamarketing [26] #socialmediatips,#groundzerosolution [23] #groundzero,#gzs [23] #groundzerosolution,#gzsolutionco [23] #gzsolution,#groundzero [23] #gzsolutionco,#gzsolution [6] #site,#gallery Top Word Pairs in Tweet in G8:
[7] first,emmy [7] wins,first [7] thanks,canadian [7] voice,#voiceovers [7] bunny,wins [7] canadian,voice [7] emmy,thanks [7] bugs,bunny [6] williamsvo,bugs [6] #voiceovers,#voiceacting Top Word Pairs in Tweet in G9:
[3] #socialmarketing,research [3] course,practical [3] news,course [3] research,offered [3] lessons,#socialmarketing [3] europeansma,isma_org [3] practical,lessons [3] hot,news [3] offered,europeansma [2] europeansma,hot Top Word Pairs in Tweet in G10:
[2] fhs_aub,#mph [2] presenting,#socialmarketing [2] #socialmarketing,campaigns [2] proud,fhs_aub [2] campaigns,community [2] students,presenting [2] community,partners [2] partners,biggest [2] biggest,appreciation [2] #mph,students Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
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: