The graph represents a network of 78 Twitter users whose recent tweets contained "#MarketingChats", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/1/2023 12:00:00 AM and 9/20/2023 11:38:29 AM. The network was obtained from Twitter on Wednesday, 20 September 2023 at 18:38 UTC.
The tweets in the network were tweeted over the 18-day, 17-hour, 7-minute period from Saturday, 02 September 2023 at 01:30 UTC to Wednesday, 20 September 2023 at 18:37 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 : 78
Unique Edges : 97
Edges With Duplicates : 281
Total Edges : 378
Number of Edge Types : 7
Tweet : 15
Replies to : 240
Retweet : 25
MentionsInReplyTo : 76
MentionsInRetweet : 10
Quote : 6
Mentions : 6
Self-Loops : 21
Reciprocated Vertex Pair Ratio : 0.288135593220339
Reciprocated Edge Ratio : 0.447368421052632
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 74
Maximum Edges in a Connected Component : 374
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.537226
Graph Density : 0.0253080253080253
Modularity : 0.201307
NodeXL Version : 1.0.1.521
Data Import : The graph represents a network of 78 Twitter users whose recent tweets contained "#MarketingChats", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/1/2023 12:00:00 AM and 9/20/2023 11:38:29 AM. The network was obtained from Twitter on Wednesday, 20 September 2023 at 18:38 UTC.
The tweets in the network were tweeted over the 18-day, 17-hour, 7-minute period from Saturday, 02 September 2023 at 01:30 UTC to Wednesday, 20 September 2023 at 18:37 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 : TwitterSearch3
Graph Term : #MarketingChats
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[24] marketingcloud,a1 [18] #marketingchats,#df23 [18] marketingcloud,a2 [18] #marketingchats,#momentmarketers [17] marketingcloud,a4 [14] #marketingchats,#marketingchampions [13] gencloud1,a5 [13] marketingcloud,gencloud1 [13] marketingcloud,a3 [12] marketingcloud,a6 Top Word Pairs in Tweet in G1:
[12] #marketingchats,#df23 [11] marketingcloud,a1 [10] #marketingchats,#marketingchampions [7] marketingcloud,a2 [7] #marketingchats,#momentmarketers [7] september,20th [6] #marketingchats,wednesday [6] armejam44,#marketingchats [6] join,armejam44 [6] wait,hear Top Word Pairs in Tweet in G2:
[5] #marketingchats,#dreamforce [4] marketingcloud,a1 [4] marketingcloud,a4 [3] gencloud1,a5 [3] marketingcloud,a2 [3] marketingcloud,a3 [3] marketingcloud,a6 [3] #marketingchats,#df23 [3] marketingcloud,gencloud1 [2] tower,view Top Word Pairs in Tweet in G3:
[2] trailblazers,person Top Word Pairs in Tweet in G4:
[8] ai,ai [7] gencloud1,a5 [7] marketingcloud,gencloud1 [5] marketingcloud,miltonmuthuraj [5] marketingcloud,a1 [5] marketingcloud,a4 [4] marketingcloud,a2 [4] marketingcloud,a3 [3] #marketingchats,#marketingchampions [2] ai,#marketingchats Top Word Pairs in Tweet in G5:
[11] #marketingchats,#momentmarketers [6] #momentmarketers,#marketingchampions [5] #df23,#marketingchats [5] marketingcloud,#marketingchats [4] dreamforce,salesforce [3] golden,hoodie [3] marketingcloud,a1 [3] marketingcloud,a2 [3] marketingcloud,a4 [3] #marketingchats,#df23 Top Word Pairs in Tweet in G6:
[4] #marketingtips,#marketingchats [3] cookies,gone [3] #loyalty,until [3] #opinion,#discussion [3] #debate,#marketingtips [3] #discussion,#commentary [3] #observation,#loyalty [3] #marketing,#observation [3] #free,cookies [3] until,#free Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G6: