The graph represents a network of 1,908 Twitter users whose recent tweets contained "Marketingcloud", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:39 UTC.
The tweets in the network were tweeted over the 4056-day, 3-hour, 26-minute period from Wednesday, 07 December 2011 at 18:28 UTC to Saturday, 14 January 2023 at 21:55 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 : 1908
Unique Edges : 3473
Edges With Duplicates : 11826
Total Edges : 15299
Number of Edge Types : 9
Replies to : 1030
MentionsInReplyTo : 4791
MentionsInRetweet : 2153
Retweet : 1402
Mentions : 4366
Tweet : 1223
MentionsInQuote : 194
Quote : 109
MentionsInQuoteReply : 31
Self-Loops : 1732
Reciprocated Vertex Pair Ratio : 0.0591990713871155
Reciprocated Edge Ratio : 0.111780821917808
Connected Components : 129
Single-Vertex Connected Components : 95
Maximum Vertices in a Connected Component : 1722
Maximum Edges in a Connected Component : 14352
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.32268
Graph Density : 0.00150471780563498
Modularity : 0.232831
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,908 Twitter users whose recent tweets contained "Marketingcloud", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:39 UTC.
The tweets in the network were tweeted over the 4056-day, 3-hour, 26-minute period from Wednesday, 07 December 2011 at 18:28 UTC to Saturday, 14 January 2023 at 21:55 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 : Marketingcloud
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:
[469] #rt,marketingcloud [382] marketing,cloud [275] #digitalmarketing,#marketing [225] salesforce,marketingcloud [166] read,more [151] marketingcloud,salesforce [133] more,#sfmcjobs [133] black,friday [123] #sfmcjobs,#marketingcloud [123] 87,billion Top Word Pairs in Tweet in G1:
[469] #rt,marketingcloud [132] marketing,cloud [128] salesforce,marketingcloud [101] marketingcloud,salesforce [76] #stateofmarketing,report [47] customer,data [46] marketingcloud,trailhead [46] marketingcloud,justguilda [45] neetubansal5,khyatu07 [44] marketingcloud,marketers Top Word Pairs in Tweet in G2:
[45] marketing,cloud [36] #stateofmarketing,report [20] customer,data [19] sfdc_mike,marketingcloud [16] salesforce,marketingcloud [14] data,platform [13] party,data [13] first,party [12] marketingcloud,a2 [12] powered,#salesforcegenie Top Word Pairs in Tweet in G3:
[80] join,useful [77] useful,site [70] salesforce,job [68] salesforce,marketingcloud [68] job,career [66] career,info [64] appexchange,marketingcloud [62] site,salesforce [62] dreamforce,partnerforce [57] salesforceorg,salesforce Top Word Pairs in Tweet in G4:
[104] black,friday [101] 87,billion [100] holiday,data [100] sending,87 [100] data,coming [100] friday,sending [100] record,black [100] customers,broke [100] coming,clear [100] broke,record Top Word Pairs in Tweet in G5:
[67] marketing,cloud [22] #salesforce,#marketingcloud [18] learn,more [18] salesforce,marketing [15] email,marketing [14] daily,bread [13] churchpmcc,daily [11] marketing,automation [10] #marketingcloud,#marketingautomation [10] #marketingcloud,#salesforce Top Word Pairs in Tweet in G6:
[271] #digitalmarketing,#marketing [85] hot,press [85] edition,#marketingcloud [85] today,edition [85] #marketingcloud,daily [85] daily,hot [57] press,thanks [28] press,#digitalmarketing [12] social,media [10] #shorts,#google Top Word Pairs in Tweet in G7:
[2] #emailmarketing,trends [2] loyalty,kpis [2] kpis,go [2] plan,laid [2] lie',rihanna [2] rihanna,rock_bottom17 [2] rock_bottom17,beatsbydre [2] usage,identify [2] mmflint,lie [2] cta,usage Top Word Pairs in Tweet in G8:
[24] companies,listed [24] shortlist,b2c [24] congrats,companies [24] b2c,marketing [24] marketing,automation [17] listed,shortlist [17] automation,small [17] midsize,business [17] small,midsize [11] constellationr,congrats Top Word Pairs in Tweet in G9:
[19] brought,marketingcloud [12] presented,marketingcloud [8] full,episode [7] check,full [6] episode,brought [5] ceo,verbid [5] brand,marketing [5] west,ceo [5] jenniferwarrens,vp [5] vp,global Top Word Pairs in Tweet in G10:
[3] akakaka1234567,insanityplague [3] lot,christmas [3] sherrystarnes,indiacryptoking [3] feels,lot [2] im_jhnrd,rasheedabazela1 [2] indiacryptoking,denise525091 [2] tonythefish1,ozcanozupak [2] insanityplague,eyionur [2] smile_kjak,tonythefish1 [2] christmas,brocco87 Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: