The graph represents a network of 2,500 Twitter users whose tweets in the requested range contained "Marketingcloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 16 July 2019 at 03:44 UTC.
The requested start date was Tuesday, 16 July 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.
The tweets in the network were tweeted over the 63-day, 11-hour, 8-minute period from Monday, 13 May 2019 at 12:30 UTC to Monday, 15 July 2019 at 23:38 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 : 2500
Unique Edges : 4470
Edges With Duplicates : 4995
Total Edges : 9465
Number of Edge Types : 3
Mentions : 7521
Tweet : 1479
Replies to : 465
Self-Loops : 1479
Reciprocated Vertex Pair Ratio : 0.0499801666005553
Reciprocated Edge Ratio : 0.0952021156025689
Connected Components : 304
Single-Vertex Connected Components : 243
Maximum Vertices in a Connected Component : 2103
Maximum Edges in a Connected Component : 8787
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.482344
Graph Density : 0.000847378951580632
Modularity : 0.37028
NodeXL Version : 1.0.1.415
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[418] marketing,cloud [301] salesforce,marketingcloud [239] check,out [194] email,marketing [188] content,marketing [153] trailhead,simulator [151] salesforce,marketing [141] hands,marketingcloud [134] introducing,trailhead [134] simulator,now Top Word Pairs in Tweet in G1:
[89] content,marketing [60] social,media [59] email,marketing [52] oraclemktgcloud,#modernmarketing [49] marketing,oraclemktgcloud [41] machine,learning [40] #ai,#machinelearning [39] click,bots [37] media,marketing [35] supercharge,social Top Word Pairs in Tweet in G2:
[98] check,out [81] trailhead,simulator [80] trailhead,introducing [80] introducing,trailhead [80] simulator,now [80] now,hands [80] hands,marketingcloud [80] marketingcloud,right [80] right,trailhead [80] trailhead,check Top Word Pairs in Tweet in G3:
[109] salesforce,marketingcloud [34] inescapinezka,marketingcloud [29] marketing,cloud [26] trailhead,salesforce [25] salesforce,salesforceuk [24] marketingcloud,hels_wills [24] hels_wills,trailhead [22] check,out [18] salesforce,marketing [16] marketingcloud,salesforce Top Word Pairs in Tweet in G4:
[137] marketing,cloud [95] salesforce,marketingcloud [51] check,out [46] marketingcloud,simulator [46] learn,marketing [46] salesforce,marketing [45] excited,see [45] see,salesforce [45] simulator,trailhead [45] trailhead,now Top Word Pairs in Tweet in G5:
[36] content,marketing [31] social,media [26] marketing,cloud [26] email,marketing [19] cross,channel [15] media,marketing [15] channel,marketing [14] machine,learning [14] #salesforce,#marketingcloud [13] ai,machine Top Word Pairs in Tweet in G6:
[55] want,learn [52] marketing,cloud [47] learn,marketingcloud [39] trailhead,simulator [39] 2019,10 [39] 7,30 [39] 30,pm [33] june,29 [33] 29,2019 [31] est,7 Top Word Pairs in Tweet in G7:
[21] salesforce,marketingcloud [16] email,marketing [8] love,working [8] working,clients [8] clients,strategically [8] strategically,develop [8] develop,implement [8] implement,email [8] marketing,solutions [8] solutions,2 Top Word Pairs in Tweet in G8:
[7] salesforceâ,s [7] s,product [7] product,manager [7] manager,chad [7] chad,jordan [7] jordan,recently [7] recently,demonstrated [7] demonstrated,powerful [7] powerful,new [7] new,functionality Top Word Pairs in Tweet in G9:
[2] marketingcloud,marketingland [2] marketing,agent [2] agent,#music [2] #music,#marketing [2] #marketing,#musician [2] #musician,#artist [2] #artist,#musicproducer [2] #musicproducer,#musicproduction [2] #musicproduction,djkhaled [2] djkhaled,daddy_yankee Top Word Pairs in Tweet in G10:
[11] #modernmarketing,#digitalmarketing [11] #digitalmarketing,#marketing [9] content,marketing [7] marketing,#digitalmarketing [5] email,marketing [4] importance,content [4] data,#digitalmarketing [4] marketing,#modernmarketing [3] #digitalmarketing,#digitaltransformation [3] intelligent,assumptions Top Replied-To in Entire Graph:
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Top Tweeters in Entire Graph:
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