The graph represents a network of 2,281 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 23 April 2019 at 16:00 UTC.
The requested start date was Tuesday, 23 April 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 22-hour, 51-minute period from Tuesday, 09 April 2019 at 00:18 UTC to Monday, 22 April 2019 at 23:09 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 : 2281
Unique Edges : 2868
Edges With Duplicates : 2737
Total Edges : 5605
Number of Edge Types : 3
Tweet : 2505
Mentions : 3020
Replies to : 80
Self-Loops : 2505
Reciprocated Vertex Pair Ratio : 0.04503367003367
Reciprocated Edge Ratio : 0.0861860652436569
Connected Components : 816
Single-Vertex Connected Components : 680
Maximum Vertices in a Connected Component : 1260
Maximum Edges in a Connected Component : 3716
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.228919
Graph Density : 0.000477437565856773
Modularity : 0.406222
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[374] customer,experience [290] digital,transformation [205] digital,workplace [139] open,source [126] inbound,marketing [126] marketing,fails [115] confuse,digital [114] transformation,customer [105] acquire,adobe [90] open,core Top Word Pairs in Tweet in G1:
[111] customer,experience [93] digital,transformation [61] digital,workplace [51] inbound,marketing [50] marketing,fails [42] open,source [38] more,news [36] acquire,adobe [33] microsoft,acquire [31] microsoft,teams Top Word Pairs in Tweet in G2:
[66] customer,experience [57] inbound,marketing [57] marketing,fails [44] acquire,adobe [44] digital,transformation [41] fails,cmswire [34] neilpatel,inbound [33] cmswire,microsoft [31] digital,workplace [30] microsoft,set Top Word Pairs in Tweet in G3:
[48] customer,experience [41] digital,transformation [22] confuse,digital [22] transformation,customer [21] offense,defense [20] druadh20,cmswire [19] open,source [19] playing,offense [16] experience,janelle_estes [16] defense,jmancini77 Top Word Pairs in Tweet in G4:
[16] latest,financial [16] financial,institutions [16] institutions,shift [16] shift,product [16] product,pushers [16] pushers,relationship [16] relationship,builders [16] builders,#digital [16] #digital,#cx [15] customer,experience Top Word Pairs in Tweet in G5:
[35] digital,workplace [15] bring,digital [13] microservices,bring [10] workplace,sammarshall [10] latest,cmswire [10] getting,#digitalworkplace [10] #digitalworkplace,personalization [10] personalization,right [10] right,good [10] good,#technology Top Word Pairs in Tweet in G6:
[12] tdav,gwesterman [12] human,centered [12] centered,design [11] gwesterman,cmswire [9] cmswire,cc [9] navigate,#digitaltransformation [9] #digitaltransformation,success [9] success,overcoming [9] overcoming,six [9] six,obstacles Top Word Pairs in Tweet in G7:
[46] digital,transformation [22] customer,experience [14] organizational,change [14] change,management [14] confuse,digital [14] transformation,customer [12] playing,offense [12] offense,defense [11] strong,organizational [9] ai,success Top Word Pairs in Tweet in G8:
[30] customer,experience [21] #ar,#vr [17] fundamentals,listening [16] experience,fundamentals [13] abrearton,cmswire [13] b2b,customer [12] confuse,digital [12] digital,transformation [12] transformation,customer [11] evankirstel,confuse Top Word Pairs in Tweet in G9:
[68] #marketing,#digitalmarketing [67] #digitalmarketing,#digitaltransformation [12] saas,marketing [9] misunderstood,role [9] goals,benefits [9] benefits,saas [9] marketing,strategy [8] devops,engineer [8] engineer,misunderstood [7] cmswire,kayaismail Top Word Pairs in Tweet in G10:
[11] adobe,salesforce [8] 7,tips [8] tips,successfully [8] successfully,implement [8] cdp,help [8] help,retailers [8] retailers,improve [8] improve,customer [8] customer,segmentation [8] segmentation,treasuredata Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: