The graph represents a network of 2,320 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 Wednesday, 24 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, 23-hour, 31-minute period from Tuesday, 09 April 2019 at 00:18 UTC to Monday, 22 April 2019 at 23:50 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 : 2320
Unique Edges : 2914
Edges With Duplicates : 2792
Total Edges : 5706
Number of Edge Types : 3
Mentions : 3062
Tweet : 2564
Replies to : 80
Self-Loops : 2564
Reciprocated Vertex Pair Ratio : 0.0452094566569888
Reciprocated Edge Ratio : 0.0865079365079365
Connected Components : 830
Single-Vertex Connected Components : 688
Maximum Vertices in a Connected Component : 1277
Maximum Edges in a Connected Component : 3768
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.236425
Graph Density : 0.000468394522014543
Modularity : 0.405179
NodeXL Version : 1.0.1.411
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[378] customer,experience [297] digital,transformation [206] digital,workplace [139] open,source [127] inbound,marketing [127] marketing,fails [117] confuse,digital [117] transformation,customer [105] acquire,adobe [90] open,core Top Word Pairs in Tweet in G1:
[111] customer,experience [94] digital,transformation [62] digital,workplace [52] inbound,marketing [51] 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:
[49] customer,experience [42] digital,transformation [23] confuse,digital [23] transformation,customer [22] druadh20,cmswire [21] offense,defense [19] open,source [19] playing,offense [17] 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:
[67] #marketing,#digitalmarketing [65] #digitalmarketing,#digitaltransformation [51] digital,transformation [25] customer,experience [15] playing,offense [15] offense,defense [15] organizational,change [15] change,management [15] confuse,digital [15] transformation,customer 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:
[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 Word Pairs in Tweet in G10:
[11] saas,marketing [9] misunderstood,role [8] devops,engineer [8] engineer,misunderstood [8] role,kayaismail [8] goals,benefits [8] benefits,saas [8] marketing,strategy [7] cmswire,kayaismail [6] strategy,#saas Top Replied-To in Entire Graph:
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 G9:
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: