The graph represents a network of 1,191 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 Monday, 06 December 2021 at 23:15 UTC.
The requested start date was Monday, 06 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 31-minute period from Monday, 22 November 2021 at 01:06 UTC to Monday, 06 December 2021 at 00:38 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 : 1191
Unique Edges : 1281
Edges With Duplicates : 2380
Total Edges : 3661
Number of Edge Types : 5
Retweet : 588
MentionsInRetweet : 1051
Replies to : 82
Mentions : 1060
Tweet : 880
Self-Loops : 905
Reciprocated Vertex Pair Ratio : 0.0765736534717716
Reciprocated Edge Ratio : 0.142254370102471
Connected Components : 328
Single-Vertex Connected Components : 296
Maximum Vertices in a Connected Component : 821
Maximum Edges in a Connected Component : 3031
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.427554
Graph Density : 0.00117054378426434
Modularity : 0.367575
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,191 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 Monday, 06 December 2021 at 23:15 UTC.
The requested start date was Monday, 06 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 31-minute period from Monday, 22 November 2021 at 01:06 UTC to Monday, 06 December 2021 at 00:38 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : cmswire
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:
[197] customer,experience [93] artificial,intelligence [71] job,elimination [64] places,artificial [64] digital,marketing [62] intelligence,elevating [62] elevating,customer [60] collaboration,job [54] adoption,rate [54] rate,explainable Top Word Pairs in Tweet in G1:
[44] customer,experience [24] digital,marketing [22] social,media [22] marketing,strategy [20] cx,decoded [20] decoded,podcast [18] #cx,#customerexperience [17] full,potential [16] personalization,unlocks [16] unlocks,full Top Word Pairs in Tweet in G2:
[43] customer,experience [38] thanks,sharing [22] cmswire,#marketing [21] strategy,cmswire [19] digital,marketing [18] experience,strategy [16] cmswire,#iot [14] experience,cmswire [14] digital',path [14] path,forward Top Word Pairs in Tweet in G3:
[29] adoption,rate [29] rate,explainable [29] explainable,#ai [29] #ai,#financialservices [29] #financialservices,expected [29] expected,grow [28] grow,#fintech [23] cmswire,cc [21] mylessuer,cmswire [21] cmswire,#datascience Top Word Pairs in Tweet in G4:
[79] customer,experience [79] artificial,intelligence [58] places,artificial [56] intelligence,elevating [56] elevating,customer [38] #analytics,#googleads [38] #googleads,#facebookads [33] job,elimination [24] collaboration,job [15] customer,data Top Word Pairs in Tweet in G5:
[10] digital,transformation [10] self,service [10] service,business [10] business,intelligence [10] intelligence,takes [10] takes,root [7] digital',guidebook [7] guidebook,lasting [7] lasting,digital [5] beyond,digital Top Word Pairs in Tweet in G6:
[28] customer,centric [15] customer,centricity [13] cx,decoded [13] continue,reading [13] great,pillars [12] decoded,podcast [11] centricity,score [11] score,legit [11] legit,alongside [11] effort,score Top Word Pairs in Tweet in G7:
[37] #lowcode,#nocode [21] focus,human [21] human,ai [21] ai,collaboration [21] collaboration,job [21] job,elimination [21] elimination,#machinelearning [21] #machinelearning,#ai [21] #ai,#python [21] #python,#datascience Top Word Pairs in Tweet in G8:
[14] digital,marketing [13] mentalmarketer,debbieszumylo [13] debbieszumylo,jonpicoult [13] cxpert,gosquad22 [9] inclusive,design [9] increase,digital [9] marketing,engagement [7] gosquad22,drnatalie [7] drnatalie,cmswire [7] cmswire,billquiseng Top Word Pairs in Tweet in G9:
[4] #customerexperience,strategy [4] #cx,#technology [3] xbond49,adoption [3] adoption,rate [3] rate,explainable [3] explainable,#ai [3] #ai,#financialservices [3] #financialservices,expected [3] expected,grow [3] grow,#fintech Top Word Pairs in Tweet in G10:
[8] strategies,effective [8] effective,knowledge [8] knowledge,management [8] management,workplace [8] workplace,#technology [8] #technology,remains [7] ungoti,strategies [4] emerging,software [4] software,needs [4] needs,#hybridworkplace Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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