The graph represents a network of 1,745 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, 02 December 2019 at 05:42 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 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, 12-hour, 7-minute period from Monday, 18 November 2019 at 01:17 UTC to Sunday, 01 December 2019 at 13:25 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 : 1745
Unique Edges : 2219
Edges With Duplicates : 2044
Total Edges : 4263
Number of Edge Types : 3
Mentions : 2369
Tweet : 1811
Replies to : 83
Self-Loops : 1811
Reciprocated Vertex Pair Ratio : 0.0552214324767633
Reciprocated Edge Ratio : 0.104663212435233
Connected Components : 595
Single-Vertex Connected Components : 521
Maximum Vertices in a Connected Component : 1002
Maximum Edges in a Connected Component : 2976
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.463129
Graph Density : 0.000634184169711627
Modularity : 0.41103
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,745 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, 02 December 2019 at 05:42 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 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, 12-hour, 7-minute period from Monday, 18 November 2019 at 01:17 UTC to Sunday, 01 December 2019 at 13:25 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:
[270] customer,experience [169] digital,transformation [83] many,marketing [83] marketing,emails [74] content,marketing [72] need,combine [64] design,thinking [58] content,management [54] combine,digital [54] transformation,customer Top Word Pairs in Tweet in G1:
[87] customer,experience [39] digital,transformation [34] battered,online [34] online,reputation [32] fill,blanks [32] blanks,find [32] find,bad [32] bad,review [32] review,business [32] business,_______________ Top Word Pairs in Tweet in G2:
[55] customer,experience [36] digital,transformation [33] #cx,#ci [32] lisamloftis,#cx [29] cmswire,#marketing [25] content,marketing [25] many,marketing [25] marketing,emails [23] #ci,#gdpr [23] #gdpr,cmswire Top Word Pairs in Tweet in G3:
[13] content,management [12] salesforce,cms [9] cms,fit [9] fit,content [9] management,industry [8] ai,implementation [7] industry,cmswire [7] cmswire,domnicastro [7] ai,implementations [7] low,code Top Word Pairs in Tweet in G4:
[19] #artificialintelligence,#ai [15] #ai's,missing [15] missing,ingredient [15] ingredient,intelligent [15] intelligent,content [15] content,#artificialintelligence [15] #ai,#dl [15] #dl,#ml [15] #ml,#futureofwork [15] #futureofwork,#emergingtech Top Word Pairs in Tweet in G5:
[24] digital,transformation [18] customer,experience [17] evankirstel,digital [16] portability,interoperability [16] interoperability,matter [16] matter,hybrid [16] hybrid,cloud [16] cloud,environments [15] environments,#cloud [15] #cloud,cmswire Top Word Pairs in Tweet in G6:
[13] digital,transformation [10] boost,team [10] takes,more [7] customer,experience [7] more,technology [6] many,productivity [6] productivity,apps [6] apps,killing [6] transformation,numbers [6] team,collaboration Top Word Pairs in Tweet in G7:
[10] siobhan__fagan,cmswire [7] weesandy,cmswire [6] sharonodea,cmswire [6] very,nice [6] nice,dshiao [6] dshiao,mention [6] mention,quote [6] quote,article [6] article,cmswire [6] cmswire,list Top Word Pairs in Tweet in G8:
[14] golden,rules [14] many,marketing [14] marketing,emails [9] customer,experience [7] emails,many [7] emails,phil_britt [5] mazenghalayini,cmswire [5] voice,search [4] mazenghalayini,#cx [4] rules,customer Top Word Pairs in Tweet in G9:
[24] machine,learning [18] #digitaltransformation,#innovation [18] #innovation,#artificialintelligence [17] #ai,#technology [17] #technology,#artificialintelligence [17] #artificialintelligence,#tech [17] #tech,#machinelearning [17] bringing,machine [17] learning,marketing [17] marketing,improve Top Word Pairs in Tweet in G10:
[36] customer,experience [22] digital,transformation [18] need,combine [16] experience,#customerexperience [13] design,thinking [12] thinking,starts [12] starts,empathy [12] empathy,customer [12] customer,needs [12] transformation,numbers Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G7:
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:
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Top Tweeters in G10: