The graph represents a network of 1,839 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, 17 February 2020 at 05:45 UTC.
The requested start date was Monday, 17 February 2020 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 12-day, 11-hour, 1-minute period from Monday, 03 February 2020 at 01:15 UTC to Saturday, 15 February 2020 at 12:17 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 : 1839
Unique Edges : 2324
Edges With Duplicates : 1955
Total Edges : 4279
Number of Edge Types : 4
Tweet : 1821
Mentions : 1322
Replies to : 61
MentionsInRetweet : 1075
Self-Loops : 1821
Reciprocated Vertex Pair Ratio : 0.0572022880915237
Reciprocated Edge Ratio : 0.108214461387113
Connected Components : 580
Single-Vertex Connected Components : 504
Maximum Vertices in a Connected Component : 1142
Maximum Edges in a Connected Component : 3195
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.373576
Graph Density : 0.000601464698193712
Modularity : 0.428674
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 1,839 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, 17 February 2020 at 05:45 UTC.
The requested start date was Monday, 17 February 2020 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 12-day, 11-hour, 1-minute period from Monday, 03 February 2020 at 01:15 UTC to Saturday, 15 February 2020 at 12:17 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:
[242] customer,experience [159] digital,transformation [118] go,beyond [93] cios,manage [81] beyond,chatbots [68] conversational,marketing [67] manage,digital [63] b2b,marketing [58] email,response [58] response,times Top Word Pairs in Tweet in G1:
[63] customer,experience [36] digital,transformation [34] go,beyond [28] beyond,chatbots [25] conversational,marketing [22] enables,enterprises [21] b2b,marketing [21] enterprises,data [21] marketing,go [19] ai,enables Top Word Pairs in Tweet in G2:
[65] customer,experience [31] #cx,#customerexperience [28] digital,transformation [28] cmswire,article [24] customer,journey [18] critical,moments [17] article,conversation [17] conversation,needed [17] needed,#iva [17] #iva,better Top Word Pairs in Tweet in G3:
[45] manage,#digitaltransformation [44] cios,manage [31] digital,transformation [24] #cios,manage [22] manage,digital [18] mylessuer,#cios [18] #digitaltransformation,mylessuer [13] mylessuer,good [13] good,summary [13] summary,headwinds Top Word Pairs in Tweet in G4:
[22] customer,experience [12] critical,moments [11] go,beyond [11] won,lost [10] lies,damned [10] damned,lies [10] lies,productivity [10] productivity,statistics [8] tool,perfect [8] beyond,surveys Top Word Pairs in Tweet in G5:
[12] domnicastro,cmswire [9] important,question [9] question,content [9] content,producers [9] producers,ask [9] cmswire,domnicastro [8] kmoutsos,worthy [7] cmicontent,important [7] ask,œwhy [7] œwhy,kmoutsos Top Word Pairs in Tweet in G6:
[21] #analytics,#googleads [21] #googleads,#facebookads [20] go,beyond [20] customer,story [17] beyond,chatbots [15] customer,experience [13] metrics,customer [12] story,counts [10] #chatbots,#chatbot [10] getting,started Top Word Pairs in Tweet in G7:
[28] go,beyond [27] cmswire,#marketing [25] beyond,chatbots [20] customer,experience [16] conversational,marketing [16] marketing,go [13] digital,transformation [12] hidden,importance [12] importance,email [12] email,response Top Word Pairs in Tweet in G8:
[14] b2b,marketing [10] marketing,become [10] become,complicated [8] cmswire,steveolenski [7] complicated,steveolenski [7] b2b,marketers [7] wear,dozens [7] dozens,hats [7] hats,accomplish [7] accomplish,simplest Top Word Pairs in Tweet in G9:
[17] bringing,machine [17] machine,learning [17] learning,marketing [17] marketing,improve [17] improve,business [17] business,results [17] results,here's [17] here's,#marketing [14] #analytics,help [14] help,#marketing Top Word Pairs in Tweet in G10:
[2] headless,shape [2] shape,#customerexperience [2] #customerexperience,2020 [2] 2020,#cx [2] #cx,#technology Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: