The graph represents a network of 1,576 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, 19 June 2019 at 16:00 UTC.
The requested start date was Tuesday, 18 June 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, 41-minute period from Tuesday, 04 June 2019 at 00:11 UTC to Monday, 17 June 2019 at 23:53 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 : 1576
Unique Edges : 1895
Edges With Duplicates : 1610
Total Edges : 3505
Number of Edge Types : 3
Mentions : 1982
Tweet : 1479
Replies to : 44
Self-Loops : 1479
Reciprocated Vertex Pair Ratio : 0.0456821026282854
Reciprocated Edge Ratio : 0.0873728306403351
Connected Components : 497
Single-Vertex Connected Components : 422
Maximum Vertices in a Connected Component : 953
Maximum Edges in a Connected Component : 2402
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.400433
Graph Density : 0.000673193135122069
Modularity : 0.430379
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[174] digital,workplace [169] customer,experience [136] machine,learning [122] digital,transformation [98] company,culture [94] data,driven [75] 3,ways [73] ways,change [69] change,company [66] cutting,through Top Word Pairs in Tweet in G1:
[48] customer,experience [48] digital,workplace [35] machine,learning [25] digital,transformation [24] cutting,through [24] through,ai [23] ai,marketing [23] marketing,hype [22] hype,machine [20] b2b,marketing Top Word Pairs in Tweet in G2:
[43] company,culture [42] digital,transformation [37] digital,workplace [36] data,driven [35] #cmo,#marketing [34] customer,experience [31] lisamloftis,cmswire [31] #cx,#cmo [30] cmswire,#ci [27] #cx,#customerexperience Top Word Pairs in Tweet in G3:
[16] machine,learning [16] digital,workplace [13] name,here [13] here,s [13] s,look [13] look,makes [13] makes,great [13] great,name [13] name,including [13] including,successful Top Word Pairs in Tweet in G4:
[21] digital,workplace [11] going,#dwx19 [11] #dwx19,next [11] next,week [11] week,1 [11] 1,pre [11] pre,register [11] register,free [11] audio,transcripts [10] authentic,leaders Top Word Pairs in Tweet in G5:
[19] understanding,role [19] digital,workplace [15] role,artificial [15] artificial,intelligence [15] intelligence,digital [15] workplace,#bigdata [14] #machinelearning,improves [14] improves,#cx [14] #cx,increases [14] increases,#revenue Top Word Pairs in Tweet in G6:
[12] pricing,strategies [11] saas,pricing [11] machine,learning [10] strategies,kayaismail [8] understanding,saas [8] b2b,marketing [7] 6,takeaways [7] first,year [6] marketing,kayaismail [5] memes,place Top Word Pairs in Tweet in G7:
[25] 3,ways [25] ways,change [24] change,company [23] company,culture [22] digital,transformation [17] culture,support [16] support,digital [11] transformation,ecm_marketeer [9] ecm_marketeer,cmswire [6] customer,experience Top Word Pairs in Tweet in G8:
[16] cost,cyber [16] cyber,breach [14] much,enough [13] breach,normanmarks [10] enough,invest [10] invest,#cybersecurity [8] enterprises,t [8] t,risk [8] risk,data [8] data,breach Top Word Pairs in Tweet in G9:
[8] google,tag [8] tag,manager [8] manager,trigger [8] trigger,groups [8] groups,improve [8] improve,analytics [8] analytics,zimanaanalytics [8] zimanaanalytics,#measure [7] googleanalytics,google [6] #measure,https Top Word Pairs in Tweet in G10:
[9] customer,experience [4] poor,#customerexperience [4] #customerexperience,accident [4] accident,gerrymcgovern [4] ways,recession [4] recession,proof [4] proof,business [3] more,cmswire [3] 5,ways [3] experience,paulhagen Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G4:
Top Replied-To in G6:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: