The graph represents a network of 1,610 Twitter users whose tweets in the requested range contained "consumergoods OR cgsm2019 OR cgtmagazine", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 03 July 2019 at 15:48 UTC.
The requested start date was Wednesday, 03 July 2019 at 15:44 UTC and the maximum number of tweets (going backward in time) was 5,000.
The tweets in the network were tweeted over the 93-day, 3-hour, 25-minute period from Monday, 01 April 2019 at 04:08 UTC to Wednesday, 03 July 2019 at 07:33 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 : 1610
Unique Edges : 1661
Edges With Duplicates : 4032
Total Edges : 5693
Self-Loops : 2452
Reciprocated Vertex Pair Ratio : 0.0270793036750484
Reciprocated Edge Ratio : 0.0527306967984934
Connected Components : 452
Single-Vertex Connected Components : 289
Maximum Vertices in a Connected Component : 741
Maximum Edges in a Connected Component : 3810
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.196451
Graph Density : 0.000614941574759987
Modularity : 0.288874
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[835] #consumergoods,#fmcg [801] #cpg,#consumergoods [781] #fastmovingconsumergoods,#retail [764] #fmcg,#fastmovingconsumergoods [750] more,cpg [738] cpg,retail [728] retail,news [713] news,visit [511] #retail,#news [509] #news,#cpgconnectnews Top Word Pairs in Tweet in G1:
[61] #retail,#consumergoods [41] #brands,#consumergoods [38] #consumergoods,#brands [32] solutions,guide [30] guide,2019 [23] #retail,#brands [22] consumer,goods [22] rise,magazine [22] magazine,path2purchaseiq [22] path2purchaseiq,provides Top Word Pairs in Tweet in G2:
[30] consumer,goods [25] #retail,#consumergoods [15] #consumergoods,#retail [12] #job,#recruitment [12] #consumergoods,fyte [8] next,generation [8] four,major [7] 100,recyclable [7] supply,chain [7] generation,consumers Top Word Pairs in Tweet in G3:
[232] more,cpg [219] cpg,retail [210] retail,news [195] news,visit [146] cpgconnect,attention [105] inc,hiring [98] canada,inc [35] consumer,goods [35] attention,sales [35] sales,experts Top Word Pairs in Tweet in G4:
[103] #consumergoods,#consumerservices [84] #retail,#tech [75] första,kvartalet [69] #consumergoods,#ecommerce [67] #consumergoods,#retail [57] #consumerservices,#gaming [54] #consumergoods,#foods [45] miljoner,kronor [45] #gaming,#leisure [43] #interim,#retail Top Word Pairs in Tweet in G5:
[145] prudourresearch,global [114] register,cagr [98] expected,register [97] market,valued [97] 2017,expected [79] bn,2017 [56] market,projected [40] valued,approximately [40] approximately,1 [39] cagr,5 Top Word Pairs in Tweet in G6:
[798] #consumergoods,#fmcg [784] #cpg,#consumergoods [781] #fastmovingconsumergoods,#retail [764] #fmcg,#fastmovingconsumergoods [518] more,cpg [518] cpg,retail [518] retail,news [518] news,visit [511] #retail,#news [509] #news,#cpgconnectnews Top Word Pairs in Tweet in G7:
[16] modern,consumer [16] consumer,really [16] really,want [16] want,retailers [16] retailers,meet [16] meet,commerce [16] commerce,expectations [16] expectations,2019 [16] 2019,adding [16] adding,dash Top Word Pairs in Tweet in G8:
[5] #marketresearch,#aarkstoremarketresearch [5] aarksrushti,global [4] #disabledcrutches,market [4] market,driven [4] driven,incidents [4] incidents,major [4] major,#accidents [4] #accidents,#disabled [4] #disabled,#crutches [4] #crutches,#marketresearch Top Word Pairs in Tweet in G9:
[36] #consumergoods,companies [18] intelligent,technologies [17] #consumergoods,industry [11] business,operations [10] #consumergoods,manufacturers [9] turn,challenges [9] challenges,opportunities [9] opportunities,#consumergoods [9] industry,applying [9] applying,ai Top Word Pairs in Tweet in G10:
[17] sas,helps [16] helps,nestle [16] nestle,forecast [16] forecast,demand [16] demand,globally [16] globally,sassoftware [12] sassoftware,sasretail [3] improve,demand [3] demand,planning [2] nestlé,uses Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G6:
Top Mentioned in Entire Graph:
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Top Mentioned in G7:
Top Mentioned in G8:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: