The graph represents a network of 4,583 Twitter users whose tweets in the requested range contained "#retail", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 29 December 2018 at 21:16 UTC.
The requested start date was Saturday, 29 December 2018 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 11-day, 2-hour, 19-minute period from Monday, 17 December 2018 at 22:41 UTC to Saturday, 29 December 2018 at 01:00 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 : 4583
Unique Edges : 5199
Edges With Duplicates : 2519
Total Edges : 7718
Number of Edge Types : 3
Tweet : 2461
Mentions : 5202
Replies to : 55
Self-Loops : 2461
Reciprocated Vertex Pair Ratio : 0.0275229357798165
Reciprocated Edge Ratio : 0.0535714285714286
Connected Components : 1518
Single-Vertex Connected Components : 927
Maximum Vertices in a Connected Component : 1644
Maximum Edges in a Connected Component : 3918
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.929409
Graph Density : 0.000213340383725062
Modularity : 0.609423
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[251] gt,gt [206] retail,sales [177] ecommerce,retail [135] e,commerce [134] cx,ml [128] ai,cx [126] iiot,ioe [120] retail,ecommerce [108] ioe,ai [105] 2018,12 Top Word Pairs in Tweet in G1:
[105] 2018,12 [96] retail,2018 [93] retail,sales [61] newnatsjobs,anywhere [61] anywhere,retail [34] job,bemagenta [33] apply,now [30] ecommerce,retail [27] retail,shopping [27] retail,ecommerce Top Word Pairs in Tweet in G2:
[208] gt,gt [45] retail,store [44] mikequindazzi,gt [38] store,china [29] pwc,mikequindazzi [28] future,retail [25] gt,pwc [23] gt,ai [23] ai,iot [23] robots,artificialintelligence Top Word Pairs in Tweet in G3:
[26] holiday,shopping [25] u,s [24] find,out [23] consumers,still [23] learn,aptos [23] aptos,alliance [23] alliance,brpconsulting [23] brpconsulting,accelerate [23] accelerate,retail [23] retail,omnichannel Top Word Pairs in Tweet in G4:
[17] retail,sales [11] retail,ecommerce [10] ntechyel,walmart [9] hedhntz,executivesearch [9] executivesearch,hr [9] hr,sustainability [9] sustainability,construction [9] construction,property [9] property,fashion [9] fashion,retail Top Word Pairs in Tweet in G5:
[15] augmented,reality [15] reality,supermarket [15] supermarket,opened [15] opened,italy [15] italy,6k [15] 6k,products [15] products,virtualreality [15] virtualreality,ar [15] ar,mr [15] mr,vr Top Word Pairs in Tweet in G6:
[14] walmart,using [14] using,machinelearning [14] machinelearning,ai [14] ai,iot [14] iot,bigdata [14] bigdata,boost [14] boost,retail [14] retail,performance [13] read,full [13] ronald_vanloon,walmart Top Word Pairs in Tweet in G7:
[10] cpg,fmcg [9] retail,fmcg [9] yetillc,retailers [8] cstorenews_,credit [8] touch,screen [8] retailers,need [7] retail,cpg [7] cusp,next [7] next,latest [7] latest,greatest Top Word Pairs in Tweet in G8:
[8] brick,mortar [8] mortar,retail [7] retail,ecommerce [7] retail,shopping [6] retail,trends [6] business,businessnews [5] check,out [5] retail,tech [5] retail,predictions [5] cpg,retail Top Word Pairs in Tweet in G9:
[85] e,commerce [85] ecommerce,retail [76] commerce,store [62] store,ecommerce [49] 9,ways [49] ways,build [49] build,e [46] mikeschiemer,9 [21] gt,gt [19] biggest,influencers Top Word Pairs in Tweet in G10:
[102] cx,ml [98] iiot,ioe [95] ai,cx [85] ioe,ai [77] ml,bitcoin [38] bitcoin,cryptocurrency [36] fintech,startup [34] cryptocurrency,fintech [24] dataviz,business [24] startup,tech Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Tweeters in Entire Graph:
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