The graph represents a network of 4,394 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, 05 January 2019 at 21:15 UTC.
The requested start date was Saturday, 05 January 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 9-day, 10-hour, 10-minute period from Wednesday, 26 December 2018 at 14:50 UTC to Saturday, 05 January 2019 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 : 4394
Unique Edges : 4761
Edges With Duplicates : 2389
Total Edges : 7150
Number of Edge Types : 3
Tweet : 2577
Mentions : 4506
Replies to : 67
Self-Loops : 2577
Reciprocated Vertex Pair Ratio : 0.0243586421352682
Reciprocated Edge Ratio : 0.0475588160890463
Connected Components : 1565
Single-Vertex Connected Components : 1018
Maximum Vertices in a Connected Component : 1589
Maximum Edges in a Connected Component : 3459
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.035797
Graph Density : 0.000204788496947755
Modularity : 0.59877
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[354] gt,gt [195] retail,sales [141] ecommerce,retail [113] iiot,ioe [111] link,bio [108] retail,ecommerce [103] e,commerce [98] retail,store [95] retail,2018 [92] retail,job Top Word Pairs in Tweet in G1:
[121] retail,sales [105] link,bio [92] 2018,12 [88] retail,job [83] retail,2018 [77] newnatsjobs,anywhere [77] anywhere,retail [63] click,link [52] see,latest [42] check,out Top Word Pairs in Tweet in G2:
[329] gt,gt [102] iiot,ioe [80] cx,ml [78] ai,cx [71] mikequindazzi,gt [57] ioe,ai [57] ml,bitcoin [53] gt,pwc [53] pwc,mikequindazzi [48] startup,growthhacking Top Word Pairs in Tweet in G3:
[14] retail,ecommerce [12] grocery,supermarket [11] reinventingretail,retail [10] retail,grocery [10] grocery,retail [9] retail,technology [8] retail,sales [8] amazon,retail [8] retail,supermarketnews [8] freshproduce,grocery Top Word Pairs in Tweet in G4:
[7] retaildive,retail [7] holiday,shopping [6] lose,up [6] retail,lossprevention [5] mckinsey,predicts [5] predicts,mainstream [5] mainstream,grocery [5] grocery,stores [5] stores,lose [5] up,700 Top Word Pairs in Tweet in G5:
[12] forbes,retail [8] retail,analytics [8] analytics,ai [8] iiot,ioe [7] future,retail [6] store,retail [6] booth,4719 [6] retail,s [6] record,holiday [6] holiday,shopping Top Word Pairs in Tweet in G6:
[9] fmcg,retail [7] passiveincome,onlinebusiness [7] retail,fmcg [7] fmcg,fastmovingconsumergoods [7] fastmovingconsumergoods,retail [6] entrepreneur,passiveincome [6] onlinebusiness,moneyonline [6] moneyonline,startups [6] startups,content [6] content,privatelabelbrands Top Word Pairs in Tweet in G7:
[31] nrfbigshow,booth [29] nrf2019,10 [29] 10,days [29] days,away [29] away,explore [29] explore,microstrategy [29] microstrategy,analytics [29] analytics,lightning [29] lightning,talk [29] talk,topics Top Word Pairs in Tweet in G8:
[12] retail,retailtech [10] web,traffic [10] halo,effect [10] effect,bricks [10] bricks,impact [8] retail,sales [8] think,closing [8] closing,store [8] store,doesn [8] doesn,t Top Word Pairs in Tweet in G9:
[66] ecommerce,retail [64] e,commerce [60] commerce,store [46] store,ecommerce [31] 9,ways [31] ways,build [31] build,e [29] mikeschiemer,9 [28] retail,tech [27] biggest,influencers Top Word Pairs in Tweet in G10:
[22] 2018,comes [22] comes,close [22] close,predictions [22] predictions,next [22] next,year [22] year,rolling [22] rolling,nikkibaird [22] nikkibaird,shares [22] shares,thoughts [22] thoughts,ai Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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