The graph represents a network of 4,403 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 Friday, 04 January 2019 at 23:53 UTC.
The requested start date was Friday, 04 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 13-day, 23-hour, 48-minute period from Friday, 21 December 2018 at 01:11 UTC to Friday, 04 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 : 4403
Unique Edges : 4805
Edges With Duplicates : 2459
Total Edges : 7264
Number of Edge Types : 3
Tweet : 2545
Mentions : 4657
Replies to : 62
Self-Loops : 2545
Reciprocated Vertex Pair Ratio : 0.0220476431829701
Reciprocated Edge Ratio : 0.0431440614926853
Connected Components : 1518
Single-Vertex Connected Components : 965
Maximum Vertices in a Connected Component : 1634
Maximum Edges in a Connected Component : 3650
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.999326
Graph Density : 0.000208079597127356
Modularity : 0.595817
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[383] gt,gt [194] retail,sales [163] ecommerce,retail [138] iiot,ioe [120] e,commerce [119] retail,ecommerce [112] retail,2018 [112] 2018,12 [108] ai,cx [108] cx,ml Top Word Pairs in Tweet in G1:
[112] 2018,12 [102] retail,2018 [100] retail,sales [82] newnatsjobs,anywhere [82] anywhere,retail [39] job,bemagenta [37] apply,now [36] posted,1 [36] 1,newnatsjobs [35] check,out Top Word Pairs in Tweet in G2:
[359] gt,gt [135] iiot,ioe [107] ai,cx [107] cx,ml [86] ioe,ai [78] mikequindazzi,gt [78] ml,bitcoin [60] pwc,mikequindazzi [58] gt,pwc [56] startup,growthhacking Top Word Pairs in Tweet in G3:
[17] retail,ecommerce [15] reinventingretail,retail [12] grocery,retail [12] grocery,supermarket [11] freshproduce,grocery [11] retail,grocery [10] retail,2019 [9] 2019,retail [9] forbes,retail [9] trends,2019 Top Word Pairs in Tweet in G4:
[19] retailwire,retail [17] retail,ecommerce [13] retail,sales [9] digiday,retail [8] find,out [8] e,commerce [8] holiday,shopping [8] coming,manhattan [7] shopping,behavior [7] online,retail Top Word Pairs in Tweet in G5:
[18] retail,grocery [18] c,store [15] cstore,c [15] store,retail [15] grocery,technology [15] technology,mobileapp [14] mobileapp,loyalty [6] customerexperience,retail [6] retail,custserv [5] retail,innovation Top Word Pairs in Tweet in G6:
[16] retail,cre [12] years,cnbc [9] holiday,season [9] retail,sales [8] six,years [7] retail,streetretail [6] cre,retail [6] open,retail [6] cre,opportunities [6] opportunities,newyear2019 Top Word Pairs in Tweet in G7:
[9] fmcg,retail [8] retail,fmcg [7] find,out [7] analytics,ai [6] retail,analytics [5] led,shelf [5] shelf,side [5] p2,6 [5] retail,2040 [5] 2040,evolution Top Word Pairs in Tweet in G8:
[79] e,commerce [79] ecommerce,retail [68] commerce,store [59] store,ecommerce [36] 9,ways [36] ways,build [36] build,e [34] mikeschiemer,9 [34] biggest,influencers [34] influencers,retail Top Word Pairs in Tweet in G9:
[29] nrfbigshow,booth [28] nrf2019,10 [28] 10,days [28] days,away [28] away,explore [28] explore,microstrategy [28] microstrategy,analytics [28] analytics,lightning [28] lightning,talk [28] talk,topics Top Word Pairs in Tweet in G10:
[21] 2018,comes [21] comes,close [21] close,predictions [21] predictions,next [21] next,year [21] year,rolling [21] rolling,nikkibaird [21] nikkibaird,shares [21] shares,thoughts [21] 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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