The graph represents a network of 1,761 Twitter users whose tweets in the requested range contained "#retailtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 04 May 2019 at 23:13 UTC.
The requested start date was Saturday, 04 May 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, 10-minute period from Saturday, 20 April 2019 at 00:43 UTC to Friday, 03 May 2019 at 23:54 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 : 1761
Unique Edges : 2437
Edges With Duplicates : 1803
Total Edges : 4240
Number of Edge Types : 3
Mentions : 3560
Tweet : 639
Replies to : 41
Self-Loops : 639
Reciprocated Vertex Pair Ratio : 0.0365853658536585
Reciprocated Edge Ratio : 0.0705882352941176
Connected Components : 176
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 1419
Maximum Edges in a Connected Component : 3753
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.943668
Graph Density : 0.000850175520107377
Modularity : 0.528321
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[217] #innovation,#robotics [205] #iot,#ai [197] #retail,#retailtech [190] #tech,#iot [188] #robot,evolved [188] evolved,efficient [188] efficient,#warehouse [188] #warehouse,worker [188] worker,#innovation [188] #robotics,#robots Top Word Pairs in Tweet in G1:
[43] #retail,#retailtech [32] vr,ar [32] ar,mass [32] mass,personalization [32] personalization,far [32] far,retail [32] retail,go [32] go,reinvent [32] reinvent,itself [32] itself,treasuredata Top Word Pairs in Tweet in G2:
[111] #innovation,#robotics [109] #robot,evolved [109] evolved,efficient [109] efficient,#warehouse [109] #warehouse,worker [109] worker,#innovation [109] #robotics,#robots [108] #retailtech,#hrtech [102] #ai,#retailtech [82] nathealings,#robot Top Word Pairs in Tweet in G3:
[24] #retailtech,#retailtechnology [10] #ecommerce,#retailtech [10] #retailtech,#payments [8] 2019,#retailtech [8] #retailtech,#ecommerce [8] top,10 [7] retail,tech [7] #payments,#ecommerce [7] recruiting,#marketing [7] #marketing,manager Top Word Pairs in Tweet in G4:
[134] #iot,#ai [131] #tech,#iot [77] #innovation,#robotics [61] #walmart,turns [61] turns,ordinary [61] ordinary,grocery [61] grocery,store [61] store,50000 [61] 50000,sq [61] sq,feet Top Word Pairs in Tweet in G5:
[20] stand,5d70 [19] day,2 [17] #retailexpo19,#retailtech [17] thank,everyone [15] find,out [15] #retailexpo19,wrap [15] wrap,here [15] here,look [15] look,back [15] back,best Top Word Pairs in Tweet in G6:
[26] #retail,#retailtech [10] #retailtech,#retailindustry [9] more,#retail [8] #ecommerce,#ecommercenews [8] #ecommercenews,#retailtrends [8] #retailtrends,#ecommercetrends [7] #ecommerce,#retailtech [7] daily,roundup [7] #ecommercetrends,#ecommerceindustry [6] learn,more Top Word Pairs in Tweet in G7:
[59] vladobotsvadze,future [54] 1,personalized [54] personalized,offerings [54] 2,significant [54] significant,automation [54] automation,less [54] less,job [54] job,3 [52] 10,years [52] years,now Top Word Pairs in Tweet in G8:
[19] #retail,#retailtech [11] kohl's,architected [11] architected,personalization [11] personalization,initiative [11] initiative,#personalization [11] #personalization,#retailtech [11] #retailtech,#marketing [10] #retailtech,#retail [9] ecapital,advisors [9] #retailtech,#analytics Top Word Pairs in Tweet in G9:
[40] #ai,software [40] software,detect [40] detect,shoplifting [40] shoplifting,before [40] before,occurs [40] occurs,mashable [40] mashable,#artificialintelligence [40] #artificialintelligence,#cybersecurity [37] ronald_vanloon,#ai [37] #cybersecurity,#retaiâ Top Word Pairs in Tweet in G10:
[29] ðÿ,ðÿ [20] up,join [20] join,uk [20] uk,france [20] france,#retail [20] #retail,night [20] 8,exciting [20] french,#retailtech [19] #retailtech,champions [15] signed,up Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: