The graph represents a network of 3,247 Twitter users whose recent tweets contained "digital retail", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 11 November 2022 at 19:05 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 35-minute period from Wednesday, 02 November 2022 at 23:55 UTC to Friday, 11 November 2022 at 18:30 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 Fruchterman-Reingold layout algorithm.
Vertices : 2655
Unique Edges : 3202
Edges With Duplicates : 449
Total Edges : 3651
Self-Loops : 14
Reciprocated Vertex Pair Ratio : 0.0181598062953995
Reciprocated Edge Ratio : 0.0356718192627824
Connected Components : 410
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 829
Maximum Edges in a Connected Component : 1530
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.396108
Graph Density : 0.000477408935380912
Modularity : 0.682697
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,247 Twitter users whose recent tweets contained "digital retail", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 11 November 2022 at 19:05 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 35-minute period from Wednesday, 02 November 2022 at 23:55 UTC to Friday, 11 November 2022 at 18:30 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".
Layout Algorithm : The graph was laid out using the Fruchterman-Reingold layout algorithm.
Graph Source : TwitterSearch
Graph Term : digital retail
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[505] retail,customers [478] payment,systems [477] retail,businesses [476] businesses,using [476] #ripple,#xrp [476] brief,supporting [476] #xrpcommunity,#secgov [476] digital,wallet [476] opposition,sec's [476] cryptillian,payment Top Word Pairs in Tweet in G1:
[468] asks,file [468] systems,online [468] digital,wallet [468] amicus,brief [468] wallet,service [468] #ripple,#xrp [468] ripple's,opposition [468] #secgov,v [468] supporting,ripple's [468] service,retail Top Word Pairs in Tweet in G2:
[50] via,insightdottech [47] #ai,#ml [46] amp,more [46] see,think_bluestar [46] convergence,#ai [46] #digitalsignage,#retail [46] #ml,amp [46] examples,#digitalsignage [46] #iot,dinisguarda [46] more,see Top Word Pairs in Tweet in G3:
[147] free,shipping [137] here,gt [137] buy,here [96] gt,promotion [96] use,code [96] promotion,use [80] shipping,buy [69] 40,retail [66] code,access20 [66] access20,checkout Top Word Pairs in Tweet in G4:
[73] yard,shawl [73] shawl,retail [73] price,1750 [73] retail,price [73] chrk,limited [73] collection,stuff [73] winter,collection [73] acrylic,digital [73] limited,stock [73] print,2 Top Word Pairs in Tweet in G5:
[71] tv,stick [71] 3,days [71] stick,25 [71] 4k,fire [71] buy,charged [71] 99,studio3 [71] fire,tv [71] studio3,149 [71] ps5,retail [71] request,ps5 Top Word Pairs in Tweet in G6:
[19] zappos,think [19] amazon,apple [19] inspiration,digital [19] think,translate [19] bankofamerica,inspiration [19] everywhere,amazon [19] translate,financial [19] president,retail [19] offerings,everywhere [19] financial,space Top Word Pairs in Tweet in G7:
[33] digital,twin [32] #websummit,nincoroby [32] industries,full [32] dappradar,digital [32] arianee,dappradar [32] #web3,year's [32] amp,#retail [32] full,democratisation [32] #retail,industries [32] year's,focus Top Word Pairs in Tweet in G8:
[9] #disruption,#technology [9] #trust,#loyalty [9] via,mckinsey [9] #strategy,#trust [6] co,6fworary7n [6] retail,pilot [6] advait_px,looking [6] utility,target [6] rbi,plans [6] plans,introduce Top Word Pairs in Tweet in G9:
[24] shopping,#metaverse [24] #digital,#innovation [24] retail,shopping [24] #vr,#digital [24] #innovation,#technology [24] #technology,watch [24] story,huawei [24] thing,new [24] concept,leave [24] leave,comment Top Word Pairs in Tweet in G10:
[3] digital,assets [2] lead,more [2] regulatory,clarity [2] market,brett_ftx [2] domestic,innovation [2] clarity,digital [2] assets,lead [2] fintechfrank,discuss [2] more,domestic [2] joins,fintechfrank Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: