The graph represents a network of 5,420 Twitter users whose recent tweets contained "CES2022", 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 Wednesday, 22 December 2021 at 22:37 UTC.
The tweets in the network were tweeted over the 2-day, 9-hour, 15-minute period from Monday, 20 December 2021 at 12:33 UTC to Wednesday, 22 December 2021 at 21:48 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 : 5420
Unique Edges : 33659
Edges With Duplicates : 70392
Total Edges : 104051
Number of Edge Types : 5
Retweet : 15696
MentionsInRetweet : 75400
Replies to : 1372
Mentions : 10284
Tweet : 1299
Self-Loops : 1723
Reciprocated Vertex Pair Ratio : 0.0351164111300397
Reciprocated Edge Ratio : 0.0678501678699173
Connected Components : 498
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 4627
Maximum Edges in a Connected Component : 103113
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.146096
Graph Density : 0.00155156552488204
Modularity : 0.226994
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,420 Twitter users whose recent tweets contained "CES2022", 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 Wednesday, 22 December 2021 at 22:37 UTC.
The tweets in the network were tweeted over the 2-day, 9-hour, 15-minute period from Monday, 20 December 2021 at 12:33 UTC to Wednesday, 22 December 2021 at 21:48 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 Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : CES2022
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2506] #coding,#100daysofcode [2468] #ces2022,#ces [2229] #flutter,#100daysofcode [2216] #datascience,#bigdata [2044] #iot,#iiot [1909] #python,#javascript [1886] #digital,#tech [1869] #machinelearning,#ai [1842] #nodejs,#django [1791] #analytics,#machinelearning Top Word Pairs in Tweet in G1:
[2345] #coding,#100daysofcode [2166] #flutter,#100daysofcode [2110] #datascience,#bigdata [1940] #iot,#iiot [1844] #ces2022,#ces [1797] #digital,#tech [1785] #python,#javascript [1777] #nodejs,#django [1771] #machinelearning,#ai [1719] #javascript,#tensorflow Top Word Pairs in Tweet in G2:
[718] #ai,#machinelearning [584] margaretsiegien,pawlowskimario [516] #ces2022,#ces [460] kalydeoo,ym78200 [425] #ces2022,cc [411] ym78200,nicochan33 [409] mvollmer1,gvalan [387] gvalan,ipfconline1 [380] pawlowskimario,mvollmer1 [359] pawlowskimario,margaretsiegien Top Word Pairs in Tweet in G3:
[50] ces,2022 [28] key,topics [28] trends,presented [28] keynote,addresses [27] look,ahead [27] ahead,samsung [27] samsung,keynote [27] keynote,address [27] address,#ces2022 [27] #ces2022,key Top Word Pairs in Tweet in G4:
[53] latest,interaction [53] interaction,demo [53] demo,#ameca [53] #ameca,weeks [53] weeks,unveil [53] unveil,#ces2022 [47] january,2022 [34] don,miss [31] altogether,wonderful [31] wonderful,january Top Word Pairs in Tweet in G5:
[54] many,thanks [51] thanks,alvinfoo [46] #digitaltransformation,#ces2022 [43] #tuesdaythoughts,normal [43] normal,life [43] life,#worklife [43] #worklife,#motivation [43] #motivation,#futureofwork [43] #futureofwork,#leadership [43] #leadership,#worklifebalance Top Word Pairs in Tweet in G6:
[30] portuma,vegas [30] vegas,ces2022 [30] ces2022,portumacom [30] portumacom,axellstudio [20] ces,2022 [19] heads,cnet's [19] cnet's,#ces2022 [19] #ces2022,coverage [19] coverage,remote [19] remote,keep Top Word Pairs in Tweet in G7:
[59] #ces2022,#futureofwork [53] #ces2022,#ces [41] #ces,#fintech [41] #finserv,#marketing [40] #ai,#ml [39] #insurtech,#finserv [38] #blockchain,#ai [38] #robotics,#robots [36] #innovation,#ces2022 [36] #futureofwork,#ai Top Word Pairs in Tweet in G8:
[35] ces,2022 [23] life,habitat [23] #ces2022,#sierraspace [23] #sierraspace,#lifehab [21] large,integrated [21] integrated,flexible [21] flexible,environment [21] environment,life [19] dream,chaser [19] laboratory,check Top Word Pairs in Tweet in G9:
[59] consumer,electronics [59] electronics,show [59] reuters,#ces2022 [49] vegas,jan [47] consumer,technology [47] technology,association [47] association,consumer [47] show,going [47] going,forward [47] forward,vegas Top Word Pairs in Tweet in G10:
[47] #metaverse,#gobeyond [45] excited,exhibiting [45] exhibiting,#ces2022 [45] #ces2022,vegas [45] vegas,january [45] january,ces [45] ces,join [45] join,booth [45] booth,number [45] number,#9253 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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Top Tweeters in G10: