The graph represents a network of 13,810 Twitter users whose recent tweets contained "#EmptyShelvesJoe", 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 Monday, 18 October 2021 at 23:24 UTC.
The tweets in the network were tweeted over the 3-day, 6-hour, 5-minute period from Friday, 15 October 2021 at 16:42 UTC to Monday, 18 October 2021 at 22:47 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 : 13810
Unique Edges : 19798
Edges With Duplicates : 3488
Total Edges : 23286
Number of Edge Types : 5
Tweet : 2909
Retweet : 13839
Replies to : 1515
Mentions : 1678
MentionsInRetweet : 3345
Self-Loops : 3025
Reciprocated Vertex Pair Ratio : 0.00526539729815977
Reciprocated Edge Ratio : 0.0104756362097244
Connected Components : 1466
Single-Vertex Connected Components : 1094
Maximum Vertices in a Connected Component : 11625
Maximum Edges in a Connected Component : 20721
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.192275
Graph Density : 9.9112601112446E-05
Modularity : 0.688179
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 13,810 Twitter users whose recent tweets contained "#EmptyShelvesJoe", 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 Monday, 18 October 2021 at 23:24 UTC.
The tweets in the network were tweeted over the 3-day, 6-hour, 5-minute period from Friday, 15 October 2021 at 16:42 UTC to Monday, 18 October 2021 at 22:47 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 : #EmptyShelvesJoe
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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2703] #emptyshelvesjoe,#letsgobrandon [2665] bare,shelves [2637] #bareshelvesbiden,#emptyshelvesjoe [2390] #trump,#maga [2387] #maga,#bareshelvesbiden [2385] #letsgobrandon,#stayloud [2385] #stayloud,#loudmajority [2382] trump,finds [2382] finds,bare [2382] shelves,#trump Top Word Pairs in Tweet in G1:
[2048] #bareshelvesbiden,#emptyshelvesjoe [2043] #emptyshelvesjoe,#letsgobrandon [2037] #letsgobrandon,#stayloud [2037] #stayloud,#loudmajority [2036] #trump,#maga [2036] #maga,#bareshelvesbiden [2035] trump,finds [2035] finds,bare [2035] bare,shelves [2035] shelves,#trump Top Word Pairs in Tweet in G2:
[559] supply,chain [406] chain,crisis [320] amid,biden's [320] biden's,supply [271] #emptyshelvesjoe,trending [209] go,brandon [203] number,trend [177] twitter,amid [174] american,people [167] trending,twitter Top Word Pairs in Tweet in G3:
[1045] #emptyshelvesjoe,#bareshelvesbiden [1034] hey,main [1034] main,stream [1034] stream,media [1034] media,honest [1034] honest,give [1034] give,credit [1034] credit,credit [1034] credit,due [1034] due,actually Top Word Pairs in Tweet in G4:
[91] supply,chain [54] #emptyshelvesjoe,#emptyshelvesbiden [44] #emptyshelvesjoe,#letsgobrandon [39] #emptyshelvesjoe,trends [37] chain,crisis [37] #letsgobrandon,#emptyshelvesjoe [34] #bareshelvesbiden,#emptyshelvesjoe [33] #emptyshelvesjoe,trending [32] #emptyshelvesjoe,#bareshelvesbiden [32] twitter,amid Top Word Pairs in Tweet in G5:
[180] saw,image [180] image,several [180] several,years [180] years,ago [180] ago,#emptyshelvesjoe [180] #emptyshelvesjoe,great [180] great,awakening [129] empty,shelves [118] kamalaharris,#emptyshelvesjoe [116] joe,kamalaharris Top Word Pairs in Tweet in G6:
[249] time,#emptyshelvesjoe [248] full,cargo [248] cargo,ships [248] ships,biden [248] biden,time [236] bare,shelves [215] thanks,#emptyshelvesjoe [214] running,errands [214] errands,definitely [214] definitely,seeing Top Word Pairs in Tweet in G7:
[346] #emptyshelvesjoe,#freedomflu [346] #fjb,#fjbiden [346] #fjbiden,#fbiden [346] #fbiden,#donotcomply [346] #southwestsickout,#independenceday [346] #independenceday,#holdtheline [346] #holdtheline,#freedommatters [345] #donotcomply,#cnnlies [345] #cnnlies,#southwestsickout [345] #freedommatters,#securetheborder Top Word Pairs in Tweet in G8:
[222] bad,trend [222] trend,#emptyshelvesjoe [222] #emptyshelvesjoe,goes [222] goes,viral [222] viral,products [222] products,vanish [222] vanish,stores [205] trends,twitter [202] #emptyshelvesjoe,biden [201] biden,trends Top Word Pairs in Tweet in G9:
[188] #supplychain,#emptyshelvesjoe [143] #emptyshelvesjoe,#bareshelvesbiden [58] joe,going [58] going,ship [58] ship,pants [58] pants,ports [58] ports,bottled [58] bottled,#emptyshelvesjoe [58] #emptyshelvesjoe,#emptyshelvesbiden [49] shopping,#emptyshelvesjoe Top Word Pairs in Tweet in G10:
[105] #darkwinter,#striketober [78] #emptyshelvesjoe,#bareshelvesbiden [65] #bareshelvesbiden,#emptyshelvesjoe [65] #emptyshelvesjoe,#darkwinter [59] #letsgobranden,#emptyshelvesjoe [50] #bareshelvesbiden,#darkwinter [49] sue,em [49] em,moon [49] moon,jury [49] jury,america Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
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Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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 G4:
Top Mentioned in G5:
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:
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Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: