The graph represents a network of 16,445 Twitter users whose recent tweets contained "Spotify", 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, 27 June 2022 at 03:30 UTC.
The tweets in the network were tweeted over the 54-minute period from Monday, 27 June 2022 at 00:01 UTC to Monday, 27 June 2022 at 00:55 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 : 16445
Unique Edges : 22579
Edges With Duplicates : 9100
Total Edges : 31679
Number of Edge Types : 5
Retweet : 9849
MentionsInRetweet : 8296
Tweet : 7340
Replies to : 2349
Mentions : 3845
Self-Loops : 7474
Reciprocated Vertex Pair Ratio : 0.00893924432202069
Reciprocated Edge Ratio : 0.0177200844794725
Connected Components : 6293
Single-Vertex Connected Components : 4829
Maximum Vertices in a Connected Component : 5885
Maximum Edges in a Connected Component : 17066
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.930665
Graph Density : 7.17879098258357E-05
Modularity : 0.630773
NodeXL Version : 1.0.1.449
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278743
Data Import : The graph represents a network of 16,445 Twitter users whose recent tweets contained "Spotify", 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, 27 June 2022 at 03:30 UTC.
The tweets in the network were tweeted over the 54-minute period from Monday, 27 June 2022 at 00:01 UTC to Monday, 27 June 2022 at 00:55 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 : Spotify
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:
[2480] streams,spotify [1193] million,streams [1028] monthly,listeners [938] left,right [701] bts_twt,surpassed [622] million,monthly [564] 40,million [563] surpassed,40 [508] again,spotify [503] listeners,again Top Word Pairs in Tweet in G1:
[62] #영탁,#youngtak [54] 스포티파이에서,영탁 [54] 영탁,노래 [54] 노래,급상승 [54] 급상승,#영탁 [54] #youngtak,#yeongtak [54] #yeongtak,#spotify [54] #spotify,#kpop [54] #kpop,#ktrot [54] #ktrot,#스포티파이_바이럴차트_영탁 Top Word Pairs in Tweet in G2:
[1030] streams,spotify [825] left,right [780] monthly,listeners [684] bts_twt,surpassed [548] million,monthly [546] surpassed,40 [546] 40,million [514] million,streams [490] again,spotify [487] listeners,again Top Word Pairs in Tweet in G3:
[445] streams,spotify [301] million,streams [223] 800,million [210] fastest,song [207] spotify,history [199] becomes,fastest [188] song,surpass [187] surpass,800 [185] harry_styles,becomes [156] billion,streams Top Word Pairs in Tweet in G4:
[112] streams,spotify [96] 06,24 [86] monthly,listeners [85] pop,female [85] 24,#1 [85] jypetwice,29m [77] youtube,spotify [74] 453,221 [72] #im_nayeon,spotify [70] spotify,#1 Top Word Pairs in Tweet in G5:
[192] nossa,playlist [178] madrugarmys,contagem [178] contagem,fim [178] fim,semana [178] semana,encerrou [178] encerrou,army [178] army,agora [178] agora,sem [178] sem,desculpas [178] desculpas,pra Top Word Pairs in Tweet in G6:
[288] tengo,mas [288] mas,ordenado [288] ordenado,spotify [288] spotify,vida Top Word Pairs in Tweet in G7:
[135] marktuan,dnaofficial [120] #marktuan,#段宜恩 [118] #nevergonnacomedown_marktuan,#ngcd_marktuanxbibi [118] #ngcd_marktuanxbibi,#shangchiost_marktuan [118] #shangchiost_marktuan,#marktuan [118] #段宜恩,#마크 [118] #마크,marktuan [112] keep,streaming [95] ngcd,surpassed [95] surpassed,300k Top Word Pairs in Tweet in G8:
[43] pre,save [40] spotify,powered [40] powered,distrokid [35] save,single [22] orlando,vitale [22] #spotifyrt,#rtitbot [22] #rtitbot,#rt希望 [22] #rt希望,#museboost [22] #museboost,#rtartboost [22] #rtartboost,#españa Top Word Pairs in Tweet in G9:
[31] streams,spotify [29] 10,billion [29] billion,streams [26] #proof,#bts [26] #bts,surpassed [26] surpassed,10 [26] spotify,co [26] co,msemtmxhzq [26] msemtmxhzq,co [26] co,tf8lhwsksu Top Word Pairs in Tweet in G10:
[53] sb19official,#sb19 [40] #stanworld,#chitchatparty [40] #chitchatparty,#swnewseason [37] #sb19,#stanworld [30] spotify,account [28] day,sb19official [24] atin,spotify [24] spotify,day [23] hi,tweet [23] tweet,passed Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
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 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: