The graph represents a network of 16,516 Twitter users whose recent tweets contained "#Graduation2020", 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 Saturday, 16 May 2020 at 20:42 UTC.
The tweets in the network were tweeted over the 22-hour, 4-minute period from Friday, 15 May 2020 at 22:17 UTC to Saturday, 16 May 2020 at 20:21 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 : 16516
Unique Edges : 21810
Edges With Duplicates : 2205
Total Edges : 24015
Number of Edge Types : 5
Retweet : 16688
Replies to : 124
MentionsInRetweet : 5322
Mentions : 872
Tweet : 1009
Self-Loops : 1038
Reciprocated Vertex Pair Ratio : 0.00298493754592212
Reciprocated Edge Ratio : 0.00595210841994414
Connected Components : 976
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 14328
Maximum Edges in a Connected Component : 21396
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.954677
Graph Density : 8.00735469718004E-05
Modularity : 0.643976
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 16,516 Twitter users whose recent tweets contained "#Graduation2020", 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 Saturday, 16 May 2020 at 20:42 UTC.
The tweets in the network were tweeted over the 22-hour, 4-minute period from Friday, 15 May 2020 at 22:17 UTC to Saturday, 16 May 2020 at 20:21 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 : #Graduation2020
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:
[3091] class,2020 [1472] 2020,#graduation2020 [1029] climb,#graduation2020 [989] selena,gomez [907] rules,journey [907] journey,life [907] life,look [904] look,selenagomez [904] selenagomez,keeps [904] keeps,class Top Word Pairs in Tweet in G1:
[205] fresh,perspective [205] perspective,innovation [205] innovation,action [205] action,future [205] future,yours [205] yours,team [205] team,#graduation2020 [177] climb,#graduation2020 [126] mileycyrus,cantando [126] cantando,climb Top Word Pairs in Tweet in G2:
[1360] class,2020 [1201] 2020,#graduation2020 [961] selena,gomez [898] rules,journey [898] journey,life [898] life,look [898] look,selenagomez [898] selenagomez,keeps [898] keeps,class [497] gomez,#graduation2020 Top Word Pairs in Tweet in G3:
[840] class,2020 [616] graduating,class [601] performing,climb [586] climb,#graduation2020 [489] 2020,oprah [489] oprah,#sunscreen [489] #sunscreen,#graduation2020 [402] mileycyrus,performing [321] #graduation2020,live [292] during,#graduation2020 Top Word Pairs in Tweet in G4:
[68] class,2020 [42] #graduation2020,#graduatetogether [30] #classof2020,#graduation2020 [29] high,school [24] #graduatetogether,#graduation2020 [21] congratulations,graduates [16] #graduation2020,#classof2020 [14] 2020,graduates [13] hard,work [12] 2020,#graduation2020 Top Word Pairs in Tweet in G5:
[374] right,right [312] originals,#graduation2020 [312] #graduation2020,jklivinfndn [312] jklivinfndn,utaustin [204] class,2020 [187] right,mcconaughey [187] mcconaughey,class [187] 2020,know [187] know,ok [187] ok,figured Top Word Pairs in Tweet in G6:
[214] climb,#graduation2020 [210] #graduation2020,live [207] miley,performed [207] performed,climb [4] performing,climb [3] fresh,perspective [3] perspective,innovation [3] innovation,action [3] action,future [3] future,yours Top Word Pairs in Tweet in G7:
[26] barackobama,give [25] commencement,speech [23] watch,barackobama [20] speech,tonight [19] give,commencement [18] wait,watch [18] tonight,#obamaisgreat [18] #obamaisgreat,#commencement2020 [18] #commencement2020,#graduation2020 [9] #graduatetogether,#graduation2020 Top Word Pairs in Tweet in G8:
[354] class,2020 [118] dear,twitter [118] twitter,friends [118] friends,special [118] special,olympics [118] olympics,athlete [118] athlete,wearing [118] wearing,cap [118] cap,gown [118] gown,honor Top Word Pairs in Tweet in G9:
[79] virtual,graduation [72] long,years [72] years,hard [72] hard,work [72] work,graduated [72] graduated,md [72] md,phd [72] phd,program [72] program,uoftmdphd [72] uoftmdphd,uoftmedicine Top Word Pairs in Tweet in G10:
[21] happy,#graduation2020 [18] class,2020 [16] haileesteinfeld,#graduation2020 [16] #graduation2020,facebook [16] facebook,instagram [16] instagram,celebrate [16] celebrate,class [9] 2020,#graduation2020 [8] mensagem,hailee [8] hailee,steinfeld 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 G5:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: