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Dataset and Author Information

Dataset Author ID Date
Songs Dataset Halil Ayhan KILIÇOĞLU 210527045 2025-01-27

Dataset Variable Information

 [1] "artist"           "song"             "duration_ms"      "explicit"        
 [5] "year"             "popularity"       "danceability"     "energy"          
 [9] "key"              "loudness"         "mode"             "speechiness"     
[13] "acousticness"     "instrumentalness" "liveness"         "valence"         
[17] "tempo"            "genre"           

Summary Statistics

artist song duration_ms explicit year popularity danceability energy key loudness mode speechiness acousticness instrumentalness liveness valence tempo genre
Length:2000 Length:2000 Min. :113000 Length:2000 Min. :1998 Min. : 0.00 Min. :0.1290 Min. :0.0549 Min. : 0.000 Min. :-20.514 Min. :0.0000 Min. :0.02320 Min. :0.0000192 Min. :0.0000000 Min. :0.0215 Min. :0.0381 Min. : 60.02 Length:2000
Class :character Class :character 1st Qu.:203580 Class :character 1st Qu.:2004 1st Qu.:56.00 1st Qu.:0.5810 1st Qu.:0.6220 1st Qu.: 2.000 1st Qu.: -6.490 1st Qu.:0.0000 1st Qu.:0.03960 1st Qu.:0.0140000 1st Qu.:0.0000000 1st Qu.:0.0881 1st Qu.:0.3867 1st Qu.: 98.99 Class :character
Mode :character Mode :character Median :223280 Mode :character Median :2010 Median :65.50 Median :0.6760 Median :0.7360 Median : 6.000 Median : -5.285 Median :1.0000 Median :0.05985 Median :0.0557000 Median :0.0000000 Median :0.1240 Median :0.5575 Median :120.02 Mode :character
NA NA Mean :228748 NA Mean :2009 Mean :59.87 Mean :0.6674 Mean :0.7204 Mean : 5.378 Mean : -5.512 Mean :0.5535 Mean :0.10357 Mean :0.1289549 Mean :0.0152260 Mean :0.1812 Mean :0.5517 Mean :120.12 NA
NA NA 3rd Qu.:248133 NA 3rd Qu.:2015 3rd Qu.:73.00 3rd Qu.:0.7640 3rd Qu.:0.8390 3rd Qu.: 8.000 3rd Qu.: -4.168 3rd Qu.:1.0000 3rd Qu.:0.12900 3rd Qu.:0.1762500 3rd Qu.:0.0000683 3rd Qu.:0.2410 3rd Qu.:0.7300 3rd Qu.:134.27 NA
NA NA Max. :484146 NA Max. :2020 Max. :89.00 Max. :0.9750 Max. :0.9990 Max. :11.000 Max. : -0.276 Max. :1.0000 Max. :0.57600 Max. :0.9760000 Max. :0.9850000 Max. :0.8530 Max. :0.9730 Max. :210.85 NA

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Histogram of Song Popularity

Boxplot of Danceability by Genre

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Scatterplot of Speechiness vs Positivity

Interactive Plot of Popularity vs. Danceability