| \n", - " | Unnamed: 0 | \n", - "track_id | \n", - "artists | \n", - "album_name | \n", - "track_name | \n", - "popularity | \n", - "duration_ms | \n", - "explicit | \n", - "danceability | \n", - "energy | \n", - "... | \n", - "loudness | \n", - "mode | \n", - "speechiness | \n", - "acousticness | \n", - "instrumentalness | \n", - "liveness | \n", - "valence | \n", - "tempo | \n", - "time_signature | \n", - "track_genre | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "0 | \n", - "5SuOikwiRyPMVoIQDJUgSV | \n", - "Gen Hoshino | \n", - "Comedy | \n", - "Comedy | \n", - "73 | \n", - "230666 | \n", - "False | \n", - "0.676 | \n", - "0.4610 | \n", - "... | \n", - "-6.746 | \n", - "0 | \n", - "0.1430 | \n", - "0.0322 | \n", - "0.000001 | \n", - "0.3580 | \n", - "0.715 | \n", - "87.917 | \n", - "4 | \n", - "acoustic | \n", - "
| 1 | \n", - "1 | \n", - "4qPNDBW1i3p13qLCt0Ki3A | \n", - "Ben Woodward | \n", - "Ghost (Acoustic) | \n", - "Ghost - Acoustic | \n", - "55 | \n", - "149610 | \n", - "False | \n", - "0.420 | \n", - "0.1660 | \n", - "... | \n", - "-17.235 | \n", - "1 | \n", - "0.0763 | \n", - "0.9240 | \n", - "0.000006 | \n", - "0.1010 | \n", - "0.267 | \n", - "77.489 | \n", - "4 | \n", - "acoustic | \n", - "
| 2 | \n", - "2 | \n", - "1iJBSr7s7jYXzM8EGcbK5b | \n", - "Ingrid Michaelson;ZAYN | \n", - "To Begin Again | \n", - "To Begin Again | \n", - "57 | \n", - "210826 | \n", - "False | \n", - "0.438 | \n", - "0.3590 | \n", - "... | \n", - "-9.734 | \n", - "1 | \n", - "0.0557 | \n", - "0.2100 | \n", - "0.000000 | \n", - "0.1170 | \n", - "0.120 | \n", - "76.332 | \n", - "4 | \n", - "acoustic | \n", - "
| 3 | \n", - "3 | \n", - "6lfxq3CG4xtTiEg7opyCyx | \n", - "Kina Grannis | \n", - "Crazy Rich Asians (Original Motion Picture Sou... | \n", - "Can't Help Falling In Love | \n", - "71 | \n", - "201933 | \n", - "False | \n", - "0.266 | \n", - "0.0596 | \n", - "... | \n", - "-18.515 | \n", - "1 | \n", - "0.0363 | \n", - "0.9050 | \n", - "0.000071 | \n", - "0.1320 | \n", - "0.143 | \n", - "181.740 | \n", - "3 | \n", - "acoustic | \n", - "
| 4 | \n", - "4 | \n", - "5vjLSffimiIP26QG5WcN2K | \n", - "Chord Overstreet | \n", - "Hold On | \n", - "Hold On | \n", - "82 | \n", - "198853 | \n", - "False | \n", - "0.618 | \n", - "0.4430 | \n", - "... | \n", - "-9.681 | \n", - "1 | \n", - "0.0526 | \n", - "0.4690 | \n", - "0.000000 | \n", - "0.0829 | \n", - "0.167 | \n", - "119.949 | \n", - "4 | \n", - "acoustic | \n", - "
5 rows × 21 columns
\n", - "| \n", - " | 0 | \n", - "
|---|---|
| Unnamed: 0 | \n", - "0 | \n", - "
| track_id | \n", - "0 | \n", - "
| artists | \n", - "1 | \n", - "
| album_name | \n", - "1 | \n", - "
| track_name | \n", - "1 | \n", - "
| popularity | \n", - "0 | \n", - "
| duration_ms | \n", - "0 | \n", - "
| explicit | \n", - "0 | \n", - "
| danceability | \n", - "0 | \n", - "
| energy | \n", - "0 | \n", - "
| key | \n", - "0 | \n", - "
| loudness | \n", - "0 | \n", - "
| mode | \n", - "0 | \n", - "
| speechiness | \n", - "0 | \n", - "
| acousticness | \n", - "0 | \n", - "
| instrumentalness | \n", - "0 | \n", - "
| liveness | \n", - "0 | \n", - "
| valence | \n", - "0 | \n", - "
| tempo | \n", - "0 | \n", - "
| time_signature | \n", - "0 | \n", - "
| track_genre | \n", - "0 | \n", - "
| \n", - " | 0 | \n", - "
|---|---|
| Unnamed: 0 | \n", - "0 | \n", - "
| track_id | \n", - "0 | \n", - "
| artists | \n", - "0 | \n", - "
| album_name | \n", - "0 | \n", - "
| track_name | \n", - "0 | \n", - "
| popularity | \n", - "0 | \n", - "
| duration_ms | \n", - "0 | \n", - "
| explicit | \n", - "0 | \n", - "
| danceability | \n", - "0 | \n", - "
| energy | \n", - "0 | \n", - "
| key | \n", - "0 | \n", - "
| loudness | \n", - "0 | \n", - "
| mode | \n", - "0 | \n", - "
| speechiness | \n", - "0 | \n", - "
| acousticness | \n", - "0 | \n", - "
| instrumentalness | \n", - "0 | \n", - "
| liveness | \n", - "0 | \n", - "
| valence | \n", - "0 | \n", - "
| tempo | \n", - "0 | \n", - "
| time_signature | \n", - "0 | \n", - "
| track_genre | \n", - "0 | \n", - "
| \n", - " | 0 | \n", - "
|---|---|
| popularity | \n", - "0 | \n", - "
| duration_ms | \n", - "946 | \n", - "
| loudness | \n", - "2475 | \n", - "
| tempo | \n", - "201 | \n", - "
| danceability | \n", - "157 | \n", - "
| energy | \n", - "0 | \n", - "
| acousticness | \n", - "0 | \n", - "
| instrumentalness | \n", - "0 | \n", - "
| liveness | \n", - "3634 | \n", - "
| valence | \n", - "0 | \n", - "
| \n", - " | Unnamed: 0 | \n", - "popularity | \n", - "duration_ms | \n", - "danceability | \n", - "energy | \n", - "key | \n", - "loudness | \n", - "mode | \n", - "speechiness | \n", - "acousticness | \n", - "instrumentalness | \n", - "liveness | \n", - "valence | \n", - "tempo | \n", - "time_signature | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "1.139990e+05 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "113999.000000 | \n", - "
| mean | \n", - "56999.421925 | \n", - "33.238827 | \n", - "2.280312e+05 | \n", - "0.566801 | \n", - "0.641383 | \n", - "5.309126 | \n", - "-8.258950 | \n", - "0.637558 | \n", - "0.084652 | \n", - "0.314907 | \n", - "0.156051 | \n", - "0.213554 | \n", - "0.474066 | \n", - "122.147695 | \n", - "3.904034 | \n", - "
| std | \n", - "32909.243463 | \n", - "22.304959 | \n", - "1.072961e+05 | \n", - "0.173543 | \n", - "0.251530 | \n", - "3.559999 | \n", - "5.029357 | \n", - "0.480708 | \n", - "0.105733 | \n", - "0.332522 | \n", - "0.309556 | \n", - "0.190378 | \n", - "0.259261 | \n", - "29.978290 | \n", - "0.432623 | \n", - "
| min | \n", - "0.000000 | \n", - "0.000000 | \n", - "8.586000e+03 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "-49.531000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "
| 25% | \n", - "28499.500000 | \n", - "17.000000 | \n", - "1.740660e+05 | \n", - "0.456000 | \n", - "0.472000 | \n", - "2.000000 | \n", - "-10.013000 | \n", - "0.000000 | \n", - "0.035900 | \n", - "0.016900 | \n", - "0.000000 | \n", - "0.098000 | \n", - "0.260000 | \n", - "99.218500 | \n", - "4.000000 | \n", - "
| 50% | \n", - "56999.000000 | \n", - "35.000000 | \n", - "2.129060e+05 | \n", - "0.580000 | \n", - "0.685000 | \n", - "5.000000 | \n", - "-7.004000 | \n", - "1.000000 | \n", - "0.048900 | \n", - "0.169000 | \n", - "0.000042 | \n", - "0.132000 | \n", - "0.464000 | \n", - "122.017000 | \n", - "4.000000 | \n", - "
| 75% | \n", - "85499.500000 | \n", - "50.000000 | \n", - "2.615060e+05 | \n", - "0.695000 | \n", - "0.854000 | \n", - "8.000000 | \n", - "-5.003000 | \n", - "1.000000 | \n", - "0.084500 | \n", - "0.597500 | \n", - "0.049000 | \n", - "0.273000 | \n", - "0.683000 | \n", - "140.071000 | \n", - "4.000000 | \n", - "
| max | \n", - "113999.000000 | \n", - "100.000000 | \n", - "5.237295e+06 | \n", - "0.985000 | \n", - "1.000000 | \n", - "11.000000 | \n", - "4.532000 | \n", - "1.000000 | \n", - "0.965000 | \n", - "0.996000 | \n", - "1.000000 | \n", - "1.000000 | \n", - "0.995000 | \n", - "243.372000 | \n", - "5.000000 | \n", - "
| \n", - " | popularity | \n", - "
|---|---|
| popularity | \n", - "1.000000 | \n", - "
| loudness | \n", - "0.050420 | \n", - "
| explicit | \n", - "0.044078 | \n", - "
| danceability | \n", - "0.035444 | \n", - "
| Unnamed: 0 | \n", - "0.032146 | \n", - "
| time_signature | \n", - "0.031076 | \n", - "
| tempo | \n", - "0.013212 | \n", - "
| energy | \n", - "0.001053 | \n", - "
| key | \n", - "-0.003847 | \n", - "
| liveness | \n", - "-0.005397 | \n", - "
| duration_ms | \n", - "-0.007129 | \n", - "
| mode | \n", - "-0.013948 | \n", - "
| acousticness | \n", - "-0.025458 | \n", - "
| valence | \n", - "-0.040522 | \n", - "
| speechiness | \n", - "-0.044930 | \n", - "
| instrumentalness | \n", - "-0.095147 | \n", - "
| \n", - " | cluster_id | \n", - "
|---|---|
| 0 | \n", - "4 | \n", - "
| 1 | \n", - "1 | \n", - "
| 2 | \n", - "1 | \n", - "
| 3 | \n", - "1 | \n", - "
| 4 | \n", - "3 | \n", - "
| \n", - " | cluster_id | \n", - "cluster_distance | \n", - "
|---|---|---|
| 0 | \n", - "4 | \n", - "2.591315 | \n", - "
| 1 | \n", - "1 | \n", - "2.132972 | \n", - "
| 2 | \n", - "1 | \n", - "3.089415 | \n", - "
| 3 | \n", - "1 | \n", - "3.432708 | \n", - "
| 4 | \n", - "3 | \n", - "2.381846 | \n", - "
| \n", - " | danceability | \n", - "energy | \n", - "valence | \n", - "acousticness | \n", - "popularity | \n", - "
|---|---|---|---|---|---|
| cluster_id | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| 0 | \n", - "0.52 | \n", - "0.75 | \n", - "0.48 | \n", - "0.34 | \n", - "33.94 | \n", - "
| 1 | \n", - "0.45 | \n", - "0.25 | \n", - "0.29 | \n", - "0.81 | \n", - "30.69 | \n", - "
| 2 | \n", - "0.56 | \n", - "0.76 | \n", - "0.32 | \n", - "0.09 | \n", - "28.15 | \n", - "
| 3 | \n", - "0.60 | \n", - "0.72 | \n", - "0.56 | \n", - "0.22 | \n", - "34.14 | \n", - "
| 4 | \n", - "0.62 | \n", - "0.73 | \n", - "0.53 | \n", - "0.19 | \n", - "35.66 | \n", - "
| \n", - " | Model | \n", - "MAE | \n", - "MSE | \n", - "RMSE | \n", - "R2 | \n", - "
|---|---|---|---|---|---|
| 0 | \n", - "Linear Regression (Enhanced) | \n", - "14.049905 | \n", - "362.253681 | \n", - "19.032963 | \n", - "0.269782 | \n", - "
| 1 | \n", - "Random Forest | \n", - "15.966834 | \n", - "398.036527 | \n", - "19.950853 | \n", - "0.197652 | \n", - "
| 2 | \n", - "Gradient Boosting | \n", - "17.017961 | \n", - "422.224097 | \n", - "20.548092 | \n", - "0.148895 | \n", - "