| \n", " | deadlift | \n", "height | \n", "weight | \n", "age | \n", "gender | \n", "backsq | \n", "snatch | \n", "BMI | \n", "strength_total | \n", "sq_dl_ratio | \n", "body_ratio | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "435.0 | \n", "73.0 | \n", "230.0 | \n", "37.0 | \n", "Male | \n", "414.0 | \n", "200.0 | \n", "30.341527 | \n", "1049.0 | \n", "0.951724 | \n", "3.150685 | \n", "
| 1 | \n", "365.0 | \n", "68.0 | \n", "177.0 | \n", "40.0 | \n", "Male | \n", "365.0 | \n", "185.0 | \n", "26.909818 | \n", "915.0 | \n", "1.000000 | \n", "2.602941 | \n", "
| 2 | \n", "465.0 | \n", "65.0 | \n", "150.0 | \n", "31.0 | \n", "Male | \n", "405.0 | \n", "225.0 | \n", "24.958580 | \n", "1095.0 | \n", "0.870968 | \n", "2.307692 | \n", "
| 3 | \n", "419.0 | \n", "72.0 | \n", "165.0 | \n", "23.0 | \n", "Male | \n", "0.0 | \n", "187.0 | \n", "22.375579 | \n", "606.0 | \n", "0.000000 | \n", "2.291667 | \n", "
| 4 | \n", "335.0 | \n", "70.0 | \n", "155.0 | \n", "30.0 | \n", "Male | \n", "235.0 | \n", "95.0 | \n", "22.237755 | \n", "665.0 | \n", "0.701493 | \n", "2.214286 | \n", "
| \n", " | deadlift | \n", "backsq | \n", "snatch | \n", "BMI | \n", "strength_total | \n", "body_ratio | \n", "sq_dl_ratio | \n", "
|---|---|---|---|---|---|---|---|
| cluster | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 0 | \n", "375.873487 | \n", "295.463438 | \n", "158.555191 | \n", "366.295366 | \n", "829.892116 | \n", "2.559926 | \n", "0.791271 | \n", "
| 1 | \n", "246.179088 | \n", "192.719126 | \n", "101.296003 | \n", "331.609208 | \n", "540.194217 | \n", "2.178231 | \n", "0.791376 | \n", "
| 2 | \n", "449.102448 | \n", "381.265792 | \n", "198.209090 | \n", "417.846916 | \n", "1028.577329 | \n", "2.938389 | \n", "0.855131 | \n", "
| \n", " | Model | \n", "MAE | \n", "RMSE | \n", "R² | \n", "
|---|---|---|---|---|
| 0 | \n", "Linear | \n", "31.493616 | \n", "41.398465 | \n", "0.815132 | \n", "
| 1 | \n", "Random Forest | \n", "30.021306 | \n", "38.988955 | \n", "0.836025 | \n", "
| 2 | \n", "Gradient Boosting | \n", "28.617511 | \n", "37.197118 | \n", "0.850751 | \n", "