# Features finales utilisées après preprocessing / encodage
#    → Colonnes réelles présentes dans X_train / X_test

features_processed_full_columns:
  - Age
  - Weight (kg)
  - Height (m)
  - Gender_1.0
  - Experience_Level
  - Difficulty Level
  - Workout_Frequency (days/week)
  - Water_Intake (liters)
  - Fat_Percentage
  - Session_Duration (hours)
  - Max_BPM
  - Avg_BPM
  - Resting_BPM

  # One-hot Workout_Type
  - Workout_Type_HIIT
  - Workout_Type_Strength
  - Workout_Type_Yoga

  # One-hot Body Part
  - Body Part_Arms
  - Body Part_Back
  - Body Part_Chest
  - Body Part_Forearms
  - Body Part_Legs
  - Body Part_Shoulders

  # One-hot Equipment Needed
  - Equipment Needed_Bench or Step
  - Equipment Needed_Bench or Sturdy Surface
  - Equipment Needed_Bench, Barbell
  - Equipment Needed_Box or Platform
  - Equipment Needed_Cable Machine
  - Equipment Needed_Cable Machine or Resistance Band
  - Equipment Needed_Dumbbells
  - Equipment Needed_Dumbbells or Barbell
  - Equipment Needed_Kettlebell
  - Equipment Needed_Low Bar or TRX
  - Equipment Needed_None or Dumbbell
  - Equipment Needed_None or Dumbbells
  - Equipment Needed_Parallel Bars or Chair
  - Equipment Needed_Pull-up Bar
  - Equipment Needed_Resistance Band
  - Equipment Needed_Resistance Band or Cable Machine
  - Equipment Needed_Step or Box
  - Equipment Needed_Wall

  # One-hot diet_type
  - diet_type_Paleo
  - diet_type_Low-Carb
  - diet_type_Vegetarian
  - diet_type_Keto
  - diet_type_Vegan

  # One-hot meal_type
  - meal_type_Lunch
  - meal_type_Dinner
  - meal_type_Snack


features_processed_test:
  - Age
  - Weight (kg)
  - Height (m)
  - Gender_1.0
  - Workout_Frequency (days/week)
  # - Fat_Percentage

  # One-hot Workout_Type
  - Workout_Type_HIIT
  - Workout_Type_Strength
  - Workout_Type_Yoga

  # # One-hot Body Part
  # - Body Part_Arms
  # - Body Part_Back
  # - Body Part_Chest
  # - Body Part_Forearms
  # - Body Part_Legs
  # - Body Part_Shoulders