Files
bio-performx/notebooks/test_page_6_meal_plan.py
T
bolade 47f0c6f3fb feat: Enhance context generation with new table images for VO2 Max and Heart Rate Zones
- Added functionality to generate VO2 Max and Heart Rate Zones tables in the context_generator.py.
- Integrated graph_generator to create table images with specified data and styles.
- Updated report_generator.py to pass graph_generator to context generation.
- Introduced a new method in graph_generator.py to generate table images with customizable options.
- Created test scripts for Page 5 (RMR and NEAT calculations) and Page 6 (Meal Plan calculations) using actual patient data.
- Updated Jupyter notebook metadata for better environment identification.
2025-11-21 11:38:43 +01:00

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"""
Test script for Page 6 - Meal Plan Calculations
Using Keirstyn Moran's actual data
Expected values from PDF (Page 6):
Row 1 (Caloric Deficit - 7 days same):
- Calories: 1725 kCals
- Protein: 120g (28%)
- Carbs: 155g (36%)
- Fat: 69g (36%)
- Fiber: 25g
Row 2 (Caloric Deficit with Refeed - 5 weekdays low, 2 weekend high):
Weekdays (5 days):
- Calories: 1615 kCals
- Protein: 120g
- Carbs: 142g
- Fat: 63g
- Fiber: 24g
Weekends (2 days):
- Calories: 2000 kCals
- Protein: 120g
- Carbs: 190g
- Fat: 84g
- Fiber: 30g
"""
import sys
sys.path.insert(0, '/Users/macbook/bio-performx')
from app.services.context_generator import ContextGenerator
# Keirstyn Moran's patient data from PDF
PATIENT_DATA = {
"name": "Keirstyn Moran",
"first_name": "Keirstyn",
"last_name": "Moran",
"age": 34,
"height": "5'4\"", # 162.56 cm
"weight": 55.79, # 123 lbs = 55.79 kg
"gender": "female",
"fat_percentage": 20.0, # Estimated
"activity_level": "moderate",
}
# RMR metrics from Page 5 (using expected PDF values)
RMR_METRICS_EXPECTED = {
"total_calories": 1725,
"resting_calories": 1386,
"neat_calories": 762,
"weight_loss_calories": 423,
}
def main():
print("=" * 80)
print("PAGE 6 - MEAL PLAN CALCULATION TEST")
print("=" * 80)
print(f"\nPatient: {PATIENT_DATA['name']}")
print(f"Weight: {PATIENT_DATA['weight']}kg ({PATIENT_DATA['weight'] * 2.20462:.1f}lbs)")
print(f"Body Fat: {PATIENT_DATA['fat_percentage']}%")
# Create context generator
gen = ContextGenerator()
# Set patient info manually
gen.patient_info = PATIENT_DATA.copy()
# Calculate fat mass and lean mass
weight_kg = PATIENT_DATA["weight"]
fat_pct = PATIENT_DATA["fat_percentage"]
lean_mass_kg = weight_kg * (1 - fat_pct / 100)
lean_mass_lbs = lean_mass_kg * 2.20462
gen.patient_info["fat_mass_lbs"] = weight_kg * fat_pct / 100 * 2.20462
gen.patient_info["lean_mass_lbs"] = lean_mass_lbs
print(f"Lean Mass: {lean_mass_lbs:.2f} lbs ({lean_mass_kg:.2f} kg)")
print(f"Fat Mass: {gen.patient_info['fat_mass_lbs']:.2f} lbs")
print("\n" + "=" * 80)
print("CALCULATING MEAL PLAN (using our formula)")
print("=" * 80)
print(f"\nTotal Daily Calories (from Page 5): {RMR_METRICS_EXPECTED['total_calories']} kcal")
# Calculate meal plan using our formula
try:
meal_metrics = gen.calculate_meal_plan_breakdown(RMR_METRICS_EXPECTED)
print("\n--- Protein Calculation (Bio-PerformX Formula) ---")
print(f"Formula: Total Body Weight (kg) × 2.15 g/kg")
print(f" = {weight_kg:.2f} × 2.15")
protein_grams = weight_kg * 2.15
print(f" = {protein_grams:.0f}g protein")
protein_calories = protein_grams * 4
print(f" = {protein_calories:.0f} kcal from protein")
print("\n--- Carbs and Fats (50/50 split of remaining calories) ---")
remaining = RMR_METRICS_EXPECTED['total_calories'] - protein_calories
print(f"Remaining calories: {RMR_METRICS_EXPECTED['total_calories']} - {protein_calories:.0f} = {remaining:.0f} kcal")
print(f"Carbs (50%): {remaining * 0.5:.0f} kcal ÷ 4 = {remaining * 0.5 / 4:.0f}g")
print(f"Fats (50%): {remaining * 0.5:.0f} kcal ÷ 9 = {remaining * 0.5 / 9:.0f}g")
print("\n--- Fiber Calculation ---")
print(f"Formula: 15g per 1000 calories")
print(f" = {RMR_METRICS_EXPECTED['total_calories']} ÷ 1000 × 15")
print(f" = {RMR_METRICS_EXPECTED['total_calories'] / 1000 * 15:.0f}g")
print("\n" + "=" * 80)
print("ROW 1: CALORIC DEFICIT (7 days same)")
print("=" * 80)
print(f"Calories: {meal_metrics['deficit_calories']} kcal")
print(f"Protein: {meal_metrics['deficit_protein']}g ({meal_metrics['protein_percentage']}%)")
print(f"Carbs: {meal_metrics['deficit_carbs']}g ({meal_metrics['carbs_percentage']}%)")
print(f"Fat: {meal_metrics['deficit_fat']}g ({meal_metrics['fats_percentage']}%)")
print(f"Fiber: {meal_metrics['deficit_fiber']}g")
print("\n" + "=" * 80)
print("ROW 2: CALORIC DEFICIT WITH REFEED (5 weekdays + 2 weekends)")
print("=" * 80)
print("\nWeekdays (5 days):")
print(f"Calories: {meal_metrics['refeed_weekday_calories']} kcal")
print(f"Protein: {meal_metrics['refeed_weekday_protein']}g")
print(f"Carbs: {meal_metrics['refeed_weekday_carbs']}g")
print(f"Fat: {meal_metrics['refeed_weekday_fat']}g")
print(f"Fiber: {meal_metrics['refeed_weekday_fiber']}g")
print("\nWeekends (2 days):")
print(f"Calories: {meal_metrics['refeed_weekend_calories']} kcal")
print(f"Protein: {meal_metrics['refeed_weekend_protein']}g")
print(f"Carbs: {meal_metrics['refeed_weekend_carbs']}g")
print(f"Fat: {meal_metrics['refeed_weekend_fat']}g")
print(f"Fiber: {meal_metrics['refeed_weekend_fiber']}g")
print("\n--- Weekly Total Verification ---")
weekly_total_row1 = meal_metrics['deficit_calories'] * 7
weekly_total_row2 = (meal_metrics['refeed_weekday_calories'] * 5) + (meal_metrics['refeed_weekend_calories'] * 2)
print(f"Row 1 Weekly Total: {meal_metrics['deficit_calories']} × 7 = {weekly_total_row1} kcal")
print(f"Row 2 Weekly Total: ({meal_metrics['refeed_weekday_calories']} × 5) + ({meal_metrics['refeed_weekend_calories']} × 2) = {weekly_total_row2} kcal")
print(f"Difference: {abs(weekly_total_row1 - weekly_total_row2)} kcal (should be ~0)")
print("\n" + "=" * 80)
print("EXPECTED VALUES (From PDF Page 6)")
print("=" * 80)
print("\nRow 1 (Deficit - 7 days):")
print("Calories: 1725 kcal")
print("Protein: 120g (28%)")
print("Carbs: 155g (36%)")
print("Fat: 69g (36%)")
print("Fiber: 25g")
print("\nRow 2 Weekdays:")
print("Calories: 1615 kcal")
print("Protein: 120g")
print("Carbs: 142g")
print("Fat: 63g")
print("Fiber: 24g")
print("\nRow 2 Weekends:")
print("Calories: 2000 kcal")
print("Protein: 120g")
print("Carbs: 190g")
print("Fat: 84g")
print("Fiber: 30g")
print("\n" + "=" * 80)
print("COMPARISON")
print("=" * 80)
expected_row1 = {
"calories": 1725,
"protein": 120,
"carbs": 155,
"fat": 69,
"fiber": 25
}
expected_weekday = {
"calories": 1615,
"protein": 120,
"carbs": 142,
"fat": 63,
"fiber": 24
}
expected_weekend = {
"calories": 2000,
"protein": 120,
"carbs": 190,
"fat": 84,
"fiber": 30
}
def compare(label, expected_val, actual_val, unit=""):
diff = actual_val - expected_val
pct_diff = (diff / expected_val * 100) if expected_val != 0 else 0
status = "" if abs(pct_diff) < 5 else ""
print(f"{status} {label:25} Expected: {expected_val:5}{unit} Actual: {actual_val:5}{unit} Diff: {diff:+5.0f} ({pct_diff:+.1f}%)")
print("\nRow 1 (Deficit - 7 days):")
compare("Calories", expected_row1['calories'], meal_metrics['deficit_calories'], " kcal")
compare("Protein", expected_row1['protein'], meal_metrics['deficit_protein'], "g")
compare("Carbs", expected_row1['carbs'], meal_metrics['deficit_carbs'], "g")
compare("Fat", expected_row1['fat'], meal_metrics['deficit_fat'], "g")
compare("Fiber", expected_row1['fiber'], meal_metrics['deficit_fiber'], "g")
print("\nRow 2 Weekdays:")
compare("Calories", expected_weekday['calories'], meal_metrics['refeed_weekday_calories'], " kcal")
compare("Protein", expected_weekday['protein'], meal_metrics['refeed_weekday_protein'], "g")
compare("Carbs", expected_weekday['carbs'], meal_metrics['refeed_weekday_carbs'], "g")
compare("Fat", expected_weekday['fat'], meal_metrics['refeed_weekday_fat'], "g")
compare("Fiber", expected_weekday['fiber'], meal_metrics['refeed_weekday_fiber'], "g")
print("\nRow 2 Weekends:")
compare("Calories", expected_weekend['calories'], meal_metrics['refeed_weekend_calories'], " kcal")
compare("Protein", expected_weekend['protein'], meal_metrics['refeed_weekend_protein'], "g")
compare("Carbs", expected_weekend['carbs'], meal_metrics['refeed_weekend_carbs'], "g")
compare("Fat", expected_weekend['fat'], meal_metrics['refeed_weekend_fat'], "g")
compare("Fiber", expected_weekend['fiber'], meal_metrics['refeed_weekend_fiber'], "g")
# Overall assessment
row1_match = all([
abs(meal_metrics['deficit_calories'] - expected_row1['calories']) <= 5,
abs(meal_metrics['deficit_protein'] - expected_row1['protein']) <= 5,
abs(meal_metrics['deficit_carbs'] - expected_row1['carbs']) <= 5,
abs(meal_metrics['deficit_fat'] - expected_row1['fat']) <= 5,
])
weekday_match = all([
abs(meal_metrics['refeed_weekday_calories'] - expected_weekday['calories']) <= 10,
abs(meal_metrics['refeed_weekday_protein'] - expected_weekday['protein']) <= 5,
abs(meal_metrics['refeed_weekday_carbs'] - expected_weekday['carbs']) <= 5,
abs(meal_metrics['refeed_weekday_fat'] - expected_weekday['fat']) <= 5,
])
weekend_match = all([
abs(meal_metrics['refeed_weekend_calories'] - expected_weekend['calories']) <= 10,
abs(meal_metrics['refeed_weekend_protein'] - expected_weekend['protein']) <= 5,
abs(meal_metrics['refeed_weekend_carbs'] - expected_weekend['carbs']) <= 10,
abs(meal_metrics['refeed_weekend_fat'] - expected_weekend['fat']) <= 5,
])
print("\n" + "=" * 80)
if row1_match and weekday_match and weekend_match:
print("✓ SUCCESS: Our formula produces values matching the PDF!")
else:
print("✗ WARNING: Significant differences found. Check:")
if not row1_match:
print(" - Row 1 calculations (daily deficit)")
if not weekday_match:
print(" - Weekday calculations (10% reduction)")
if not weekend_match:
print(" - Weekend calculations (maintaining weekly total)")
print("\nNote: Protein formula is Bio-PerformX specific: Lean Mass (lbs) × 2.2")
print("=" * 80)
except Exception as e:
print(f"\n✗ Error calculating metrics: {e}")
import traceback
traceback.print_exc()
if __name__ == "__main__":
main()