47f0c6f3fb
- 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.
267 lines
11 KiB
Python
267 lines
11 KiB
Python
"""
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Test script for Page 6 - Meal Plan Calculations
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Using Keirstyn Moran's actual data
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Expected values from PDF (Page 6):
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Row 1 (Caloric Deficit - 7 days same):
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- Calories: 1725 kCals
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- Protein: 120g (28%)
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- Carbs: 155g (36%)
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- Fat: 69g (36%)
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- Fiber: 25g
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Row 2 (Caloric Deficit with Refeed - 5 weekdays low, 2 weekend high):
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Weekdays (5 days):
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- Calories: 1615 kCals
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- Protein: 120g
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- Carbs: 142g
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- Fat: 63g
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- Fiber: 24g
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Weekends (2 days):
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- Calories: 2000 kCals
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- Protein: 120g
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- Carbs: 190g
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- Fat: 84g
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- Fiber: 30g
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"""
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import sys
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sys.path.insert(0, '/Users/macbook/bio-performx')
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from app.services.context_generator import ContextGenerator
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# Keirstyn Moran's patient data from PDF
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PATIENT_DATA = {
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"name": "Keirstyn Moran",
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"first_name": "Keirstyn",
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"last_name": "Moran",
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"age": 34,
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"height": "5'4\"", # 162.56 cm
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"weight": 55.79, # 123 lbs = 55.79 kg
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"gender": "female",
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"fat_percentage": 20.0, # Estimated
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"activity_level": "moderate",
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}
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# RMR metrics from Page 5 (using expected PDF values)
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RMR_METRICS_EXPECTED = {
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"total_calories": 1725,
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"resting_calories": 1386,
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"neat_calories": 762,
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"weight_loss_calories": 423,
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}
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def main():
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print("=" * 80)
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print("PAGE 6 - MEAL PLAN CALCULATION TEST")
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print("=" * 80)
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print(f"\nPatient: {PATIENT_DATA['name']}")
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print(f"Weight: {PATIENT_DATA['weight']}kg ({PATIENT_DATA['weight'] * 2.20462:.1f}lbs)")
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print(f"Body Fat: {PATIENT_DATA['fat_percentage']}%")
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# Create context generator
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gen = ContextGenerator()
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# Set patient info manually
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gen.patient_info = PATIENT_DATA.copy()
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# Calculate fat mass and lean mass
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weight_kg = PATIENT_DATA["weight"]
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fat_pct = PATIENT_DATA["fat_percentage"]
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lean_mass_kg = weight_kg * (1 - fat_pct / 100)
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lean_mass_lbs = lean_mass_kg * 2.20462
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gen.patient_info["fat_mass_lbs"] = weight_kg * fat_pct / 100 * 2.20462
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gen.patient_info["lean_mass_lbs"] = lean_mass_lbs
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print(f"Lean Mass: {lean_mass_lbs:.2f} lbs ({lean_mass_kg:.2f} kg)")
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print(f"Fat Mass: {gen.patient_info['fat_mass_lbs']:.2f} lbs")
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print("\n" + "=" * 80)
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print("CALCULATING MEAL PLAN (using our formula)")
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print("=" * 80)
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print(f"\nTotal Daily Calories (from Page 5): {RMR_METRICS_EXPECTED['total_calories']} kcal")
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# Calculate meal plan using our formula
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try:
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meal_metrics = gen.calculate_meal_plan_breakdown(RMR_METRICS_EXPECTED)
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print("\n--- Protein Calculation (Bio-PerformX Formula) ---")
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print(f"Formula: Total Body Weight (kg) × 2.15 g/kg")
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print(f" = {weight_kg:.2f} × 2.15")
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protein_grams = weight_kg * 2.15
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print(f" = {protein_grams:.0f}g protein")
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protein_calories = protein_grams * 4
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print(f" = {protein_calories:.0f} kcal from protein")
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print("\n--- Carbs and Fats (50/50 split of remaining calories) ---")
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remaining = RMR_METRICS_EXPECTED['total_calories'] - protein_calories
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print(f"Remaining calories: {RMR_METRICS_EXPECTED['total_calories']} - {protein_calories:.0f} = {remaining:.0f} kcal")
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print(f"Carbs (50%): {remaining * 0.5:.0f} kcal ÷ 4 = {remaining * 0.5 / 4:.0f}g")
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print(f"Fats (50%): {remaining * 0.5:.0f} kcal ÷ 9 = {remaining * 0.5 / 9:.0f}g")
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print("\n--- Fiber Calculation ---")
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print(f"Formula: 15g per 1000 calories")
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print(f" = {RMR_METRICS_EXPECTED['total_calories']} ÷ 1000 × 15")
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print(f" = {RMR_METRICS_EXPECTED['total_calories'] / 1000 * 15:.0f}g")
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print("\n" + "=" * 80)
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print("ROW 1: CALORIC DEFICIT (7 days same)")
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print("=" * 80)
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print(f"Calories: {meal_metrics['deficit_calories']} kcal")
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print(f"Protein: {meal_metrics['deficit_protein']}g ({meal_metrics['protein_percentage']}%)")
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print(f"Carbs: {meal_metrics['deficit_carbs']}g ({meal_metrics['carbs_percentage']}%)")
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print(f"Fat: {meal_metrics['deficit_fat']}g ({meal_metrics['fats_percentage']}%)")
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print(f"Fiber: {meal_metrics['deficit_fiber']}g")
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print("\n" + "=" * 80)
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print("ROW 2: CALORIC DEFICIT WITH REFEED (5 weekdays + 2 weekends)")
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print("=" * 80)
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print("\nWeekdays (5 days):")
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print(f"Calories: {meal_metrics['refeed_weekday_calories']} kcal")
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print(f"Protein: {meal_metrics['refeed_weekday_protein']}g")
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print(f"Carbs: {meal_metrics['refeed_weekday_carbs']}g")
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print(f"Fat: {meal_metrics['refeed_weekday_fat']}g")
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print(f"Fiber: {meal_metrics['refeed_weekday_fiber']}g")
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print("\nWeekends (2 days):")
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print(f"Calories: {meal_metrics['refeed_weekend_calories']} kcal")
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print(f"Protein: {meal_metrics['refeed_weekend_protein']}g")
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print(f"Carbs: {meal_metrics['refeed_weekend_carbs']}g")
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print(f"Fat: {meal_metrics['refeed_weekend_fat']}g")
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print(f"Fiber: {meal_metrics['refeed_weekend_fiber']}g")
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print("\n--- Weekly Total Verification ---")
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weekly_total_row1 = meal_metrics['deficit_calories'] * 7
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weekly_total_row2 = (meal_metrics['refeed_weekday_calories'] * 5) + (meal_metrics['refeed_weekend_calories'] * 2)
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print(f"Row 1 Weekly Total: {meal_metrics['deficit_calories']} × 7 = {weekly_total_row1} kcal")
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print(f"Row 2 Weekly Total: ({meal_metrics['refeed_weekday_calories']} × 5) + ({meal_metrics['refeed_weekend_calories']} × 2) = {weekly_total_row2} kcal")
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print(f"Difference: {abs(weekly_total_row1 - weekly_total_row2)} kcal (should be ~0)")
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print("\n" + "=" * 80)
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print("EXPECTED VALUES (From PDF Page 6)")
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print("=" * 80)
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print("\nRow 1 (Deficit - 7 days):")
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print("Calories: 1725 kcal")
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print("Protein: 120g (28%)")
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print("Carbs: 155g (36%)")
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print("Fat: 69g (36%)")
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print("Fiber: 25g")
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print("\nRow 2 Weekdays:")
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print("Calories: 1615 kcal")
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print("Protein: 120g")
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print("Carbs: 142g")
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print("Fat: 63g")
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print("Fiber: 24g")
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print("\nRow 2 Weekends:")
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print("Calories: 2000 kcal")
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print("Protein: 120g")
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print("Carbs: 190g")
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print("Fat: 84g")
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print("Fiber: 30g")
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print("\n" + "=" * 80)
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print("COMPARISON")
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print("=" * 80)
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expected_row1 = {
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"calories": 1725,
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"protein": 120,
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"carbs": 155,
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"fat": 69,
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"fiber": 25
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}
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expected_weekday = {
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"calories": 1615,
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"protein": 120,
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"carbs": 142,
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"fat": 63,
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"fiber": 24
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}
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expected_weekend = {
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"calories": 2000,
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"protein": 120,
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"carbs": 190,
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"fat": 84,
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"fiber": 30
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}
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def compare(label, expected_val, actual_val, unit=""):
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diff = actual_val - expected_val
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pct_diff = (diff / expected_val * 100) if expected_val != 0 else 0
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status = "✓" if abs(pct_diff) < 5 else "✗"
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print(f"{status} {label:25} Expected: {expected_val:5}{unit} Actual: {actual_val:5}{unit} Diff: {diff:+5.0f} ({pct_diff:+.1f}%)")
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print("\nRow 1 (Deficit - 7 days):")
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compare("Calories", expected_row1['calories'], meal_metrics['deficit_calories'], " kcal")
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compare("Protein", expected_row1['protein'], meal_metrics['deficit_protein'], "g")
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compare("Carbs", expected_row1['carbs'], meal_metrics['deficit_carbs'], "g")
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compare("Fat", expected_row1['fat'], meal_metrics['deficit_fat'], "g")
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compare("Fiber", expected_row1['fiber'], meal_metrics['deficit_fiber'], "g")
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print("\nRow 2 Weekdays:")
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compare("Calories", expected_weekday['calories'], meal_metrics['refeed_weekday_calories'], " kcal")
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compare("Protein", expected_weekday['protein'], meal_metrics['refeed_weekday_protein'], "g")
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compare("Carbs", expected_weekday['carbs'], meal_metrics['refeed_weekday_carbs'], "g")
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compare("Fat", expected_weekday['fat'], meal_metrics['refeed_weekday_fat'], "g")
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compare("Fiber", expected_weekday['fiber'], meal_metrics['refeed_weekday_fiber'], "g")
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print("\nRow 2 Weekends:")
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compare("Calories", expected_weekend['calories'], meal_metrics['refeed_weekend_calories'], " kcal")
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compare("Protein", expected_weekend['protein'], meal_metrics['refeed_weekend_protein'], "g")
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compare("Carbs", expected_weekend['carbs'], meal_metrics['refeed_weekend_carbs'], "g")
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compare("Fat", expected_weekend['fat'], meal_metrics['refeed_weekend_fat'], "g")
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compare("Fiber", expected_weekend['fiber'], meal_metrics['refeed_weekend_fiber'], "g")
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# Overall assessment
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row1_match = all([
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abs(meal_metrics['deficit_calories'] - expected_row1['calories']) <= 5,
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abs(meal_metrics['deficit_protein'] - expected_row1['protein']) <= 5,
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abs(meal_metrics['deficit_carbs'] - expected_row1['carbs']) <= 5,
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abs(meal_metrics['deficit_fat'] - expected_row1['fat']) <= 5,
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])
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weekday_match = all([
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abs(meal_metrics['refeed_weekday_calories'] - expected_weekday['calories']) <= 10,
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abs(meal_metrics['refeed_weekday_protein'] - expected_weekday['protein']) <= 5,
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abs(meal_metrics['refeed_weekday_carbs'] - expected_weekday['carbs']) <= 5,
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abs(meal_metrics['refeed_weekday_fat'] - expected_weekday['fat']) <= 5,
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])
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weekend_match = all([
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abs(meal_metrics['refeed_weekend_calories'] - expected_weekend['calories']) <= 10,
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abs(meal_metrics['refeed_weekend_protein'] - expected_weekend['protein']) <= 5,
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abs(meal_metrics['refeed_weekend_carbs'] - expected_weekend['carbs']) <= 10,
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abs(meal_metrics['refeed_weekend_fat'] - expected_weekend['fat']) <= 5,
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])
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print("\n" + "=" * 80)
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if row1_match and weekday_match and weekend_match:
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print("✓ SUCCESS: Our formula produces values matching the PDF!")
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else:
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print("✗ WARNING: Significant differences found. Check:")
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if not row1_match:
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print(" - Row 1 calculations (daily deficit)")
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if not weekday_match:
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print(" - Weekday calculations (10% reduction)")
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if not weekend_match:
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print(" - Weekend calculations (maintaining weekly total)")
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print("\nNote: Protein formula is Bio-PerformX specific: Lean Mass (lbs) × 2.2")
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print("=" * 80)
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except Exception as e:
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print(f"\n✗ Error calculating metrics: {e}")
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import traceback
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traceback.print_exc()
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if __name__ == "__main__":
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main()
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