Update app.py

app.py

@@ -42,56 +42,54 @@ def generate_menu(data, season, sub_category_pref, outings):
 
 # Function to calculate BMI and recommend diet for adults
 def bmi_insights(weight, height_cm):
-    # Convert height from cm to meters
     height_m = height_cm / 100
     bmi = weight / (height_m ** 2)
 
     if bmi < 18.5:
-        return f"Your BMI is {bmi:.2f}. You are underweight. A diet rich in proteins and healthy fats would be beneficial. Consider incorporating more calories and nutritious snacks."
+        return f"Your BMI is {bmi:.2f}. You are underweight. A diet rich in proteins and healthy fats would be beneficial."
     elif 18.5 <= bmi < 24.9:
-        return f"Your BMI is {bmi:.2f}. You are in the normal weight range. Maintain a balanced diet, including fruits, vegetables, whole grains, and lean proteins."
+        return f"Your BMI is {bmi:.2f}. You are in the normal weight range. Maintain a balanced diet."
     elif 25 <= bmi < 29.9:
-        return f"Your BMI is {bmi:.2f}. You are overweight. A diet with fewer carbs and more lean proteins can help manage your weight. Consider reducing sugar intake."
+        return f"Your BMI is {bmi:.2f}. You are overweight. A diet with fewer carbs and more lean proteins can help manage your weight."
     else:
-        return f"Your BMI is {bmi:.2f}. You are obese. A calorie-restricted diet with a focus on whole foods, vegetables, and lean proteins is recommended. Consult a health professional for personalized guidance."
+        return f"Your BMI is {bmi:.2f}. You are obese. A calorie-restricted diet with a focus on whole foods and lean proteins is recommended."
 
 # Function to provide general diet recommendation for infants
 def infant_diet_recommendation():
     return (
         "For infants (up to 12 months), breast milk or formula should be the primary source of nutrition. "
         "Around 6 months, you can start introducing solid foods, including pureed fruits, vegetables, and cereals. "
-        "Ensure a variety of textures as they grow and introduce protein-rich foods, like pureed meat or lentils. "
         "Consult with your pediatrician for more personalized advice."
     )
 
-# Function to provide specific recommendations based on medical conditions
+# Function to provide dietary recommendations based on medical conditions
 def medical_condition_recommendation(condition):
     recommendations = {
-        "Diabetes": "For Type 1 and Type 2 diabetes, it is important to focus on a low-glycemic diet. Incorporate whole grains, non-starchy vegetables, lean proteins, and healthy fats. Avoid sugary foods and monitor carbohydrate intake.",
-        "Celiac Disease": "For celiac disease, a gluten-free diet is essential. Avoid all wheat, rye, barley, and their derivatives. Focus on naturally gluten-free foods like fruits, vegetables, lean meats, and gluten-free grains like rice and quinoa.",
-        "Hypertension": "For high blood pressure, it is recommended to reduce sodium intake, increase potassium-rich foods (like bananas, spinach), and focus on a heart-healthy diet with plenty of fruits, vegetables, lean proteins, and whole grains.",
-        "Heart Disease": "A heart-healthy diet should be low in saturated fats and cholesterol. Focus on lean meats, fatty fish, fruits, vegetables, whole grains, and nuts. Avoid processed foods and limit salt intake.",
-        "Obesity": "For obesity, focus on a calorie-controlled diet rich in fruits, vegetables, lean proteins, and whole grains. Reduce consumption of sugary foods, processed snacks, and refined carbs. Consider portion control and regular physical activity.",
-        "Cholesterol Disorders": "For cholesterol issues, a diet low in saturated fats, trans fats, and cholesterol is essential. Include more fiber from fruits, vegetables, and whole grains, and opt for lean meats and fish like salmon.",
-        "Irritable Bowel Syndrome (IBS)": "For IBS, a low FODMAP diet can be helpful. Avoid foods like onions, garlic, dairy products, and high-sugar foods. Focus on easily digestible foods like white rice, carrots, and lean proteins.",
-        "Gastroesophageal Reflux Disease (GERD)": "For GERD, avoid spicy foods, caffeine, citrus, and fatty foods. Focus on non-citrus fruits, vegetables, whole grains, and lean meats, and eat smaller, more frequent meals.",
-        "Peptic Ulcers": "For peptic ulcers, avoid spicy foods, alcohol, and caffeine. Focus on bland, non-acidic foods like oatmeal, rice, non-citrus fruits, and lean proteins like chicken or turkey.",
-        "Lactose Intolerance": "For lactose intolerance, avoid dairy products that contain lactose. Opt for lactose-free alternatives such as almond milk, rice milk, and lactose-free yogurt.",
-        "Kidney Disease (CKD)": "For kidney disease, it is essential to limit protein, sodium, and potassium intake. Focus on low-protein foods, fresh fruits, and vegetables, and consult with a healthcare provider for personalized dietary restrictions.",
-        "Hypothyroidism": "For hypothyroidism, a balanced diet rich in fruits, vegetables, lean proteins, and whole grains is important. Avoid excessive soy products, and ensure adequate iodine intake.",
-        "Anemia": "For iron-deficiency anemia, focus on iron-rich foods such as lean meats, spinach, lentils, and fortified cereals. Pair with vitamin C-rich foods (like oranges) to enhance iron absorption.",
-        "Food Allergies": "For food allergies, avoid the specific allergens identified. This can include dairy, nuts, shellfish, etc. Always read labels carefully and opt for hypoallergenic foods.",
-        "Acid Reflux and Heartburn": "For acid reflux, avoid spicy, fatty foods, and caffeine. Focus on non-citrus fruits, vegetables, and lean meats. Smaller, more frequent meals can help reduce symptoms.",
-        "Crohn's Disease and Ulcerative Colitis": "For inflammatory bowel disease, focus on a diet low in fiber during flare-ups. Avoid high-fiber fruits, vegetables, and whole grains. Ensure adequate protein intake and stay hydrated.",
-        "Osteoporosis": "For osteoporosis, ensure adequate calcium and vitamin D intake. Include dairy or fortified alternatives, leafy greens, and fatty fish like salmon.",
-        "Autoimmune Diseases": "For autoimmune diseases like rheumatoid arthritis or lupus, focus on anti-inflammatory foods such as omega-3-rich fatty fish, nuts, seeds, fruits, and vegetables. Avoid processed foods.",
-        "Migraines": "For migraines, avoid triggers like caffeine, chocolate, and alcohol. Focus on regular, balanced meals with a good mix of protein, healthy fats, and complex carbs.",
-        "PCOS": "For PCOS, a low glycemic index diet with plenty of fiber, lean proteins, and healthy fats can help manage insulin resistance. Avoid sugary foods and refined carbs.",
-        "Chronic Fatigue Syndrome": "For chronic fatigue syndrome, focus on a nutrient-dense diet rich in fruits, vegetables, whole grains, and lean proteins. Avoid processed foods and excessive sugar.",
-        "Mental Health Conditions": "For mental health conditions like depression and anxiety, focus on a balanced diet rich in omega-3 fatty acids, B vitamins, and whole grains. Limit sugar and processed foods."
+        "Diabetes": "A low-carb diet is essential. Focus on fiber-rich vegetables, lean proteins, and healthy fats. Avoid sugary foods.",
+        "Celiac Disease": "Avoid gluten-containing foods like wheat, barley, and rye. Focus on gluten-free grains, fruits, vegetables, and lean proteins.",
+        "Hypertension": "Limit salt intake. Incorporate potassium-rich foods such as bananas, spinach, and potatoes. A heart-healthy diet with lean proteins is ideal.",
+        "Heart Disease": "Consume a heart-healthy diet rich in omega-3 fatty acids, vegetables, and whole grains. Limit saturated fats and processed foods.",
+        "Obesity": "Focus on a calorie-restricted diet, prioritizing vegetables, lean meats, and whole grains. Avoid sugary snacks and drinks.",
+        "Cholesterol Disorders": "Eat foods rich in fiber, such as oats, fruits, and vegetables. Limit saturated fats and trans fats.",
+        "IBS": "Incorporate fiber-rich foods like oats and vegetables. Avoid foods that cause bloating, such as beans, cabbage, and onions.",
+        "GERD": "Avoid acidic and spicy foods, caffeine, and alcohol. Focus on bland, easy-to-digest meals like rice, oatmeal, and non-citrus fruits.",
+        "Peptic Ulcers": "Avoid spicy, fatty, and acidic foods. Focus on bland foods like rice, oatmeal, and non-citrus fruits.",
+        "Gout": "Limit foods high in purines, such as red meat, shellfish, and alcohol. Focus on low-fat dairy, fruits, and vegetables.",
+        "Lactose Intolerance": "Avoid dairy products or choose lactose-free alternatives. Incorporate plant-based sources of calcium.",
+        "Kidney Disease": "Reduce sodium, potassium, and phosphorus intake. Focus on lean proteins and avoid processed foods.",
+        "Hypothyroidism": "Increase iodine-rich foods like seaweed, eggs, and dairy. Focus on vegetables and lean proteins.",
+        "Anemia": "Focus on iron-rich foods such as red meat, spinach, and beans. Pair with vitamin C-rich foods for better absorption.",
+        "Food Allergies": "Avoid allergenic foods like peanuts, tree nuts, dairy, eggs, shellfish, and others. Focus on a balanced, allergy-free diet.",
+        "Acid Reflux": "Avoid acidic and spicy foods. Incorporate alkaline foods like bananas, melons, and oatmeal.",
+        "Crohn's Disease": "Focus on low-fiber foods and avoid spicy, fatty, and acidic foods. Prioritize lean meats and easy-to-digest grains.",
+        "Osteoporosis": "Ensure adequate calcium and vitamin D intake through dairy or fortified alternatives. Incorporate weight-bearing exercises.",
+        "Autoimmune Diseases": "A diet rich in anti-inflammatory foods like leafy greens, berries, nuts, and fatty fish is ideal.",
+        "Migraines": "Avoid foods that trigger migraines, such as chocolate, caffeine, and aged cheeses. Focus on magnesium-rich foods.",
+        "PCOS": "Focus on a low-glycemic index diet with plenty of fruits, vegetables, and lean proteins. Limit processed sugars.",
+        "CFS": "A balanced diet with adequate calories and nutrients is essential. Focus on anti-inflammatory foods and avoid refined sugars.",
+        "Mental Health": "Focus on omega-3 fatty acids, whole grains, fruits, and vegetables. Avoid processed foods and sugar."
     }
-
-    return recommendations.get(condition, "Please consult a healthcare professional for personalized advice.")
+    return recommendations.get(condition, "No specific recommendations available.")
 
 # Main workflow
 def main():
@@ -123,26 +121,26 @@ def main():
             st.sidebar.success(bmi_message)
 
         # Dropdown for selecting medical condition(s)
-        st.sidebar.header("Do you have any of the following medical conditions?")
         medical_condition = st.sidebar.selectbox(
-            "Select a medical condition", [
-                "Diabetes", "Celiac Disease", "Hypertension", "Heart Disease", "Obesity", 
-                "Cholesterol Disorders", "Irritable Bowel Syndrome (IBS)", "GERD", "Peptic Ulcers",
-                "Gout", "Lactose Intolerance", "Kidney Disease", "Hypothyroidism", "Anemia",
-                "Food Allergies", "Acid Reflux", "Crohn's Disease", "Osteoporosis", "Autoimmune Diseases",
-                "Migraines", "PCOS", "Chronic Fatigue Syndrome", "Mental Health Conditions"
+            "Select any medical condition", [
+                "None", "Diabetes", "Celiac Disease", "Hypertension", "Heart Disease", "Obesity", 
+                "Cholesterol Disorders", "IBS", "GERD", "Peptic Ulcers", "Gout", "Lactose Intolerance", 
+                "Kidney Disease", "Hypothyroidism", "Anemia", "Food Allergies", "Acid Reflux", 
+                "Crohn's Disease", "Osteoporosis", "Autoimmune Diseases", "Migraines", "PCOS", 
+                "CFS", "Mental Health"
             ]
         )
 
-        # Get condition-based recommendations
-        condition_recommendation = medical_condition_recommendation(medical_condition)
-        st.sidebar.write(condition_recommendation)
+        if medical_condition != "None":
+            condition_recommendation = medical_condition_recommendation(medical_condition)
+            st.sidebar.write(condition_recommendation)
 
-        # Google Drive file URL
-        file_url = 'https://drive.google.com/uc?id=1BJFao3C6p8k3_KjLfmDo5KbNMrTs7MRo'  # Replace with actual file link
-        data = load_data(file_url)
+    # Google Drive file URL
+    file_url = 'https://drive.google.com/uc?id=1BJFao3C6p8k3_KjLfmDo5KbNMrTs7MRo'  # Replace with actual file link
+    data = load_data(file_url)
 
-        # Main menu generation section
+    # Main menu generation section (for Adults)
+    if category == "Adult":
         season = st.selectbox("Select the current season", ["Summer", "Winter"])
 
         outings = st.number_input("Enter the number of outings this week", min_value=0, max_value=14, value=0)