Update app.py

app.py

@@ -8,13 +8,21 @@ with open('asthma_disease_model.pkl', 'rb') as file:
 
 # Define the prediction function
 def predict_heart_disease(Age, Gender, BMI, Smoking, PhysicalActivity, DietQuality, SleepQuality, PollutionExposure, PollenExposure, DustExposure, PetAllergy, FamilyHistoryAsthma, HistoryOfAllergies, Eczema, HayFever, GastroesophagealReflux, Wheezing, ShortnessOfBreath, ChestTightness, Coughing, NighttimeSymptoms, ExerciseInduced):
-    male = 1 if male == "Male" else 0
-    currentSmoker = 1 if currentSmoker == "Yes" else 0
-    BPMeds = 1 if BPMeds == "Yes" else 0
-    prevalentStroke = 1 if prevalentStroke == "Yes" else 0
-    prevalentHyp = 1 if prevalentHyp == "Yes" else 0
-    diabetes = 1 if diabetes == "Yes" else 0
-    input_data = np.array([[male, age, currentSmoker, cigsPerDay, BPMeds, prevalentStroke, prevalentHyp, diabetes, BMI]])
+    Gender = 0 if Gender == "Male" else 1
+    Smoking = 1 if Smoking else 0
+    PetAllergy = 1 if PetAllergy else 0
+    FamilyHistoryAsthma = 1 if FamilyHistoryAsthma else 0
+    HistoryOfAllergies = 1 if HistoryOfAllergies else 0
+    Eczema = 1 if Eczema else 0
+    HayFever = 1 if HayFever else 0
+    GastroesophagealReflux = 1 if GastroesophagealReflux else 0
+    Wheezing = 1 if Wheezing else 0
+    ShortnessOfBreath = 1 if ShortnessOfBreath else 0
+    ChestTightness = 1 if ChestTightness else 0
+    Coughing = 1 if Coughing else 0
+    NighttimeSymptoms = 1 if NighttimeSymptoms else 0
+    ExerciseInduced = 1 if ExerciseInduced else 0
+    input_data = np.array([[Age, Gender, BMI, Smoking, PhysicalActivity, DietQuality, SleepQuality, PollutionExposure, PollenExposure, DustExposure, PetAllergy, FamilyHistoryAsthma, HistoryOfAllergies, Eczema, HayFever, GastroesophagealReflux, Wheezing, ShortnessOfBreath, ChestTightness, Coughing, NighttimeSymptoms, ExerciseInduced]])
     prediction = model.predict(input_data)
     return 'Heart Disease' if prediction[0] == 1 else 'No Heart Disease'
 
@@ -23,18 +31,18 @@ inputs = [
     gr.Number(label="Age"),
     gr.Radio(choices=["Male","Female"], label="Sex")
     gr.Number(value=float, label="What is your BMI?"),
-    gr.Radio(chpices=["Yes","No"], label="Do you smoke?"),
-    gr.Slider(label="Rate your physical activeness", minimum=0, maximum=10, step=0.1),
+    gr.Checkbox(label="Do you smoke?"),
+    gr.Slider(label="Rate your physical activeness", minimum=0, maximum=10, step=1),
     gr.Slider(label="Rate your diet quality", minimum=0, maximum=10, step=1),
     gr.Slider(label="Rate your sleep quality", minimum=4, maximum=10, step=1),
     gr.Slider(label="Rate your pollution exposure", minimum=0, maximum=10, step=1),
     gr.Slider(label="Rate your pollen exposure", minimum=0, maximum=10, step=1),
     gr.Slider(label="Rate your dust exposure", minimum=0, maximum=10, step=1),
-    gr.Checkbox(label="Pet Allergy"),
-    gr.Checkbox(label="Family History of Asthma"),
+    gr.Checkbox(label="Do you have Pet Allergy?"),
+    gr.Checkbox(label="Does your family have a history of Asthma"),
     gr.Checkbox(label="Do you have history of allergies?"),
-    gr.Checkbox(label="Eczema"),
-    gr.Checkbox(label="Hay fever"),
+    gr.Checkbox(label="Do you have Eczema"),
+    gr.Checkbox(label="Do you have Hay fever"),
     gr.Checkbox(label="Do you have Gastroesophageal Reflux?"),
     gr.Checkbox(label="Do you wheeze?"),
     gr.Checkbox(label="Do you feel shortness of breath?"),