Update app.py

app.py

@@ -13,47 +13,98 @@ loaded_model = pickle.load(open("db_xgb.pkl", 'rb'))
 explainer = shap.Explainer(loaded_model) # PLEASE DO NOT CHANGE THIS.
 
 # Define mapping functions
-def map_bool(value):
-    return 1 if value == 'Yes' else 0
-
-def map_HighBP(value):
-    return map_bool(value)
+def map_CholCheck(value):
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+Chol_Checked = 'Yes' 
+numeric_value = map_CholCheck(Chol_Checked)
+print(numeric_value)
 
 def map_HighChol(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+HighChol_Checked = 'Yes'  
+numeric_value = map_HighChol(HighChol_Checked)
+print(numeric_value)
 
-def map_CholCheck(value):
-    return map_bool(value)
+def map_DiffWalk(value):
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+DiffWalk_Checked = 'Yes' 
+numeric_value = map_DiffWalk(DiffWalk_Checked)
+print(numeric_value)
 
 def map_Smoker(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+Smoker_Checked = 'Yes' 
+numeric_value = map_Smoker(Smoker_Checked)
+print(numeric_value)
+
+def map_HvyAlcoholConsump(value):
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+HvyAlcoholConsump_Checked = 'Yes' 
+numeric_value = map_HvyAlcoholConsump(HvyAlcoholConsump_Checked)
+print(numeric_value)
 
 def map_Stroke(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+Stroke_Checked = 'Yes' 
+numeric_value = map_Stroke(Stroke_Checked)
+print(numeric_value)
+
+def map_HighBP(value):
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+HighBP_Checked = 'Yes' 
+numeric_value = map_HighBP(HighBP_Checked)
+print(numeric_value)
 
 def map_HeartDiseaseorAttack(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+HeartDiseaseorAttack_Checked = 'Yes' 
+numeric_value = map_HeartDiseaseorAttack(HeartDiseaseorAttack_Checked)
+print(numeric_value)
 
 def map_PhysActivity(value):
-    return map_bool(value)
-
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+PhysActivity_Checked = 'Yes' 
+numeric_value = map_PhysActivity(PhysActivity_Checked)
+print(numeric_value)
+    
 def map_Fruits(value):
-    return map_bool(value)
-
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+Fruits_Checked = 'Yes' 
+numeric_value = map_Fruits(Fruits_Checked)
+print(numeric_value)
+    
 def map_Veggies(value):
-    return map_bool(value)
-
-def map_HvyAlcoholConsump(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+Veggies_Checked = 'Yes' 
+numeric_value = map_Veggies(Veggies_Checked)
+print(numeric_value)
 
 def map_AnyHealthcare(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+AnyHealthcare_Checked = 'Yes' 
+numeric_value = map_AnyHealthcare(AnyHealthcare_Checked)
+print(numeric_value)
 
 def map_NoDocbcCost(value):
-    return map_bool(value)
+    mapping = {'No': 0, 'Yes': 1}
+    return mapping[value]
+map_NoDocbcCost_Checked = 'Yes' 
+numeric_value = map_NoDocbcCost(map_NoDocbcCost_Checked)
+print(numeric_value)
+
 
-def map_DiffWalk(value):
-    return map_bool(value)
 
 # Create the main function for server
 def main_func(HighBP, HighChol, CholCheck, BMI, Smoker, Stroke, HeartDiseaseorAttack, PhysActivity, Fruits, Veggies, HvyAlcoholConsump, AnyHealthcare, NoDocbcCost, GenHlth, MentHlth, PhysHlth, DiffWalk, Sex, Age, Education, Income):