Update app.py
Browse files
app.py
CHANGED
|
@@ -15,13 +15,13 @@ loaded_model = pickle.load(open("cdc_diabetes_health_indicators.pkl", 'rb'))
|
|
| 15 |
explainer = shap.Explainer(loaded_model) # PLEASE DO NOT CHANGE THIS.
|
| 16 |
|
| 17 |
# Create the main function for server
|
| 18 |
-
def main_func(HighBP, HighChol, CholCheck, BMI, Smoker, Stroke, HeartDiseaseorAttack, PhysActivity, Fruits, Veggies, HvyAlcoholConsump, AnyHealthcare, NoDocbcCost, GenHlth, MentHlth,
|
| 19 |
new_row = pd.DataFrame.from_dict({
|
| 20 |
'HighBP':HighBP,'HighChol':HighChol,'CholCheck':CholCheck,
|
| 21 |
'BMI':BMI, 'Smoker':Smoker,'Stroke':Stroke,'HeartDiseaseorAttack':HeartDiseaseorAttack,
|
| 22 |
'PhysActivity':PhysActivity,'Fruits':Fruits,'Veggies':Veggies,'HvyAlcoholConsump':HvyAlcoholConsump,
|
| 23 |
'AnyHealthcare':AnyHealthcare, 'NoDocbcCost':NoDocbcCost, 'GenHlth':GenHlth, 'MenHlth': MenHlth,
|
| 24 |
-
'
|
| 25 |
orient = 'index').transpose()
|
| 26 |
|
| 27 |
prob = loaded_model.predict_proba(new_row)
|
|
@@ -83,7 +83,7 @@ with gr.Blocks(title=title) as demo:
|
|
| 83 |
|
| 84 |
submit_btn.click(
|
| 85 |
main_func,
|
| 86 |
-
[HighBP, HighChol, CholCheck, BMI, Smoker, Stroke, HeartDiseaseorAttack, PhysActivity, Fruits, Veggies, HvyAlcoholConsump, AnyHealthcare, NoDocbcCost, GenHlth, MentHlth,
|
| 87 |
[label,local_plot], api_name="Diabetes_Predictor"
|
| 88 |
)
|
| 89 |
|
|
|
|
| 15 |
explainer = shap.Explainer(loaded_model) # PLEASE DO NOT CHANGE THIS.
|
| 16 |
|
| 17 |
# Create the main function for server
|
| 18 |
+
def main_func(HighBP, HighChol, CholCheck, BMI, Smoker, Stroke, HeartDiseaseorAttack, PhysActivity, Fruits, Veggies, HvyAlcoholConsump, AnyHealthcare, NoDocbcCost, GenHlth, MentHlth, PhysHlth, DiffWalk, Sex, Age, Education, Income):
|
| 19 |
new_row = pd.DataFrame.from_dict({
|
| 20 |
'HighBP':HighBP,'HighChol':HighChol,'CholCheck':CholCheck,
|
| 21 |
'BMI':BMI, 'Smoker':Smoker,'Stroke':Stroke,'HeartDiseaseorAttack':HeartDiseaseorAttack,
|
| 22 |
'PhysActivity':PhysActivity,'Fruits':Fruits,'Veggies':Veggies,'HvyAlcoholConsump':HvyAlcoholConsump,
|
| 23 |
'AnyHealthcare':AnyHealthcare, 'NoDocbcCost':NoDocbcCost, 'GenHlth':GenHlth, 'MenHlth': MenHlth,
|
| 24 |
+
'PhysHlth':PhysHealth, 'DiffWalk':DiffWalk, 'Sex':Sex, 'Age':Age, 'Education':Education, 'Income':Income},
|
| 25 |
orient = 'index').transpose()
|
| 26 |
|
| 27 |
prob = loaded_model.predict_proba(new_row)
|
|
|
|
| 83 |
|
| 84 |
submit_btn.click(
|
| 85 |
main_func,
|
| 86 |
+
[HighBP, HighChol, CholCheck, BMI, Smoker, Stroke, HeartDiseaseorAttack, PhysActivity, Fruits, Veggies, HvyAlcoholConsump, AnyHealthcare, NoDocbcCost, GenHlth, MentHlth, PhysHlth, DiffWalk, Sex, Age, Education, Income],
|
| 87 |
[label,local_plot], api_name="Diabetes_Predictor"
|
| 88 |
)
|
| 89 |
|