Update app.py

app.py

@@ -45,39 +45,60 @@ with gr.Blocks(title=title) as demo:
     gr.Markdown(description2)
     gr.Markdown("""---""")
     
-    input_block_left = gr.Column(
-        HighBP = gr.Radio(label="Do you have high Blood Pressure?", choices=["No", "Yes"], default="Yes", description="0 = no high BP, 1 = high BP"),
-        HighChol = gr.Radio(label="Do you have high Cholesterol?",  choices=["No", "Yes"], default="Yes", description="0 = no high cholesterol, 1 = high cholesterol"),
-        CholCheck = gr.Radio(label="Did you have a Cholesterol check in past 5 years?", choices=["No", "Yes"], default="Yes", description="No = not checked in 5 years, Yes = checked in 5 years"),
-        BMI = gr.Number(label="BMI", minimum=0, maximum=98, default=1),
-        Smoker = gr.Radio(label="Are you a smoker?", choices=["No", "Yes"], default="Yes", description="No = never smoked, Yes = smoked at least 100 cigarettes"),
-        Stroke = gr.Radio(label="Have you had a stroke?", choices=["No", "Yes"], default="Yes", description="No = never had a stroke, Yes = had a stroke"),
-        HeartDiseaseorAttack = gr.Radio(label="Do you have coronary heart disease or myocardial infarction?", choices=["No", "Yes"], default="Yes", description="No = no CHD/MI, Yes = CHD/MI"),
-        PhysActivity = gr.Radio(label="Physical Activity in the past 30 days?", choices=["No", "Yes"], default="Yes", description="No = no activity, Yes = active"),
-        Fruits = gr.Radio(label="Do you consume fruit 1 or more times per day?", choices=["No", "Yes"], default="Yes", description="No = less than daily, Yes = daily"),
-        Veggies = gr.Radio(label="Do you consume Vegetables 1 or more times per day?", choices=["No", "Yes"], default="Yes", description="No = less than daily, Yes = daily"),
-        HvyAlcoholConsump = gr.Radio(label="Do you drink often? (adult men having more than 14 drinks/week and adult women having more than 7 drinks/week)", choices=["No", "Yes"], default="Yes", description="No = not heavy drinker, Yes = heavy drinker"),
-        AnyHealthcare = gr.Radio(label="Do you have any kind of health care coverage? (e.g., health insurance, prepaid plans such as HMO)", choices=["No", "Yes"], default="Yes", description="No = no coverage, Yes = coverage"),
-        NoDocbcCost = gr.Radio(label="Was there a time in the past 12 months when you needed to see a doctor but could not because of cost?", choices=["No", "Yes"], default="Yes", description="No = no barrier, Yes = cost barrier")
-    )
+     with gr.Row():
+         with gr.Column():
+             HighBP = gr.Radio(label="Do you have high Blood Pressure?", choices=["No", "Yes"], default="Yes", description="0 = no high BP, 1 = high BP")
+        with gr.Column():
+            HighChol = gr.Radio(label="Do you have high Cholesterol?",  choices=["No", "Yes"], default="Yes", description="0 = no high cholesterol, 1 = high cholesterol")
+    with gr.Row():
+        with gr.Column():
+            CholCheck = gr.Radio(label="Did you have a Cholesterol check in past 5 years?", choices=["No", "Yes"], default="Yes", description="No = not checked in 5 years, Yes = checked in 5 years")
+        with gr.Column()
+            BMI = gr.Number(label="BMI", minimum=0, maximum=98, default=1)
+    with gr.Row():
+        with gr.Column():
+            Smoker = gr.Radio(label="Are you a smoker?", choices=["No", "Yes"], default="Yes", description="No = never smoked, Yes = smoked at least 100 cigarettes")
+    with gr.Row():
+        with gr.Column():
+            Stroke = gr.Radio(label="Have you had a stroke?", choices=["No", "Yes"], default="Yes", description="No = never had a stroke, Yes = had a stroke")
+        with gr.Column():
+        HeartDiseaseorAttack = gr.Radio(label="Do you have coronary heart disease or myocardial infarction?", choices=["No", "Yes"], default="Yes", description="No = no CHD/MI, Yes = CHD/MI")
+    with gr.Row():
+        with gr.Column():
+            PhysActivity = gr.Radio(label="Physical Activity in the past 30 days?", choices=["No", "Yes"], default="Yes", description="No = no activity, Yes = active")
+    with gr.Row():
+        with gr.Column():
+            Fruits = gr.Radio(label="Do you consume fruit 1 or more times per day?", choices=["No", "Yes"], default="Yes", description="No = less than daily, Yes = daily")
+        with gr.Column():
+            Veggies = gr.Radio(label="Do you consume Vegetables 1 or more times per day?", choices=["No", "Yes"], default="Yes", description="No = less than daily, Yes = daily")
+        with gr.Column():
+            HvyAlcoholConsump = gr.Radio(label="Do you drink often? (adult men having more than 14 drinks/week and adult women having more than 7 drinks/week)", choices=["No", "Yes"], default="Yes", description="No = not heavy drinker, Yes = heavy drinker")
+    with gr.Row():
+        with gr.Column():  
+            AnyHealthcare = gr.Radio(label="Do you have any kind of health care coverage? (e.g., health insurance, prepaid plans such as HMO)", choices=["No", "Yes"], default="Yes", description="No = no coverage, Yes = coverage")
+        with gr.Column():   
+            NoDocbcCost = gr.Radio(label="Was there a time in the past 12 months when you needed to see a doctor but could not because of cost?", choices=["No", "Yes"], default="Yes", description="No = no barrier, Yes = cost barrier")
     
-    input_block_right = gr.Column(
-        GenHlth = gr.Slider(label="In general, rank your health on a scale: 1(excellent)-5(poor)", minimum=1, maximum=5, default=1, step=1, description="1 = excellent, 5 = poor"),
-        MentHlth = gr.Number(label="Poor Mental Health in the Past 30 Days", minimum=0, maximum=30, default=1, description="Days not good out of last 30"),
-        PhysHlth = gr.Number(label="Poor Physical Health in the Past 30 Days", minimum=0, maximum=30, default=1, description="Days not good out of last 30"),
-        DiffWalk = gr.Radio(label="Do you have serious difficulty walking or climbing stairs?", choices=["No", "Yes"], default="Yes", description="No = no difficulty, Yes = difficulty"),
-        Sex = gr.Radio(label="Sex", choices=["Female", "Male"], default="Male", description="Female or Male"),
-        Age = gr.Number(label="Age", minimum=1, maximum=100, default=1),
-        Education = gr.Dropdown(label="Education Level", choices=["Never attended school", "Grades 1-8", "Grades 9-11", "Grade 12 or GED", "College 1-3 years", "College 4+ years"], default="Never attended school", description="Education level"),
+    with gr.Row():
+        GenHlth = gr.Slider(label="In general, rank your health on a scale: 1(excellent)-5(poor)", minimum=1, maximum=5, default=1, step=1, description="1 = excellent, 5 = poor")
+    with gr.Row():
+        MentHlth = gr.Number(label="Poor Mental Health in the Past 30 Days", minimum=0, maximum=30, default=1, description="Days not good out of last 30")
+    with gr.Row():
+        PhysHlth = gr.Number(label="Poor Physical Health in the Past 30 Days", minimum=0, maximum=30, default=1, description="Days not good out of last 30")
+    with gr.Row():
+        DiffWalk = gr.Radio(label="Do you have serious difficulty walking or climbing stairs?", choices=["No", "Yes"], default="Yes", description="No = no difficulty, Yes = difficulty")
+    with gr.Row():
+        Sex = gr.Radio(label="Sex", choices=["Female", "Male"], default="Male", description="Female or Male")
+    with gr.Row():
+        Age = gr.Number(label="Age", minimum=1, maximum=100, default=1)
+    with gr.Row():
+        Education = gr.Dropdown(label="Education Level", choices=["Never attended school", "Grades 1-8", "Grades 9-11", "Grade 12 or GED", "College 1-3 years", "College 4+ years"], default="Never attended school", description="Education level")
+    with gr.Row():
         Income = gr.Dropdown(label="Income Level", choices=["< $10,000", "$10,000 - $24,999", "$25,000 - $49,999", "$50,000 - $74,999", "$75,000 or more"], default="< $10,000", description="Income level")
-    )
-    
-    input_block = gr.Row([input_block_left, input_block_right])
-        
-    output_block = gr.Column(
-        gr.Label(label="Predicted Label"),
-        gr.Plot(label="SHAP Plot")
-    )
+
+    with gr.Column(visible=True) as output_col:
+        label = gr.Label(label = "Predicted Label")
+        local_plot = gr.Plot(label = 'Shap:')
 
     submit_btn = gr.Button("Analyze")