Update app.py

app.py

@@ -6,50 +6,21 @@ from utils import create_new_features, normalize, init_new_pred
 with open('./trained_model.pkl', 'rb') as file:
     model = pickle.load(file)
 
-# Define min and max values from the dictionaries
-min_dict = {
-    'bedrooms': 0,
-    'bathrooms': 0,
-    'sqft_living': 370,
-    'sqft_lot': 638,
-    'floors': 1,
-    'waterfront': 0,
-    'view': 0,
-    'condition': 1,
-    'sqft_above': 370,
-    'sqft_basement': 0,
-    'yr_built': 1900,
-    'yr_renovated': 0,
-    'house_age': 0,
-    'years_since_renovation': 0
-}
+with open("./min_dict.json", "r") as f:
+    min_dict = json.load(f)
 
-max_dict = {
-    'bedrooms': 9,
-    'bathrooms': 8,
-    'sqft_living': 13540,
-    'sqft_lot': 1074218,
-    'floors': 3,
-    'waterfront': 1,
-    'view': 4,
-    'condition': 5,
-    'sqft_above': 9410,
-    'sqft_basement': 4820,
-    'yr_built': 2014,
-    'yr_renovated': 2014,
-    'house_age': 114,
-    'years_since_renovation': 2014
-}
+with open("./max_dict.json", "r") as f:
+    max_dict = json.load(f)
 
 st.set_page_config(layout="wide")
 
 # Create two columns: one for the city and one for the map
 col1, col2 = st.columns([1, 2])  # Adjust the width ratios as needed
 
-# Display city dropdown in the first column
 with col1:
     st.subheader('Features')
     
+    # Display city dropdown in the first column
     city = st.selectbox(
         'Select City', 
         ['Algona', 'Auburn', 'Beaux Arts Village', 'Bellevue',
@@ -101,12 +72,8 @@ with col1:
 
 # Display the map in the second column
 with col2:
-    # st.subheader('Map')
     # Placeholder for displaying the predicted price at the top
     price_placeholder = st.empty()
-
-    # Display the predicted price at the top of the app
-    # price_placeholder.write(f"Predicted Price: ${predicted_price[0][0]:,.2f}")
     price_placeholder.markdown(
         f"<h1 style='font-size: 24px;'>Predicted Price: ${predicted_price[0][0]:,.2f}</h1>",
         unsafe_allow_html=True
@@ -332,6 +299,4 @@ with col2:
             'longitude': [-122.2218]
         })
 
-    st.map(map_data, zoom=11)
-    
-
+    st.map(map_data, zoom=11)