Update app.py

app.py

@@ -8,6 +8,73 @@ with open('./trained_model.pkl', 'rb') as file:
 
 new_pred = st.text_area('Enter text')
 
+# 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
+}
+
+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
+}
+
+# Create sliders for each item in the dictionaries
+bedrooms = st.slider('Bedrooms', min_value=min_dict['bedrooms'], max_value=max_dict['bedrooms'], value=min_dict['bedrooms'])
+bathrooms = st.slider('Bathrooms', min_value=min_dict['bathrooms'], max_value=max_dict['bathrooms'], value=min_dict['bathrooms'])
+sqft_living = st.slider('Square Feet (Living)', min_value=min_dict['sqft_living'], max_value=max_dict['sqft_living'], value=min_dict['sqft_living'])
+sqft_lot = st.slider('Square Feet (Lot)', min_value=min_dict['sqft_lot'], max_value=max_dict['sqft_lot'], value=min_dict['sqft_lot'])
+floors = st.slider('Floors', min_value=min_dict['floors'], max_value=max_dict['floors'], value=min_dict['floors'])
+waterfront = st.slider('Waterfront', min_value=min_dict['waterfront'], max_value=max_dict['waterfront'], value=min_dict['waterfront'])
+view = st.slider('View', min_value=min_dict['view'], max_value=max_dict['view'], value=min_dict['view'])
+condition = st.slider('Condition', min_value=min_dict['condition'], max_value=max_dict['condition'], value=min_dict['condition'])
+sqft_above = st.slider('Square Feet (Above)', min_value=min_dict['sqft_above'], max_value=max_dict['sqft_above'], value=min_dict['sqft_above'])
+sqft_basement = st.slider('Square Feet (Basement)', min_value=min_dict['sqft_basement'], max_value=max_dict['sqft_basement'], value=min_dict['sqft_basement'])
+yr_built = st.slider('Year Built', min_value=min_dict['yr_built'], max_value=max_dict['yr_built'], value=min_dict['yr_built'])
+yr_renovated = st.slider('Year Renovated', min_value=min_dict['yr_renovated'], max_value=max_dict['yr_renovated'], value=min_dict['yr_renovated'])
+house_age = st.slider('House Age', min_value=min_dict['house_age'], max_value=max_dict['house_age'], value=min_dict['house_age'])
+years_since_renovation = st.slider('Years Since Renovation', min_value=min_dict['years_since_renovation'], max_value=max_dict['years_since_renovation'], value=min_dict['years_since_renovation'])
+
+# Display the selected values (optional)
+st.write(f"Selected Bedrooms: {bedrooms}")
+st.write(f"Selected Bathrooms: {bathrooms}")
+st.write(f"Selected Sqft Living: {sqft_living}")
+st.write(f"Selected Sqft Lot: {sqft_lot}")
+st.write(f"Selected Floors: {floors}")
+st.write(f"Selected Waterfront: {waterfront}")
+st.write(f"Selected View: {view}")
+st.write(f"Selected Condition: {condition}")
+st.write(f"Selected Sqft Above: {sqft_above}")
+st.write(f"Selected Sqft Basement: {sqft_basement}")
+st.write(f"Selected Year Built: {yr_built}")
+st.write(f"Selected Year Renovated: {yr_renovated}")
+st.write(f"Selected House Age: {house_age}")
+st.write(f"Selected Years Since Renovation: {years_since_renovation}")
+
 if new_pred:
     new_pred = init_new_pred()
     new_pred['bedrooms'] = 5