Update app.py

app.py

@@ -9,7 +9,7 @@ import pandas as pd
 
 
 @st.experimental_memo
-def load_data():
+def load_data(selected_columns):
     dataset = load_dataset("ttd22/house-price", streaming = True)
     df = pd.DataFrame.from_dict(dataset["train"])
     df = df.drop('Id', axis=1)
@@ -33,7 +33,7 @@ selected_columns = ['OverallQual', 'GrLivArea', 'TotalBsmtSF', 'YearBuilt', 'Bsm
 X,y = load_data(selected_columns)
 model = load_model(X, y)
 
-def UI(X):
+def buil_UI(X):
     [OverallQual, GrLivArea, TotalBsmtSF, YearBuilt, BsmtFinSF1,
     GarageCars, OverallCond, LotArea, YearRemodAdd, FirstFlrSF,
     Fireplaces, GarageArea,OpenPorchSF, SecondFlrSF,
@@ -42,6 +42,9 @@ def UI(X):
     GarageCars, OverallCond, LotArea, YearRemodAdd, FirstFlrSF,
     Fireplaces, GarageArea,OpenPorchSF, SecondFlrSF,
     TotRmsAbvGrd, FullBath, HalfBath, MSSubClass, BedroomAbvGr, KitchenAbvGr]
+    descriptions = ['What is Above grade (ground) living area square feet?',
+    'What is Total square feet of basement area?',
+    'What is Original construction date?','What is Type 1 finished square feet?','What is Size of garage in car capacity?','What is Overall condition rating?','What is Lot size in square feet?','What is Remodel date?','What is First Floor square feet?','What is Number of fireplaces?','What is Size of garage in square feet?','What is Open porch area in square feet?','What is Second floor square feet?','What is Total rooms above grade (does not include bathrooms)?','What is Full bathrooms above grade?','What is Half baths above grade?','What is The building class?','What is  Number of bedrooms above basement level?','What is Number of kitchens?']
     # Get minimum and maximum values of selected columns
     min_values = X.min()
     max_values = X.max()
@@ -52,10 +55,10 @@ def UI(X):
         min_val =  min_values[col]
         max_val = max_values[col]
         dtype = data_types[col]
-        features[i] = st.sidebar.slider(min_value = min_val, max_value=max_val)
+        features[i] = st.sidebar.slider(descriptions[i],min_value = min_val, max_value=max_val)
         i +=1
 
-
+buil_UI(X)
 
 # MSSubClass = st.sidebar.slider("What is the building class?", min_value = 20, max_value=190)
 # OverallQual = st.sidebar.slider("What is the Overall material and finish quality?", min_value = 1, max_value=10)