Update app.py

app.py

@@ -127,15 +127,33 @@ pd.DataFrame(interaction_values[0].round(2)).head(60)
 
 #INTERFACE
 
-OverallQual = st.slider("Overall Quality", 1, 5)
+data = {}
+for label in X_test.columns:
+    data[label] = 0
+
+data["OverallQual"] = st.slider("Overall Quality", 1, 5)
+data["GrLivArea"] = st.slider("Above ground Living Area (sqft):", 0, 5000)
+data["YearBuilt"] = st.number_input("Year Built: ", value=2000, min_value=1800, max_value=2023)
+data["TotalBsmtSF"] = st.number_input("Total Basement Square Footage:", value=0, min_value=0)
+data["BsmtFinSF1"] = st.number_input("Square Footage of Type 1 Basement (same as total if one type):", value=0, min_value=0)
+data["YearRemodAdd"] = st.number_input("Year of Remodeling/Additions (same as year built if no remodeling)", value = 2000, min_value= 1800,max_value=2023)
+data["LotArea"] = st.slider("Lot Area:", 0, 5000)
+data["OverallCond"] = st.slider("Overall Condition of the House (5 being the best):", 1, 5)
+data["1stFlrSF"] = st.number_input("First Floor Square Footage:", min_value=0,value=0)
+data["GarageCars"] = st.slider_input("Number of Cars the Garage Can Hold:", 0, 10)
+data["2ndFlrSF"] = st.number_input("Second Floor Square Footage:", value=0, min_value=0)
+data["Fireplaces"] = st.slider("Number of Fireplaces:", 0, 10)
+data["Neighborhood"] = st.slider("Neighborhood:", 0, 24)
+data["GarageArea"] = st.number_input("Garage Area (sqft):", value= 0, min_value=0)
+data["BsmtFullBath"] = st.slider("Number of Full Bathrooms in the Basement:", 0, 5)
+data["FullBath"] = st.slider("Number of Full Bathroooms Above Ground:", 0, 5)
+data["HalfBath"] = st.slider("Number of Half Bathrooms Above Ground (no shower):", 0, 5)
+data["KitchenQual"] = st.slider("Quality of the Kitchen", 1, 5)
+data["OpenPorchSF"] = st.number_input("Open Porch Square Footage:", value=0, min_value=0)
+data["MoSold"] = st.slider("Month Sold:", 1,12)
+
+if st.button("Calculate"):
+    results = make_a_prediction(model,data)
+    print(results)
+
 
-data = {
-    "OverallQual": OverallQual
-    }
-if(OverallQual > 3):
-    out = "Nice House"
-elif(OverallQual > 1):
-    out = "Not the Worst"
-else:
-    out = "Really Bad"
-st.json(out)