fifa19_streamlit

app.py

@@ -16,18 +16,20 @@ st.set_page_config(
 @st.cache_resource
 def load_data():
     try:
-        # Load DataFrames from CSV
-        df3 = pd.read_csv('newdf3.csv', index_col=0)
-        predictors_scaled = pd.read_csv('predictorsscale.csv', index_col=0)
-        predictors_df = pd.read_csv('newpredictors.csv', index_col=0)
-        train_predictors_val = pd.read_csv('train_predictors_val.csv', index_col=0)
-        fifa = pd.read_csv('newfifa.csv', index_col=0)
-        df3scaled = pd.read_csv('df3scaled.csv', index_col=0)
-        
-        # Only the model needs to stay as pickle
+        with open('newdf3.pkl', 'rb') as f:
+            df3 = pickle.load(f)
+        with open('predictorsscale.pkl', 'rb') as f:
+            predictors_scaled = pickle.load(f)
+        with open('newpredictors.pkl', 'rb') as f:
+            predictors_df = pickle.load(f)
+        with open('train_predictors_val.pkl', 'rb') as f:
+            train_predictors_val = pickle.load(f)
+        with open('newfifa.pkl', 'rb') as f:
+            fifa = pickle.load(f)
+        with open('df3scaled.pkl', 'rb') as f:
+            df3scaled = pickle.load(f)
         with open('finalxbrmodel.pkl', 'rb') as f:
             xbr = pickle.load(f)
-            
         return df3, predictors_scaled, predictors_df, train_predictors_val, fifa, df3scaled, xbr
     except Exception as e:
         st.error(f"Error loading data: {str(e)}")