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app.py

@@ -56,7 +56,7 @@ def sales_batch_predict():
 
 #convert the categorical to dummies
   categorical_columns_for_dummies = ['Product_Sugar_Content','Product_Type','Store_Size','Store_Location_City_Type','Store_Type']
-  input_df_dummies = pd.get_dummies(input_data, columns=categorical_columns_for_dummies, drop_first=False)
+  input_df_dummies = pd.get_dummies(input_data, columns=categorical_columns_for_dummies, drop_first=True)
   input_df_aligned =input_df_dummies.reindex(columns=X_train.columns, fill_value=0)
 
 #predict