update demo

pages/regression.py

@@ -5,17 +5,21 @@ from pathlib import Path
 path_root = Path(Path.cwd())
 
 from pycaret.datasets import get_data
-data = get_data('insurance')
-s = setup(data, target = 'charges')
-best = compare_models()
-evaluate_model(best)
 
+
+st.markdown("# Regression❄️")
 with st.sidebar:
     st.sidebar.markdown("# Regression Feature ❄️")
     evaluation_option = st.selectbox("evaluation", ["residuals", "error", "cooks", "rfe", "learning", "vc", "manifold", "feature", "feature_all", "residuals_interactive", "parameter", "tree"])
 
-st.markdown("# Regression❄️")
+data = get_data('insurance')
+s = setup(data, target = 'charges')
+st.markdown("## Compare model")
+best = compare_models()
+df_metric = pull()
+st.dataframe(df_metric)
 st.markdown("## Evaluation")
+evaluate_model(best)
 image_options = {"error": "Prediction Error.png", 
                  "residuals": "Residuals.png",
                  "cooks": "unknow",