add date instead of source

Signed-off-by: Yotam-Perlitz <y.perlitz@ibm.com>

app.py

@@ -422,7 +422,7 @@ z_scores["corr_with_agg"] = z_scores["corr_with_agg"].round(2)
 z_scores["p_value_of_corr_with_agg"] = z_scores["p_value_of_corr_with_agg"].round(2)
 # z_scores["n_models_of_corr_with_agg"] = z_scores["n_models_of_corr_with_agg"].round(1)
 
-z_scores["source"] = z_scores["source"].apply(lambda x: x.split(".csv")[0])
+z_scores["date"] = z_scores["source"].apply(lambda x: x.split(".csv")[0].split("_")[-1])
 
 # print(z_scores["scenario"].unique().tolist())
 
@@ -437,6 +437,7 @@ data = (
             "p_value_of_corr_with_agg": "p-value of Corr.",
             # "n_models_of_corr_with_agg": "# Models Used",
             "source": "Source",
+            "date": "Snapshot Date",
         }
     )
     .sort_values("Z Score", ascending=False)
@@ -469,10 +470,17 @@ styled_data = (
     .format(subset=["Z Score", corr_name, "p-value of Corr."], formatter="{:.2}")
 )
 
-print(data["Benchmark"].unique().tolist())
+# print(data["Benchmark"].unique().tolist())
 
 st.dataframe(
     data=styled_data,
+    column_order=[
+        "Benchmark",
+        "Z Score",
+        corr_name,
+        "p-value of Corr.",
+        "Snapshot Date",
+    ],
     hide_index=True,
     use_container_width=True,
     height=500,