Add long to wide df

docs/pages/Benchmarks.py

@@ -36,8 +36,6 @@ def compare_datasets():
         comparison["Dataset"] = dataset.label
         comparison_combined = pd.concat([comparison_combined, comparison])
 
-    comparison_combined.to_csv("comparisons.csv", index=False)
-
     return comparison_combined
 
 
@@ -94,3 +92,16 @@ def compare_datasets():
 )
 
 st.dataframe(ecps_df, use_container_width=True)
+
+st.subheader("Relative errors by dataset")
+
+st.write(
+    "The table below shows the relative error for each target in each dataset, and the change after moving the ECPS."
+)
+
+long_to_wide = df.pivot(index="Target", columns="Dataset", values="Abs. Error %").reset_index()
+long_to_wide["CPS to ECPS change"] = long_to_wide["Enhanced CPS 2024"] - long_to_wide["CPS 2024 (2022-based)"]
+long_to_wide["PUF to ECPS change"] = long_to_wide["Enhanced CPS 2024"] - long_to_wide["PUF 2024 (2022-based)"]
+long_to_wide.sort_values("cps_to_ecps_change", ascending=False)
+
+st.dataframe(long_to_wide, use_container_width=True)