update icon; fix unit

serve/ranks/homonuclear-diatomics.py

@@ -116,6 +116,19 @@ s = (
         cmap="Blues",
         subset=["Rank", "Rank aggr."],
     )
+    .format(
+        "{:.4f}", 
+        subset=[
+            "Conservation deviation [eV/Å]",
+            "Spearman's coeff. (Energy - repulsion)",
+            "Spearman's coeff. (Force - descending)",
+            "Tortuosity",
+            "Energy jump [eV]",
+            "Force flips",
+            "Spearman's coeff. (Energy - attraction)",
+            "Spearman's coeff. (Force - ascending)",
+        ]
+    )
 )
 
 
@@ -124,7 +137,7 @@ def render():
         s,
         use_container_width=True,
     )
-    with st.expander(":material/info: Explanation"):
+    with st.expander("Explanation", icon=":material/info:"):
         st.caption(
             """
             - **Conservation deviation**: The average deviation of force from negative energy gradient along the diatomic curves. 

serve/ranks/thermal-conductivity.py

@@ -11,33 +11,33 @@ table = pd.read_csv(DATA_DIR / "wte.csv")
 table.rename(
     columns={
         "method": "Model",
-        "srme": "SRME [1/Å]",
+        "srme": "SRME",
     },
     inplace=True,
 )
 
 table.set_index("Model", inplace=True)
 
-table.sort_values(["SRME [1/Å]"], ascending=True, inplace=True)
+table.sort_values(["SRME"], ascending=True, inplace=True)
 
-table["Rank"] = table["SRME [1/Å]"].rank(method='min').astype(int)
+table["Rank"] = table["SRME"].rank(method='min').astype(int)
 
 table = table.reindex(
     columns=[
         "Rank",
-        "SRME [1/Å]",
+        "SRME",
     ]
 )
 
 s = (
     table.style.background_gradient(
-        cmap="Reds", subset=["SRME [1/Å]"]
+        cmap="Reds", subset=["SRME"]
     )
     .background_gradient(
         cmap="Blues",
         subset=["Rank"],
     )
-    .format("{:.3f}", subset=["SRME [1/Å]"])
+    .format("{:.3f}", subset=["SRME"])
 )
 
 
@@ -48,7 +48,7 @@ def render():
         use_container_width=True
     )
 
-    with st.expander(":material/info: Explanation"):
+    with st.expander("Explanation", icon=":material/info:"):
         st.caption(
             """
             - **SRME**: symmetric relative mean error of single-phonon conductivity:

serve/tasks/thermal-conductivity.py

@@ -26,21 +26,23 @@ table = pd.read_csv(DATA_DIR / "wte.csv")
 table.rename(
     columns={
         "method": "Model",
-        "srme": "SRME [1/Å]",
+        "srme": "SRME",
     },
     inplace=True,
 )
 
 table.set_index("Model", inplace=True)
 
-table.sort_values(["SRME [1/Å]"], ascending=True, inplace=True)
+table.sort_values(["SRME"], ascending=True, inplace=True)
 
-s = table.style.background_gradient(
-    cmap="Reds", subset=["SRME [1/Å]"]
+s = (
+    table.style.background_gradient(
+        cmap="Reds", subset=["SRME"]
+    )
+    .format("{:.3f}", subset=["SRME"])
 )
 
 st.dataframe(
     s,
     use_container_width=True,
-    column_config={"SRME [1/Å]": {"format": "{:.3f}"}}
 )