Final submission changes

app.py

@@ -11,7 +11,7 @@ load_dotenv()  # Load environment variables from .env file (before imports)
 from about import ABOUT_INTRO, ABOUT_TEXT, FAQS, SUBMIT_INSTRUCTIONS, WEBSITE_HEADER
 from constants import (
     ASSAY_RENAME,  # noqa: F401
-    FIRST_DEADLINE,
+    SECOND_DEADLINE,
     SEQUENCES_FILE_DICT,
     LEADERBOARD_DISPLAY_COLUMNS,
     ABOUT_TAB_NAME,
@@ -48,16 +48,9 @@ def format_leaderboard_table(df_results: pd.DataFrame, assay: str | None = None)
         df.loc[
             (df["dataset"] == "Heldout Test Set")
             & (df[metric] == "nan")
-            & (df["submission_time"] <= FIRST_DEADLINE),
+            & (df["submission_time"] <= SECOND_DEADLINE),
             metric,
         ] = "Error: All predictions have a constant value"
-        # After the first deadline: Evaluated at competition close
-        df.loc[
-            (df["dataset"] == "Heldout Test Set")
-            & (df[metric] == "nan")
-            & (df["submission_time"] > FIRST_DEADLINE),
-            metric,
-        ] = "N/A, evaluated at competition close"
 
     # Finally, rename columns for readability
     df = df.rename(columns=LEADERBOARD_COLUMNS_RENAME)

constants.py

@@ -105,3 +105,4 @@ def LEADERBOARD_COLUMNS_RENAME_LIST(columns: list[str]) -> list[str]:
 
 # First deadline: 2025-10-14 23:59:59 EST
 FIRST_DEADLINE = pd.to_datetime("2025-10-14 23:59:59").tz_localize("US/Eastern")
+SECOND_DEADLINE = pd.to_datetime("2025-11-18 23:59:59").tz_localize("US/Eastern")