Adding footnote

app.py

@@ -10,18 +10,11 @@ from about import ASSAY_LIST, ASSAY_RENAME, ASSAY_EMOJIS, submissions_repo, API
 from submit import make_submission
 from about import ABOUT_TEXT, FAQS
     
-def get_leaderboard_table(df_results: pd.DataFrame, assay: str | None = None):
-    # ds = load_dataset(results_repo, split='train', download_mode="force_redownload")
-    # full_df = pd.DataFrame(ds)
-    # full_df['full results'] = full_df['result_filename'].apply(lambda x: make_boundary_clickable(x)).astype(str)
-
+def format_leaderboard_table(df_results: pd.DataFrame, assay: str | None = None):
+    # Previous things that were nice in the constellaration leaderboard:
+    # Having a submission time column, and a user column where the username is clickable (this is a pro for usability but con for anonymity)
     # full_df.rename(columns={'submission_time': 'submission time', 'problem_type': 'problem type'}, inplace=True)
-    # to_show = full_df.copy(deep=True)
-    # to_show = to_show[to_show['user'] != 'test']
-    # to_show = to_show[['submission time', 'problem type', 'user', 'score', 'full results']]
     # to_show['user'] = to_show['user'].apply(lambda x: make_user_clickable(x)).astype(str)
-    
-    # Previously hosted on HF hub, local for now (Can also pull directly from github backend)
     column_order = ["model", "property", "spearman", "spearman_cross_val"]
     df = df_results.query("assay.isin(@ASSAY_RENAME.keys())").copy()
     if assay is not None:
@@ -30,7 +23,7 @@ def get_leaderboard_table(df_results: pd.DataFrame, assay: str | None = None):
     return df.sort_values(by="spearman", ascending=False)
 
 def get_leaderboard_object(df_results: pd.DataFrame, assay: str | None = None):
-    df = get_leaderboard_table(df_results=df_results, assay=assay)
+    df = format_leaderboard_table(df_results=df_results, assay=assay)
     filter_columns = ["model"]
     if assay is None:
         filter_columns.append("property")
@@ -50,6 +43,7 @@ with gr.Blocks() as demo:
         ## Welcome to the Ginkgo Antibody Developability Benchmark!
         
         Participants can submit their model to the leaderboard by uploading a CSV file (see the "✉️ Submit" tab).
+        See more details in the "❔About" tab.
         """)
     df = fetch_hf_results()
     with gr.Tabs(elem_classes="tab-buttons"):
@@ -93,7 +87,8 @@ with gr.Blocks() as demo:
             )
             gr.Markdown(ABOUT_TEXT)
             for question, answer in FAQS.items():
-                gr.Accordion(question, answer)
+                with gr.Accordion(question):
+                    gr.Markdown(answer)
 
         with gr.TabItem("✉️ Submit", elem_id="boundary-benchmark-tab-table"):
             gr.Markdown(
@@ -138,7 +133,15 @@ with gr.Blocks() as demo:
                 inputs=[message],
                 outputs=[message],
             )
-
+    # Footnote
+    gr.Markdown(
+        """
+        <div style="text-align: center; font-size: 14px; color: gray; margin-top: 2em;">
+        📬 For questions or feedback, contact <a href="mailto:[email protected]">[email protected]</a> or visit the Community tab at the top of this page.
+        </div>
+        """,
+        elem_id="contact-footer"
+    )
 
 if __name__ == "__main__":
     demo.launch()