Update app.py

app.py

@@ -48,7 +48,7 @@ def load_model_and_data():
             cache_folder='/tmp/huggingface'
         )
 
-        # Load files from Hugging Face Hub with progress
+        # Load files from Hugging Face Hub
         with st.spinner("Loading movie data..."):
             csv_path = hf_hub_download(
                 repo_id=REPO_ID, 
@@ -112,24 +112,24 @@ if query:
         results = semantic_search(query)
 
     if not results.empty:
-    # Filter out movies without a release date
-    results = results[pd.notnull(results["release_date"])].reset_index(drop=True)
-
-    if results.empty:
-        st.warning("No results with valid release dates found.")
-    else:
-        st.subheader(f"🔝 Top {len(results)} similar movies:")
-
-        cols = st.columns(3)
-        for idx, (_, row) in enumerate(results.iterrows()):
-            with cols[idx % 3]:
-                st.image(
-                    row["poster_url"],
-                    width=200,
-                    caption=f"{row['title']} ({row['release_date'][:4]})"
-                )
-                with st.expander(f"Similarity: {row['similarity']:.2f}"):
-                    st.write(row['overview'])
+        # Remove entries without release dates
+        results = results[pd.notnull(results["release_date"])].reset_index(drop=True)
+
+        if results.empty:
+            st.warning("No results with valid release dates found.")
+        else:
+            st.subheader(f"🔝 Top {len(results)} similar movies:")
+
+            cols = st.columns(3)
+            for idx, (_, row) in enumerate(results.iterrows()):
+                with cols[idx % 3]:
+                    st.image(
+                        row["poster_url"],
+                        width=200,
+                        caption=f"{row['title']} ({row['release_date'][:4]})"
+                    )
+                    with st.expander(f"Similarity: {row['similarity']:.2f}"):
+                        st.write(row['overview'])
     else:
         st.warning("No results found. Try a different query.")