Update app.py

app.py

@@ -1171,7 +1171,34 @@ def perform_logistic_regression(start_year, start_month, end_year, end_month, re
         return result
     except Exception as e:
         return f"Error performing logistic regression: {str(e)}"
-
+def get_typhoons_for_year(year):
+    if not year or ibtracs is None:
+        return []
+    
+    try:
+        year = int(year)
+        if year not in ibtracs.data:
+            return []
+            
+        season = ibtracs.get_season(year)
+        storm_summary = season.summary()
+        
+        typhoon_options = []
+        for i in range(storm_summary['season_storms']):
+            try:
+                storm_id = storm_summary['id'][i]
+                storm_name = storm_summary['name'][i]
+                # Use storm name as the display name, but return the ID as the value
+                display_name = f"{storm_name} ({storm_id})"
+                typhoon_options.append((display_name, storm_id))
+            except Exception as e:
+                print(f"Error retrieving typhoon info: {e}")
+                continue
+        
+        return typhoon_options
+    except Exception as e:
+        print(f"Error getting typhoons for year {year}: {e}")
+        return []
 # Define Gradio interface
 def create_interface():
     # Initialize data first