adjusting finish percentile to scale

global_func/predict_dupes.py

@@ -430,6 +430,15 @@ def predict_dupes(portfolio, maps_dict, site_var, type_var, Contest_Size, streng
     
     portfolio['Finish_percentile'] = portfolio['Finish_percentile'] + .005 + (.005 * (Contest_Size / 10000))
     portfolio['Finish_percentile'] = portfolio['Finish_percentile'] * percentile_multiplier * (portfolio['Own'] / (100 + (Contest_Size / 1000)))
+    
+    # Check if max Finish_percentile is greater than 50% and scale if needed
+    max_finish_percentile = portfolio['Finish_percentile'].max()
+    if max_finish_percentile > 0.50:
+        # Scale between 0.01% (0.0001) and 50% (0.50)
+        min_val = portfolio['Finish_percentile'].min()
+        max_val = portfolio['Finish_percentile'].max()
+        portfolio['Finish_percentile'] = 0.0001 + (portfolio['Finish_percentile'] - min_val) / (max_val - min_val) * (0.50 - 0.0001)
+    
     portfolio['Win%'] = portfolio['Win%'] * (1 - portfolio['Finish_percentile'])
     portfolio['Win%'] = portfolio['Win%'].clip(lower=0, upper=max_allowed_win)