diff --git a/train.py b/train.py
index 92678f346..43b3a7873 100644
--- a/train.py
+++ b/train.py
@@ -23,7 +23,7 @@
 #################################
 
 # Fit a model on the train section
-regr = RandomForestRegressor(max_depth=5, random_state=seed)
+regr = RandomForestRegressor(max_depth=40, random_state=seed)
 regr.fit(X_train, y_train)
 
 # Report training set score