diff --git a/tf_agents/bandits/environments/movielens_py_environment.py b/tf_agents/bandits/environments/movielens_py_environment.py
index c66fd1547..9b6a81539 100644
--- a/tf_agents/bandits/environments/movielens_py_environment.py
+++ b/tf_agents/bandits/environments/movielens_py_environment.py
@@ -73,7 +73,7 @@ def __init__(
     )
     # Keep only the first items.
     self._data_matrix = self._data_matrix[:, :num_movies]
-    # Filter the users with no iterm rated.
+    # Filter the users with no item rated.
     nonzero_users = list(np.nonzero(np.sum(self._data_matrix, axis=1) > 0.0)[0])
     self._data_matrix = self._data_matrix[nonzero_users, :]
     self._effective_num_users = len(nonzero_users)