diff --git a/README.md b/README.md
index 1b8928b..88b6b45 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ and go to `localhost:6006` in your browser. If you're running headlessly, try po
 
 The console output is also available in a form:
 ```
-| train | E: 1 | S: 1000 | D: 0.8 s | R: 0.0000 | BR: 0.0000 | ALOSS: 0.0000 | CLOSS: 0.0000 | RLOSS: 0.0000
+| train | E: 1 | S: 1000 | D: 0.8 s | R: 0.0000 | BR: 0.0000 | A_LOSS: 0.0000 | CR_LOSS: 0.0000 | CU_LOSS: 0.0000
 ```
 a training entry decodes as:
 ```
diff --git a/train.py b/train.py
index a3178b0..3f27ed3 100644
--- a/train.py
+++ b/train.py
@@ -106,8 +106,8 @@ def evaluate(env, agent, video, num_episodes, L, step, args):
         
         mean_ep_reward = np.mean(all_ep_rewards)
         best_ep_reward = np.max(all_ep_rewards)
-        L.log('eval/' + prefix + 'mean_episode_reward', mean_ep_reward, step)
-        L.log('eval/' + prefix + 'best_episode_reward', best_ep_reward, step)
+        L.log('eval/' + prefix + '_mean_episode_reward', mean_ep_reward, step)
+        L.log('eval/' + prefix + '_best_episode_reward', best_ep_reward, step)
 
     run_eval_loop(sample_stochastically=True)
     run_eval_loop(sample_stochastically=False)