diff --git a/freqtrade/freqai/prediction_models/ReinforcementLearningTDQN.py b/freqtrade/freqai/prediction_models/ReinforcementLearningTDQN.py
index 5ec917719..8f5fe4e03 100644
--- a/freqtrade/freqai/prediction_models/ReinforcementLearningTDQN.py
+++ b/freqtrade/freqai/prediction_models/ReinforcementLearningTDQN.py
@@ -72,11 +72,9 @@ class ReinforcementLearningTDQN(BaseReinforcementLearningModel):
 
 
 class Actions(Enum):
-    Neutral = 0
-    Long_buy = 1
-    Long_sell = 2
-    Short_buy = 3
-    Short_sell = 4
+    Short = 0
+    Long = 1
+    Neutral = 2
 
 
 class Positions(Enum):
@@ -181,36 +179,31 @@ class MyRLEnv(BaseRLEnv):
         self.total_reward += step_reward
 
         trade_type = None
-        if self.is_tradesignal(action):  # exclude 3 case not trade
+        if self.is_tradesignal(action): # exclude 3 case not trade  
             # Update position
             """
-            Action: Neutral, position: Long ->  Close Long
-            Action: Neutral, position: Short -> Close Short
-
-            Action: Long, position: Neutral -> Open Long
+            Action: Neutral, position: Long ->  Close Long 
+            Action: Neutral, position: Short -> Close Short 
+            
+            Action: Long, position: Neutral -> Open Long 
             Action: Long, position: Short -> Close Short and Open Long
-
-            Action: Short, position: Neutral -> Open Short
+            
+            Action: Short, position: Neutral -> Open Short 
             Action: Short, position: Long -> Close Long and Open Short
             """
-
+            
+            temp_position = self._position
             if action == Actions.Neutral.value:
                 self._position = Positions.Neutral
                 trade_type = "neutral"
-            elif action == Actions.Long_buy.value:
+            elif action == Actions.Long.value:
                 self._position = Positions.Long
                 trade_type = "long"
-            elif action == Actions.Short_buy.value:
+            elif action == Actions.Short.value:  
                 self._position = Positions.Short
                 trade_type = "short"
-            elif action == Actions.Long_sell.value:
-                self._position = Positions.Neutral
-                trade_type = "neutral"
-            elif action == Actions.Short_sell.value:
-                self._position = Positions.Neutral
-                trade_type = "neutral"
             else:
-                print("case not defined")
+                print("case not define")
 
             # Update last trade tick
             self._last_trade_tick = self._current_tick
@@ -257,33 +250,23 @@ class MyRLEnv(BaseRLEnv):
             return 0.
 
     def is_tradesignal(self, action):
-        # trade signal
+        # trade signal 
         """
         not trade signal is :
-        Action: Neutral, position: Neutral -> Nothing
+        Action: Neutral, position: Neutral -> Nothing 
         Action: Long, position: Long -> Hold Long
         Action: Short, position: Short -> Hold Short
         """
-        return not ((action == Actions.Neutral.value and self._position == Positions.Neutral) or
-                    (action == Actions.Short_buy.value and self._position == Positions.Short) or
-                    (action == Actions.Short_sell.value and self._position == Positions.Short) or
-                    (action == Actions.Short_buy.value and self._position == Positions.Long) or
-                    (action == Actions.Short_sell.value and self._position == Positions.Long) or
+        return not ((action == Actions.Neutral.value and self._position == Positions.Neutral)
+                    or (action == Actions.Short.value and self._position == Positions.Short)
+                    or (action == Actions.Long.value and self._position == Positions.Long))
 
-                    (action == Actions.Long_buy.value and self._position == Positions.Long) or
-                    (action == Actions.Long_sell.value and self._position == Positions.Long) or
-                    (action == Actions.Long_buy.value and self._position == Positions.Short) or
-                    (action == Actions.Long_sell.value and self._position == Positions.Short))
-
-    def _is_trade(self, action):
-        return ((action == Actions.Long_buy.value and self._position == Positions.Short) or
-                (action == Actions.Short_buy.value and self._position == Positions.Long) or
-                (action == Actions.Neutral.value and self._position == Positions.Long) or
-                (action == Actions.Neutral.value and self._position == Positions.Short) or
-
-                (action == Actions.Neutral.Short_sell and self._position == Positions.Long) or
-                (action == Actions.Neutral.Long_sell and self._position == Positions.Short)
-                )
+    def _is_trade(self, action: Actions):
+        return ((action == Actions.Long.value and self._position == Positions.Short) or 
+        (action == Actions.Short.value and self._position == Positions.Long) or 
+        (action == Actions.Neutral.value and self._position == Positions.Long) or 
+        (action == Actions.Neutral.value and self._position == Positions.Short)
+        )
 
     def is_hold(self, action):
         return ((action == Actions.Short.value and self._position == Positions.Short)