diff --git a/freqtrade/freqai/RL/Base5ActionRLEnv.py b/freqtrade/freqai/RL/Base5ActionRLEnv.py
index bf3f0df33..4c946a5b2 100644
--- a/freqtrade/freqai/RL/Base5ActionRLEnv.py
+++ b/freqtrade/freqai/RL/Base5ActionRLEnv.py
@@ -13,10 +13,10 @@ logger = logging.getLogger(__name__)
 
 class Actions(Enum):
     Neutral = 0
-    Long_buy = 1
-    Long_sell = 2
-    Short_buy = 3
-    Short_sell = 4
+    Long_enter = 1
+    Long_exit = 2
+    Short_enter = 3
+    Short_exit = 4
 
 
 class Positions(Enum):
@@ -139,16 +139,16 @@ class Base5ActionRLEnv(gym.Env):
             if action == Actions.Neutral.value:
                 self._position = Positions.Neutral
                 trade_type = "neutral"
-            elif action == Actions.Long_buy.value:
+            elif action == Actions.Long_enter.value:
                 self._position = Positions.Long
                 trade_type = "long"
-            elif action == Actions.Short_buy.value:
+            elif action == Actions.Short_enter.value:
                 self._position = Positions.Short
                 trade_type = "short"
-            elif action == Actions.Long_sell.value:
+            elif action == Actions.Long_exit.value:
                 self._position = Positions.Neutral
                 trade_type = "neutral"
-            elif action == Actions.Short_sell.value:
+            elif action == Actions.Short_exit.value:
                 self._position = Positions.Neutral
                 trade_type = "neutral"
             else:
@@ -221,24 +221,24 @@ class Base5ActionRLEnv(gym.Env):
         return not ((action == Actions.Neutral.value and self._position == Positions.Neutral) or
                     (action == Actions.Neutral.value and self._position == Positions.Short) or
                     (action == Actions.Neutral.value and self._position == Positions.Long) or
-                    (action == Actions.Short_buy.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.Short) or
-                    (action == Actions.Short_sell.value and self._position == Positions.Long) or
-                    (action == Actions.Short_sell.value and self._position == Positions.Neutral) or
-                    (action == Actions.Long_buy.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.Long) or
-                    (action == Actions.Long_sell.value and self._position == Positions.Short) or
-                    (action == Actions.Long_sell.value and self._position == Positions.Neutral))
+                    (action == Actions.Short_enter.value and self._position == Positions.Short) or
+                    (action == Actions.Short_enter.value and self._position == Positions.Long) or
+                    (action == Actions.Short_exit.value and self._position == Positions.Short) or
+                    (action == Actions.Short_exit.value and self._position == Positions.Long) or
+                    (action == Actions.Short_exit.value and self._position == Positions.Neutral) or
+                    (action == Actions.Long_enter.value and self._position == Positions.Long) or
+                    (action == Actions.Long_enter.value and self._position == Positions.Short) or
+                    (action == Actions.Long_exit.value and self._position == Positions.Long) or
+                    (action == Actions.Long_exit.value and self._position == Positions.Short) or
+                    (action == Actions.Long_exit.value and self._position == Positions.Neutral))
 
     def _is_trade(self, action: Actions):
-        return ((action == Actions.Long_buy.value and self._position == Positions.Neutral) or
-                (action == Actions.Short_buy.value and self._position == Positions.Neutral))
+        return ((action == Actions.Long_enter.value and self._position == Positions.Neutral) or
+                (action == Actions.Short_enter.value and self._position == Positions.Neutral))
 
     def is_hold(self, action):
-        return ((action == Actions.Short_buy.value and self._position == Positions.Short) or
-                (action == Actions.Long_buy.value and self._position == Positions.Long) or
+        return ((action == Actions.Short_enter.value and self._position == Positions.Short) or
+                (action == Actions.Long_enter.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.value and self._position == Positions.Neutral))
@@ -265,7 +265,7 @@ class Base5ActionRLEnv(gym.Env):
             return 0.
 
         # close long
-        if action == Actions.Long_sell.value and self._position == Positions.Long:
+        if action == Actions.Long_exit.value and self._position == Positions.Long:
             if len(self.close_trade_profit):
                 # aim x2 rw
                 if self.close_trade_profit[-1] > self.profit_aim * self.rr:
@@ -292,7 +292,7 @@ class Base5ActionRLEnv(gym.Env):
                 #     return float((np.log(current_price) - np.log(last_trade_price)) * 2) * -1
 
         # close short
-        if action == Actions.Short_buy.value and self._position == Positions.Short:
+        if action == Actions.Short_exit.value and self._position == Positions.Short:
             if len(self.close_trade_profit):
                 # aim x2 rw
                 if self.close_trade_profit[-1] > self.profit_aim * self.rr:
@@ -346,7 +346,7 @@ class Base5ActionRLEnv(gym.Env):
         # Long positions
         if self._position == Positions.Long:
             current_price = self.prices.iloc[self._current_tick].open
-            if action == Actions.Short_buy.value or action == Actions.Neutral.value:
+            if action == Actions.Short_enter.value or action == Actions.Neutral.value:
                 current_price = self.add_sell_fee(current_price)
 
             previous_price = self.prices.iloc[self._current_tick - 1].open
@@ -360,7 +360,7 @@ class Base5ActionRLEnv(gym.Env):
         # Short positions
         if self._position == Positions.Short:
             current_price = self.prices.iloc[self._current_tick].open
-            if action == Actions.Long_buy.value or action == Actions.Neutral.value:
+            if action == Actions.Long_enter.value or action == Actions.Neutral.value:
                 current_price = self.add_buy_fee(current_price)
 
             previous_price = self.prices.iloc[self._current_tick - 1].open