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Don't use spaces for state variables. Use regular python variables for state variables. Box and Discrete are to provide information to a program using the environment about the size of the action tuples expected by .step() and the size of the state tuples returned by .step() and .reset(). The only variables that should be set to Box or Discrete are self.action_space and self._observation space. You can look at this file an example https://github.com/openai/gym/blob/master/gym/envs/classic_control/cartpole.py
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