params = {'allowed_symbols': 'add,mul,aq,constant,variable', 'brood_size': 10, 'comparison_factor': 0, 'crossover_internal_probability': 0.9, 'crossover_probability': 1.0, 'objectives': ['r2'], 'female_selector': 'tournament', 'generations': 10000, 'initialization_method': 'btc', 'local_iterations': 5, 'male_selector': 'tournament', 'max_depth': 10, 'max_evaluations': 500000, 'max_length': 50, 'max_selection_pressure': 100, 'mutation': {'onepoint': 1.0, 'changevar': 1.0, 'changefunc': 1.0, 'insertsubtree': 1.0, 'replacesubtree': 1.0, 'removesubtree': 1.0}, 'mutation_probability': 0.25, 'n_threads': 1, 'offspring_generator': 'basic', 'pool_size': 500, 'population_size': 500, 'random_state': 22118, 'reinserter': 'keep-best', 'time_limit': 7200, 'tournament_size': 5}
