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grid_search_results.csv
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Parameters,Average Fitness
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3901.266666666667
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3896.2
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3904.0
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3951.2
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3978.866666666667
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3964.4666666666667
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3972.4666666666667
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3956.6666666666665
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3968.3333333333335
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3884.2
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3930.3333333333335
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3924.4
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3834.4
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3940.4666666666667
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3854.733333333333
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function tournament_selection at 0x000001DC6C0F0040>))",3798.266666666667
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3854.266666666667
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3932.133333333333
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3930.866666666667
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3891.4666666666667
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3877.0
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3954.133333333333
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3806.8
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3933.4666666666667
"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3910.0666666666666
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3983.8
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3984.266666666667
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function swap_mutation at 0x000001DC6C0F0CA0>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3962.3333333333335
"(('crossover', <function order_crossover at 0x000001DC6C0F0940>), ('crossover_rate', 0.7), ('elitism_size', 2), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 50), ('population_size', 50), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3981.0666666666666
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"(('crossover', <function cycle_crossover at 0x000001DC6C0F09D0>), ('crossover_rate', 0.9), ('elitism_size', 5), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 100), ('population_size', 100), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3979.0666666666666
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.9), ('elitism_size', 5), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 100), ('population_size', 100), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3928.266666666667
"(('crossover', <function partially_mapped_crossover at 0x000001DC6C0F0700>), ('crossover_rate', 0.9), ('elitism_size', 5), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function inversion_mutation at 0x000001DC6C0F0AF0>), ('mutation_rate', 0.05), ('num_generations', 100), ('population_size', 100), ('selection', <function rank_selection at 0x000001DC6C0F0310>))",3982.4666666666667
"(('crossover', <function fast_order_mapped_crossover at 0x000001DC6C0F08B0>), ('crossover_rate', 0.9), ('elitism_size', 5), ('evaluator', <function fitness_function at 0x000001DC6C0F1240>), ('initializer', <function population at 0x000001DC6C0F1510>), ('mutation', <function displacement_mutation at 0x000001DC6C0F0D30>), ('mutation_rate', 0.05), ('num_generations', 100), ('population_size', 100), ('selection', <function roulette_selection at 0x000001DC6C0F04C0>))",3959.4