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# Directory Structure
```
├── .github
│ └── workflows
│ ├── run-tests.yml
│ ├── test-installation-with-conda.yml
│ └── test-installation-with-pip-on-windows.yml
├── .gitignore
├── CITATION
├── examples
│ ├── notebooks
│ │ ├── basic_run.ipynb
│ │ └── Titanic.ipynb
│ └── scripts
│ ├── binary_classifier_adult_fairness.py
│ ├── binary_classifier_ensemble.py
│ ├── binary_classifier_marketing.py
│ ├── binary_classifier_random.py
│ ├── binary_classifier_Titanic.py
│ ├── binary_classifier.py
│ ├── multi_class_classifier_digits.py
│ ├── multi_class_classifier_MNIST.py
│ ├── multi_class_classifier.py
│ ├── multi_class_drug_fairness.py
│ ├── regression_acs_fairness.py
│ ├── regression_crime_fairness.py
│ ├── regression_housing_fairness.py
│ ├── regression_law_school_fairness.py
│ ├── regression.py
│ └── tabular_mar_2021.py
├── LICENSE
├── MANIFEST.in
├── pytest.ini
├── README.md
├── requirements_dev.txt
├── requirements.txt
├── setup.py
├── supervised
│ ├── __init__.py
│ ├── algorithms
│ │ ├── __init__.py
│ │ ├── algorithm.py
│ │ ├── baseline.py
│ │ ├── catboost.py
│ │ ├── decision_tree.py
│ │ ├── extra_trees.py
│ │ ├── factory.py
│ │ ├── knn.py
│ │ ├── lightgbm.py
│ │ ├── linear.py
│ │ ├── nn.py
│ │ ├── random_forest.py
│ │ ├── registry.py
│ │ ├── sklearn.py
│ │ └── xgboost.py
│ ├── automl.py
│ ├── base_automl.py
│ ├── callbacks
│ │ ├── __init__.py
│ │ ├── callback_list.py
│ │ ├── callback.py
│ │ ├── early_stopping.py
│ │ ├── learner_time_constraint.py
│ │ ├── max_iters_constraint.py
│ │ ├── metric_logger.py
│ │ ├── terminate_on_nan.py
│ │ └── total_time_constraint.py
│ ├── ensemble.py
│ ├── exceptions.py
│ ├── fairness
│ │ ├── __init__.py
│ │ ├── metrics.py
│ │ ├── optimization.py
│ │ ├── plots.py
│ │ ├── report.py
│ │ └── utils.py
│ ├── model_framework.py
│ ├── preprocessing
│ │ ├── __init__.py
│ │ ├── datetime_transformer.py
│ │ ├── encoding_selector.py
│ │ ├── exclude_missing_target.py
│ │ ├── goldenfeatures_transformer.py
│ │ ├── kmeans_transformer.py
│ │ ├── label_binarizer.py
│ │ ├── label_encoder.py
│ │ ├── preprocessing_categorical.py
│ │ ├── preprocessing_missing.py
│ │ ├── preprocessing_utils.py
│ │ ├── preprocessing.py
│ │ ├── scale.py
│ │ └── text_transformer.py
│ ├── tuner
│ │ ├── __init__.py
│ │ ├── data_info.py
│ │ ├── hill_climbing.py
│ │ ├── mljar_tuner.py
│ │ ├── optuna
│ │ │ ├── __init__.py
│ │ │ ├── catboost.py
│ │ │ ├── extra_trees.py
│ │ │ ├── knn.py
│ │ │ ├── lightgbm.py
│ │ │ ├── nn.py
│ │ │ ├── random_forest.py
│ │ │ ├── tuner.py
│ │ │ └── xgboost.py
│ │ ├── preprocessing_tuner.py
│ │ ├── random_parameters.py
│ │ └── time_controller.py
│ ├── utils
│ │ ├── __init__.py
│ │ ├── additional_metrics.py
│ │ ├── additional_plots.py
│ │ ├── automl_plots.py
│ │ ├── common.py
│ │ ├── config.py
│ │ ├── constants.py
│ │ ├── data_validation.py
│ │ ├── importance.py
│ │ ├── jsonencoder.py
│ │ ├── leaderboard_plots.py
│ │ ├── learning_curves.py
│ │ ├── metric.py
│ │ ├── shap.py
│ │ ├── subsample.py
│ │ └── utils.py
│ └── validation
│ ├── __init__.py
│ ├── validation_step.py
│ ├── validator_base.py
│ ├── validator_custom.py
│ ├── validator_kfold.py
│ └── validator_split.py
└── tests
├── __init__.py
├── checks
│ ├── __init__.py
│ ├── check_automl_with_regression.py
│ ├── run_ml_tests.py
│ └── run_performance_tests.py
├── conftest.py
├── data
│ ├── 179.csv
│ ├── 24.csv
│ ├── 3.csv
│ ├── 31.csv
│ ├── 38.csv
│ ├── 44.csv
│ ├── 720.csv
│ ├── 737.csv
│ ├── acs_income_1k.csv
│ ├── adult_missing_values_missing_target_500rows.csv
│ ├── boston_housing.csv
│ ├── CrimeData
│ │ ├── cities.json
│ │ ├── crimedata.csv
│ │ └── README.md
│ ├── Drug
│ │ ├── Drug_Consumption.csv
│ │ └── README.md
│ ├── housing_regression_missing_values_missing_target.csv
│ ├── iris_classes_missing_values_missing_target.csv
│ ├── iris_missing_values_missing_target.csv
│ ├── LawSchool
│ │ ├── bar_pass_prediction.csv
│ │ └── README.md
│ ├── PortugeseBankMarketing
│ │ └── Data_FinalProject.csv
│ └── Titanic
│ ├── test_with_Survived.csv
│ └── train.csv
├── README.md
├── tests_algorithms
│ ├── __init__.py
│ ├── test_baseline.py
│ ├── test_catboost.py
│ ├── test_decision_tree.py
│ ├── test_extra_trees.py
│ ├── test_factory.py
│ ├── test_knn.py
│ ├── test_lightgbm.py
│ ├── test_linear.py
│ ├── test_nn.py
│ ├── test_random_forest.py
│ ├── test_registry.py
│ └── test_xgboost.py
├── tests_automl
│ ├── __init__.py
│ ├── test_adjust_validation.py
│ ├── test_automl_init.py
│ ├── test_automl_report.py
│ ├── test_automl_sample_weight.py
│ ├── test_automl_time_constraints.py
│ ├── test_automl.py
│ ├── test_data_types.py
│ ├── test_dir_change.py
│ ├── test_explain_levels.py
│ ├── test_golden_features.py
│ ├── test_handle_imbalance.py
│ ├── test_integration.py
│ ├── test_joblib_version.py
│ ├── test_models_needed_for_predict.py
│ ├── test_prediction_after_load.py
│ ├── test_repeated_validation.py
│ ├── test_restore.py
│ ├── test_stack_models_constraints.py
│ ├── test_targets.py
│ └── test_update_errors_report.py
├── tests_callbacks
│ ├── __init__.py
│ └── test_total_time_constraint.py
├── tests_ensemble
│ ├── __init__.py
│ └── test_save_load.py
├── tests_fairness
│ ├── __init__.py
│ ├── test_binary_classification.py
│ ├── test_multi_class_classification.py
│ └── test_regression.py
├── tests_preprocessing
│ ├── __init__.py
│ ├── disable_eda.py
│ ├── test_categorical_integers.py
│ ├── test_datetime_transformer.py
│ ├── test_encoding_selector.py
│ ├── test_exclude_missing.py
│ ├── test_goldenfeatures_transformer.py
│ ├── test_label_binarizer.py
│ ├── test_label_encoder.py
│ ├── test_preprocessing_missing.py
│ ├── test_preprocessing_utils.py
│ ├── test_preprocessing.py
│ ├── test_scale.py
│ └── test_text_transformer.py
├── tests_tuner
│ ├── __init__.py
│ ├── test_hill_climbing.py
│ ├── test_time_controller.py
│ └── test_tuner.py
├── tests_utils
│ ├── __init__.py
│ ├── test_compute_additional_metrics.py
│ ├── test_importance.py
│ ├── test_learning_curves.py
│ ├── test_metric.py
│ ├── test_shap.py
│ └── test_subsample.py
└── tests_validation
├── __init__.py
├── test_validator_kfold.py
└── test_validator_split.py
```
# Files
--------------------------------------------------------------------------------
/tests/data/720.csv:
--------------------------------------------------------------------------------
```
Diameter,Height,Length,Sex,Shell weight,Shucked weight,Viscera weight,Whole weight,target
0.365,0.095,0.455,0.0,0.15,0.2245,0.101,0.514,1
0.265,0.09,0.35,0.0,0.07,0.0995,0.0485,0.2255,0
0.42,0.135,0.53,1.0,0.21,0.2565,0.1415,0.677,0
0.365,0.125,0.44,0.0,0.155,0.2155,0.114,0.516,1
0.255,0.08,0.33,2.0,0.055,0.0895,0.0395,0.205,0
0.3,0.095,0.425,2.0,0.12,0.141,0.0775,0.3515,0
0.415,0.15,0.53,1.0,0.33,0.237,0.1415,0.7775,1
0.425,0.125,0.545,1.0,0.26,0.294,0.1495,0.768,1
0.37,0.125,0.475,0.0,0.165,0.2165,0.1125,0.5095,0
0.44,0.15,0.55,1.0,0.32,0.3145,0.151,0.8945,1
0.38,0.14,0.525,1.0,0.21,0.194,0.1475,0.6065,1
0.35,0.11,0.43,0.0,0.135,0.1675,0.081,0.406,1
0.38,0.135,0.49,0.0,0.19,0.2175,0.095,0.5415,1
0.405,0.145,0.535,1.0,0.205,0.2725,0.171,0.6845,1
0.355,0.1,0.47,1.0,0.185,0.1675,0.0805,0.4755,1
0.4,0.13,0.5,0.0,0.24,0.258,0.133,0.6645,1
0.28,0.085,0.355,2.0,0.115,0.095,0.0395,0.2905,0
0.34,0.1,0.44,1.0,0.13,0.188,0.087,0.451,1
0.295,0.08,0.365,0.0,0.1,0.097,0.043,0.2555,0
0.32,0.1,0.45,0.0,0.115,0.1705,0.075,0.381,0
0.28,0.095,0.355,0.0,0.075,0.0955,0.062,0.2455,1
0.275,0.1,0.38,2.0,0.085,0.08,0.049,0.2255,1
0.44,0.155,0.565,1.0,0.27,0.4275,0.214,0.9395,1
0.415,0.135,0.55,1.0,0.2,0.318,0.21,0.7635,0
0.48,0.165,0.615,1.0,0.305,0.513,0.301,1.1615,1
0.44,0.14,0.56,1.0,0.3,0.3825,0.188,0.9285,1
0.45,0.185,0.58,1.0,0.285,0.3945,0.272,0.9955,1
0.445,0.14,0.59,0.0,0.28,0.356,0.234,0.931,1
0.475,0.18,0.605,0.0,0.295,0.394,0.219,0.9365,1
0.425,0.14,0.575,0.0,0.2,0.393,0.227,0.8635,1
0.47,0.165,0.58,0.0,0.33,0.3935,0.242,0.9975,1
0.56,0.165,0.68,1.0,0.46,0.6055,0.2805,1.639,1
0.525,0.165,0.665,0.0,0.35,0.5515,0.3575,1.338,1
0.55,0.175,0.68,1.0,0.455,0.815,0.3925,1.798,1
0.55,0.2,0.705,1.0,0.49,0.633,0.4115,1.7095,1
0.355,0.105,0.465,0.0,0.125,0.227,0.124,0.4795,0
0.475,0.155,0.54,1.0,0.34,0.5305,0.3075,1.217,1
0.355,0.105,0.45,1.0,0.145,0.237,0.1165,0.5225,0
0.445,0.135,0.575,1.0,0.26,0.381,0.2035,0.883,1
0.29,0.09,0.355,0.0,0.09,0.134,0.086,0.3275,0
0.335,0.105,0.45,1.0,0.115,0.1865,0.091,0.425,0
0.425,0.135,0.55,1.0,0.27,0.362,0.196,0.8515,1
0.175,0.045,0.24,2.0,0.02,0.0315,0.0235,0.07,0
0.15,0.055,0.205,2.0,0.012,0.0255,0.015,0.042,0
0.15,0.05,0.21,2.0,0.015,0.0175,0.0125,0.042,0
0.295,0.095,0.39,2.0,0.075,0.0875,0.045,0.203,0
0.37,0.12,0.47,0.0,0.14,0.293,0.227,0.5795,0
0.375,0.12,0.46,1.0,0.15,0.1775,0.11,0.4605,0
0.245,0.07,0.325,2.0,0.045,0.0755,0.0255,0.161,0
0.425,0.16,0.525,1.0,0.245,0.3545,0.2135,0.8355,0
0.41,0.12,0.52,2.0,0.19,0.2385,0.111,0.595,0
0.32,0.095,0.4,0.0,0.1,0.1335,0.06,0.303,0
0.36,0.13,0.485,0.0,0.16,0.2595,0.096,0.5415,1
0.36,0.12,0.47,1.0,0.15,0.2105,0.1055,0.4775,1
0.31,0.1,0.405,0.0,0.11,0.173,0.0915,0.385,0
0.4,0.14,0.5,1.0,0.22,0.2565,0.1755,0.6615,0
0.35,0.12,0.445,0.0,0.135,0.192,0.0955,0.4425,0
0.385,0.135,0.47,0.0,0.17,0.2765,0.12,0.5895,0
0.19,0.06,0.245,2.0,0.025,0.042,0.014,0.086,0
0.4,0.125,0.505,1.0,0.175,0.246,0.13,0.583,0
0.345,0.105,0.45,0.0,0.135,0.18,0.1125,0.4115,0
0.405,0.11,0.505,0.0,0.175,0.305,0.16,0.625,0
0.41,0.13,0.53,1.0,0.2,0.302,0.1935,0.6965,1
0.325,0.095,0.425,0.0,0.1,0.1705,0.08,0.3785,0
0.4,0.12,0.52,0.0,0.185,0.234,0.1315,0.58,0
0.355,0.12,0.475,0.0,0.135,0.234,0.1015,0.48,0
0.44,0.16,0.565,1.0,0.32,0.354,0.1935,0.915,1
0.495,0.185,0.595,1.0,0.485,0.416,0.224,1.285,1
0.39,0.12,0.475,1.0,0.17,0.2135,0.1155,0.5305,1
0.235,0.07,0.31,2.0,0.045,0.063,0.0405,0.151,0
0.425,0.13,0.555,0.0,0.275,0.264,0.168,0.7665,1
0.32,0.11,0.4,1.0,0.1,0.1405,0.0985,0.353,0
0.475,0.17,0.595,1.0,0.425,0.48,0.225,1.247,1
0.48,0.175,0.57,0.0,0.38,0.474,0.261,1.185,1
0.45,0.195,0.605,1.0,0.315,0.481,0.2895,1.098,1
0.475,0.15,0.6,1.0,0.28,0.4425,0.221,1.0075,1
0.475,0.14,0.595,0.0,0.315,0.3625,0.189,0.944,0
0.47,0.15,0.6,1.0,0.305,0.363,0.194,0.922,1
0.425,0.14,0.555,1.0,0.285,0.282,0.1595,0.788,1
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0.45,0.14,0.58,0.0,0.36,0.38,0.216,1.013,1
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0.54,0.165,0.71,0.0,0.78,0.7665,0.261,1.959,1
0.48,0.165,0.595,0.0,0.41,0.4835,0.283,1.262,1
0.35,0.125,0.44,1.0,0.129,0.175,0.063,0.4035,0
0.26,0.09,0.325,1.0,0.062,0.085,0.036,0.1915,0
0.26,0.095,0.35,2.0,0.068,0.086,0.056,0.211,0
0.2,0.065,0.265,2.0,0.028,0.04,0.0205,0.0975,0
0.33,0.115,0.425,1.0,0.1355,0.1635,0.081,0.406,0
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0.255,0.09,0.345,0.0,0.063,0.094,0.0295,0.2005,0
0.325,0.11,0.405,1.0,0.117,0.151,0.063,0.3555,0
0.285,0.095,0.375,0.0,0.0925,0.096,0.0575,0.253,0
0.445,0.155,0.565,1.0,0.2475,0.341,0.2055,0.826,1
0.45,0.145,0.55,1.0,0.2665,0.295,0.1435,0.741,1
0.52,0.19,0.65,0.0,0.4465,0.519,0.306,1.3445,1
0.455,0.155,0.56,0.0,0.2425,0.34,0.19,0.797,1
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0.38,0.125,0.49,1.0,0.174,0.245,0.1075,0.549,1
0.35,0.12,0.46,0.0,0.1565,0.224,0.108,0.515,1
0.205,0.08,0.28,2.0,0.042,0.052,0.039,0.127,0
0.13,0.055,0.175,2.0,0.0125,0.0105,0.0065,0.0315,0
0.13,0.095,0.17,2.0,0.01,0.013,0.008,0.03,0
0.475,0.145,0.59,0.0,0.325,0.4415,0.262,1.053,1
0.5,0.185,0.605,1.0,0.335,0.469,0.2585,1.1185,0
0.515,0.19,0.635,1.0,0.45,0.5065,0.305,1.3715,1
0.485,0.16,0.605,1.0,0.355,0.37,0.2355,1.0565,1
0.45,0.135,0.565,1.0,0.31,0.387,0.1495,0.9885,1
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0.485,0.215,0.645,0.0,0.635,0.546,0.2615,1.514,1
0.455,0.17,0.58,1.0,0.285,0.374,0.2135,0.9075,1
0.46,0.165,0.575,1.0,0.44,0.2985,0.1785,1.124,1
0.465,0.165,0.605,0.0,0.34,0.4215,0.2475,1.056,1
0.485,0.16,0.605,1.0,0.28,0.53,0.2575,1.222,1
0.485,0.175,0.61,0.0,0.345,0.544,0.297,1.2445,1
0.56,0.21,0.725,1.0,1.005,0.65,0.398,2.141,1
0.545,0.23,0.65,1.0,0.815,0.5605,0.2895,1.752,1
0.57,0.19,0.725,0.0,0.725,1.0705,0.483,2.55,1
0.575,0.175,0.725,1.0,0.85,0.765,0.4515,2.124,1
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0.56,0.22,0.705,0.0,0.76,0.8175,0.3085,1.981,1
0.515,0.175,0.68,1.0,0.62,0.5125,0.409,1.6185,1
0.55,0.215,0.695,0.0,0.59,0.7125,0.541,1.9565,1
0.395,0.145,0.53,1.0,0.255,0.308,0.169,0.775,0
0.435,0.155,0.525,0.0,0.285,0.486,0.233,1.065,0
0.405,0.115,0.52,1.0,0.22,0.32,0.1845,0.776,0
0.16,0.04,0.235,2.0,0.015,0.0185,0.018,0.048,0
0.26,0.09,0.36,2.0,0.075,0.0645,0.037,0.1785,0
0.21,0.06,0.315,2.0,0.035,0.06,0.0375,0.125,0
0.245,0.085,0.315,2.0,0.05,0.053,0.0475,0.1435,0
0.16,0.045,0.225,2.0,0.015,0.025,0.015,0.0465,0
0.475,0.15,0.58,0.0,0.35,0.385,0.2165,0.97,1
0.48,0.18,0.57,0.0,0.295,0.399,0.2,0.9395,1
0.51,0.175,0.64,0.0,0.57,0.515,0.266,1.368,1
0.45,0.16,0.56,1.0,0.3,0.429,0.268,1.0235,1
0.475,0.175,0.62,1.0,0.325,0.4355,0.214,1.0165,1
0.51,0.2,0.645,1.0,0.46,0.621,0.367,1.5675,1
0.49,0.19,0.62,0.0,0.355,0.5455,0.2965,1.218,1
0.48,0.15,0.63,1.0,0.285,0.392,0.336,1.0525,1
0.5,0.185,0.63,1.0,0.38,0.54,0.3315,1.383,1
0.48,0.16,0.63,1.0,0.315,0.5265,0.335,1.199,1
0.46,0.17,0.585,1.0,0.29,0.365,0.271,0.9325,0
0.48,0.18,0.615,0.0,0.325,0.4845,0.2165,1.1595,1
0.485,0.17,0.61,0.0,0.36,0.419,0.2405,1.0225,1
0.45,0.15,0.58,0.0,0.36,0.276,0.1815,0.927,1
0.275,0.085,0.355,2.0,0.15,0.092,0.06,0.22,0
0.4,0.14,0.51,1.0,0.195,0.459,0.1965,0.8145,1
0.405,0.155,0.5,0.0,0.245,0.346,0.1535,0.772,1
0.41,0.15,0.505,1.0,0.21,0.285,0.145,0.644,1
0.5,0.185,0.64,0.0,0.465,0.4445,0.2635,1.3035,1
0.45,0.16,0.56,0.0,0.26,0.432,0.178,0.922,1
0.46,0.185,0.585,0.0,0.285,0.3635,0.213,0.922,1
0.345,0.12,0.45,1.0,0.135,0.1655,0.095,0.4165,0
0.4,0.165,0.5,0.0,0.285,0.254,0.205,0.825,1
0.4,0.145,0.5,1.0,0.23,0.234,0.1465,0.63,1
0.435,0.17,0.53,1.0,0.275,0.2985,0.155,0.8155,1
0.335,0.115,0.42,0.0,0.12,0.171,0.071,0.369,0
0.34,0.14,0.44,1.0,0.16,0.186,0.1085,0.482,0
0.3,0.11,0.4,2.0,0.12,0.109,0.067,0.315,0
0.34,0.11,0.435,2.0,0.12,0.1495,0.085,0.3795,0
0.415,0.17,0.525,1.0,0.31,0.2755,0.1685,0.8325,1
0.28,0.095,0.37,2.0,0.08,0.122,0.052,0.2655,0
0.365,0.145,0.49,1.0,0.22,0.1995,0.1625,0.6345,1
0.25,0.09,0.335,0.0,0.06,0.0755,0.0415,0.181,0
0.325,0.105,0.415,1.0,0.12,0.1595,0.0785,0.38,1
0.405,0.14,0.5,0.0,0.205,0.241,0.1355,0.6155,0
0.395,0.16,0.485,1.0,0.235,0.2475,0.128,0.66,1
0.405,0.14,0.55,0.0,0.255,0.244,0.1635,0.8025,1
0.35,0.13,0.45,0.0,0.135,0.174,0.111,0.46,0
0.3,0.12,0.405,2.0,0.11,0.1265,0.07,0.324,0
0.36,0.135,0.47,0.0,0.165,0.1665,0.115,0.501,1
0.305,0.13,0.415,1.0,0.105,0.1305,0.0755,0.32,0
0.325,0.125,0.445,1.0,0.14,0.1785,0.1125,0.455,0
0.35,0.145,0.47,1.0,0.18,0.187,0.1235,0.5175,1
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0.355,0.15,0.445,1.0,0.155,0.181,0.125,0.485,1
0.38,0.105,0.425,2.0,0.1,0.1285,0.0785,0.3265,1
0.37,0.135,0.5,1.0,0.155,0.1715,0.1055,0.45,0
0.29,0.125,0.39,1.0,0.09,0.121,0.082,0.3055,0
0.27,0.085,0.365,2.0,0.07,0.078,0.0485,0.205,0
0.465,0.165,0.58,1.0,0.35,0.404,0.2095,1.1015,1
0.415,0.16,0.53,1.0,0.245,0.2935,0.158,0.783,1
0.445,0.135,0.555,0.0,0.275,0.336,0.1625,0.836,1
0.44,0.175,0.565,0.0,0.325,0.31,0.193,0.9025,1
0.505,0.215,0.625,0.0,0.435,0.496,0.287,1.4455,1
0.215,0.075,0.275,2.0,0.035,0.0485,0.029,0.1155,0
0.35,0.135,0.44,2.0,0.125,0.1815,0.083,0.435,1
0.225,0.08,0.295,2.0,0.04,0.0485,0.032,0.124,0
0.055,0.01,0.075,2.0,0.0015,0.001,0.0005,0.002,0
0.1,0.03,0.13,2.0,0.004,0.0045,0.003,0.013,0
0.09,0.03,0.11,2.0,0.003,0.0025,0.002,0.008,0
0.12,0.035,0.16,2.0,0.005,0.0075,0.0045,0.021,0
0.425,0.16,0.565,0.0,0.275,0.3495,0.2185,0.9425,1
0.2,0.07,0.27,2.0,0.035,0.034,0.0245,0.1,0
0.175,0.065,0.23,2.0,0.02,0.026,0.0105,0.0645,0
0.23,0.08,0.3,2.0,0.04,0.0435,0.0265,0.1275,0
0.255,0.085,0.33,2.0,0.06,0.063,0.039,0.1655,0
0.26,0.085,0.35,2.0,0.06,0.0705,0.0345,0.174,1
0.245,0.08,0.32,2.0,0.05,0.0635,0.0325,0.1585,1
0.275,0.085,0.36,2.0,0.07,0.0745,0.0415,0.1975,0
0.245,0.075,0.305,2.0,0.045,0.0675,0.038,0.156,0
0.27,0.11,0.345,2.0,0.07,0.082,0.0545,0.2135,0
0.25,0.105,0.33,2.0,0.06,0.0655,0.035,0.1715,0
0.47,0.18,0.59,0.0,0.36,0.4205,0.2805,1.1235,1
0.455,0.155,0.595,1.0,0.3,0.5135,0.2165,1.0605,1
0.46,0.185,0.575,1.0,0.345,0.4485,0.217,1.094,1
0.495,0.165,0.6,0.0,0.34,0.485,0.2775,1.2415,1
0.45,0.175,0.56,0.0,0.37,0.3835,0.2065,1.011,1
0.45,0.185,0.56,0.0,0.41,0.3805,0.175,1.07,1
0.46,0.16,0.545,0.0,0.345,0.341,0.1655,0.8975,1
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0.475,0.155,0.54,1.0,0.26,0.394,0.194,0.928,1
0.44,0.125,0.57,1.0,0.27,0.3675,0.1725,0.865,1
0.42,0.165,0.53,0.0,0.245,0.319,0.239,0.8945,1
0.195,0.06,0.245,2.0,0.026,0.0445,0.0245,0.095,0
0.2,0.08,0.27,0.0,0.04,0.0465,0.028,0.1205,0
0.38,0.13,0.46,1.0,0.16,0.3,0.1525,0.639,1
0.45,0.15,0.52,0.0,0.235,0.3615,0.186,0.895,1
0.275,0.11,0.35,0.0,0.0905,0.1225,0.0635,0.2925,0
0.39,0.15,0.47,0.0,0.255,0.2185,0.0885,0.6355,0
0.36,0.125,0.45,1.0,0.17,0.2035,0.1,0.4995,1
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0.5,0.2,0.59,0.0,0.37,0.412,0.2705,1.187,1
0.485,0.205,0.62,0.0,0.385,0.3875,0.2505,1.219,1
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0.515,0.155,0.63,0.0,0.41,0.4105,0.197,1.259,1
0.54,0.215,0.655,0.0,0.585,0.7425,0.327,1.844,1
0.53,0.185,0.66,1.0,0.49,0.493,0.245,1.3485,1
0.5,0.24,0.61,0.0,0.69,0.532,0.3345,1.642,1
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0.425,0.135,0.515,1.0,0.25,0.2665,0.1605,0.712,1
0.415,0.185,0.535,1.0,0.3,0.314,0.1585,0.8415,1
0.285,0.105,0.36,2.0,0.075,0.0915,0.057,0.2415,0
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0.395,0.14,0.485,0.0,0.225,0.2285,0.127,0.6295,1
0.38,0.175,0.515,0.0,0.31,0.325,0.158,0.9565,1
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0.435,0.16,0.535,1.0,0.24,0.3155,0.1795,0.8105,1
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0.21,0.085,0.28,2.0,0.03,0.039,0.0295,0.1065,0
0.395,0.14,0.49,0.0,0.15,0.2215,0.1275,0.549,1
0.28,0.105,0.37,0.0,0.075,0.0905,0.0585,0.234,0
0.305,0.095,0.405,1.0,0.1,0.1455,0.0895,0.3485,0
0.435,0.175,0.54,1.0,0.335,0.322,0.174,0.892,1
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0.36,0.13,0.47,1.0,0.15,0.182,0.114,0.472,1
0.145,0.06,0.2,2.0,0.011,0.0125,0.0095,0.037,0
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0.515,0.24,0.645,0.0,0.535,0.471,0.369,1.5415,1
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0.485,0.19,0.63,1.0,0.39,0.4635,0.3055,1.2435,1
0.44,0.14,0.56,0.0,0.265,0.443,0.2045,0.971,1
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0.47,0.2,0.62,1.0,0.435,0.381,0.27,1.2255,1
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0.145,0.04,0.19,2.0,0.015,0.0165,0.0065,0.038,0
0.31,0.1,0.385,0.0,0.1,0.1065,0.075,0.2845,1
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0.28,0.09,0.36,2.0,0.09,0.0885,0.04,0.2255,0
0.38,0.155,0.5,0.0,0.2,0.2135,0.161,0.5955,1
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0.475,0.185,0.62,0.0,0.33,0.6045,0.325,1.325,1
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0.39,0.14,0.49,0.0,0.18,0.2795,0.2185,0.707,1
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0.48,0.15,0.61,0.0,0.28,0.56,0.2455,1.2,1
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0.45,0.17,0.585,1.0,0.27,0.3325,0.1635,0.8685,1
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0.42,0.155,0.53,2.0,0.192,0.4725,0.111,0.81,1
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0.43,0.155,0.555,2.0,0.28,0.3135,0.1435,0.7395,1
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0.445,0.155,0.56,1.0,0.2695,0.5565,0.3225,1.224,1
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0.44,0.175,0.565,2.0,0.21,0.414,0.21,0.8735,1
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0.46,0.155,0.58,0.0,0.2955,0.6715,0.273,1.4395,1
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0.465,0.155,0.585,0.0,0.235,0.4555,0.1965,0.9145,0
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0.465,0.15,0.595,1.0,0.2255,0.4115,0.196,0.98,1
0.465,0.155,0.595,1.0,0.305,0.4645,0.112,1.026,1
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0.475,0.155,0.615,1.0,0.2895,0.4475,0.193,1.004,1
0.47,0.165,0.615,0.0,0.34,0.4465,0.2195,1.128,1
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0.27,0.095,0.37,2.0,0.0615,0.1325,0.041,0.232,0
0.28,0.085,0.375,2.0,0.067,0.187,0.046,0.3155,0
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0.47,0.18,0.605,0.0,0.321,0.479,0.2565,1.1155,1
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0.46,0.155,0.61,1.0,0.265,0.4255,0.1975,0.957,0
0.47,0.165,0.61,1.0,0.294,0.566,0.2785,1.1785,1
0.47,0.145,0.615,0.0,0.285,0.4435,0.2825,1.0285,1
0.47,0.15,0.615,0.0,0.2685,0.4975,0.283,1.0875,0
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0.49,0.15,0.62,0.0,0.355,0.4605,0.302,1.195,0
0.495,0.17,0.62,1.0,0.34,0.372,0.213,1.062,1
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0.47,0.15,0.62,0.0,0.325,0.587,0.4405,1.309,0
0.485,0.155,0.62,0.0,0.335,0.425,0.2315,1.0295,1
0.495,0.155,0.625,0.0,0.3215,0.487,0.212,1.0485,1
0.515,0.17,0.625,0.0,0.361,0.5725,0.3005,1.331,0
0.505,0.185,0.625,0.0,0.3535,0.52,0.2405,1.1565,1
0.445,0.16,0.625,1.0,0.304,0.46,0.2965,1.09,1
0.52,0.18,0.625,1.0,0.375,0.4845,0.351,1.354,1
0.47,0.145,0.625,1.0,0.265,0.475,0.2,0.984,1
0.49,0.155,0.63,0.0,0.289,0.63,0.246,1.2525,0
0.485,0.165,0.635,1.0,0.3395,0.5635,0.3065,1.2695,1
0.52,0.165,0.635,1.0,0.412,0.5065,0.296,1.3405,1
0.505,0.155,0.635,1.0,0.345,0.594,0.314,1.2895,1
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0.5,0.165,0.635,0.0,0.365,0.6535,0.213,1.273,1
0.515,0.165,0.635,0.0,0.3535,0.5055,0.2975,1.229,1
0.53,0.165,0.64,0.0,0.35,0.4765,0.3,1.1895,1
0.48,0.145,0.64,1.0,0.34,0.508,0.24,1.1145,1
0.515,0.165,0.64,1.0,0.41,0.4945,0.2555,1.3115,1
0.49,0.135,0.64,2.0,0.2925,0.488,0.2505,1.1,1
0.49,0.155,0.64,0.0,0.34,0.477,0.269,1.1285,0
0.485,0.185,0.64,1.0,0.3255,0.6735,0.3465,1.4195,1
0.51,0.18,0.645,1.0,0.4675,0.7815,0.322,1.6195,1
0.49,0.175,0.645,0.0,0.3385,0.6525,0.2375,1.32,1
0.52,0.21,0.645,1.0,0.474,0.616,0.3655,1.5535,1
0.52,0.15,0.65,2.0,0.3305,0.5495,0.296,1.238,1
0.51,0.155,0.65,1.0,0.3645,0.483,0.278,1.189,1
0.51,0.185,0.65,1.0,0.3985,0.531,0.384,1.375,1
0.515,0.18,0.655,1.0,0.497,0.6195,0.2485,1.412,1
0.525,0.175,0.655,1.0,0.394,0.5855,0.2605,1.348,1
0.52,0.17,0.655,0.0,0.348,0.53,0.223,1.1445,0
0.535,0.205,0.66,1.0,0.49,0.5925,0.2775,1.4415,1
0.51,0.175,0.66,0.0,0.37,0.5055,0.303,1.218,1
0.5,0.15,0.665,1.0,0.3595,0.4625,0.2955,1.2475,1
0.515,0.2,0.665,0.0,0.436,0.5115,0.2675,1.2695,1
0.525,0.18,0.665,0.0,0.4,0.6715,0.29,1.429,1
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0.515,0.15,0.675,0.0,0.4115,0.556,0.2845,1.312,1
0.51,0.185,0.675,1.0,0.4245,0.6295,0.3025,1.473,1
0.54,0.19,0.68,0.0,0.4715,0.7165,0.354,1.623,1
0.54,0.155,0.68,0.0,0.384,0.671,0.379,1.534,1
0.535,0.155,0.685,0.0,0.4075,0.6615,0.2145,1.3845,1
0.55,0.18,0.69,0.0,0.5,0.6655,0.402,1.6915,1
0.545,0.185,0.695,0.0,0.4505,0.6645,0.3835,1.5715,1
0.575,0.205,0.7,1.0,0.538,0.605,0.447,1.773,1
0.55,0.175,0.7,0.0,0.375,0.6565,0.2985,1.4405,1
0.55,0.195,0.7,0.0,0.535,0.675,0.347,1.6245,1
0.535,0.22,0.705,1.0,0.4395,0.929,0.3835,1.866,1
0.575,0.18,0.72,1.0,0.501,0.732,0.3605,1.6705,1
0.565,0.19,0.72,0.0,0.503,1.0815,0.4305,2.081,1
0.57,0.205,0.725,1.0,0.488,0.744,0.315,1.6195,1
0.55,0.195,0.75,1.0,0.44,0.83,0.366,1.8325,1
0.605,0.215,0.76,0.0,0.646,0.801,0.4915,2.173,1
0.13,0.04,0.135,2.0,0.008,0.0125,0.0065,0.029,0
0.11,0.025,0.16,2.0,0.006,0.0075,0.005,0.0195,0
0.15,0.055,0.21,2.0,0.015,0.017,0.012,0.0465,0
0.21,0.075,0.28,2.0,0.03,0.053,0.0265,0.1195,0
0.2,0.065,0.28,2.0,0.03,0.036,0.0185,0.0895,0
0.215,0.06,0.285,2.0,0.03,0.031,0.023,0.0935,0
0.21,0.07,0.29,2.0,0.03,0.048,0.0205,0.1115,0
0.21,0.06,0.29,2.0,0.03,0.056,0.0235,0.1195,0
0.21,0.065,0.29,2.0,0.03,0.0375,0.022,0.097,0
0.24,0.07,0.32,2.0,0.041,0.0585,0.0255,0.133,0
0.25,0.07,0.325,2.0,0.04,0.0875,0.0355,0.1745,0
0.25,0.08,0.335,2.0,0.0495,0.0695,0.044,0.1695,0
0.235,0.08,0.35,2.0,0.0495,0.0725,0.0465,0.17,0
0.25,0.07,0.35,2.0,0.046,0.0715,0.0335,0.1605,0
0.27,0.105,0.355,2.0,0.0735,0.1425,0.0525,0.271,0
0.27,0.085,0.36,2.0,0.062,0.1065,0.038,0.2185,0
0.27,0.085,0.36,2.0,0.053,0.0905,0.034,0.196,0
0.28,0.08,0.375,2.0,0.065,0.105,0.047,0.226,0
0.275,0.085,0.375,2.0,0.0605,0.109,0.05,0.22,0
0.29,0.095,0.395,2.0,0.078,0.158,0.068,0.3,0
0.25,0.09,0.405,2.0,0.0805,0.128,0.063,0.2875,0
0.325,0.11,0.415,2.0,0.0925,0.1385,0.0795,0.316,0
0.315,0.095,0.425,2.0,0.0985,0.1865,0.0675,0.3675,0
0.32,0.11,0.43,2.0,0.105,0.1675,0.102,0.3675,0
0.325,0.12,0.435,2.0,0.095,0.159,0.084,0.346,0
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0.35,0.11,0.46,2.0,0.1375,0.2125,0.099,0.4675,0
0.365,0.135,0.47,0.0,0.145,0.2395,0.1525,0.522,1
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0.365,0.12,0.475,2.0,0.1365,0.268,0.1095,0.5185,0
0.39,0.12,0.505,0.0,0.167,0.3315,0.1385,0.653,0
0.395,0.135,0.505,0.0,0.185,0.288,0.1315,0.5915,1
0.385,0.115,0.505,0.0,0.1535,0.21,0.1035,0.4825,1
0.455,0.135,0.51,2.0,0.2035,0.2875,0.154,0.6855,0
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0.41,0.13,0.525,0.0,0.1765,0.3435,0.1495,0.6875,0
0.43,0.15,0.53,1.0,0.196,0.325,0.1855,0.741,0
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0.44,0.14,0.545,0.0,0.2385,0.356,0.1905,0.8395,1
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0.445,0.145,0.565,0.0,0.2475,0.4345,0.212,0.9255,0
0.435,0.15,0.57,1.0,0.245,0.3875,0.156,0.8295,1
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0.195,0.065,0.27,2.0,0.0285,0.0475,0.0225,0.1065,0
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0.215,0.07,0.285,2.0,0.027,0.051,0.0225,0.1075,0
0.255,0.085,0.32,2.0,0.057,0.072,0.033,0.1745,0
0.24,0.07,0.325,2.0,0.054,0.0565,0.0305,0.152,0
0.28,0.1,0.385,2.0,0.0725,0.1305,0.061,0.2755,0
0.295,0.1,0.395,2.0,0.082,0.14,0.062,0.293,0
0.305,0.16,0.4,1.0,0.105,0.173,0.0705,0.368,0
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0.32,0.12,0.445,2.0,0.12,0.152,0.0825,0.378,0
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0.355,1.13,0.455,1.0,0.1335,0.332,0.116,0.594,0
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0.42,0.13,0.535,1.0,0.2035,0.3125,0.1565,0.699,0
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0.42,0.115,0.55,2.0,0.209,0.2925,0.137,0.668,1
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0.465,0.15,0.595,0.0,0.262,0.4335,0.1765,0.919,0
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0.545,0.215,0.7,0.0,0.506,0.8825,0.4385,1.9125,1
0.545,0.175,0.71,1.0,0.475,0.8725,0.4565,1.907,1
0.565,0.18,0.715,1.0,0.5385,0.844,0.3535,1.79,0
0.59,0.205,0.72,1.0,0.48,0.7755,0.4225,1.7495,1
0.305,0.1,0.42,2.0,0.086,0.1645,0.0775,0.3415,0
0.35,0.1,0.48,2.0,0.126,0.2365,0.1275,0.519,0
0.365,0.13,0.48,0.0,0.139,0.2405,0.127,0.5305,0
0.41,0.155,0.51,0.0,0.3795,0.569,0.291,1.2825,0
0.4,0.14,0.515,2.0,0.1785,0.3495,0.1595,0.7165,0
0.42,0.18,0.56,1.0,0.4525,0.7755,0.35,1.6645,0
0.42,0.14,0.56,2.0,0.2,0.414,0.214,0.837,0
0.45,0.15,0.57,1.0,0.209,0.531,0.189,0.9645,0
0.465,0.155,0.605,1.0,0.2585,0.547,0.2665,1.1,1
0.48,0.16,0.625,0.0,0.2785,0.6575,0.2625,1.2415,0
0.505,0.175,0.64,1.0,0.3315,0.6185,0.302,1.3185,0
0.525,0.185,0.65,0.0,0.3865,0.586,0.278,1.3455,0
0.215,0.05,0.3,2.0,0.042,0.048,0.0225,0.1185,0
0.265,0.09,0.35,0.0,0.077,0.073,0.0365,0.197,0
0.35,0.13,0.455,2.0,0.15,0.215,0.0745,0.4725,0
0.365,0.11,0.46,2.0,0.15,0.1755,0.102,0.4495,0
0.375,0.115,0.49,2.0,0.1765,0.2275,0.1335,0.557,0
0.385,0.12,0.5,2.0,0.165,0.197,0.1305,0.516,0
0.415,0.135,0.54,2.0,0.185,0.3195,0.174,0.709,0
0.42,0.145,0.55,0.0,0.252,0.321,0.1485,0.7385,1
0.445,0.11,0.55,2.0,0.26,0.378,0.142,0.7935,1
0.435,0.145,0.555,0.0,0.255,0.404,0.2275,0.9205,0
0.425,0.14,0.57,2.0,0.24,0.331,0.14,0.7655,1
0.45,0.14,0.58,0.0,0.263,0.3465,0.1765,0.824,1
0.425,0.145,0.58,2.0,0.2575,0.379,0.1605,0.83,1
0.47,0.17,0.585,2.0,0.315,0.3695,0.2395,0.985,1
0.45,0.15,0.585,0.0,0.251,0.4055,0.283,0.997,1
0.455,0.14,0.595,1.0,0.271,0.3895,0.2225,0.914,0
0.5,0.17,0.6,1.0,0.335,0.4405,0.267,1.13,1
0.495,0.155,0.615,1.0,0.32,0.52,0.19,1.0805,0
0.505,0.155,0.63,0.0,0.325,0.492,0.226,1.105,1
0.49,0.155,0.63,0.0,0.335,0.535,0.29,1.229,1
0.495,0.175,0.635,1.0,0.347,0.5205,0.3085,1.2355,1
0.535,0.19,0.645,1.0,0.424,0.468,0.2385,1.2395,1
0.505,0.165,0.65,1.0,0.43,0.5725,0.281,1.357,1
0.525,0.18,0.655,0.0,0.365,0.624,0.2935,1.402,1
0.5,0.22,0.655,1.0,0.405,0.642,0.3255,1.359,1
0.535,0.19,0.67,0.0,0.508,0.7465,0.2935,1.669,1
0.525,0.2,0.67,0.0,0.657,0.6205,0.297,1.7405,1
0.53,0.21,0.695,0.0,0.385,0.664,0.4095,1.51,1
0.55,0.195,0.695,0.0,0.445,0.727,0.36,1.6645,1
0.605,0.175,0.77,0.0,0.355,0.8005,0.526,2.0505,1
0.215,0.07,0.28,2.0,0.03,0.063,0.0215,0.124,0
0.23,0.08,0.33,2.0,0.046,0.0565,0.0365,0.14,0
0.25,0.075,0.35,2.0,0.041,0.0835,0.0355,0.1695,0
0.28,0.09,0.37,2.0,0.0615,0.0995,0.0545,0.218,0
0.315,0.115,0.43,2.0,0.11,0.1885,0.0715,0.384,0
0.33,0.095,0.435,2.0,0.0885,0.219,0.075,0.393,0
0.35,0.11,0.44,2.0,0.115,0.1575,0.0895,0.3805,0
0.37,0.11,0.475,0.0,0.146,0.2185,0.107,0.4895,0
0.36,0.14,0.475,0.0,0.155,0.241,0.1045,0.5135,0
0.355,0.11,0.48,2.0,0.14,0.201,0.089,0.4495,0
0.44,0.135,0.56,1.0,0.259,0.35,0.1615,0.8025,0
0.475,0.165,0.585,1.0,0.3,0.458,0.217,1.053,1
0.455,0.17,0.585,1.0,0.2845,0.4255,0.263,0.9945,1
0.255,0.1,0.385,0.0,0.092,0.137,0.068,0.3175,0
0.31,0.085,0.39,2.0,0.079,0.181,0.0695,0.344,0
0.29,0.1,0.39,2.0,0.081,0.1255,0.0635,0.2845,0
0.3,0.085,0.405,2.0,0.088,0.15,0.0505,0.3035,0
0.365,0.115,0.475,2.0,0.156,0.232,0.0885,0.499,1
0.38,0.125,0.5,0.0,0.1535,0.269,0.1265,0.577,0
0.4,0.125,0.515,1.0,0.1765,0.2865,0.123,0.615,0
0.385,0.165,0.52,0.0,0.1815,0.375,0.18,0.791,1
0.43,0.13,0.55,0.0,0.2405,0.3155,0.1955,0.8395,1
0.43,0.155,0.56,0.0,0.229,0.4,0.172,0.8675,0
0.45,0.165,0.565,1.0,0.249,0.37,0.239,0.887,1
0.44,0.135,0.59,0.0,0.2605,0.439,0.2145,0.966,1
0.475,0.205,0.6,0.0,0.308,0.5255,0.2875,1.176,0
0.485,0.15,0.625,1.0,0.296,0.531,0.261,1.0945,1
0.555,0.195,0.71,0.0,0.495,0.9455,0.3765,1.9485,1
```