├── .DS_Store ├── source_data ├── .DS_Store ├── heart_cont_test.csv ├── heart_orig_test.csv ├── heart_cont_train.csv ├── heart_cont_norm_test.csv ├── heart_orig_train.csv ├── heart_norm_test.csv ├── heart.csv ├── banknote_orig_test.csv ├── heart_cont_norm_train.csv ├── heart_norm_train.csv └── banknote_orig_train.csv ├── synth_data ├── synth_train_dpwgan_borealis_banknote.csv.png ├── synth_train_dpwgan_borealis_heartdisease.csv.png ├── synth_train_dpwgan_borealis_banknote_scaled.csv.png └── synth_train_dpwgan_borealis_heartdisease.csv ├── dpsdg_knowledgebase ├── NoiseLessPrivacyPreservingSyntheticData_BOEDIHARDJO_2021.pdf ├── HowFaithfulSyntheticDataMetricsAuditingGANs_AlaaBreugel_2021.pdf └── README.md └── README.md /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/.DS_Store -------------------------------------------------------------------------------- /source_data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/source_data/.DS_Store -------------------------------------------------------------------------------- /synth_data/synth_train_dpwgan_borealis_banknote.csv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/synth_data/synth_train_dpwgan_borealis_banknote.csv.png -------------------------------------------------------------------------------- /synth_data/synth_train_dpwgan_borealis_heartdisease.csv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/synth_data/synth_train_dpwgan_borealis_heartdisease.csv.png -------------------------------------------------------------------------------- /synth_data/synth_train_dpwgan_borealis_banknote_scaled.csv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/synth_data/synth_train_dpwgan_borealis_banknote_scaled.csv.png -------------------------------------------------------------------------------- /dpsdg_knowledgebase/NoiseLessPrivacyPreservingSyntheticData_BOEDIHARDJO_2021.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/dpsdg_knowledgebase/NoiseLessPrivacyPreservingSyntheticData_BOEDIHARDJO_2021.pdf -------------------------------------------------------------------------------- /dpsdg_knowledgebase/HowFaithfulSyntheticDataMetricsAuditingGANs_AlaaBreugel_2021.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stefanrmmr/differentially_private_synthetic_data/HEAD/dpsdg_knowledgebase/HowFaithfulSyntheticDataMetricsAuditingGANs_AlaaBreugel_2021.pdf -------------------------------------------------------------------------------- /source_data/heart_cont_test.csv: -------------------------------------------------------------------------------- 1 | age,trestbps,chol,thalach,oldpeak,target 2 | 57,150,276,112,0.6,0 3 | 59,170,288,159,0.2,0 4 | 57,150,126,173,0.2,1 5 | 56,134,409,150,1.9,0 6 | 71,110,265,130,0.0,1 7 | 57,150,168,174,1.6,1 8 | 46,138,243,152,0.0,1 9 | 56,200,288,133,4.0,0 10 | 54,122,286,116,3.2,0 11 | 54,125,273,152,0.5,1 12 | 57,140,192,148,0.4,1 13 | 59,178,270,145,4.2,1 14 | 52,120,325,172,0.2,1 15 | 40,110,167,114,2.0,0 16 | 46,105,204,172,0.0,1 17 | 44,140,235,180,0.0,1 18 | 34,118,210,192,0.7,1 19 | 54,120,188,113,1.4,0 20 | 46,140,311,120,1.8,0 21 | 61,138,166,125,3.6,0 22 | 64,170,227,155,0.6,1 23 | 56,130,283,103,1.6,0 24 | 67,120,237,71,1.0,0 25 | 71,160,302,162,0.4,1 26 | 44,118,242,149,0.3,1 27 | 40,152,223,181,0.0,0 28 | 59,160,273,125,0.0,0 29 | 51,140,261,186,0.0,1 30 | 57,165,289,124,1.0,0 31 | 50,110,254,159,0.0,1 32 | 64,128,263,105,0.2,1 33 | 61,140,207,138,1.9,0 34 | 62,120,267,99,1.8,0 35 | 45,104,208,148,3.0,1 36 | 66,150,226,114,2.6,1 37 | 63,130,254,147,1.4,0 38 | 51,125,245,166,2.4,1 39 | 48,124,255,175,0.0,1 40 | 40,140,199,178,1.4,1 41 | 45,115,260,185,0.0,1 42 | 52,138,223,169,0.0,1 43 | 59,140,221,164,0.0,1 44 | 62,128,208,140,0.0,1 45 | 41,130,214,168,2.0,1 46 | 44,120,263,173,0.0,1 47 | 43,132,247,143,0.1,0 48 | 52,128,204,156,1.0,0 49 | 52,128,205,184,0.0,1 50 | 58,170,225,146,2.8,0 51 | 55,160,289,145,0.8,0 52 | 48,130,256,150,0.0,0 53 | 45,142,309,147,0.0,0 54 | 41,135,203,132,0.0,1 55 | 60,102,318,160,0.0,1 56 | 58,125,300,171,0.0,0 57 | 62,160,164,145,6.2,0 58 | 69,140,254,146,2.0,0 59 | 50,129,196,163,0.0,1 60 | 68,144,193,141,3.4,0 61 | 60,145,282,142,2.8,0 62 | 50,150,243,128,2.6,0 63 | 42,120,295,162,0.0,1 64 | 58,150,270,111,0.8,0 65 | 46,150,231,147,3.6,0 66 | 55,135,250,161,1.4,1 67 | 60,117,230,160,1.4,0 68 | 57,128,303,159,0.0,1 69 | 54,132,288,159,0.0,1 70 | 56,140,294,153,1.3,1 71 | 64,140,335,158,0.0,0 72 | 41,105,198,168,0.0,1 73 | 42,140,226,178,0.0,1 74 | 62,150,244,154,1.4,0 75 | 48,122,222,186,0.0,1 76 | 64,145,212,132,2.0,0 77 | 55,130,262,155,0.0,1 78 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Experimental Implementation of DP-WGAN
Differentially Private Synthetic Data Generation 2 | For **Continuous Data with binary Targets** using the Differentially Private Wasserstein GAN 3 | 4 | 1) DP-WGAN **Synthetic Data** for "Health care: Heart attack possibility" [Kaggle Dataset](https://www.kaggle.com/datasets/nareshbhat/health-care-data-set-on-heart-attack-possibility?select=heart.csv) --> [view Notebook](https://github.com/stefanrmmr/differentially_private_synthetic_data/blob/main/dpwgan_borealis_heart_disease.ipynb)
5 | 2) DP-WGAN **Synthetic Data** for "BankNote Authentication UCI" [Kaggle Dataset](https://www.kaggle.com/datasets/shantanuss/banknote-authentication-uci) --> [view Notebook](https://github.com/stefanrmmr/differentially_private_synthetic_data/blob/main/dpwgan_borealis_banknote.ipynb)

6 | 7 | ___ 8 | 9 | ### Metrics achieved for DP-WGAN on the Heart Disease Dataset 10 |
11 | 12 | synthdata_sc1 13 | *after multiple attempts using normalized input data, epsilon = approx 3.4 and delta = 1e-5 14 | 15 | ___ 16 | 17 | ### Process Steps & Key Concepts 18 | - The data needs to be in csv format and has to be partitioned as train and test before feeding it to the models. 19 | - Missing values are not supported and needs to replaced appropriately by the user before usage. 20 | - In case the data has continuous and categorical attributes, it needs to be pre-processed
(discretization for continuous values/ encoding for categorical attr.)

21 | - The generative GAN-based ML models are trained using the training dataset. 22 | - The generative model is used to create a synthetic version of the train dataset 23 | - To compensate for irregularities multiple GAN-Generator models are trained 24 | - To compensate for irregularities multiple synthetic datasets are generated,
the optimal best-performing dataset that yields the max AUC is selected

25 | - **Logistic Regression Classifiers** are trained using the real data, as well as, the synthetically generated dataset 26 | - Both classifiers are evaluated regarding performance on the left-out real test dataset (preserved for evaluation) 27 | - Relevant Metrics (mainly AUC) and visualizations of correlation-matrices of synthetic datasets were generated 28 | 29 | ___ 30 | 31 | ### Acknowledgements & Sources 32 | Major parts of this summary notebook were extracted from this [BOREALIS Private Data Generation](https://github.com/BorealisAI/private-data-generation) Github repository by BorealisAI. Note that, this Jupyter notebook covers only one (DP-WGAN) of various possible datasets and generative models for differentially private synthetic data generation. The aforementioned analysis aproaches have yielded the following results as extracted from the original notebook. For more information rearding **differential privacy specific privacy arguments Delta & Epsylon** please refer to this [info-page by Microsoft]( https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/dwork.pdf) 33 | -------------------------------------------------------------------------------- /source_data/heart_orig_test.csv: -------------------------------------------------------------------------------- 1 | age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target 2 | 57,1,0,150,276,0,0,112,1,0.6,1,1,1,0 3 | 59,1,3,170,288,0,0,159,0,0.2,1,0,3,0 4 | 57,1,2,150,126,1,1,173,0,0.2,2,1,3,1 5 | 56,0,0,134,409,0,0,150,1,1.9,1,2,3,0 6 | 71,0,2,110,265,1,0,130,0,0.0,2,1,2,1 7 | 57,1,2,150,168,0,1,174,0,1.6,2,0,2,1 8 | 46,0,0,138,243,0,0,152,1,0.0,1,0,2,1 9 | 56,0,0,200,288,1,0,133,1,4.0,0,2,3,0 10 | 54,1,0,122,286,0,0,116,1,3.2,1,2,2,0 11 | 54,1,2,125,273,0,0,152,0,0.5,0,1,2,1 12 | 57,1,0,140,192,0,1,148,0,0.4,1,0,1,1 13 | 59,1,3,178,270,0,0,145,0,4.2,0,0,3,1 14 | 52,1,1,120,325,0,1,172,0,0.2,2,0,2,1 15 | 40,1,0,110,167,0,0,114,1,2.0,1,0,3,0 16 | 46,0,1,105,204,0,1,172,0,0.0,2,0,2,1 17 | 44,1,2,140,235,0,0,180,0,0.0,2,0,2,1 18 | 34,0,1,118,210,0,1,192,0,0.7,2,0,2,1 19 | 54,1,0,120,188,0,1,113,0,1.4,1,1,3,0 20 | 46,1,0,140,311,0,1,120,1,1.8,1,2,3,0 21 | 61,1,0,138,166,0,0,125,1,3.6,1,1,2,0 22 | 64,1,3,170,227,0,0,155,0,0.6,1,0,3,1 23 | 56,1,0,130,283,1,0,103,1,1.6,0,0,3,0 24 | 67,1,0,120,237,0,1,71,0,1.0,1,0,2,0 25 | 71,0,1,160,302,0,1,162,0,0.4,2,2,2,1 26 | 44,0,2,118,242,0,1,149,0,0.3,1,1,2,1 27 | 40,1,0,152,223,0,1,181,0,0.0,2,0,3,0 28 | 59,1,3,160,273,0,0,125,0,0.0,2,0,2,0 29 | 51,1,0,140,261,0,0,186,1,0.0,2,0,2,1 30 | 57,1,0,165,289,1,0,124,0,1.0,1,3,3,0 31 | 50,0,0,110,254,0,0,159,0,0.0,2,0,2,1 32 | 64,1,0,128,263,0,1,105,1,0.2,1,1,3,1 33 | 61,1,0,140,207,0,0,138,1,1.9,2,1,3,0 34 | 62,1,0,120,267,0,1,99,1,1.8,1,2,3,0 35 | 45,1,0,104,208,0,0,148,1,3.0,1,0,2,1 36 | 66,0,3,150,226,0,1,114,0,2.6,0,0,2,1 37 | 63,1,0,130,254,0,0,147,0,1.4,1,1,3,0 38 | 51,1,2,125,245,1,0,166,0,2.4,1,0,2,1 39 | 48,1,2,124,255,1,1,175,0,0.0,2,2,2,1 40 | 40,1,3,140,199,0,1,178,1,1.4,2,0,3,1 41 | 45,1,0,115,260,0,0,185,0,0.0,2,0,2,1 42 | 52,1,2,138,223,0,1,169,0,0.0,2,4,2,1 43 | 59,1,1,140,221,0,1,164,1,0.0,2,0,2,1 44 | 62,1,1,128,208,1,0,140,0,0.0,2,0,2,1 45 | 41,1,2,130,214,0,0,168,0,2.0,1,0,2,1 46 | 44,1,1,120,263,0,1,173,0,0.0,2,0,3,1 47 | 43,1,0,132,247,1,0,143,1,0.1,1,4,3,0 48 | 52,1,0,128,204,1,1,156,1,1.0,1,0,0,0 49 | 52,1,1,128,205,1,1,184,0,0.0,2,0,2,1 50 | 58,0,0,170,225,1,0,146,1,2.8,1,2,1,0 51 | 55,1,0,160,289,0,0,145,1,0.8,1,1,3,0 52 | 48,1,0,130,256,1,0,150,1,0.0,2,2,3,0 53 | 45,1,0,142,309,0,0,147,1,0.0,1,3,3,0 54 | 41,1,1,135,203,0,1,132,0,0.0,1,0,1,1 55 | 60,0,2,102,318,0,1,160,0,0.0,2,1,2,1 56 | 58,1,0,125,300,0,0,171,0,0.0,2,2,3,0 57 | 62,0,0,160,164,0,0,145,0,6.2,0,3,3,0 58 | 69,1,2,140,254,0,0,146,0,2.0,1,3,3,0 59 | 50,1,2,129,196,0,1,163,0,0.0,2,0,2,1 60 | 68,1,0,144,193,1,1,141,0,3.4,1,2,3,0 61 | 60,1,0,145,282,0,0,142,1,2.8,1,2,3,0 62 | 50,1,0,150,243,0,0,128,0,2.6,1,0,3,0 63 | 42,1,1,120,295,0,1,162,0,0.0,2,0,2,1 64 | 58,1,0,150,270,0,0,111,1,0.8,2,0,3,0 65 | 46,1,2,150,231,0,1,147,0,3.6,1,0,2,0 66 | 55,0,1,135,250,0,0,161,0,1.4,1,0,2,1 67 | 60,1,0,117,230,1,1,160,1,1.4,2,2,3,0 68 | 57,0,0,128,303,0,0,159,0,0.0,2,1,2,1 69 | 54,0,1,132,288,1,0,159,1,0.0,2,1,2,1 70 | 56,0,1,140,294,0,0,153,0,1.3,1,0,2,1 71 | 64,1,2,140,335,0,1,158,0,0.0,2,0,2,0 72 | 41,0,1,105,198,0,1,168,0,0.0,2,1,2,1 73 | 42,1,0,140,226,0,1,178,0,0.0,2,0,2,1 74 | 62,0,0,150,244,0,1,154,1,1.4,1,0,2,0 75 | 48,1,0,122,222,0,0,186,0,0.0,2,0,2,1 76 | 64,1,0,145,212,0,0,132,0,2.0,1,2,1,0 77 | 55,1,1,130,262,0,1,155,0,0.0,2,0,2,1 78 | -------------------------------------------------------------------------------- /source_data/heart_cont_train.csv: -------------------------------------------------------------------------------- 1 | age,trestbps,chol,thalach,oldpeak,target 2 | 57,154,232,164,0.0,0 3 | 59,126,218,134,2.2,0 4 | 67,125,254,163,0.2,0 5 | 58,125,220,144,0.4,1 6 | 38,138,175,173,0.0,1 7 | 56,132,184,105,2.1,0 8 | 42,102,265,122,0.6,1 9 | 51,100,222,143,1.2,1 10 | 43,110,211,161,0.0,1 11 | 62,140,268,160,3.6,0 12 | 51,140,298,122,4.2,0 13 | 69,140,239,151,1.8,1 14 | 67,106,223,142,0.3,1 15 | 58,105,240,154,0.6,1 16 | 76,140,197,116,1.1,1 17 | 39,94,199,179,0.0,1 18 | 29,130,204,202,0.0,1 19 | 50,120,219,158,1.6,1 20 | 54,140,239,160,1.2,1 21 | 38,138,175,173,0.0,1 22 | 58,130,197,131,0.6,1 23 | 52,108,233,147,0.1,1 24 | 44,120,220,170,0.0,1 25 | 64,125,309,131,1.8,0 26 | 54,150,232,165,1.6,1 27 | 58,120,340,172,0.0,1 28 | 47,112,204,143,0.1,1 29 | 58,114,318,140,4.4,0 30 | 58,100,234,156,0.1,0 31 | 45,130,234,175,0.6,1 32 | 50,120,244,162,1.1,1 33 | 62,124,209,163,0.0,1 34 | 65,120,177,140,0.4,1 35 | 43,120,177,120,2.5,0 36 | 39,138,220,152,0.0,1 37 | 47,108,243,152,0.0,0 38 | 63,140,187,144,4.0,0 39 | 43,150,247,171,1.5,1 40 | 44,112,290,153,0.0,0 41 | 62,140,394,157,1.2,1 42 | 58,112,230,165,2.5,0 43 | 44,120,226,169,0.0,1 44 | 68,118,277,151,1.0,1 45 | 67,100,299,125,0.9,0 46 | 55,128,205,130,2.0,0 47 | 59,110,239,142,1.2,0 48 | 57,110,335,143,3.0,0 49 | 56,130,256,142,0.6,0 50 | 70,130,322,109,2.4,0 51 | 61,120,260,140,3.6,0 52 | 52,134,201,158,0.8,1 53 | 60,130,253,144,1.4,0 54 | 57,140,241,123,0.2,0 55 | 57,128,229,150,0.4,0 56 | 74,120,269,121,0.2,1 57 | 65,155,269,148,0.8,1 58 | 35,126,282,156,0.0,0 59 | 58,132,224,173,3.2,0 60 | 51,120,295,157,0.6,1 61 | 64,140,313,133,0.2,1 62 | 58,120,284,160,1.8,0 63 | 56,120,193,162,1.9,1 64 | 42,136,315,125,1.8,0 65 | 47,110,275,118,1.0,0 66 | 67,160,286,108,1.5,0 67 | 55,132,353,132,1.2,0 68 | 61,130,330,169,0.0,0 69 | 41,130,204,172,1.4,1 70 | 37,120,215,170,0.0,1 71 | 60,150,240,171,0.9,1 72 | 65,150,225,114,1.0,0 73 | 64,130,303,122,2.0,1 74 | 43,132,341,136,3.0,0 75 | 53,123,282,95,2.0,0 76 | 67,152,277,172,0.0,1 77 | 43,122,213,165,0.2,1 78 | 53,130,197,152,1.2,1 79 | 52,152,298,178,1.2,1 80 | 54,192,283,195,0.0,0 81 | 45,138,236,152,0.2,1 82 | 35,122,192,174,0.0,1 83 | 49,120,188,139,2.0,0 84 | 41,110,235,153,0.0,1 85 | 60,140,185,155,3.0,0 86 | 55,140,217,111,5.6,0 87 | 35,138,183,182,1.4,1 88 | 68,180,274,150,1.6,0 89 | 67,115,564,160,1.6,1 90 | 65,135,254,127,2.8,0 91 | 56,130,221,163,0.0,1 92 | 49,130,266,171,0.6,1 93 | 46,142,177,160,1.4,1 94 | 65,140,417,157,0.8,1 95 | 42,120,209,173,0.0,1 96 | 59,170,326,140,3.4,0 97 | 49,134,271,162,0.0,1 98 | 62,120,281,103,1.4,0 99 | 66,120,302,151,0.4,1 100 | 53,142,226,111,0.0,1 101 | 61,145,307,146,1.0,0 102 | 70,145,174,125,2.6,0 103 | 48,130,245,180,0.2,1 104 | 58,100,248,122,1.0,1 105 | 65,138,282,174,1.4,0 106 | 60,120,178,96,0.0,1 107 | 59,150,212,157,1.6,1 108 | 63,124,197,136,0.0,0 109 | 43,115,303,181,1.2,1 110 | 77,125,304,162,0.0,0 111 | 63,145,233,150,2.3,1 112 | 61,134,234,145,2.6,0 113 | 52,125,212,168,1.0,0 114 | 42,148,244,178,0.8,1 115 | 52,112,230,160,0.0,0 116 | 42,120,240,194,0.8,1 117 | 48,110,229,168,1.0,0 118 | 43,130,315,162,1.9,1 119 | 54,135,304,170,0.0,1 120 | 54,108,309,156,0.0,1 121 | 66,160,228,138,2.3,1 122 | 66,112,212,132,0.1,0 123 | 64,120,246,96,2.2,0 124 | 66,160,246,120,0.0,0 125 | 48,130,275,139,0.2,1 126 | 45,110,264,132,1.2,0 127 | 44,110,197,177,0.0,0 128 | 57,124,261,141,0.3,0 129 | 51,110,175,123,0.6,1 130 | 54,110,239,126,2.8,0 131 | 57,120,354,163,0.6,1 132 | 41,112,268,172,0.0,1 133 | 44,130,219,188,0.0,1 134 | 59,140,177,162,0.0,0 135 | 41,120,157,182,0.0,1 136 | 60,140,293,170,1.2,0 137 | 38,120,231,182,3.8,0 138 | 57,110,201,126,1.5,1 139 | 52,118,186,190,0.0,1 140 | 49,130,269,163,0.0,1 141 | 52,136,196,169,0.1,1 142 | 67,152,212,150,0.8,0 143 | 52,172,199,162,0.5,1 144 | 54,120,258,147,0.4,1 145 | 49,118,149,126,0.8,0 146 | 58,140,211,165,0.0,1 147 | 39,140,321,182,0.0,1 148 | 70,160,269,112,2.9,0 149 | 47,130,253,179,0.0,1 150 | 51,140,308,142,1.5,1 151 | 54,108,267,167,0.0,1 152 | 58,136,319,152,0.0,0 153 | 62,130,263,97,1.2,0 154 | 66,146,278,152,0.0,1 155 | 61,150,243,137,1.0,1 156 | 63,108,269,169,1.8,0 157 | 64,180,325,154,0.0,1 158 | 45,128,308,170,0.0,1 159 | 60,150,258,157,2.6,0 160 | 39,118,219,140,1.2,0 161 | 65,160,360,151,0.8,1 162 | 48,124,274,166,0.5,0 163 | 44,120,169,144,2.8,0 164 | 66,178,228,165,1.0,0 165 | 65,110,248,158,0.6,0 166 | 58,150,283,162,1.0,1 167 | 47,138,257,156,0.0,1 168 | 45,112,160,138,0.0,1 169 | 55,180,327,117,3.4,0 170 | 35,120,198,130,1.6,0 171 | 59,134,204,162,0.8,0 172 | 60,125,258,141,2.8,0 173 | 55,132,342,166,1.2,1 174 | 53,130,264,143,0.4,1 175 | 63,130,330,132,1.8,0 176 | 70,156,245,143,0.0,1 177 | 51,130,305,142,1.2,0 178 | 63,150,407,154,4.0,0 179 | 58,128,259,130,3.0,0 180 | 56,120,236,178,0.8,1 181 | 68,120,211,115,1.5,1 182 | 44,108,141,175,0.6,1 183 | 37,130,250,187,3.5,1 184 | 53,138,234,160,0.0,1 185 | 41,112,250,179,0.0,1 186 | 52,128,255,161,0.0,0 187 | 51,125,213,125,1.4,1 188 | 57,132,207,168,0.0,1 189 | 62,130,231,146,1.8,1 190 | 54,110,206,108,0.0,0 191 | 59,174,249,143,0.0,0 192 | 64,110,211,144,1.8,1 193 | 54,110,214,158,1.6,1 194 | 67,120,229,129,2.6,0 195 | 59,164,176,90,1.0,0 196 | 41,126,306,163,0.0,1 197 | 61,148,203,161,0.0,0 198 | 57,152,274,88,1.2,0 199 | 63,135,252,172,0.0,1 200 | 51,130,256,149,0.5,1 201 | 60,130,206,132,2.4,0 202 | 41,110,172,158,0.0,0 203 | 57,130,131,115,1.2,0 204 | 54,124,266,109,2.2,0 205 | 53,140,203,155,3.1,0 206 | 34,118,182,174,0.0,1 207 | 53,128,216,115,0.0,1 208 | 51,140,299,173,1.6,0 209 | 62,138,294,106,1.9,0 210 | 44,130,233,179,0.4,1 211 | 56,120,240,169,0.0,1 212 | 58,146,218,105,2.0,0 213 | 58,128,216,131,2.2,0 214 | 50,144,200,126,0.9,0 215 | 42,130,180,150,0.0,1 216 | 54,160,201,163,0.0,1 217 | 71,112,149,125,1.6,1 218 | 53,130,246,173,0.0,1 219 | 46,101,197,156,0.0,1 220 | 56,125,249,144,1.2,0 221 | 59,138,271,182,0.0,1 222 | 57,130,236,174,0.0,0 223 | 59,135,234,161,0.5,1 224 | 50,140,233,163,0.6,0 225 | 51,94,227,154,0.0,1 226 | 69,160,234,131,0.1,1 227 | 46,120,249,144,0.8,0 228 | 63,140,195,179,0.0,1 229 | -------------------------------------------------------------------------------- /source_data/heart_cont_norm_test.csv: -------------------------------------------------------------------------------- 1 | age,trestbps,chol,thalach,oldpeak,target 2 | 0.5833333333333334,0.5283018867924528,0.3424657534246575,0.3129770992366412,0.0967741935483871,0.0 3 | 0.6249999999999999,0.7169811320754716,0.3698630136986301,0.6717557251908396,0.03225806451612903,0.0 4 | 0.5833333333333334,0.5283018867924528,0.0,0.7786259541984731,0.03225806451612903,1.0 5 | 0.5624999999999999,0.37735849056603776,0.6461187214611872,0.6030534351145037,0.30645161290322576,0.0 6 | 0.8749999999999999,0.15094339622641517,0.31735159817351594,0.45038167938931295,0.0,1.0 7 | 0.5833333333333334,0.5283018867924528,0.0958904109589041,0.7862595419847328,0.25806451612903225,1.0 8 | 0.35416666666666663,0.41509433962264153,0.2671232876712329,0.6183206106870228,0.0,1.0 9 | 0.5624999999999999,1.0,0.3698630136986301,0.4732824427480916,0.6451612903225806,0.0 10 | 0.5208333333333334,0.26415094339622647,0.36529680365296807,0.3435114503816793,0.5161290322580645,0.0 11 | 0.5208333333333334,0.2924528301886792,0.33561643835616434,0.6183206106870228,0.08064516129032258,1.0 12 | 0.5833333333333334,0.4339622641509434,0.1506849315068493,0.5877862595419846,0.06451612903225806,1.0 13 | 0.6249999999999999,0.7924528301886792,0.32876712328767127,0.564885496183206,0.6774193548387097,1.0 14 | 0.47916666666666663,0.24528301886792458,0.45433789954337894,0.7709923664122137,0.03225806451612903,1.0 15 | 0.22916666666666663,0.15094339622641517,0.09360730593607308,0.3282442748091603,0.3225806451612903,0.0 16 | 0.35416666666666663,0.10377358490566047,0.1780821917808219,0.7709923664122137,0.0,1.0 17 | 0.3125,0.4339622641509434,0.2488584474885845,0.8320610687022899,0.0,1.0 18 | 0.10416666666666663,0.2264150943396227,0.1917808219178082,0.9236641221374046,0.1129032258064516,1.0 19 | 0.5208333333333334,0.24528301886792458,0.1415525114155251,0.32061068702290074,0.2258064516129032,0.0 20 | 0.35416666666666663,0.4339622641509434,0.4223744292237443,0.3740458015267175,0.2903225806451613,0.0 21 | 0.6666666666666666,0.41509433962264153,0.091324200913242,0.4122137404580152,0.5806451612903226,0.0 22 | 0.7291666666666666,0.7169811320754716,0.2305936073059361,0.6412213740458014,0.0967741935483871,1.0 23 | 0.5624999999999999,0.339622641509434,0.3584474885844749,0.2442748091603053,0.25806451612903225,0.0 24 | 0.7916666666666666,0.24528301886792458,0.25342465753424653,0.0,0.16129032258064516,0.0 25 | 0.8749999999999999,0.6226415094339622,0.4018264840182649,0.6946564885496184,0.06451612903225806,1.0 26 | 0.3125,0.2264150943396227,0.26484018264840176,0.5954198473282443,0.04838709677419355,1.0 27 | 0.22916666666666663,0.5471698113207547,0.2214611872146119,0.8396946564885496,0.0,0.0 28 | 0.6249999999999999,0.6226415094339622,0.33561643835616434,0.4122137404580152,0.0,0.0 29 | 0.45833333333333337,0.4339622641509434,0.30821917808219174,0.8778625954198472,0.0,1.0 30 | 0.5833333333333334,0.669811320754717,0.37214611872146114,0.4045801526717556,0.16129032258064516,0.0 31 | 0.4374999999999999,0.15094339622641517,0.29223744292237447,0.6717557251908396,0.0,1.0 32 | 0.7291666666666666,0.3207547169811321,0.3127853881278539,0.2595419847328244,0.03225806451612903,1.0 33 | 0.6666666666666666,0.4339622641509434,0.18493150684931509,0.5114503816793893,0.30645161290322576,0.0 34 | 0.6874999999999999,0.24528301886792458,0.3219178082191781,0.2137404580152671,0.2903225806451613,0.0 35 | 0.33333333333333337,0.09433962264150952,0.1872146118721461,0.5877862595419846,0.4838709677419355,1.0 36 | 0.7708333333333334,0.5283018867924528,0.22831050228310495,0.3282442748091603,0.41935483870967744,1.0 37 | 0.7083333333333334,0.339622641509434,0.29223744292237447,0.5801526717557252,0.2258064516129032,0.0 38 | 0.45833333333333337,0.2924528301886792,0.27168949771689493,0.7251908396946564,0.3870967741935484,1.0 39 | 0.39583333333333337,0.28301886792452835,0.2945205479452055,0.7938931297709922,0.0,1.0 40 | 0.22916666666666663,0.4339622641509434,0.16666666666666669,0.816793893129771,0.2258064516129032,1.0 41 | 0.33333333333333337,0.19811320754716977,0.3059360730593607,0.8702290076335878,0.0,1.0 42 | 0.47916666666666663,0.41509433962264153,0.2214611872146119,0.7480916030534351,0.0,1.0 43 | 0.6249999999999999,0.4339622641509434,0.21689497716894973,0.7099236641221373,0.0,1.0 44 | 0.6874999999999999,0.3207547169811321,0.1872146118721461,0.5267175572519084,0.0,1.0 45 | 0.25,0.339622641509434,0.2009132420091324,0.7404580152671755,0.3225806451612903,1.0 46 | 0.3125,0.24528301886792458,0.3127853881278539,0.7786259541984731,0.0,1.0 47 | 0.29166666666666663,0.3584905660377359,0.2762557077625571,0.5496183206106869,0.016129032258064516,0.0 48 | 0.47916666666666663,0.3207547169811321,0.1780821917808219,0.648854961832061,0.16129032258064516,0.0 49 | 0.47916666666666663,0.3207547169811321,0.18036529680365293,0.8625954198473281,0.0,1.0 50 | 0.6041666666666666,0.7169811320754716,0.22602739726027393,0.5725190839694655,0.4516129032258064,0.0 51 | 0.5416666666666666,0.6226415094339622,0.37214611872146114,0.564885496183206,0.12903225806451613,0.0 52 | 0.39583333333333337,0.339622641509434,0.2968036529680365,0.6030534351145037,0.0,0.0 53 | 0.33333333333333337,0.4528301886792453,0.41780821917808214,0.5801526717557252,0.0,0.0 54 | 0.25,0.3867924528301888,0.17579908675799089,0.46564885496183195,0.0,1.0 55 | 0.6458333333333334,0.07547169811320764,0.4383561643835617,0.6793893129770993,0.0,1.0 56 | 0.6041666666666666,0.2924528301886792,0.3972602739726027,0.763358778625954,0.0,0.0 57 | 0.6874999999999999,0.6226415094339622,0.0867579908675799,0.564885496183206,1.0,0.0 58 | 0.8333333333333334,0.4339622641509434,0.29223744292237447,0.5725190839694655,0.3225806451612903,0.0 59 | 0.4374999999999999,0.33018867924528317,0.1598173515981735,0.7022900763358778,0.0,1.0 60 | 0.8124999999999999,0.4716981132075472,0.15296803652968033,0.5343511450381678,0.5483870967741935,0.0 61 | 0.6458333333333334,0.48113207547169823,0.35616438356164376,0.5419847328244275,0.4516129032258064,0.0 62 | 0.4374999999999999,0.5283018867924528,0.2671232876712329,0.43511450381679384,0.41935483870967744,0.0 63 | 0.27083333333333337,0.24528301886792458,0.3858447488584475,0.6946564885496184,0.0,1.0 64 | 0.6041666666666666,0.5283018867924528,0.32876712328767127,0.30534351145038163,0.12903225806451613,0.0 65 | 0.35416666666666663,0.5283018867924528,0.2397260273972603,0.5801526717557252,0.5806451612903226,0.0 66 | 0.5416666666666666,0.3867924528301888,0.28310502283105016,0.6870229007633587,0.2258064516129032,1.0 67 | 0.6458333333333334,0.21698113207547165,0.23744292237442927,0.6793893129770993,0.2258064516129032,0.0 68 | 0.5833333333333334,0.3207547169811321,0.4041095890410959,0.6717557251908396,0.0,1.0 69 | 0.5208333333333334,0.3584905660377359,0.3698630136986301,0.6717557251908396,0.0,1.0 70 | 0.5624999999999999,0.4339622641509434,0.3835616438356165,0.6259541984732825,0.20967741935483872,1.0 71 | 0.7291666666666666,0.4339622641509434,0.4771689497716895,0.6641221374045801,0.0,0.0 72 | 0.25,0.10377358490566047,0.1643835616438356,0.7404580152671755,0.0,1.0 73 | 0.27083333333333337,0.4339622641509434,0.22831050228310495,0.816793893129771,0.0,1.0 74 | 0.6874999999999999,0.5283018867924528,0.2694063926940639,0.6335877862595419,0.2258064516129032,0.0 75 | 0.39583333333333337,0.26415094339622647,0.21917808219178087,0.8778625954198472,0.0,1.0 76 | 0.7291666666666666,0.48113207547169823,0.1963470319634703,0.46564885496183195,0.3225806451612903,0.0 77 | 0.5416666666666666,0.339622641509434,0.31050228310502287,0.6412213740458014,0.0,1.0 78 | -------------------------------------------------------------------------------- /source_data/heart_orig_train.csv: -------------------------------------------------------------------------------- 1 | age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target 2 | 57,1,1,154,232,0,0,164,0,0.0,2,1,2,0 3 | 59,1,2,126,218,1,1,134,0,2.2,1,1,1,0 4 | 67,1,0,125,254,1,1,163,0,0.2,1,2,3,0 5 | 58,1,1,125,220,0,1,144,0,0.4,1,4,3,1 6 | 38,1,2,138,175,0,1,173,0,0.0,2,4,2,1 7 | 56,1,0,132,184,0,0,105,1,2.1,1,1,1,0 8 | 42,0,0,102,265,0,0,122,0,0.6,1,0,2,1 9 | 51,1,2,100,222,0,1,143,1,1.2,1,0,2,1 10 | 43,1,0,110,211,0,1,161,0,0.0,2,0,3,1 11 | 62,0,0,140,268,0,0,160,0,3.6,0,2,2,0 12 | 51,1,0,140,298,0,1,122,1,4.2,1,3,3,0 13 | 69,0,3,140,239,0,1,151,0,1.8,2,2,2,1 14 | 67,0,0,106,223,0,1,142,0,0.3,2,2,2,1 15 | 58,1,2,105,240,0,0,154,1,0.6,1,0,3,1 16 | 76,0,2,140,197,0,2,116,0,1.1,1,0,2,1 17 | 39,0,2,94,199,0,1,179,0,0.0,2,0,2,1 18 | 29,1,1,130,204,0,0,202,0,0.0,2,0,2,1 19 | 50,0,2,120,219,0,1,158,0,1.6,1,0,2,1 20 | 54,1,0,140,239,0,1,160,0,1.2,2,0,2,1 21 | 38,1,2,138,175,0,1,173,0,0.0,2,4,2,1 22 | 58,0,0,130,197,0,1,131,0,0.6,1,0,2,1 23 | 52,1,0,108,233,1,1,147,0,0.1,2,3,3,1 24 | 44,1,1,120,220,0,1,170,0,0.0,2,0,2,1 25 | 64,1,2,125,309,0,1,131,1,1.8,1,0,3,0 26 | 54,1,2,150,232,0,0,165,0,1.6,2,0,3,1 27 | 58,0,2,120,340,0,1,172,0,0.0,2,0,2,1 28 | 47,1,0,112,204,0,1,143,0,0.1,2,0,2,1 29 | 58,1,0,114,318,0,2,140,0,4.4,0,3,1,0 30 | 58,1,0,100,234,0,1,156,0,0.1,2,1,3,0 31 | 45,0,1,130,234,0,0,175,0,0.6,1,0,2,1 32 | 50,0,1,120,244,0,1,162,0,1.1,2,0,2,1 33 | 62,0,0,124,209,0,1,163,0,0.0,2,0,2,1 34 | 65,1,0,120,177,0,1,140,0,0.4,2,0,3,1 35 | 43,1,0,120,177,0,0,120,1,2.5,1,0,3,0 36 | 39,0,2,138,220,0,1,152,0,0.0,1,0,2,1 37 | 47,1,2,108,243,0,1,152,0,0.0,2,0,2,0 38 | 63,1,0,140,187,0,0,144,1,4.0,2,2,3,0 39 | 43,1,0,150,247,0,1,171,0,1.5,2,0,2,1 40 | 44,1,0,112,290,0,0,153,0,0.0,2,1,2,0 41 | 62,0,0,140,394,0,0,157,0,1.2,1,0,2,1 42 | 58,1,2,112,230,0,0,165,0,2.5,1,1,3,0 43 | 44,1,2,120,226,0,1,169,0,0.0,2,0,2,1 44 | 68,1,2,118,277,0,1,151,0,1.0,2,1,3,1 45 | 67,1,0,100,299,0,0,125,1,0.9,1,2,2,0 46 | 55,0,0,128,205,0,2,130,1,2.0,1,1,3,0 47 | 59,1,0,110,239,0,0,142,1,1.2,1,1,3,0 48 | 57,1,0,110,335,0,1,143,1,3.0,1,1,3,0 49 | 56,1,2,130,256,1,0,142,1,0.6,1,1,1,0 50 | 70,1,0,130,322,0,0,109,0,2.4,1,3,2,0 51 | 61,1,0,120,260,0,1,140,1,3.6,1,1,3,0 52 | 52,1,1,134,201,0,1,158,0,0.8,2,1,2,1 53 | 60,1,0,130,253,0,1,144,1,1.4,2,1,3,0 54 | 57,0,0,140,241,0,1,123,1,0.2,1,0,3,0 55 | 57,1,2,128,229,0,0,150,0,0.4,1,1,3,0 56 | 74,0,1,120,269,0,0,121,1,0.2,2,1,2,1 57 | 65,0,2,155,269,0,1,148,0,0.8,2,0,2,1 58 | 35,1,0,126,282,0,0,156,1,0.0,2,0,3,0 59 | 58,1,2,132,224,0,0,173,0,3.2,2,2,3,0 60 | 51,0,2,120,295,0,0,157,0,0.6,2,0,2,1 61 | 64,0,2,140,313,0,1,133,0,0.2,2,0,3,1 62 | 58,1,1,120,284,0,0,160,0,1.8,1,0,2,0 63 | 56,1,3,120,193,0,0,162,0,1.9,1,0,3,1 64 | 42,1,0,136,315,0,1,125,1,1.8,1,0,1,0 65 | 47,1,0,110,275,0,0,118,1,1.0,1,1,2,0 66 | 67,1,0,160,286,0,0,108,1,1.5,1,3,2,0 67 | 55,1,0,132,353,0,1,132,1,1.2,1,1,3,0 68 | 61,0,0,130,330,0,0,169,0,0.0,2,0,2,0 69 | 41,0,1,130,204,0,0,172,0,1.4,2,0,2,1 70 | 37,0,2,120,215,0,1,170,0,0.0,2,0,2,1 71 | 60,0,3,150,240,0,1,171,0,0.9,2,0,2,1 72 | 65,0,0,150,225,0,0,114,0,1.0,1,3,3,0 73 | 64,0,0,130,303,0,1,122,0,2.0,1,2,2,1 74 | 43,0,0,132,341,1,0,136,1,3.0,1,0,3,0 75 | 53,1,0,123,282,0,1,95,1,2.0,1,2,3,0 76 | 67,0,2,152,277,0,1,172,0,0.0,2,1,2,1 77 | 43,0,2,122,213,0,1,165,0,0.2,1,0,2,1 78 | 53,1,2,130,197,1,0,152,0,1.2,0,0,2,1 79 | 52,1,3,152,298,1,1,178,0,1.2,1,0,3,1 80 | 54,1,1,192,283,0,0,195,0,0.0,2,1,3,0 81 | 45,0,0,138,236,0,0,152,1,0.2,1,0,2,1 82 | 35,1,1,122,192,0,1,174,0,0.0,2,0,2,1 83 | 49,1,2,120,188,0,1,139,0,2.0,1,3,3,0 84 | 41,1,1,110,235,0,1,153,0,0.0,2,0,2,1 85 | 60,1,2,140,185,0,0,155,0,3.0,1,0,2,0 86 | 55,1,0,140,217,0,1,111,1,5.6,0,0,3,0 87 | 35,0,0,138,183,0,1,182,0,1.4,2,0,2,1 88 | 68,1,2,180,274,1,0,150,1,1.6,1,0,3,0 89 | 67,0,2,115,564,0,0,160,0,1.6,1,0,3,1 90 | 65,1,0,135,254,0,0,127,0,2.8,1,1,3,0 91 | 56,1,1,130,221,0,0,163,0,0.0,2,0,3,1 92 | 49,1,1,130,266,0,1,171,0,0.6,2,0,2,1 93 | 46,0,2,142,177,0,0,160,1,1.4,0,0,2,1 94 | 65,0,2,140,417,1,0,157,0,0.8,2,1,2,1 95 | 42,0,2,120,209,0,1,173,0,0.0,1,0,2,1 96 | 59,1,0,170,326,0,0,140,1,3.4,0,0,3,0 97 | 49,0,1,134,271,0,1,162,0,0.0,1,0,2,1 98 | 62,1,1,120,281,0,0,103,0,1.4,1,1,3,0 99 | 66,1,0,120,302,0,0,151,0,0.4,1,0,2,1 100 | 53,1,0,142,226,0,0,111,1,0.0,2,0,3,1 101 | 61,0,0,145,307,0,0,146,1,1.0,1,0,3,0 102 | 70,1,0,145,174,0,1,125,1,2.6,0,0,3,0 103 | 48,1,1,130,245,0,0,180,0,0.2,1,0,2,1 104 | 58,0,0,100,248,0,0,122,0,1.0,1,0,2,1 105 | 65,1,3,138,282,1,0,174,0,1.4,1,1,2,0 106 | 60,0,2,120,178,1,1,96,0,0.0,2,0,2,1 107 | 59,1,2,150,212,1,1,157,0,1.6,2,0,2,1 108 | 63,0,0,124,197,0,1,136,1,0.0,1,0,2,0 109 | 43,1,0,115,303,0,1,181,0,1.2,1,0,2,1 110 | 77,1,0,125,304,0,0,162,1,0.0,2,3,2,0 111 | 63,1,3,145,233,1,0,150,0,2.3,0,0,1,1 112 | 61,1,3,134,234,0,1,145,0,2.6,1,2,2,0 113 | 52,1,0,125,212,0,1,168,0,1.0,2,2,3,0 114 | 42,1,3,148,244,0,0,178,0,0.8,2,2,2,1 115 | 52,1,0,112,230,0,1,160,0,0.0,2,1,2,0 116 | 42,1,2,120,240,1,1,194,0,0.8,0,0,3,1 117 | 48,1,1,110,229,0,1,168,0,1.0,0,0,3,0 118 | 43,1,2,130,315,0,1,162,0,1.9,2,1,2,1 119 | 54,0,2,135,304,1,1,170,0,0.0,2,0,2,1 120 | 54,1,1,108,309,0,1,156,0,0.0,2,0,3,1 121 | 66,1,0,160,228,0,0,138,0,2.3,2,0,1,1 122 | 66,1,0,112,212,0,0,132,1,0.1,2,1,2,0 123 | 64,1,0,120,246,0,0,96,1,2.2,0,1,2,0 124 | 66,1,1,160,246,0,1,120,1,0.0,1,3,1,0 125 | 48,0,2,130,275,0,1,139,0,0.2,2,0,2,1 126 | 45,1,3,110,264,0,1,132,0,1.2,1,0,3,0 127 | 44,1,0,110,197,0,0,177,0,0.0,2,1,2,0 128 | 57,1,1,124,261,0,1,141,0,0.3,2,0,3,0 129 | 51,1,2,110,175,0,1,123,0,0.6,2,0,2,1 130 | 54,1,0,110,239,0,1,126,1,2.8,1,1,3,0 131 | 57,0,0,120,354,0,1,163,1,0.6,2,0,2,1 132 | 41,0,2,112,268,0,0,172,1,0.0,2,0,2,1 133 | 44,1,1,130,219,0,0,188,0,0.0,2,0,2,1 134 | 59,1,0,140,177,0,1,162,1,0.0,2,1,3,0 135 | 41,1,1,120,157,0,1,182,0,0.0,2,0,2,1 136 | 60,1,0,140,293,0,0,170,0,1.2,1,2,3,0 137 | 38,1,3,120,231,0,1,182,1,3.8,1,0,3,0 138 | 57,1,0,110,201,0,1,126,1,1.5,1,0,1,1 139 | 52,1,3,118,186,0,0,190,0,0.0,1,0,1,1 140 | 49,0,0,130,269,0,1,163,0,0.0,2,0,2,1 141 | 52,0,2,136,196,0,0,169,0,0.1,1,0,2,1 142 | 67,1,2,152,212,0,0,150,0,0.8,1,0,3,0 143 | 52,1,2,172,199,1,1,162,0,0.5,2,0,3,1 144 | 54,1,2,120,258,0,0,147,0,0.4,1,0,3,1 145 | 49,1,2,118,149,0,0,126,0,0.8,2,3,2,0 146 | 58,1,2,140,211,1,0,165,0,0.0,2,0,2,1 147 | 39,1,2,140,321,0,0,182,0,0.0,2,0,2,1 148 | 70,1,2,160,269,0,1,112,1,2.9,1,1,3,0 149 | 47,1,2,130,253,0,1,179,0,0.0,2,0,2,1 150 | 51,0,2,140,308,0,0,142,0,1.5,2,1,2,1 151 | 54,0,2,108,267,0,0,167,0,0.0,2,0,2,1 152 | 58,0,1,136,319,1,0,152,0,0.0,2,2,2,0 153 | 62,0,2,130,263,0,1,97,0,1.2,1,1,3,0 154 | 66,0,2,146,278,0,0,152,0,0.0,1,1,2,1 155 | 61,1,2,150,243,1,1,137,1,1.0,1,0,2,1 156 | 63,0,0,108,269,0,1,169,1,1.8,1,2,2,0 157 | 64,0,0,180,325,0,1,154,1,0.0,2,0,2,1 158 | 45,1,1,128,308,0,0,170,0,0.0,2,0,2,1 159 | 60,0,0,150,258,0,0,157,0,2.6,1,2,3,0 160 | 39,1,0,118,219,0,1,140,0,1.2,1,0,3,0 161 | 65,0,2,160,360,0,0,151,0,0.8,2,0,2,1 162 | 48,1,0,124,274,0,0,166,0,0.5,1,0,3,0 163 | 44,1,0,120,169,0,1,144,1,2.8,0,0,1,0 164 | 66,0,0,178,228,1,1,165,1,1.0,1,2,3,0 165 | 65,1,0,110,248,0,0,158,0,0.6,2,2,1,0 166 | 58,0,3,150,283,1,0,162,0,1.0,2,0,2,1 167 | 47,1,2,138,257,0,0,156,0,0.0,2,0,2,1 168 | 45,0,1,112,160,0,1,138,0,0.0,1,0,2,1 169 | 55,0,0,180,327,0,2,117,1,3.4,1,0,2,0 170 | 35,1,0,120,198,0,1,130,1,1.6,1,0,3,0 171 | 59,1,3,134,204,0,1,162,0,0.8,2,2,2,0 172 | 60,1,0,125,258,0,0,141,1,2.8,1,1,3,0 173 | 55,0,1,132,342,0,1,166,0,1.2,2,0,2,1 174 | 53,0,0,130,264,0,0,143,0,0.4,1,0,2,1 175 | 63,1,0,130,330,1,0,132,1,1.8,2,3,3,0 176 | 70,1,1,156,245,0,0,143,0,0.0,2,0,2,1 177 | 51,0,0,130,305,0,1,142,1,1.2,1,0,3,0 178 | 63,0,0,150,407,0,0,154,0,4.0,1,3,3,0 179 | 58,1,0,128,259,0,0,130,1,3.0,1,2,3,0 180 | 56,1,1,120,236,0,1,178,0,0.8,2,0,2,1 181 | 68,0,2,120,211,0,0,115,0,1.5,1,0,2,1 182 | 44,0,2,108,141,0,1,175,0,0.6,1,0,2,1 183 | 37,1,2,130,250,0,1,187,0,3.5,0,0,2,1 184 | 53,0,0,138,234,0,0,160,0,0.0,2,0,2,1 185 | 41,1,2,112,250,0,1,179,0,0.0,2,0,2,1 186 | 52,1,0,128,255,0,1,161,1,0.0,2,1,3,0 187 | 51,1,3,125,213,0,0,125,1,1.4,2,1,2,1 188 | 57,1,0,132,207,0,1,168,1,0.0,2,0,3,1 189 | 62,1,2,130,231,0,1,146,0,1.8,1,3,3,1 190 | 54,1,0,110,206,0,0,108,1,0.0,1,1,2,0 191 | 59,0,0,174,249,0,1,143,1,0.0,1,0,2,0 192 | 64,1,3,110,211,0,0,144,1,1.8,1,0,2,1 193 | 54,0,2,110,214,0,1,158,0,1.6,1,0,2,1 194 | 67,1,0,120,229,0,0,129,1,2.6,1,2,3,0 195 | 59,1,0,164,176,1,0,90,0,1.0,1,2,1,0 196 | 41,0,1,126,306,0,1,163,0,0.0,2,0,2,1 197 | 61,1,0,148,203,0,1,161,0,0.0,2,1,3,0 198 | 57,1,0,152,274,0,1,88,1,1.2,1,1,3,0 199 | 63,0,2,135,252,0,0,172,0,0.0,2,0,2,1 200 | 51,0,2,130,256,0,0,149,0,0.5,2,0,2,1 201 | 60,1,0,130,206,0,0,132,1,2.4,1,2,3,0 202 | 41,1,0,110,172,0,0,158,0,0.0,2,0,3,0 203 | 57,1,0,130,131,0,1,115,1,1.2,1,1,3,0 204 | 54,1,0,124,266,0,0,109,1,2.2,1,1,3,0 205 | 53,1,0,140,203,1,0,155,1,3.1,0,0,3,0 206 | 34,1,3,118,182,0,0,174,0,0.0,2,0,2,1 207 | 53,0,2,128,216,0,0,115,0,0.0,2,0,0,1 208 | 51,1,0,140,299,0,1,173,1,1.6,2,0,3,0 209 | 62,0,0,138,294,1,1,106,0,1.9,1,3,2,0 210 | 44,1,2,130,233,0,1,179,1,0.4,2,0,2,1 211 | 56,1,1,120,240,0,1,169,0,0.0,0,0,2,1 212 | 58,1,0,146,218,0,1,105,0,2.0,1,1,3,0 213 | 58,1,0,128,216,0,0,131,1,2.2,1,3,3,0 214 | 50,1,0,144,200,0,0,126,1,0.9,1,0,3,0 215 | 42,1,2,130,180,0,1,150,0,0.0,2,0,2,1 216 | 54,0,2,160,201,0,1,163,0,0.0,2,1,2,1 217 | 71,0,0,112,149,0,1,125,0,1.6,1,0,2,1 218 | 53,1,2,130,246,1,0,173,0,0.0,2,3,2,1 219 | 46,1,1,101,197,1,1,156,0,0.0,2,0,3,1 220 | 56,1,0,125,249,1,0,144,1,1.2,1,1,2,0 221 | 59,1,0,138,271,0,0,182,0,0.0,2,0,2,1 222 | 57,0,1,130,236,0,0,174,0,0.0,1,1,2,0 223 | 59,1,0,135,234,0,1,161,0,0.5,1,0,3,1 224 | 50,1,2,140,233,0,1,163,0,0.6,1,1,3,0 225 | 51,1,2,94,227,0,1,154,1,0.0,2,1,3,1 226 | 69,1,3,160,234,1,0,131,0,0.1,1,1,2,1 227 | 46,1,0,120,249,0,0,144,0,0.8,2,0,3,0 228 | 63,0,1,140,195,0,1,179,0,0.0,2,2,2,1 229 | -------------------------------------------------------------------------------- /dpsdg_knowledgebase/README.md: -------------------------------------------------------------------------------- 1 | # Differentially Private Synthetic Data Generation 2 | "Privacy preserving approaches for generating synthetic data sets without having to compromise on data utility"
3 | ~ Summary by [Stefan Rummer](https://www.linkedin.com/in/stefanrmmr/) 4 | 5 | ## Foundations and Purpose 6 | 7 | What is synthetic data generation [SDG]?
In our context, synthetic data is algorithmically created data that looks and behaves like real data. Generative models learn the statistical distribution in the original data and draw artificial samples from it to generate synthetic data. The synthetic data generation process completely breaks the 1-1 relation between the original and synthetic records. Contrary to other techniques, like pseudonymization, there is no key to go back from the synthetic records to the original ones.This process is irreversible. 8 | 9 | Why is there the need for synthetic data?
Real-world data is sometimes expensive to collect, or simply hard to come by. In these cases, synthetic data is easier to produce than collecting original data. It also allows the training of models on a wide variety of situations that real-world data might not capture. 10 | 11 | Why is there the need to enhance synthetic data generation to fulfill privacy standards?
There exist various scenarios where companies use synthetic data is to make information available for processing when regulations or other privacy concerns restrict access to the original data. For instance, the processing of customer data in a post-GDPR world involves strict compliance and governance rules for companies. In these cases, synthetic data is used as an anonymization method that brings companies more agility and freedom to process data in a safe and compliant way.

12 | 13 | 14 | ## Types of Attributes in the Data 15 | 16 | - PII Direct Identifiers: Confidential Information like Name, email, etc. that uniquely identifies an individual
17 | 18 | - Quasi-Identifiers Attributes: Indirectly linked to individuals, Quasi-identifiers don't uniquely identify an individual, but, when combined and cross-referenced with individual records, they can substantially increase the likelihood that an attacker will be able to re-identify an individual. (e.g. Characteristics like, address, zip code, age, working title, company - Information that is available publically anyways and not personal)
19 | 20 | - Sensitive Attributes: Data that is protected against unauthorized exposure. Attributes like health conditions, salary, criminal offenses,
and geographic location are typically considered sensitive data. Note that there can be overlap between identifiers and sensitive data.

21 | 22 | 23 | ## Types of Synthetic Data 24 | 25 | When determining the best method for creating synthetic data, it is important to first consider what type of synthetic data you aim to have.
There are three broad categories to choose from, each with different benefits and drawbacks: 26 | 27 | - Fully synthetic Data: This data does not contain any original data. This means that
re-identification of any single unit is almost impossible and all variables are still fully available.
28 | 29 | - Partially synthetic Data: 30 | Only data that is sensitive is replaced with synthetic data. This requires a heavy dependency on the imputation model. This leads to decreased model dependence, but does mean that some disclosure is possible owing to the true values that remain within the dataset.
31 | 32 | - Hybrid synthetic Data: Hybrid synthetic data is derived from both real and synthetic data. While guaranteeing the relationship and integrity between other variables in the dataset, the underlying distribution of original data is investigated and the nearest neighbor of each data point is formed. A near-record in the synthetic data is chosen for each record of real data, and the two are then joined to generate hybrid data.

33 | 34 | 35 | ## Risks in Synthetically Generated Data 36 | 37 | Please refer to this [article by statice](https://www.statice.ai/post/how-manage-reidentification-risks-personal-data-synthetic-data) which served as the source for the following paragraph. 38 | 39 | A common misconception is to think that synthetic data is inherently private. Even though Synthetic data does not contain any PII in theory (CCP&GDPR conforming data structure), there still exists the chance that it resambles unique characteristics of the original dataset that could make it possible to gather information on real events or individuals in the original dataset from the synthetic data. 40 | 41 | Neural network based synthetic data generation approaches might memorize features in the training data. Ultimately, memorized patterns can be reproduced in the synthetic data, leading to privacy leaks. Luckily, we can add additional layers of privacy to the synthesization mechanisms, such as training the model using algorithms that satisfy the definition of differential privacy.

42 | 43 | 44 | ## Differentially-Private Synthetic Data 45 | 46 | Differential Privacy [DP] minimizes re-identification- and privacy risks to a theoretical mathematical minimum and outputs privacy-preserving synthetic data robust against privacy attacks. From a high level perspective, DP uses noise to mask the presence of any particular individual in the input data. To generate differentially-private synthetic records, the models learn the original data distribution with a DP algorithm. This way, the synthetic data benefits from the theoretical guarantees that DP provides. 47 | 48 | Differential privacy offers significantly higher privacy protection levels than commonly used disclosure limitation practices like data anonymization. Nevertheless, the synthetically generated data set fulfilling K-Anonymity/L-Diversity can still be considered to add an additional layer of privacy. These layers of privacy protection greatly enhance the privacy of the synthetic data. However, no technique can guarantee perfect privacy while keeping some utility.

49 | 50 | 51 | ## The Ideal Target Solution 52 | 53 | - The overall goal is to generate synthetic data that perfectly mimics characteristics of an original source dataset.
54 | 55 | - The amount of records with unique attribute value combinations needs to be minimized - achieve zero K=1 anonymous data points. Consequently, the granularity of the synthetically generated dataset is constrained, also consider L-Diversity and T-Closeness
56 | 57 | - There is the need to implement smart noise into the synthetic dataset generation so that the principles of differential privacy are fullfilled.

58 | 59 | 60 | ## Implementation of Privacy-preserving SDG Approaches 61 | 62 | The information displayed in this section has been sourced and aggregated from [Andreas Kopp's article](https://cloudblogs.microsoft.com/opensource/2021/02/18/create-privacy-preserving-synthetic-data-for-machine-learning-with-smartnoise/) in Microsoft's open source Blog entry on the topic of "Create privacy-preserving synthetic data for machine learning with SmartNoise" 63 | 64 | Please refer to this [research paper by Microsoft AI](https://arxiv.org/pdf/2011.05537.pdf) to learn more about DP-SDG synthesizers and their performance in machine learning scenarios.

65 | 66 | - Multiplicative Weights Exponential Mechanism (MWEM): Achieves Differential Privacy by combining Multiplicative Weights and Exponential Mechanism techniques, A relatively simple but effective approach, Requires fewer computational resources, shorter runtime 67 | 68 | - Differentially Private Generative Adversarial Network (DPGAN): Adds noise to the discriminator of the GAN to enforce Differential Privacy, Has been used with image data and electronic health records (HER) 69 | 70 | - Private Aggregation of Teacher Ensembles Generative Adversarial Network (PATEGAN): 71 | A modification of the PATE framework that is applied to GANs to preserve Differential Privacy of synthetic data 72 | Improvement of DPGAN, especially for classification tasks 73 | 74 | - DP-CTGAN: Takes the state-of-the-art CTGAN for synthesizing tabular data and applies DPSGD (the same method for ensuring Differential Privacy that DPGAN uses), Suited for tabular data, avoids issues with mode collapse, Can lead to extensive training times 75 | 76 | - PATE-CTGAN: Takes the state-of-the-art CTGAN for synthesizing tabular data and applies PATE (the same method for ensuring Differential Privacy that PATEGAN uses), Suited for tabular data, avoids issues with mode collapse 77 | 78 | - Qualified Architecture to Improve Learning (QUAIL): Ensemble method to improve the utility of synthetic differentially private datasets for machine learning tasks, Combines a differentially private synthesizer and an embedded differentially private supervised learning model to produce a flexible synthetic data set with high machine learning utility

79 | 80 | 81 | ## Validation & Characteristics that need to be assessed 82 | - Characteristics Review - Does the Generator actually posess the same characteristics as the original data? 83 | - Ethics Review - make sure that there are no discriminatory or potentially harmful characteristics to data subjects 84 | 85 | 86 | - Differential Privacy Risk Analytics - Evaluate the synthetic data using the SAME metrics as for original datasets 87 | - Anonymization Risk Analytics - Evaluate the synthetic data using the SAME metrics as for original datasets

88 | -------------------------------------------------------------------------------- /source_data/heart_norm_test.csv: -------------------------------------------------------------------------------- 1 | age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target 2 | 0.5833333333333334,1.0,0.0,0.5283018867924528,0.3424657534246575,0.0,0.0,0.3129770992366412,1.0,0.0967741935483871,0.5,0.25,0.3333333333333333,0.0 3 | 0.6249999999999999,1.0,1.0,0.7169811320754716,0.3698630136986301,0.0,0.0,0.6717557251908396,0.0,0.03225806451612903,0.5,0.0,1.0,0.0 4 | 0.5833333333333334,1.0,0.6666666666666666,0.5283018867924528,0.0,1.0,0.5,0.7786259541984731,0.0,0.03225806451612903,1.0,0.25,1.0,1.0 5 | 0.5624999999999999,0.0,0.0,0.37735849056603776,0.6461187214611872,0.0,0.0,0.6030534351145037,1.0,0.30645161290322576,0.5,0.5,1.0,0.0 6 | 0.8749999999999999,0.0,0.6666666666666666,0.15094339622641517,0.31735159817351594,1.0,0.0,0.45038167938931295,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 7 | 0.5833333333333334,1.0,0.6666666666666666,0.5283018867924528,0.0958904109589041,0.0,0.5,0.7862595419847328,0.0,0.25806451612903225,1.0,0.0,0.6666666666666666,1.0 8 | 0.35416666666666663,0.0,0.0,0.41509433962264153,0.2671232876712329,0.0,0.0,0.6183206106870228,1.0,0.0,0.5,0.0,0.6666666666666666,1.0 9 | 0.5624999999999999,0.0,0.0,1.0,0.3698630136986301,1.0,0.0,0.4732824427480916,1.0,0.6451612903225806,0.0,0.5,1.0,0.0 10 | 0.5208333333333334,1.0,0.0,0.26415094339622647,0.36529680365296807,0.0,0.0,0.3435114503816793,1.0,0.5161290322580645,0.5,0.5,0.6666666666666666,0.0 11 | 0.5208333333333334,1.0,0.6666666666666666,0.2924528301886792,0.33561643835616434,0.0,0.0,0.6183206106870228,0.0,0.08064516129032258,0.0,0.25,0.6666666666666666,1.0 12 | 0.5833333333333334,1.0,0.0,0.4339622641509434,0.1506849315068493,0.0,0.5,0.5877862595419846,0.0,0.06451612903225806,0.5,0.0,0.3333333333333333,1.0 13 | 0.6249999999999999,1.0,1.0,0.7924528301886792,0.32876712328767127,0.0,0.0,0.564885496183206,0.0,0.6774193548387097,0.0,0.0,1.0,1.0 14 | 0.47916666666666663,1.0,0.3333333333333333,0.24528301886792458,0.45433789954337894,0.0,0.5,0.7709923664122137,0.0,0.03225806451612903,1.0,0.0,0.6666666666666666,1.0 15 | 0.22916666666666663,1.0,0.0,0.15094339622641517,0.09360730593607308,0.0,0.0,0.3282442748091603,1.0,0.3225806451612903,0.5,0.0,1.0,0.0 16 | 0.35416666666666663,0.0,0.3333333333333333,0.10377358490566047,0.1780821917808219,0.0,0.5,0.7709923664122137,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 17 | 0.3125,1.0,0.6666666666666666,0.4339622641509434,0.2488584474885845,0.0,0.0,0.8320610687022899,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 18 | 0.10416666666666663,0.0,0.3333333333333333,0.2264150943396227,0.1917808219178082,0.0,0.5,0.9236641221374046,0.0,0.1129032258064516,1.0,0.0,0.6666666666666666,1.0 19 | 0.5208333333333334,1.0,0.0,0.24528301886792458,0.1415525114155251,0.0,0.5,0.32061068702290074,0.0,0.2258064516129032,0.5,0.25,1.0,0.0 20 | 0.35416666666666663,1.0,0.0,0.4339622641509434,0.4223744292237443,0.0,0.5,0.3740458015267175,1.0,0.2903225806451613,0.5,0.5,1.0,0.0 21 | 0.6666666666666666,1.0,0.0,0.41509433962264153,0.091324200913242,0.0,0.0,0.4122137404580152,1.0,0.5806451612903226,0.5,0.25,0.6666666666666666,0.0 22 | 0.7291666666666666,1.0,1.0,0.7169811320754716,0.2305936073059361,0.0,0.0,0.6412213740458014,0.0,0.0967741935483871,0.5,0.0,1.0,1.0 23 | 0.5624999999999999,1.0,0.0,0.339622641509434,0.3584474885844749,1.0,0.0,0.2442748091603053,1.0,0.25806451612903225,0.0,0.0,1.0,0.0 24 | 0.7916666666666666,1.0,0.0,0.24528301886792458,0.25342465753424653,0.0,0.5,0.0,0.0,0.16129032258064516,0.5,0.0,0.6666666666666666,0.0 25 | 0.8749999999999999,0.0,0.3333333333333333,0.6226415094339622,0.4018264840182649,0.0,0.5,0.6946564885496184,0.0,0.06451612903225806,1.0,0.5,0.6666666666666666,1.0 26 | 0.3125,0.0,0.6666666666666666,0.2264150943396227,0.26484018264840176,0.0,0.5,0.5954198473282443,0.0,0.04838709677419355,0.5,0.25,0.6666666666666666,1.0 27 | 0.22916666666666663,1.0,0.0,0.5471698113207547,0.2214611872146119,0.0,0.5,0.8396946564885496,0.0,0.0,1.0,0.0,1.0,0.0 28 | 0.6249999999999999,1.0,1.0,0.6226415094339622,0.33561643835616434,0.0,0.0,0.4122137404580152,0.0,0.0,1.0,0.0,0.6666666666666666,0.0 29 | 0.45833333333333337,1.0,0.0,0.4339622641509434,0.30821917808219174,0.0,0.0,0.8778625954198472,1.0,0.0,1.0,0.0,0.6666666666666666,1.0 30 | 0.5833333333333334,1.0,0.0,0.669811320754717,0.37214611872146114,1.0,0.0,0.4045801526717556,0.0,0.16129032258064516,0.5,0.75,1.0,0.0 31 | 0.4374999999999999,0.0,0.0,0.15094339622641517,0.29223744292237447,0.0,0.0,0.6717557251908396,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 32 | 0.7291666666666666,1.0,0.0,0.3207547169811321,0.3127853881278539,0.0,0.5,0.2595419847328244,1.0,0.03225806451612903,0.5,0.25,1.0,1.0 33 | 0.6666666666666666,1.0,0.0,0.4339622641509434,0.18493150684931509,0.0,0.0,0.5114503816793893,1.0,0.30645161290322576,1.0,0.25,1.0,0.0 34 | 0.6874999999999999,1.0,0.0,0.24528301886792458,0.3219178082191781,0.0,0.5,0.2137404580152671,1.0,0.2903225806451613,0.5,0.5,1.0,0.0 35 | 0.33333333333333337,1.0,0.0,0.09433962264150952,0.1872146118721461,0.0,0.0,0.5877862595419846,1.0,0.4838709677419355,0.5,0.0,0.6666666666666666,1.0 36 | 0.7708333333333334,0.0,1.0,0.5283018867924528,0.22831050228310495,0.0,0.5,0.3282442748091603,0.0,0.41935483870967744,0.0,0.0,0.6666666666666666,1.0 37 | 0.7083333333333334,1.0,0.0,0.339622641509434,0.29223744292237447,0.0,0.0,0.5801526717557252,0.0,0.2258064516129032,0.5,0.25,1.0,0.0 38 | 0.45833333333333337,1.0,0.6666666666666666,0.2924528301886792,0.27168949771689493,1.0,0.0,0.7251908396946564,0.0,0.3870967741935484,0.5,0.0,0.6666666666666666,1.0 39 | 0.39583333333333337,1.0,0.6666666666666666,0.28301886792452835,0.2945205479452055,1.0,0.5,0.7938931297709922,0.0,0.0,1.0,0.5,0.6666666666666666,1.0 40 | 0.22916666666666663,1.0,1.0,0.4339622641509434,0.16666666666666669,0.0,0.5,0.816793893129771,1.0,0.2258064516129032,1.0,0.0,1.0,1.0 41 | 0.33333333333333337,1.0,0.0,0.19811320754716977,0.3059360730593607,0.0,0.0,0.8702290076335878,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 42 | 0.47916666666666663,1.0,0.6666666666666666,0.41509433962264153,0.2214611872146119,0.0,0.5,0.7480916030534351,0.0,0.0,1.0,1.0,0.6666666666666666,1.0 43 | 0.6249999999999999,1.0,0.3333333333333333,0.4339622641509434,0.21689497716894973,0.0,0.5,0.7099236641221373,1.0,0.0,1.0,0.0,0.6666666666666666,1.0 44 | 0.6874999999999999,1.0,0.3333333333333333,0.3207547169811321,0.1872146118721461,1.0,0.0,0.5267175572519084,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 45 | 0.25,1.0,0.6666666666666666,0.339622641509434,0.2009132420091324,0.0,0.0,0.7404580152671755,0.0,0.3225806451612903,0.5,0.0,0.6666666666666666,1.0 46 | 0.3125,1.0,0.3333333333333333,0.24528301886792458,0.3127853881278539,0.0,0.5,0.7786259541984731,0.0,0.0,1.0,0.0,1.0,1.0 47 | 0.29166666666666663,1.0,0.0,0.3584905660377359,0.2762557077625571,1.0,0.0,0.5496183206106869,1.0,0.016129032258064516,0.5,1.0,1.0,0.0 48 | 0.47916666666666663,1.0,0.0,0.3207547169811321,0.1780821917808219,1.0,0.5,0.648854961832061,1.0,0.16129032258064516,0.5,0.0,0.0,0.0 49 | 0.47916666666666663,1.0,0.3333333333333333,0.3207547169811321,0.18036529680365293,1.0,0.5,0.8625954198473281,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 50 | 0.6041666666666666,0.0,0.0,0.7169811320754716,0.22602739726027393,1.0,0.0,0.5725190839694655,1.0,0.4516129032258064,0.5,0.5,0.3333333333333333,0.0 51 | 0.5416666666666666,1.0,0.0,0.6226415094339622,0.37214611872146114,0.0,0.0,0.564885496183206,1.0,0.12903225806451613,0.5,0.25,1.0,0.0 52 | 0.39583333333333337,1.0,0.0,0.339622641509434,0.2968036529680365,1.0,0.0,0.6030534351145037,1.0,0.0,1.0,0.5,1.0,0.0 53 | 0.33333333333333337,1.0,0.0,0.4528301886792453,0.41780821917808214,0.0,0.0,0.5801526717557252,1.0,0.0,0.5,0.75,1.0,0.0 54 | 0.25,1.0,0.3333333333333333,0.3867924528301888,0.17579908675799089,0.0,0.5,0.46564885496183195,0.0,0.0,0.5,0.0,0.3333333333333333,1.0 55 | 0.6458333333333334,0.0,0.6666666666666666,0.07547169811320764,0.4383561643835617,0.0,0.5,0.6793893129770993,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 56 | 0.6041666666666666,1.0,0.0,0.2924528301886792,0.3972602739726027,0.0,0.0,0.763358778625954,0.0,0.0,1.0,0.5,1.0,0.0 57 | 0.6874999999999999,0.0,0.0,0.6226415094339622,0.0867579908675799,0.0,0.0,0.564885496183206,0.0,1.0,0.0,0.75,1.0,0.0 58 | 0.8333333333333334,1.0,0.6666666666666666,0.4339622641509434,0.29223744292237447,0.0,0.0,0.5725190839694655,0.0,0.3225806451612903,0.5,0.75,1.0,0.0 59 | 0.4374999999999999,1.0,0.6666666666666666,0.33018867924528317,0.1598173515981735,0.0,0.5,0.7022900763358778,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 60 | 0.8124999999999999,1.0,0.0,0.4716981132075472,0.15296803652968033,1.0,0.5,0.5343511450381678,0.0,0.5483870967741935,0.5,0.5,1.0,0.0 61 | 0.6458333333333334,1.0,0.0,0.48113207547169823,0.35616438356164376,0.0,0.0,0.5419847328244275,1.0,0.4516129032258064,0.5,0.5,1.0,0.0 62 | 0.4374999999999999,1.0,0.0,0.5283018867924528,0.2671232876712329,0.0,0.0,0.43511450381679384,0.0,0.41935483870967744,0.5,0.0,1.0,0.0 63 | 0.27083333333333337,1.0,0.3333333333333333,0.24528301886792458,0.3858447488584475,0.0,0.5,0.6946564885496184,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 64 | 0.6041666666666666,1.0,0.0,0.5283018867924528,0.32876712328767127,0.0,0.0,0.30534351145038163,1.0,0.12903225806451613,1.0,0.0,1.0,0.0 65 | 0.35416666666666663,1.0,0.6666666666666666,0.5283018867924528,0.2397260273972603,0.0,0.5,0.5801526717557252,0.0,0.5806451612903226,0.5,0.0,0.6666666666666666,0.0 66 | 0.5416666666666666,0.0,0.3333333333333333,0.3867924528301888,0.28310502283105016,0.0,0.0,0.6870229007633587,0.0,0.2258064516129032,0.5,0.0,0.6666666666666666,1.0 67 | 0.6458333333333334,1.0,0.0,0.21698113207547165,0.23744292237442927,1.0,0.5,0.6793893129770993,1.0,0.2258064516129032,1.0,0.5,1.0,0.0 68 | 0.5833333333333334,0.0,0.0,0.3207547169811321,0.4041095890410959,0.0,0.0,0.6717557251908396,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 69 | 0.5208333333333334,0.0,0.3333333333333333,0.3584905660377359,0.3698630136986301,1.0,0.0,0.6717557251908396,1.0,0.0,1.0,0.25,0.6666666666666666,1.0 70 | 0.5624999999999999,0.0,0.3333333333333333,0.4339622641509434,0.3835616438356165,0.0,0.0,0.6259541984732825,0.0,0.20967741935483872,0.5,0.0,0.6666666666666666,1.0 71 | 0.7291666666666666,1.0,0.6666666666666666,0.4339622641509434,0.4771689497716895,0.0,0.5,0.6641221374045801,0.0,0.0,1.0,0.0,0.6666666666666666,0.0 72 | 0.25,0.0,0.3333333333333333,0.10377358490566047,0.1643835616438356,0.0,0.5,0.7404580152671755,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 73 | 0.27083333333333337,1.0,0.0,0.4339622641509434,0.22831050228310495,0.0,0.5,0.816793893129771,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 74 | 0.6874999999999999,0.0,0.0,0.5283018867924528,0.2694063926940639,0.0,0.5,0.6335877862595419,1.0,0.2258064516129032,0.5,0.0,0.6666666666666666,0.0 75 | 0.39583333333333337,1.0,0.0,0.26415094339622647,0.21917808219178087,0.0,0.0,0.8778625954198472,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 76 | 0.7291666666666666,1.0,0.0,0.48113207547169823,0.1963470319634703,0.0,0.0,0.46564885496183195,0.0,0.3225806451612903,0.5,0.5,0.3333333333333333,0.0 77 | 0.5416666666666666,1.0,0.3333333333333333,0.339622641509434,0.31050228310502287,0.0,0.5,0.6412213740458014,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 78 | -------------------------------------------------------------------------------- /source_data/heart.csv: -------------------------------------------------------------------------------- 1 | age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target 2 | 63,1,3,145,233,1,0,150,0,2.3,0,0,1,1 3 | 37,1,2,130,250,0,1,187,0,3.5,0,0,2,1 4 | 41,0,1,130,204,0,0,172,0,1.4,2,0,2,1 5 | 56,1,1,120,236,0,1,178,0,0.8,2,0,2,1 6 | 57,0,0,120,354,0,1,163,1,0.6,2,0,2,1 7 | 57,1,0,140,192,0,1,148,0,0.4,1,0,1,1 8 | 56,0,1,140,294,0,0,153,0,1.3,1,0,2,1 9 | 44,1,1,120,263,0,1,173,0,0,2,0,3,1 10 | 52,1,2,172,199,1,1,162,0,0.5,2,0,3,1 11 | 57,1,2,150,168,0,1,174,0,1.6,2,0,2,1 12 | 54,1,0,140,239,0,1,160,0,1.2,2,0,2,1 13 | 48,0,2,130,275,0,1,139,0,0.2,2,0,2,1 14 | 49,1,1,130,266,0,1,171,0,0.6,2,0,2,1 15 | 64,1,3,110,211,0,0,144,1,1.8,1,0,2,1 16 | 58,0,3,150,283,1,0,162,0,1,2,0,2,1 17 | 50,0,2,120,219,0,1,158,0,1.6,1,0,2,1 18 | 58,0,2,120,340,0,1,172,0,0,2,0,2,1 19 | 66,0,3,150,226,0,1,114,0,2.6,0,0,2,1 20 | 43,1,0,150,247,0,1,171,0,1.5,2,0,2,1 21 | 69,0,3,140,239,0,1,151,0,1.8,2,2,2,1 22 | 59,1,0,135,234,0,1,161,0,0.5,1,0,3,1 23 | 44,1,2,130,233,0,1,179,1,0.4,2,0,2,1 24 | 42,1,0,140,226,0,1,178,0,0,2,0,2,1 25 | 61,1,2,150,243,1,1,137,1,1,1,0,2,1 26 | 40,1,3,140,199,0,1,178,1,1.4,2,0,3,1 27 | 71,0,1,160,302,0,1,162,0,0.4,2,2,2,1 28 | 59,1,2,150,212,1,1,157,0,1.6,2,0,2,1 29 | 51,1,2,110,175,0,1,123,0,0.6,2,0,2,1 30 | 65,0,2,140,417,1,0,157,0,0.8,2,1,2,1 31 | 53,1,2,130,197,1,0,152,0,1.2,0,0,2,1 32 | 41,0,1,105,198,0,1,168,0,0,2,1,2,1 33 | 65,1,0,120,177,0,1,140,0,0.4,2,0,3,1 34 | 44,1,1,130,219,0,0,188,0,0,2,0,2,1 35 | 54,1,2,125,273,0,0,152,0,0.5,0,1,2,1 36 | 51,1,3,125,213,0,0,125,1,1.4,2,1,2,1 37 | 46,0,2,142,177,0,0,160,1,1.4,0,0,2,1 38 | 54,0,2,135,304,1,1,170,0,0,2,0,2,1 39 | 54,1,2,150,232,0,0,165,0,1.6,2,0,3,1 40 | 65,0,2,155,269,0,1,148,0,0.8,2,0,2,1 41 | 65,0,2,160,360,0,0,151,0,0.8,2,0,2,1 42 | 51,0,2,140,308,0,0,142,0,1.5,2,1,2,1 43 | 48,1,1,130,245,0,0,180,0,0.2,1,0,2,1 44 | 45,1,0,104,208,0,0,148,1,3,1,0,2,1 45 | 53,0,0,130,264,0,0,143,0,0.4,1,0,2,1 46 | 39,1,2,140,321,0,0,182,0,0,2,0,2,1 47 | 52,1,1,120,325,0,1,172,0,0.2,2,0,2,1 48 | 44,1,2,140,235,0,0,180,0,0,2,0,2,1 49 | 47,1,2,138,257,0,0,156,0,0,2,0,2,1 50 | 53,0,2,128,216,0,0,115,0,0,2,0,0,1 51 | 53,0,0,138,234,0,0,160,0,0,2,0,2,1 52 | 51,0,2,130,256,0,0,149,0,0.5,2,0,2,1 53 | 66,1,0,120,302,0,0,151,0,0.4,1,0,2,1 54 | 62,1,2,130,231,0,1,146,0,1.8,1,3,3,1 55 | 44,0,2,108,141,0,1,175,0,0.6,1,0,2,1 56 | 63,0,2,135,252,0,0,172,0,0,2,0,2,1 57 | 52,1,1,134,201,0,1,158,0,0.8,2,1,2,1 58 | 48,1,0,122,222,0,0,186,0,0,2,0,2,1 59 | 45,1,0,115,260,0,0,185,0,0,2,0,2,1 60 | 34,1,3,118,182,0,0,174,0,0,2,0,2,1 61 | 57,0,0,128,303,0,0,159,0,0,2,1,2,1 62 | 71,0,2,110,265,1,0,130,0,0,2,1,2,1 63 | 54,1,1,108,309,0,1,156,0,0,2,0,3,1 64 | 52,1,3,118,186,0,0,190,0,0,1,0,1,1 65 | 41,1,1,135,203,0,1,132,0,0,1,0,1,1 66 | 58,1,2,140,211,1,0,165,0,0,2,0,2,1 67 | 35,0,0,138,183,0,1,182,0,1.4,2,0,2,1 68 | 51,1,2,100,222,0,1,143,1,1.2,1,0,2,1 69 | 45,0,1,130,234,0,0,175,0,0.6,1,0,2,1 70 | 44,1,1,120,220,0,1,170,0,0,2,0,2,1 71 | 62,0,0,124,209,0,1,163,0,0,2,0,2,1 72 | 54,1,2,120,258,0,0,147,0,0.4,1,0,3,1 73 | 51,1,2,94,227,0,1,154,1,0,2,1,3,1 74 | 29,1,1,130,204,0,0,202,0,0,2,0,2,1 75 | 51,1,0,140,261,0,0,186,1,0,2,0,2,1 76 | 43,0,2,122,213,0,1,165,0,0.2,1,0,2,1 77 | 55,0,1,135,250,0,0,161,0,1.4,1,0,2,1 78 | 51,1,2,125,245,1,0,166,0,2.4,1,0,2,1 79 | 59,1,1,140,221,0,1,164,1,0,2,0,2,1 80 | 52,1,1,128,205,1,1,184,0,0,2,0,2,1 81 | 58,1,2,105,240,0,0,154,1,0.6,1,0,3,1 82 | 41,1,2,112,250,0,1,179,0,0,2,0,2,1 83 | 45,1,1,128,308,0,0,170,0,0,2,0,2,1 84 | 60,0,2,102,318,0,1,160,0,0,2,1,2,1 85 | 52,1,3,152,298,1,1,178,0,1.2,1,0,3,1 86 | 42,0,0,102,265,0,0,122,0,0.6,1,0,2,1 87 | 67,0,2,115,564,0,0,160,0,1.6,1,0,3,1 88 | 68,1,2,118,277,0,1,151,0,1,2,1,3,1 89 | 46,1,1,101,197,1,1,156,0,0,2,0,3,1 90 | 54,0,2,110,214,0,1,158,0,1.6,1,0,2,1 91 | 58,0,0,100,248,0,0,122,0,1,1,0,2,1 92 | 48,1,2,124,255,1,1,175,0,0,2,2,2,1 93 | 57,1,0,132,207,0,1,168,1,0,2,0,3,1 94 | 52,1,2,138,223,0,1,169,0,0,2,4,2,1 95 | 54,0,1,132,288,1,0,159,1,0,2,1,2,1 96 | 45,0,1,112,160,0,1,138,0,0,1,0,2,1 97 | 53,1,0,142,226,0,0,111,1,0,2,0,3,1 98 | 62,0,0,140,394,0,0,157,0,1.2,1,0,2,1 99 | 52,1,0,108,233,1,1,147,0,0.1,2,3,3,1 100 | 43,1,2,130,315,0,1,162,0,1.9,2,1,2,1 101 | 53,1,2,130,246,1,0,173,0,0,2,3,2,1 102 | 42,1,3,148,244,0,0,178,0,0.8,2,2,2,1 103 | 59,1,3,178,270,0,0,145,0,4.2,0,0,3,1 104 | 63,0,1,140,195,0,1,179,0,0,2,2,2,1 105 | 42,1,2,120,240,1,1,194,0,0.8,0,0,3,1 106 | 50,1,2,129,196,0,1,163,0,0,2,0,2,1 107 | 68,0,2,120,211,0,0,115,0,1.5,1,0,2,1 108 | 69,1,3,160,234,1,0,131,0,0.1,1,1,2,1 109 | 45,0,0,138,236,0,0,152,1,0.2,1,0,2,1 110 | 50,0,1,120,244,0,1,162,0,1.1,2,0,2,1 111 | 50,0,0,110,254,0,0,159,0,0,2,0,2,1 112 | 64,0,0,180,325,0,1,154,1,0,2,0,2,1 113 | 57,1,2,150,126,1,1,173,0,0.2,2,1,3,1 114 | 64,0,2,140,313,0,1,133,0,0.2,2,0,3,1 115 | 43,1,0,110,211,0,1,161,0,0,2,0,3,1 116 | 55,1,1,130,262,0,1,155,0,0,2,0,2,1 117 | 37,0,2,120,215,0,1,170,0,0,2,0,2,1 118 | 41,1,2,130,214,0,0,168,0,2,1,0,2,1 119 | 56,1,3,120,193,0,0,162,0,1.9,1,0,3,1 120 | 46,0,1,105,204,0,1,172,0,0,2,0,2,1 121 | 46,0,0,138,243,0,0,152,1,0,1,0,2,1 122 | 64,0,0,130,303,0,1,122,0,2,1,2,2,1 123 | 59,1,0,138,271,0,0,182,0,0,2,0,2,1 124 | 41,0,2,112,268,0,0,172,1,0,2,0,2,1 125 | 54,0,2,108,267,0,0,167,0,0,2,0,2,1 126 | 39,0,2,94,199,0,1,179,0,0,2,0,2,1 127 | 34,0,1,118,210,0,1,192,0,0.7,2,0,2,1 128 | 47,1,0,112,204,0,1,143,0,0.1,2,0,2,1 129 | 67,0,2,152,277,0,1,172,0,0,2,1,2,1 130 | 52,0,2,136,196,0,0,169,0,0.1,1,0,2,1 131 | 74,0,1,120,269,0,0,121,1,0.2,2,1,2,1 132 | 54,0,2,160,201,0,1,163,0,0,2,1,2,1 133 | 49,0,1,134,271,0,1,162,0,0,1,0,2,1 134 | 42,1,1,120,295,0,1,162,0,0,2,0,2,1 135 | 41,1,1,110,235,0,1,153,0,0,2,0,2,1 136 | 41,0,1,126,306,0,1,163,0,0,2,0,2,1 137 | 49,0,0,130,269,0,1,163,0,0,2,0,2,1 138 | 60,0,2,120,178,1,1,96,0,0,2,0,2,1 139 | 62,1,1,128,208,1,0,140,0,0,2,0,2,1 140 | 57,1,0,110,201,0,1,126,1,1.5,1,0,1,1 141 | 64,1,0,128,263,0,1,105,1,0.2,1,1,3,1 142 | 51,0,2,120,295,0,0,157,0,0.6,2,0,2,1 143 | 43,1,0,115,303,0,1,181,0,1.2,1,0,2,1 144 | 42,0,2,120,209,0,1,173,0,0,1,0,2,1 145 | 67,0,0,106,223,0,1,142,0,0.3,2,2,2,1 146 | 76,0,2,140,197,0,2,116,0,1.1,1,0,2,1 147 | 70,1,1,156,245,0,0,143,0,0,2,0,2,1 148 | 44,0,2,118,242,0,1,149,0,0.3,1,1,2,1 149 | 60,0,3,150,240,0,1,171,0,0.9,2,0,2,1 150 | 44,1,2,120,226,0,1,169,0,0,2,0,2,1 151 | 42,1,2,130,180,0,1,150,0,0,2,0,2,1 152 | 66,1,0,160,228,0,0,138,0,2.3,2,0,1,1 153 | 71,0,0,112,149,0,1,125,0,1.6,1,0,2,1 154 | 64,1,3,170,227,0,0,155,0,0.6,1,0,3,1 155 | 66,0,2,146,278,0,0,152,0,0,1,1,2,1 156 | 39,0,2,138,220,0,1,152,0,0,1,0,2,1 157 | 58,0,0,130,197,0,1,131,0,0.6,1,0,2,1 158 | 47,1,2,130,253,0,1,179,0,0,2,0,2,1 159 | 35,1,1,122,192,0,1,174,0,0,2,0,2,1 160 | 58,1,1,125,220,0,1,144,0,0.4,1,4,3,1 161 | 56,1,1,130,221,0,0,163,0,0,2,0,3,1 162 | 56,1,1,120,240,0,1,169,0,0,0,0,2,1 163 | 55,0,1,132,342,0,1,166,0,1.2,2,0,2,1 164 | 41,1,1,120,157,0,1,182,0,0,2,0,2,1 165 | 38,1,2,138,175,0,1,173,0,0,2,4,2,1 166 | 38,1,2,138,175,0,1,173,0,0,2,4,2,1 167 | 67,1,0,160,286,0,0,108,1,1.5,1,3,2,0 168 | 67,1,0,120,229,0,0,129,1,2.6,1,2,3,0 169 | 62,0,0,140,268,0,0,160,0,3.6,0,2,2,0 170 | 63,1,0,130,254,0,0,147,0,1.4,1,1,3,0 171 | 53,1,0,140,203,1,0,155,1,3.1,0,0,3,0 172 | 56,1,2,130,256,1,0,142,1,0.6,1,1,1,0 173 | 48,1,1,110,229,0,1,168,0,1,0,0,3,0 174 | 58,1,1,120,284,0,0,160,0,1.8,1,0,2,0 175 | 58,1,2,132,224,0,0,173,0,3.2,2,2,3,0 176 | 60,1,0,130,206,0,0,132,1,2.4,1,2,3,0 177 | 40,1,0,110,167,0,0,114,1,2,1,0,3,0 178 | 60,1,0,117,230,1,1,160,1,1.4,2,2,3,0 179 | 64,1,2,140,335,0,1,158,0,0,2,0,2,0 180 | 43,1,0,120,177,0,0,120,1,2.5,1,0,3,0 181 | 57,1,0,150,276,0,0,112,1,0.6,1,1,1,0 182 | 55,1,0,132,353,0,1,132,1,1.2,1,1,3,0 183 | 65,0,0,150,225,0,0,114,0,1,1,3,3,0 184 | 61,0,0,130,330,0,0,169,0,0,2,0,2,0 185 | 58,1,2,112,230,0,0,165,0,2.5,1,1,3,0 186 | 50,1,0,150,243,0,0,128,0,2.6,1,0,3,0 187 | 44,1,0,112,290,0,0,153,0,0,2,1,2,0 188 | 60,1,0,130,253,0,1,144,1,1.4,2,1,3,0 189 | 54,1,0,124,266,0,0,109,1,2.2,1,1,3,0 190 | 50,1,2,140,233,0,1,163,0,0.6,1,1,3,0 191 | 41,1,0,110,172,0,0,158,0,0,2,0,3,0 192 | 51,0,0,130,305,0,1,142,1,1.2,1,0,3,0 193 | 58,1,0,128,216,0,0,131,1,2.2,1,3,3,0 194 | 54,1,0,120,188,0,1,113,0,1.4,1,1,3,0 195 | 60,1,0,145,282,0,0,142,1,2.8,1,2,3,0 196 | 60,1,2,140,185,0,0,155,0,3,1,0,2,0 197 | 59,1,0,170,326,0,0,140,1,3.4,0,0,3,0 198 | 46,1,2,150,231,0,1,147,0,3.6,1,0,2,0 199 | 67,1,0,125,254,1,1,163,0,0.2,1,2,3,0 200 | 62,1,0,120,267,0,1,99,1,1.8,1,2,3,0 201 | 65,1,0,110,248,0,0,158,0,0.6,2,2,1,0 202 | 44,1,0,110,197,0,0,177,0,0,2,1,2,0 203 | 60,1,0,125,258,0,0,141,1,2.8,1,1,3,0 204 | 58,1,0,150,270,0,0,111,1,0.8,2,0,3,0 205 | 68,1,2,180,274,1,0,150,1,1.6,1,0,3,0 206 | 62,0,0,160,164,0,0,145,0,6.2,0,3,3,0 207 | 52,1,0,128,255,0,1,161,1,0,2,1,3,0 208 | 59,1,0,110,239,0,0,142,1,1.2,1,1,3,0 209 | 60,0,0,150,258,0,0,157,0,2.6,1,2,3,0 210 | 49,1,2,120,188,0,1,139,0,2,1,3,3,0 211 | 59,1,0,140,177,0,1,162,1,0,2,1,3,0 212 | 57,1,2,128,229,0,0,150,0,0.4,1,1,3,0 213 | 61,1,0,120,260,0,1,140,1,3.6,1,1,3,0 214 | 39,1,0,118,219,0,1,140,0,1.2,1,0,3,0 215 | 61,0,0,145,307,0,0,146,1,1,1,0,3,0 216 | 56,1,0,125,249,1,0,144,1,1.2,1,1,2,0 217 | 43,0,0,132,341,1,0,136,1,3,1,0,3,0 218 | 62,0,2,130,263,0,1,97,0,1.2,1,1,3,0 219 | 63,1,0,130,330,1,0,132,1,1.8,2,3,3,0 220 | 65,1,0,135,254,0,0,127,0,2.8,1,1,3,0 221 | 48,1,0,130,256,1,0,150,1,0,2,2,3,0 222 | 63,0,0,150,407,0,0,154,0,4,1,3,3,0 223 | 55,1,0,140,217,0,1,111,1,5.6,0,0,3,0 224 | 65,1,3,138,282,1,0,174,0,1.4,1,1,2,0 225 | 56,0,0,200,288,1,0,133,1,4,0,2,3,0 226 | 54,1,0,110,239,0,1,126,1,2.8,1,1,3,0 227 | 70,1,0,145,174,0,1,125,1,2.6,0,0,3,0 228 | 62,1,1,120,281,0,0,103,0,1.4,1,1,3,0 229 | 35,1,0,120,198,0,1,130,1,1.6,1,0,3,0 230 | 59,1,3,170,288,0,0,159,0,0.2,1,0,3,0 231 | 64,1,2,125,309,0,1,131,1,1.8,1,0,3,0 232 | 47,1,2,108,243,0,1,152,0,0,2,0,2,0 233 | 57,1,0,165,289,1,0,124,0,1,1,3,3,0 234 | 55,1,0,160,289,0,0,145,1,0.8,1,1,3,0 235 | 64,1,0,120,246,0,0,96,1,2.2,0,1,2,0 236 | 70,1,0,130,322,0,0,109,0,2.4,1,3,2,0 237 | 51,1,0,140,299,0,1,173,1,1.6,2,0,3,0 238 | 58,1,0,125,300,0,0,171,0,0,2,2,3,0 239 | 60,1,0,140,293,0,0,170,0,1.2,1,2,3,0 240 | 77,1,0,125,304,0,0,162,1,0,2,3,2,0 241 | 35,1,0,126,282,0,0,156,1,0,2,0,3,0 242 | 70,1,2,160,269,0,1,112,1,2.9,1,1,3,0 243 | 59,0,0,174,249,0,1,143,1,0,1,0,2,0 244 | 64,1,0,145,212,0,0,132,0,2,1,2,1,0 245 | 57,1,0,152,274,0,1,88,1,1.2,1,1,3,0 246 | 56,1,0,132,184,0,0,105,1,2.1,1,1,1,0 247 | 48,1,0,124,274,0,0,166,0,0.5,1,0,3,0 248 | 56,0,0,134,409,0,0,150,1,1.9,1,2,3,0 249 | 66,1,1,160,246,0,1,120,1,0,1,3,1,0 250 | 54,1,1,192,283,0,0,195,0,0,2,1,3,0 251 | 69,1,2,140,254,0,0,146,0,2,1,3,3,0 252 | 51,1,0,140,298,0,1,122,1,4.2,1,3,3,0 253 | 43,1,0,132,247,1,0,143,1,0.1,1,4,3,0 254 | 62,0,0,138,294,1,1,106,0,1.9,1,3,2,0 255 | 67,1,0,100,299,0,0,125,1,0.9,1,2,2,0 256 | 59,1,3,160,273,0,0,125,0,0,2,0,2,0 257 | 45,1,0,142,309,0,0,147,1,0,1,3,3,0 258 | 58,1,0,128,259,0,0,130,1,3,1,2,3,0 259 | 50,1,0,144,200,0,0,126,1,0.9,1,0,3,0 260 | 62,0,0,150,244,0,1,154,1,1.4,1,0,2,0 261 | 38,1,3,120,231,0,1,182,1,3.8,1,0,3,0 262 | 66,0,0,178,228,1,1,165,1,1,1,2,3,0 263 | 52,1,0,112,230,0,1,160,0,0,2,1,2,0 264 | 53,1,0,123,282,0,1,95,1,2,1,2,3,0 265 | 63,0,0,108,269,0,1,169,1,1.8,1,2,2,0 266 | 54,1,0,110,206,0,0,108,1,0,1,1,2,0 267 | 66,1,0,112,212,0,0,132,1,0.1,2,1,2,0 268 | 55,0,0,180,327,0,2,117,1,3.4,1,0,2,0 269 | 49,1,2,118,149,0,0,126,0,0.8,2,3,2,0 270 | 54,1,0,122,286,0,0,116,1,3.2,1,2,2,0 271 | 56,1,0,130,283,1,0,103,1,1.6,0,0,3,0 272 | 46,1,0,120,249,0,0,144,0,0.8,2,0,3,0 273 | 61,1,3,134,234,0,1,145,0,2.6,1,2,2,0 274 | 67,1,0,120,237,0,1,71,0,1,1,0,2,0 275 | 58,1,0,100,234,0,1,156,0,0.1,2,1,3,0 276 | 47,1,0,110,275,0,0,118,1,1,1,1,2,0 277 | 52,1,0,125,212,0,1,168,0,1,2,2,3,0 278 | 58,1,0,146,218,0,1,105,0,2,1,1,3,0 279 | 57,1,1,124,261,0,1,141,0,0.3,2,0,3,0 280 | 58,0,1,136,319,1,0,152,0,0,2,2,2,0 281 | 61,1,0,138,166,0,0,125,1,3.6,1,1,2,0 282 | 42,1,0,136,315,0,1,125,1,1.8,1,0,1,0 283 | 52,1,0,128,204,1,1,156,1,1,1,0,0,0 284 | 59,1,2,126,218,1,1,134,0,2.2,1,1,1,0 285 | 40,1,0,152,223,0,1,181,0,0,2,0,3,0 286 | 61,1,0,140,207,0,0,138,1,1.9,2,1,3,0 287 | 46,1,0,140,311,0,1,120,1,1.8,1,2,3,0 288 | 59,1,3,134,204,0,1,162,0,0.8,2,2,2,0 289 | 57,1,1,154,232,0,0,164,0,0,2,1,2,0 290 | 57,1,0,110,335,0,1,143,1,3,1,1,3,0 291 | 55,0,0,128,205,0,2,130,1,2,1,1,3,0 292 | 61,1,0,148,203,0,1,161,0,0,2,1,3,0 293 | 58,1,0,114,318,0,2,140,0,4.4,0,3,1,0 294 | 58,0,0,170,225,1,0,146,1,2.8,1,2,1,0 295 | 67,1,2,152,212,0,0,150,0,0.8,1,0,3,0 296 | 44,1,0,120,169,0,1,144,1,2.8,0,0,1,0 297 | 63,1,0,140,187,0,0,144,1,4,2,2,3,0 298 | 63,0,0,124,197,0,1,136,1,0,1,0,2,0 299 | 59,1,0,164,176,1,0,90,0,1,1,2,1,0 300 | 57,0,0,140,241,0,1,123,1,0.2,1,0,3,0 301 | 45,1,3,110,264,0,1,132,0,1.2,1,0,3,0 302 | 68,1,0,144,193,1,1,141,0,3.4,1,2,3,0 303 | 57,1,0,130,131,0,1,115,1,1.2,1,1,3,0 304 | 57,0,1,130,236,0,0,174,0,0,1,1,2,0 305 | -------------------------------------------------------------------------------- /source_data/banknote_orig_test.csv: -------------------------------------------------------------------------------- 1 | variance,skewness,curtosis,entropy,class 2 | 1.5691,6.3465,-0.1828,-2.4099,0.0 3 | -0.27802,8.1881,-3.1338,-2.5276,0.0 4 | 0.051979,7.0521,-2.0541,-3.1508,0.0 5 | -1.7559,11.9459,3.0946,-4.8978,0.0 6 | 2.4287,9.3821,-3.2477,-1.4543,0.0 7 | 4.6352,-3.0087,2.6773,1.212,0.0 8 | 0.24835,7.6439,0.9885,-0.87371,0.0 9 | 5.1731,3.9606,-1.983,0.40774,0.0 10 | 4.0047,0.45937,1.3621,1.6181,0.0 11 | 0.96441,5.8395,2.3235,0.066365,0.0 12 | 1.5077,1.9596,-3.0584,-0.12243,1.0 13 | -0.59587,2.4811,-2.8673,-0.89828,1.0 14 | 0.46901,-0.63321,7.3848,0.36507,0.0 15 | -0.77288,-7.4473,6.492,0.36119,1.0 16 | -1.7344,2.0175,7.7618,0.93532,0.0 17 | 1.6408,4.2503,-4.9023,-2.6621,1.0 18 | -1.3414,-2.0776,2.8093,0.60688,1.0 19 | -1.4628,-1.5706,2.4357,0.49826,1.0 20 | -3.2692,-12.7406,15.5573,-0.14182,1.0 21 | -1.2786,-2.4087,4.5735,0.47627,1.0 22 | 2.4235,9.5332,-3.0789,-2.7746,0.0 23 | 2.0421,1.2436,4.2171,0.90429,0.0 24 | -0.69879,-3.3771,4.1211,1.5043,1.0 25 | 3.534,9.3614,-3.6316,-1.2461,0.0 26 | -4.577,3.4515,0.66719,-0.94742,1.0 27 | 3.9262,6.0299,-2.0156,-0.065531,0.0 28 | 3.2422,6.2265,0.12224,-1.4466,0.0 29 | -0.9854,-6.661,5.8245,0.5461,1.0 30 | 5.6084,10.3009,-4.8003,-4.3534,0.0 31 | 5.1776,8.2316,-3.2511,-1.5694,0.0 32 | -0.49081,2.8452,-3.6436,-3.1004,1.0 33 | 1.5902,2.2948,3.2403,0.18404,0.0 34 | 1.4578,-0.08485,4.1785,0.59136,0.0 35 | -6.3679,8.0102,0.4247,-3.2207,1.0 36 | -3.9204,4.0723,-0.23678,-2.1151,1.0 37 | 3.7935,7.9853,-2.5477,-1.872,0.0 38 | 1.5904,2.2121,-3.1183,-0.11725,1.0 39 | 0.4283,-0.94981,-1.0731,0.3211,1.0 40 | -0.86339,1.9348,-2.3729,-1.0897,1.0 41 | 1.6349,3.286,2.8753,0.087054,0.0 42 | 1.5099,0.039307,6.2332,-0.30346,0.0 43 | -0.76794,3.4598,-3.4405,-3.4276,1.0 44 | -0.10234,1.8189,-2.2169,-0.56725,1.0 45 | 2.229,9.6325,-3.1123,-2.7164,0.0 46 | -2.5899,-0.3911,0.93452,0.42972,1.0 47 | -1.8391,-9.0883,9.2416,-0.10432,1.0 48 | -1.4174,-2.2535,1.518,0.61981,1.0 49 | 3.583,-3.7971,3.4391,-0.12501,0.0 50 | 2.3678,-6.839,8.4207,-0.44829,0.0 51 | 1.296,4.2855,-4.8457,-2.9013,1.0 52 | 3.9292,-2.9156,2.2129,0.30817,0.0 53 | 5.262,3.9834,-1.5572,1.0103,0.0 54 | 0.0071249,8.3661,0.50781,-3.8155,0.0 55 | 3.6575,7.2797,-2.2692,-1.144,0.0 56 | -0.11996,6.8741,0.91995,-0.6694,0.0 57 | 0.26517,2.4066,-2.8416,-0.59958,1.0 58 | -2.2623,12.1177,0.28846,-7.7581,0.0 59 | 4.2969,7.617,-2.3874,-0.96164,0.0 60 | 4.3846,-4.8794,3.3662,-0.029324,0.0 61 | 2.8672,10.0008,-3.2049,-3.1095,0.0 62 | -1.9116,-6.1603,5.606,0.48533,1.0 63 | 2.5367,2.599,2.0938,0.20085,0.0 64 | 0.27331,4.8773,-4.9194,-5.8198,1.0 65 | 3.2294,7.7391,-0.37816,-2.5405,0.0 66 | -1.803,11.8818,2.0458,-5.2728,0.0 67 | 4.1542,7.2756,-2.4766,-1.2099,0.0 68 | 3.3848,3.2674,0.90967,0.25128,0.0 69 | 1.8205,6.7562,0.0099913,0.39481,0.0 70 | -1.5055,0.070346,6.8681,-0.50648,0.0 71 | 0.2952,4.8856,-5.149,-6.2323,1.0 72 | -1.7589,-6.4624,8.4773,0.31981,1.0 73 | 2.4008,9.3593,-3.3565,-3.3526,0.0 74 | -1.3968,-9.6698,9.4652,-0.34872,1.0 75 | 5.7353,5.2808,-2.2598,0.075416,0.0 76 | 0.74428,-3.7723,1.6131,1.5754,1.0 77 | 0.5195,-3.2633,3.0895,-0.9849,0.0 78 | 4.2756,-2.6528,2.1375,0.94437,0.0 79 | -0.64326,2.4748,-2.9452,-1.0276,1.0 80 | -1.9555,0.20692,1.2473,-0.3707,1.0 81 | 0.24394,1.4733,-1.4192,-0.58535,1.0 82 | -0.41965,2.9094,-1.7859,-2.2069,1.0 83 | 1.7939,-1.1174,1.5454,-0.26079,0.0 84 | 0.53936,3.8944,-4.8166,-4.3418,1.0 85 | 2.2091,7.4556,-1.3284,-3.3021,0.0 86 | 2.2517,-5.1422,4.2916,-1.2487,0.0 87 | 4.0446,11.1741,-4.3582,-4.7401,0.0 88 | 2.8561,6.9176,-0.79372,0.48403,0.0 89 | -2.5912,-0.10554,1.2798,1.0414,1.0 90 | 0.89512,4.7738,-4.8431,-5.5909,1.0 91 | 1.8373,6.1292,0.84027,0.55257,0.0 92 | 3.4916,8.5709,-3.0326,-0.59182,0.0 93 | 3.0329,2.2948,2.1135,0.35084,0.0 94 | 0.3434,0.12415,-0.28733,0.14654,1.0 95 | 0.23874,2.0879,-3.3522,-0.66553,1.0 96 | 1.9321,6.0423,0.26019,-2.053,0.0 97 | -3.5895,-6.572,10.5251,-0.16381,1.0 98 | -4.1429,2.7749,0.68261,-0.71984,1.0 99 | 0.27451,9.2186,-3.2863,-4.8448,0.0 100 | 2.3952,9.5083,-3.1783,-3.0086,0.0 101 | 2.5331,2.9135,-0.822,-0.12243,0.0 102 | -4.3876,-7.7267,11.9655,-1.4543,1.0 103 | 4.5597,-2.4211,2.6413,1.6168,0.0 104 | 0.39559,6.8866,1.0588,-0.67587,0.0 105 | 3.4769,-0.15314,2.53,2.4495,0.0 106 | -6.7526,8.8172,-0.061983,-3.725,1.0 107 | 5.2032,3.5116,-1.2538,1.0129,0.0 108 | 3.5288,0.71596,1.9507,1.9375,0.0 109 | 0.64376,3.764,-4.4738,-4.0483,1.0 110 | -3.4917,-12.1736,14.3689,-0.61639,1.0 111 | -3.1875,-7.5756,11.8678,-0.57889,1.0 112 | -2.1333,1.5685,-0.084261,-1.7453,1.0 113 | 0.88992,2.2638,-3.1046,-0.11855,1.0 114 | 2.093,8.3061,0.022844,-3.2724,0.0 115 | -2.8833,1.7713,0.68946,-0.4638,1.0 116 | -0.539,-5.167,3.4399,0.052141,1.0 117 | -3.551,1.8955,0.1865,-2.4409,1.0 118 | 4.6562,7.6398,-2.4243,-1.2384,0.0 119 | -2.7769,-5.6967,5.9179,0.37671,1.0 120 | -3.73,-12.9723,12.9817,-2.684,1.0 121 | 4.7926,1.7071,-0.051701,1.4926,0.0 122 | -2.8391,-6.63,10.4849,-0.42113,1.0 123 | 2.0962,2.4769,1.9379,-0.040962,0.0 124 | 1.581,0.86909,-2.3138,0.82412,1.0 125 | 2.6415,7.586,-0.28562,-1.6677,0.0 126 | 1.2572,4.8731,-5.2861,-5.8741,1.0 127 | 0.38251,6.8121,1.8128,-0.61251,0.0 128 | -3.9594,4.0289,-0.35845,-3.8957,1.0 129 | -1.1188,3.3357,-1.3455,-1.9573,1.0 130 | 1.594,4.7055,1.3758,0.081882,0.0 131 | -1.7064,3.3088,-2.2829,-2.1978,1.0 132 | -6.2003,8.6806,0.0091344,-3.703,1.0 133 | -1.8348,11.0334,3.1863,-4.8888,0.0 134 | -0.16735,7.6274,1.2061,-3.6241,0.0 135 | 3.8905,-2.1521,2.6302,1.1047,0.0 136 | 3.8417,10.0215,-4.2699,-4.9159,0.0 137 | 3.1377,-4.1096,4.5701,0.98963,0.0 138 | -2.1802,3.3791,-1.2256,-2.6621,1.0 139 | 4.0102,10.6568,-4.1388,-5.0646,0.0 140 | 0.93584,8.8855,-1.6831,-1.6599,0.0 141 | -1.8584,7.886,-1.6643,-1.8384,0.0 142 | 2.8521,9.171,-3.6461,-1.2047,0.0 143 | 3.482,-4.1634,3.5008,-0.078462,0.0 144 | -5.2049,7.259,0.070827,-7.3004,1.0 145 | 1.742,-4.809,8.2142,-2.0659,0.0 146 | 0.59823,3.5012,-3.9795,-1.7841,1.0 147 | 2.1943,4.5503,-4.976,-2.7254,1.0 148 | 1.2279,4.0309,-4.6435,-3.9125,1.0 149 | 0.48797,3.5674,-4.3882,-3.8116,1.0 150 | 0.025013,3.3998,-4.4327,-4.2655,1.0 151 | 3.0948,8.7324,-2.9007,-0.96682,0.0 152 | 1.0637,3.6957,-4.1594,-1.9379,1.0 153 | -0.40804,0.54214,-0.52725,0.6586,1.0 154 | -3.5801,-12.9309,13.1779,-2.5677,1.0 155 | 4.8368,10.0132,-4.3239,-4.3276,0.0 156 | 1.0117,0.9022,-2.3506,0.42714,1.0 157 | 4.4682,2.2907,0.95766,0.83058,0.0 158 | 0.6005,1.9327,-3.2888,-0.32415,1.0 159 | 0.21084,9.4359,-0.094543,-1.859,0.0 160 | 1.8384,6.063,0.54723,0.51248,0.0 161 | 1.941,0.46351,4.6472,1.0879,0.0 162 | -3.0265,-0.062088,0.68604,-0.055186,1.0 163 | -3.8552,3.5219,-0.38415,-3.8608,1.0 164 | -1.7015,-0.010356,-0.99337,-0.53104,1.0 165 | -1.3066,0.25244,0.7623,1.7758,1.0 166 | 0.7049,0.17174,-1.7859,0.36119,1.0 167 | 3.2704,6.9321,-1.0456,0.23447,0.0 168 | -3.3924,3.3564,-0.72004,-3.5233,1.0 169 | 1.8533,6.1458,1.0176,-2.0401,0.0 170 | 4.1454,7.257,-1.9153,-0.86078,0.0 171 | 2.9571,-4.5938,5.9068,0.57196,0.0 172 | -0.36279,8.2895,-1.9213,-3.3332,0.0 173 | 3.8999,1.734,1.6011,0.96765,0.0 174 | 2.5989,3.5178,0.7623,0.81119,0.0 175 | -1.6706,-2.09,1.584,0.71162,1.0 176 | 2.1752,-0.8091,5.1022,-0.67975,0.0 177 | 2.0597,-0.99326,5.2119,-0.29312,0.0 178 | -1.5732,1.0636,-0.71232,-0.8388,1.0 179 | -3.3125,0.10139,0.55323,-0.2957,1.0 180 | 0.33565,6.8369,0.69718,-0.55691,0.0 181 | 4.2478,7.6956,-2.7696,-1.0767,0.0 182 | -0.2062,9.2207,-3.7044,-6.8103,0.0 183 | -1.9922,11.6542,2.6542,-5.2107,0.0 184 | -3.2778,1.8023,0.1805,-2.3931,1.0 185 | 1.2706,8.035,-0.19651,-2.1888,0.0 186 | -1.8387,-6.301,5.6506,0.19567,1.0 187 | 2.7213,7.05,-0.58808,0.41809,0.0 188 | -2.9672,-13.2869,13.4727,-2.6271,1.0 189 | -0.89542,2.0279,-2.3652,-1.2746,1.0 190 | 2.6917,10.8161,-3.3,-4.2888,0.0 191 | 2.5635,6.7769,-0.61979,0.38576,0.0 192 | -2.41,3.7433,-0.40215,-1.2953,1.0 193 | 2.1059,7.6046,-0.47755,-1.8461,0.0 194 | 0.93611,8.6413,-1.6351,-1.3043,0.0 195 | -6.651,6.7934,0.68604,-7.5887,1.0 196 | -2.4365,3.6026,-1.4166,-2.8948,1.0 197 | -0.21394,-0.68287,0.096532,1.1965,1.0 198 | 0.6005,0.99945,-2.2126,0.097399,1.0 199 | -1.1313,1.9037,7.5339,1.022,0.0 200 | -1.5075,1.9224,7.1466,0.89136,0.0 201 | -2.5724,-0.95602,2.7073,-0.16639,1.0 202 | -3.3884,-8.215,10.3315,0.98187,1.0 203 | -2.3675,-0.43663,1.692,-0.43018,1.0 204 | 4.0329,0.23175,0.89082,1.1823,0.0 205 | -2.3361,11.9604,3.0835,-5.4435,0.0 206 | -1.0116,-0.19038,-0.90597,0.003003,1.0 207 | -6.5773,6.8017,0.85483,-7.5344,1.0 208 | -6.5235,9.6014,-0.25392,-6.9642,1.0 209 | 0.062525,2.9301,-3.5467,-2.6737,1.0 210 | -0.33729,-0.64976,7.6659,0.72326,0.0 211 | 4.6689,1.3098,0.055404,1.909,0.0 212 | 0.5706,-0.024841,1.2421,-0.56208,0.0 213 | 2.8084,11.3045,-3.3394,-4.4194,0.0 214 | 0.86202,2.6963,4.2908,0.54739,0.0 215 | 1.8592,3.2074,-0.15966,-0.26208,0.0 216 | 4.2188,6.8162,-1.2804,0.76076,0.0 217 | 3.5761,9.7753,-3.9795,-3.4638,0.0 218 | 0.5195,-3.2633,3.0895,-0.9849,0.0 219 | 1.8799,2.4707,2.4931,0.37671,0.0 220 | -6.1632,8.7096,-0.21621,-3.6345,1.0 221 | -1.6514,-8.4985,9.1122,1.2379,1.0 222 | -1.5681,-7.2446,6.5537,-0.1276,1.0 223 | -5.119,6.6486,-0.049987,-6.5206,1.0 224 | -0.60975,-4.002,1.8471,0.6017,1.0 225 | 2.5503,-4.9518,6.3729,-0.41596,0.0 226 | -0.4294,-0.14693,0.044265,-0.15605,1.0 227 | 4.8906,-3.3584,3.4202,1.0905,0.0 228 | -2.2261,12.5398,2.9438,-3.5258,0.0 229 | -4.3773,-5.5167,10.939,-0.4082,1.0 230 | -3.506,-12.5667,15.1606,-0.75216,1.0 231 | -5.4414,7.2363,0.10938,-7.5642,1.0 232 | -0.71868,-5.7154,3.8298,1.0233,1.0 233 | 1.4884,3.6274,3.308,0.48921,0.0 234 | 0.37637,-0.82358,0.78543,0.74524,1.0 235 | 4.2899,9.1814,-4.6067,-4.3263,0.0 236 | -1.7279,-6.841,8.9494,0.68058,1.0 237 | -2.7083,-6.8266,7.5339,0.59007,1.0 238 | 0.11806,0.39108,-0.98223,0.42843,1.0 239 | -2.0659,1.0512,-0.46298,-1.0974,1.0 240 | 2.4196,6.4665,-0.75688,0.228,0.0 241 | 3.8023,-3.8696,4.044,0.95343,0.0 242 | 0.77805,6.6424,-1.1425,-1.0573,0.0 243 | -1.7322,-9.2828,7.719,-1.7168,1.0 244 | 3.9529,-2.3548,2.3792,0.48274,0.0 245 | -2.456,-0.24418,1.4041,-0.45863,1.0 246 | -0.77461,-1.8768,2.4023,1.1319,1.0 247 | -3.6817,3.2239,-0.69347,-3.4004,1.0 248 | -0.12196,8.8068,0.94566,-4.2267,0.0 249 | 2.8261,9.4007,-3.3034,-1.0509,0.0 250 | 3.5982,7.1307,-1.3035,0.21248,0.0 251 | 2.1526,-6.1665,8.0831,-0.34355,0.0 252 | 5.9374,6.1664,-2.5905,-0.36553,0.0 253 | 3.1557,2.8908,0.59693,0.79825,0.0 254 | -1.8356,-6.7562,5.0585,-0.55044,1.0 255 | -1.3,10.2678,-2.953,-5.8638,0.0 256 | 2.3917,4.5565,-4.9888,-2.8987,1.0 257 | 4.0215,-2.1914,2.4648,1.1409,0.0 258 | 3.9102,6.065,-2.4534,-0.68234,0.0 259 | 2.486,-0.99533,5.3404,-0.15475,0.0 260 | -5.873,9.1752,-0.27448,-6.0422,1.0 261 | -1.5877,-6.6072,5.8022,0.31593,1.0 262 | 1.3638,-4.7759,8.4182,-1.8836,0.0 263 | 0.25035,9.3262,-3.6873,-6.2543,0.0 264 | 4.7285,2.1065,-0.28305,1.5625,0.0 265 | -2.588,3.8654,-0.3336,-1.2797,1.0 266 | -0.0012852,0.13863,-0.19651,0.0081754,1.0 267 | 3.4312,6.2637,-1.9513,-0.36165,0.0 268 | -0.49241,0.89392,-1.6283,-0.56854,1.0 269 | 3.6244,1.4609,1.3501,1.9284,0.0 270 | -4.0786,2.9239,0.87026,-0.65389,1.0 271 | -0.37013,-5.554,4.7749,1.547,1.0 272 | -2.2625,-0.099335,2.8127,0.48662,1.0 273 | 1.4378,0.66837,-2.0267,1.0271,1.0 274 | 3.4626,-4.449,3.5427,0.15429,0.0 275 | -0.278,8.1881,-3.1338,-2.5276,0.0 276 | 2.7831,10.9796,-3.557,-4.4039,0.0 277 | -1.3885,12.5026,0.69118,-7.5487,0.0 278 | 2.7744,6.8576,-1.0671,0.075416,0.0 279 | -4.2887,-7.8633,11.8387,-1.8978,1.0 280 | 5.3586,3.7557,-1.7345,1.0789,0.0 281 | 0.75736,3.0294,2.9164,-0.068117,0.0 282 | -3.7244,1.9037,-0.035421,-2.5095,1.0 283 | 4.6499,7.6336,-1.9427,-0.37458,0.0 284 | -2.2173,1.4671,-0.72689,-1.1724,1.0 285 | 4.9264,5.496,-2.4774,-0.50648,0.0 286 | 0.58982,7.4266,1.2353,-2.9595,0.0 287 | -2.4115,-9.1359,9.3444,-0.65259,1.0 288 | 2.9163,10.8306,-3.3437,-4.122,0.0 289 | 1.2262,0.89599,5.7568,-0.11596,0.0 290 | 4.9249,0.68906,0.77344,1.2095,0.0 291 | -2.484,12.1611,2.8204,-3.7418,0.0 292 | 3.9382,0.9291,0.78543,0.6767,0.0 293 | -3.38,-0.7077,2.5325,0.71808,1.0 294 | -4.2932,3.3419,0.77258,-0.99785,1.0 295 | 1.3419,-4.4221,8.09,-1.7349,0.0 296 | -1.6029,-0.38903,1.62,1.9103,1.0 297 | 2.5089,6.841,-0.029423,0.44912,0.0 298 | -0.17296,-1.1816,1.3818,0.7336,1.0 299 | -2.5701,-6.8452,8.9999,2.1353,1.0 300 | 4.9362,7.6046,-2.3429,-0.85302,0.0 301 | 0.5706,-0.0248,1.2421,-0.5621,0.0 302 | -1.9177,11.6894,2.5454,-3.2763,0.0 303 | 3.5458,9.3718,-4.0351,-3.9564,0.0 304 | 2.1721,-0.73874,5.4672,-0.72371,0.0 305 | 1.5478,9.1814,-1.6326,-1.7375,0.0 306 | 2.0911,0.94358,4.5512,1.234,0.0 307 | -3.3863,-12.9889,13.0545,-2.7202,1.0 308 | -2.121,-0.05588,1.949,1.353,1.0 309 | -1.6176,1.0926,-0.35502,-0.59958,1.0 310 | 2.2526,9.9636,-3.1749,-2.9944,0.0 311 | 5.8862,5.8747,-2.8167,-0.30087,0.0 312 | -0.82601,2.9611,-1.2864,-1.4647,1.0 313 | -2.0066,-6.719,9.0162,0.099985,1.0 314 | 4.0972,0.46972,1.6671,0.91593,0.0 315 | 1.2247,8.7779,-2.2135,-0.80647,0.0 316 | 1.7496,-0.1759,5.1827,1.2922,0.0 317 | 4.8451,8.1116,-2.9512,-1.4724,0.0 318 | 2.877,-4.0599,3.6259,-0.32544,0.0 319 | 1.143,0.83391,5.4552,-0.56984,0.0 320 | -2.7338,0.45523,2.4391,0.21766,1.0 321 | -2.2153,11.9625,0.078538,-7.7853,0.0 322 | -2.1652,3.0211,-2.4132,-2.4241,1.0 323 | 0.21431,-0.69529,0.87711,0.29653,1.0 324 | -2.5346,-0.77392,3.3602,0.00171,1.0 325 | 3.4246,-0.14693,0.80342,0.29136,0.0 326 | 5.7403,-0.44284,0.38015,1.3763,0.0 327 | 4.3848,-3.0729,3.0423,1.2741,0.0 328 | 5.681,7.795,-2.6848,-0.92544,0.0 329 | 0.83625,1.1071,-2.4706,-0.062945,1.0 330 | 1.2138,8.7986,-2.1672,-0.74182,0.0 331 | 4.1605,11.2196,-3.6136,-4.0819,0.0 332 | -1.2528,10.2036,2.1787,-5.6038,0.0 333 | 2.0153,1.8479,3.1375,0.42843,0.0 334 | 2.3164,-2.628,3.1529,-0.08622,0.0 335 | 3.0672,-4.4117,3.8238,-0.81682,0.0 336 | 0.52855,0.96427,4.0243,-1.0483,0.0 337 | -2.3277,1.4381,-0.82114,-1.2862,1.0 338 | 2.2634,-4.4862,3.6558,-0.61251,0.0 339 | -4.244,-13.0634,17.1116,-2.8017,1.0 340 | -4.6765,-5.6636,10.969,-0.33449,1.0 341 | 0.18868,0.70148,-0.51182,0.0055892,1.0 342 | -2.4941,3.5447,-1.3721,-2.8483,1.0 343 | 4.0524,5.6802,-1.9693,0.026279,0.0 344 | -0.66008,-3.226,3.8058,1.1836,1.0 345 | -------------------------------------------------------------------------------- /source_data/heart_cont_norm_train.csv: -------------------------------------------------------------------------------- 1 | age,trestbps,chol,thalach,oldpeak,target 2 | 0.5833333333333334,0.5660377358490566,0.2420091324200913,0.7099236641221373,0.0,0.0 3 | 0.6249999999999999,0.30188679245283023,0.2100456621004566,0.48091603053435106,0.3548387096774194,0.0 4 | 0.7916666666666666,0.2924528301886792,0.29223744292237447,0.7022900763358778,0.03225806451612903,0.0 5 | 0.6041666666666666,0.2924528301886792,0.2146118721461187,0.5572519083969466,0.06451612903225806,1.0 6 | 0.1875,0.41509433962264153,0.11187214611872148,0.7786259541984731,0.0,1.0 7 | 0.5624999999999999,0.3584905660377359,0.1324200913242009,0.2595419847328244,0.33870967741935487,0.0 8 | 0.27083333333333337,0.07547169811320764,0.31735159817351594,0.3893129770992366,0.0967741935483871,1.0 9 | 0.45833333333333337,0.05660377358490576,0.21917808219178087,0.5496183206106869,0.1935483870967742,1.0 10 | 0.29166666666666663,0.15094339622641517,0.1940639269406393,0.6870229007633587,0.0,1.0 11 | 0.6874999999999999,0.4339622641509434,0.3242009132420091,0.6793893129770993,0.5806451612903226,0.0 12 | 0.45833333333333337,0.4339622641509434,0.39269406392694056,0.3893129770992366,0.6774193548387097,0.0 13 | 0.8333333333333334,0.4339622641509434,0.2579908675799087,0.6106870229007634,0.2903225806451613,1.0 14 | 0.7916666666666666,0.1132075471698114,0.2214611872146119,0.5419847328244275,0.04838709677419355,1.0 15 | 0.6041666666666666,0.10377358490566047,0.2602739726027397,0.6335877862595419,0.0967741935483871,1.0 16 | 0.9791666666666666,0.4339622641509434,0.16210045662100453,0.3435114503816793,0.1774193548387097,1.0 17 | 0.20833333333333337,0.0,0.16666666666666669,0.8244274809160305,0.0,1.0 18 | 0.0,0.339622641509434,0.1780821917808219,0.9999999999999999,0.0,1.0 19 | 0.4374999999999999,0.24528301886792458,0.2123287671232877,0.6641221374045801,0.25806451612903225,1.0 20 | 0.5208333333333334,0.4339622641509434,0.2579908675799087,0.6793893129770993,0.1935483870967742,1.0 21 | 0.1875,0.41509433962264153,0.11187214611872148,0.7786259541984731,0.0,1.0 22 | 0.6041666666666666,0.339622641509434,0.16210045662100453,0.4580152671755725,0.0967741935483871,1.0 23 | 0.47916666666666663,0.1320754716981133,0.24429223744292233,0.5801526717557252,0.016129032258064516,1.0 24 | 0.3125,0.24528301886792458,0.2146118721461187,0.7557251908396946,0.0,1.0 25 | 0.7291666666666666,0.2924528301886792,0.41780821917808214,0.4580152671755725,0.2903225806451613,0.0 26 | 0.5208333333333334,0.5283018867924528,0.2420091324200913,0.7175572519083969,0.25806451612903225,1.0 27 | 0.6041666666666666,0.24528301886792458,0.4885844748858447,0.7709923664122137,0.0,1.0 28 | 0.375,0.16981132075471705,0.1780821917808219,0.5496183206106869,0.016129032258064516,1.0 29 | 0.6041666666666666,0.18867924528301894,0.4383561643835617,0.5267175572519084,0.7096774193548387,0.0 30 | 0.6041666666666666,0.05660377358490576,0.24657534246575336,0.648854961832061,0.016129032258064516,0.0 31 | 0.33333333333333337,0.339622641509434,0.24657534246575336,0.7938931297709922,0.0967741935483871,1.0 32 | 0.4374999999999999,0.24528301886792458,0.2694063926940639,0.6946564885496184,0.1774193548387097,1.0 33 | 0.6874999999999999,0.28301886792452835,0.18949771689497713,0.7022900763358778,0.0,1.0 34 | 0.7499999999999999,0.24528301886792458,0.11643835616438353,0.5267175572519084,0.06451612903225806,1.0 35 | 0.29166666666666663,0.24528301886792458,0.11643835616438353,0.3740458015267175,0.4032258064516129,0.0 36 | 0.20833333333333337,0.41509433962264153,0.2146118721461187,0.6183206106870228,0.0,1.0 37 | 0.375,0.1320754716981133,0.2671232876712329,0.6183206106870228,0.0,0.0 38 | 0.7083333333333334,0.4339622641509434,0.13926940639269408,0.5572519083969466,0.6451612903225806,0.0 39 | 0.29166666666666663,0.5283018867924528,0.2762557077625571,0.763358778625954,0.24193548387096775,1.0 40 | 0.3125,0.16981132075471705,0.37442922374429216,0.6259541984732825,0.0,0.0 41 | 0.6874999999999999,0.4339622641509434,0.6118721461187213,0.6564885496183205,0.1935483870967742,1.0 42 | 0.6041666666666666,0.16981132075471705,0.23744292237442927,0.7175572519083969,0.4032258064516129,0.0 43 | 0.3125,0.24528301886792458,0.22831050228310495,0.7480916030534351,0.0,1.0 44 | 0.8124999999999999,0.2264150943396227,0.34474885844748854,0.6106870229007634,0.16129032258064516,1.0 45 | 0.7916666666666666,0.05660377358490576,0.3949771689497717,0.4122137404580152,0.14516129032258066,0.0 46 | 0.5416666666666666,0.3207547169811321,0.18036529680365293,0.45038167938931295,0.3225806451612903,0.0 47 | 0.6249999999999999,0.15094339622641517,0.2579908675799087,0.5419847328244275,0.1935483870967742,0.0 48 | 0.5833333333333334,0.15094339622641517,0.4771689497716895,0.5496183206106869,0.4838709677419355,0.0 49 | 0.5624999999999999,0.339622641509434,0.2968036529680365,0.5419847328244275,0.0967741935483871,0.0 50 | 0.8541666666666666,0.339622641509434,0.44748858447488576,0.2900763358778625,0.3870967741935484,0.0 51 | 0.6666666666666666,0.24528301886792458,0.3059360730593607,0.5267175572519084,0.5806451612903226,0.0 52 | 0.47916666666666663,0.37735849056603776,0.17123287671232873,0.6641221374045801,0.12903225806451613,1.0 53 | 0.6458333333333334,0.339622641509434,0.28995433789954334,0.5572519083969466,0.2258064516129032,0.0 54 | 0.5833333333333334,0.4339622641509434,0.26255707762557073,0.3969465648854962,0.03225806451612903,0.0 55 | 0.5833333333333334,0.3207547169811321,0.23515981735159813,0.6030534351145037,0.06451612903225806,0.0 56 | 0.9374999999999999,0.24528301886792458,0.32648401826484014,0.38167938931297707,0.03225806451612903,1.0 57 | 0.7499999999999999,0.5754716981132076,0.32648401826484014,0.5877862595419846,0.12903225806451613,1.0 58 | 0.125,0.30188679245283023,0.35616438356164376,0.648854961832061,0.0,0.0 59 | 0.6041666666666666,0.3584905660377359,0.2237442922374429,0.7786259541984731,0.5161290322580645,0.0 60 | 0.45833333333333337,0.24528301886792458,0.3858447488584475,0.6564885496183205,0.0967741935483871,1.0 61 | 0.7291666666666666,0.4339622641509434,0.42694063926940634,0.4732824427480916,0.03225806451612903,1.0 62 | 0.6041666666666666,0.24528301886792458,0.3607305936073059,0.6793893129770993,0.2903225806451613,0.0 63 | 0.5624999999999999,0.24528301886792458,0.15296803652968033,0.6946564885496184,0.30645161290322576,1.0 64 | 0.27083333333333337,0.39622641509433965,0.4315068493150685,0.4122137404580152,0.2903225806451613,0.0 65 | 0.375,0.15094339622641517,0.3401826484018265,0.3587786259541984,0.16129032258064516,0.0 66 | 0.7916666666666666,0.6226415094339622,0.36529680365296807,0.28244274809160297,0.24193548387096775,0.0 67 | 0.5416666666666666,0.3584905660377359,0.5182648401826484,0.46564885496183195,0.1935483870967742,0.0 68 | 0.6666666666666666,0.339622641509434,0.46575342465753417,0.7480916030534351,0.0,0.0 69 | 0.25,0.339622641509434,0.1780821917808219,0.7709923664122137,0.2258064516129032,1.0 70 | 0.16666666666666663,0.24528301886792458,0.2031963470319635,0.7557251908396946,0.0,1.0 71 | 0.6458333333333334,0.5283018867924528,0.2602739726027397,0.763358778625954,0.14516129032258066,1.0 72 | 0.7499999999999999,0.5283018867924528,0.22602739726027393,0.3282442748091603,0.16129032258064516,0.0 73 | 0.7291666666666666,0.339622641509434,0.4041095890410959,0.3893129770992366,0.3225806451612903,1.0 74 | 0.29166666666666663,0.3584905660377359,0.49086757990867574,0.49618320610687017,0.4838709677419355,0.0 75 | 0.4999999999999999,0.2735849056603773,0.35616438356164376,0.18320610687022898,0.3225806451612903,0.0 76 | 0.7916666666666666,0.5471698113207547,0.34474885844748854,0.7709923664122137,0.0,1.0 77 | 0.29166666666666663,0.26415094339622647,0.19863013698630133,0.7175572519083969,0.03225806451612903,1.0 78 | 0.4999999999999999,0.339622641509434,0.16210045662100453,0.6183206106870228,0.1935483870967742,1.0 79 | 0.47916666666666663,0.5471698113207547,0.39269406392694056,0.816793893129771,0.1935483870967742,1.0 80 | 0.5208333333333334,0.9245283018867926,0.3584474885844749,0.9465648854961831,0.0,0.0 81 | 0.33333333333333337,0.41509433962264153,0.2511415525114155,0.6183206106870228,0.03225806451612903,1.0 82 | 0.125,0.26415094339622647,0.1506849315068493,0.7862595419847328,0.0,1.0 83 | 0.41666666666666663,0.24528301886792458,0.1415525114155251,0.5190839694656487,0.3225806451612903,0.0 84 | 0.25,0.15094339622641517,0.2488584474885845,0.6259541984732825,0.0,1.0 85 | 0.6458333333333334,0.4339622641509434,0.13470319634703193,0.6412213740458014,0.4838709677419355,0.0 86 | 0.5416666666666666,0.4339622641509434,0.20776255707762553,0.30534351145038163,0.9032258064516128,0.0 87 | 0.125,0.41509433962264153,0.13013698630136988,0.847328244274809,0.2258064516129032,1.0 88 | 0.8124999999999999,0.8113207547169811,0.33789954337899536,0.6030534351145037,0.25806451612903225,0.0 89 | 0.7916666666666666,0.19811320754716977,0.9999999999999998,0.6793893129770993,0.25806451612903225,1.0 90 | 0.7499999999999999,0.3867924528301888,0.29223744292237447,0.4274809160305343,0.4516129032258064,0.0 91 | 0.5624999999999999,0.339622641509434,0.21689497716894973,0.7022900763358778,0.0,1.0 92 | 0.41666666666666663,0.339622641509434,0.31963470319634696,0.763358778625954,0.0967741935483871,1.0 93 | 0.35416666666666663,0.4528301886792453,0.11643835616438353,0.6793893129770993,0.2258064516129032,1.0 94 | 0.7499999999999999,0.4339622641509434,0.6643835616438356,0.6564885496183205,0.12903225806451613,1.0 95 | 0.27083333333333337,0.24528301886792458,0.18949771689497713,0.7786259541984731,0.0,1.0 96 | 0.6249999999999999,0.7169811320754716,0.4566210045662101,0.5267175572519084,0.5483870967741935,0.0 97 | 0.41666666666666663,0.37735849056603776,0.3310502283105023,0.6946564885496184,0.0,1.0 98 | 0.6874999999999999,0.24528301886792458,0.35388127853881274,0.2442748091603053,0.2258064516129032,0.0 99 | 0.7708333333333334,0.24528301886792458,0.4018264840182649,0.6106870229007634,0.06451612903225806,1.0 100 | 0.4999999999999999,0.4528301886792453,0.22831050228310495,0.30534351145038163,0.0,1.0 101 | 0.6666666666666666,0.48113207547169823,0.4132420091324201,0.5725190839694655,0.16129032258064516,0.0 102 | 0.8541666666666666,0.48113207547169823,0.1095890410958904,0.4122137404580152,0.41935483870967744,0.0 103 | 0.39583333333333337,0.339622641509434,0.27168949771689493,0.8320610687022899,0.03225806451612903,1.0 104 | 0.6041666666666666,0.05660377358490576,0.2785388127853881,0.3893129770992366,0.16129032258064516,1.0 105 | 0.7499999999999999,0.41509433962264153,0.35616438356164376,0.7862595419847328,0.2258064516129032,0.0 106 | 0.6458333333333334,0.24528301886792458,0.1187214611872146,0.19083969465648853,0.0,1.0 107 | 0.6249999999999999,0.5283018867924528,0.1963470319634703,0.6564885496183205,0.25806451612903225,1.0 108 | 0.7083333333333334,0.28301886792452835,0.16210045662100453,0.49618320610687017,0.0,0.0 109 | 0.29166666666666663,0.19811320754716977,0.4041095890410959,0.8396946564885496,0.1935483870967742,1.0 110 | 0.9999999999999999,0.2924528301886792,0.4063926940639269,0.6946564885496184,0.0,0.0 111 | 0.7083333333333334,0.48113207547169823,0.24429223744292233,0.6030534351145037,0.3709677419354838,1.0 112 | 0.6666666666666666,0.37735849056603776,0.24657534246575336,0.564885496183206,0.41935483870967744,0.0 113 | 0.47916666666666663,0.2924528301886792,0.1963470319634703,0.7404580152671755,0.16129032258064516,0.0 114 | 0.27083333333333337,0.5094339622641509,0.2694063926940639,0.816793893129771,0.12903225806451613,1.0 115 | 0.47916666666666663,0.16981132075471705,0.23744292237442927,0.6793893129770993,0.0,0.0 116 | 0.27083333333333337,0.24528301886792458,0.2602739726027397,0.9389312977099237,0.12903225806451613,1.0 117 | 0.39583333333333337,0.15094339622641517,0.23515981735159813,0.7404580152671755,0.16129032258064516,0.0 118 | 0.29166666666666663,0.339622641509434,0.4315068493150685,0.6946564885496184,0.30645161290322576,1.0 119 | 0.5208333333333334,0.3867924528301888,0.4063926940639269,0.7557251908396946,0.0,1.0 120 | 0.5208333333333334,0.1320754716981133,0.41780821917808214,0.648854961832061,0.0,1.0 121 | 0.7708333333333334,0.6226415094339622,0.2328767123287671,0.5114503816793893,0.3709677419354838,1.0 122 | 0.7708333333333334,0.16981132075471705,0.1963470319634703,0.46564885496183195,0.016129032258064516,0.0 123 | 0.7291666666666666,0.24528301886792458,0.27397260273972607,0.19083969465648853,0.3548387096774194,0.0 124 | 0.7708333333333334,0.6226415094339622,0.27397260273972607,0.3740458015267175,0.0,0.0 125 | 0.39583333333333337,0.339622641509434,0.3401826484018265,0.5190839694656487,0.03225806451612903,1.0 126 | 0.33333333333333337,0.15094339622641517,0.3150684931506849,0.46564885496183195,0.1935483870967742,0.0 127 | 0.3125,0.15094339622641517,0.16210045662100453,0.8091603053435114,0.0,0.0 128 | 0.5833333333333334,0.28301886792452835,0.30821917808219174,0.5343511450381678,0.04838709677419355,0.0 129 | 0.45833333333333337,0.15094339622641517,0.11187214611872148,0.3969465648854962,0.0967741935483871,1.0 130 | 0.5208333333333334,0.15094339622641517,0.2579908675799087,0.41984732824427473,0.4516129032258064,0.0 131 | 0.5833333333333334,0.24528301886792458,0.5205479452054793,0.7022900763358778,0.0967741935483871,1.0 132 | 0.25,0.16981132075471705,0.3242009132420091,0.7709923664122137,0.0,1.0 133 | 0.3125,0.339622641509434,0.2123287671232877,0.8931297709923663,0.0,1.0 134 | 0.6249999999999999,0.4339622641509434,0.11643835616438353,0.6946564885496184,0.0,0.0 135 | 0.25,0.24528301886792458,0.07077625570776253,0.847328244274809,0.0,1.0 136 | 0.6458333333333334,0.4339622641509434,0.38127853881278534,0.7557251908396946,0.1935483870967742,0.0 137 | 0.1875,0.24528301886792458,0.2397260273972603,0.847328244274809,0.6129032258064515,0.0 138 | 0.5833333333333334,0.15094339622641517,0.17123287671232873,0.41984732824427473,0.24193548387096775,1.0 139 | 0.47916666666666663,0.2264150943396227,0.136986301369863,0.9083969465648855,0.0,1.0 140 | 0.41666666666666663,0.339622641509434,0.32648401826484014,0.7022900763358778,0.0,1.0 141 | 0.47916666666666663,0.39622641509433965,0.1598173515981735,0.7480916030534351,0.016129032258064516,1.0 142 | 0.7916666666666666,0.5471698113207547,0.1963470319634703,0.6030534351145037,0.12903225806451613,0.0 143 | 0.47916666666666663,0.7358490566037735,0.16666666666666669,0.6946564885496184,0.08064516129032258,1.0 144 | 0.5208333333333334,0.24528301886792458,0.30136986301369856,0.5801526717557252,0.06451612903225806,1.0 145 | 0.41666666666666663,0.2264150943396227,0.052511415525114125,0.41984732824427473,0.12903225806451613,0.0 146 | 0.6041666666666666,0.4339622641509434,0.1940639269406393,0.7175572519083969,0.0,1.0 147 | 0.20833333333333337,0.4339622641509434,0.44520547945205474,0.847328244274809,0.0,1.0 148 | 0.8541666666666666,0.6226415094339622,0.32648401826484014,0.3129770992366412,0.46774193548387094,0.0 149 | 0.375,0.339622641509434,0.28995433789954334,0.8244274809160305,0.0,1.0 150 | 0.45833333333333337,0.4339622641509434,0.4155251141552511,0.5419847328244275,0.24193548387096775,1.0 151 | 0.5208333333333334,0.1320754716981133,0.3219178082191781,0.732824427480916,0.0,1.0 152 | 0.6041666666666666,0.39622641509433965,0.4406392694063927,0.6183206106870228,0.0,0.0 153 | 0.6874999999999999,0.339622641509434,0.3127853881278539,0.1984732824427481,0.1935483870967742,0.0 154 | 0.7708333333333334,0.49056603773584906,0.34703196347031967,0.6183206106870228,0.0,1.0 155 | 0.6666666666666666,0.5283018867924528,0.2671232876712329,0.5038167938931296,0.16129032258064516,1.0 156 | 0.7083333333333334,0.1320754716981133,0.32648401826484014,0.7480916030534351,0.2903225806451613,0.0 157 | 0.7291666666666666,0.8113207547169811,0.45433789954337894,0.6335877862595419,0.0,1.0 158 | 0.33333333333333337,0.3207547169811321,0.4155251141552511,0.7557251908396946,0.0,1.0 159 | 0.6458333333333334,0.5283018867924528,0.30136986301369856,0.6564885496183205,0.41935483870967744,0.0 160 | 0.20833333333333337,0.2264150943396227,0.2123287671232877,0.5267175572519084,0.1935483870967742,0.0 161 | 0.7499999999999999,0.6226415094339622,0.5342465753424657,0.6106870229007634,0.12903225806451613,1.0 162 | 0.39583333333333337,0.28301886792452835,0.33789954337899536,0.7251908396946564,0.08064516129032258,0.0 163 | 0.3125,0.24528301886792458,0.09817351598173513,0.5572519083969466,0.4516129032258064,0.0 164 | 0.7708333333333334,0.7924528301886792,0.2328767123287671,0.7175572519083969,0.16129032258064516,0.0 165 | 0.7499999999999999,0.15094339622641517,0.2785388127853881,0.6641221374045801,0.0967741935483871,0.0 166 | 0.6041666666666666,0.5283018867924528,0.3584474885844749,0.6946564885496184,0.16129032258064516,1.0 167 | 0.375,0.41509433962264153,0.29908675799086754,0.648854961832061,0.0,1.0 168 | 0.33333333333333337,0.16981132075471705,0.0776255707762557,0.5114503816793893,0.0,1.0 169 | 0.5416666666666666,0.8113207547169811,0.4589041095890411,0.35114503816793885,0.5483870967741935,0.0 170 | 0.125,0.24528301886792458,0.1643835616438356,0.45038167938931295,0.25806451612903225,0.0 171 | 0.6249999999999999,0.37735849056603776,0.1780821917808219,0.6946564885496184,0.12903225806451613,0.0 172 | 0.6458333333333334,0.2924528301886792,0.30136986301369856,0.5343511450381678,0.4516129032258064,0.0 173 | 0.5416666666666666,0.3584905660377359,0.4931506849315069,0.7251908396946564,0.1935483870967742,1.0 174 | 0.4999999999999999,0.339622641509434,0.3150684931506849,0.5496183206106869,0.06451612903225806,1.0 175 | 0.7083333333333334,0.339622641509434,0.46575342465753417,0.46564885496183195,0.2903225806451613,0.0 176 | 0.8541666666666666,0.5849056603773585,0.27168949771689493,0.5496183206106869,0.0,1.0 177 | 0.45833333333333337,0.339622641509434,0.40867579908675794,0.5419847328244275,0.1935483870967742,0.0 178 | 0.7083333333333334,0.5283018867924528,0.6415525114155252,0.6335877862595419,0.6451612903225806,0.0 179 | 0.6041666666666666,0.3207547169811321,0.3036529680365297,0.45038167938931295,0.4838709677419355,0.0 180 | 0.5624999999999999,0.24528301886792458,0.2511415525114155,0.816793893129771,0.12903225806451613,1.0 181 | 0.8124999999999999,0.24528301886792458,0.1940639269406393,0.33587786259541985,0.24193548387096775,1.0 182 | 0.3125,0.1320754716981133,0.034246575342465724,0.7938931297709922,0.0967741935483871,1.0 183 | 0.16666666666666663,0.339622641509434,0.28310502283105016,0.8854961832061069,0.564516129032258,1.0 184 | 0.4999999999999999,0.41509433962264153,0.24657534246575336,0.6793893129770993,0.0,1.0 185 | 0.25,0.16981132075471705,0.28310502283105016,0.8244274809160305,0.0,1.0 186 | 0.47916666666666663,0.3207547169811321,0.2945205479452055,0.6870229007633587,0.0,0.0 187 | 0.45833333333333337,0.2924528301886792,0.19863013698630133,0.4122137404580152,0.2258064516129032,1.0 188 | 0.5833333333333334,0.3584905660377359,0.18493150684931509,0.7404580152671755,0.0,1.0 189 | 0.6874999999999999,0.339622641509434,0.2397260273972603,0.5725190839694655,0.2903225806451613,1.0 190 | 0.5208333333333334,0.15094339622641517,0.182648401826484,0.28244274809160297,0.0,0.0 191 | 0.6249999999999999,0.7547169811320754,0.28082191780821913,0.5496183206106869,0.0,0.0 192 | 0.7291666666666666,0.15094339622641517,0.1940639269406393,0.5572519083969466,0.2903225806451613,1.0 193 | 0.5208333333333334,0.15094339622641517,0.2009132420091324,0.6641221374045801,0.25806451612903225,1.0 194 | 0.7916666666666666,0.24528301886792458,0.23515981735159813,0.4427480916030534,0.41935483870967744,0.0 195 | 0.6249999999999999,0.660377358490566,0.1141552511415525,0.1450381679389312,0.16129032258064516,0.0 196 | 0.25,0.30188679245283023,0.41095890410958896,0.7022900763358778,0.0,1.0 197 | 0.6666666666666666,0.5094339622641509,0.17579908675799089,0.6870229007633587,0.0,0.0 198 | 0.5833333333333334,0.5471698113207547,0.33789954337899536,0.1297709923664122,0.1935483870967742,0.0 199 | 0.7083333333333334,0.3867924528301888,0.2876712328767123,0.7709923664122137,0.0,1.0 200 | 0.45833333333333337,0.339622641509434,0.2968036529680365,0.5954198473282443,0.08064516129032258,1.0 201 | 0.6458333333333334,0.339622641509434,0.182648401826484,0.46564885496183195,0.3870967741935484,0.0 202 | 0.25,0.15094339622641517,0.1050228310502283,0.6641221374045801,0.0,0.0 203 | 0.5833333333333334,0.339622641509434,0.011415525114155278,0.33587786259541985,0.1935483870967742,0.0 204 | 0.5208333333333334,0.28301886792452835,0.31963470319634696,0.2900763358778625,0.3548387096774194,0.0 205 | 0.4999999999999999,0.4339622641509434,0.17579908675799089,0.6412213740458014,0.5,0.0 206 | 0.10416666666666663,0.2264150943396227,0.1278538812785388,0.7862595419847328,0.0,1.0 207 | 0.4999999999999999,0.3207547169811321,0.2054794520547945,0.33587786259541985,0.0,1.0 208 | 0.45833333333333337,0.4339622641509434,0.3949771689497717,0.7786259541984731,0.25806451612903225,0.0 209 | 0.6874999999999999,0.41509433962264153,0.3835616438356165,0.26717557251908397,0.30645161290322576,0.0 210 | 0.3125,0.339622641509434,0.24429223744292233,0.8244274809160305,0.06451612903225806,1.0 211 | 0.5624999999999999,0.24528301886792458,0.2602739726027397,0.7480916030534351,0.0,1.0 212 | 0.6041666666666666,0.49056603773584906,0.2100456621004566,0.2595419847328244,0.3225806451612903,0.0 213 | 0.6041666666666666,0.3207547169811321,0.2054794520547945,0.4580152671755725,0.3548387096774194,0.0 214 | 0.4374999999999999,0.4716981132075472,0.1689497716894977,0.41984732824427473,0.14516129032258066,0.0 215 | 0.27083333333333337,0.339622641509434,0.1232876712328767,0.6030534351145037,0.0,1.0 216 | 0.5208333333333334,0.6226415094339622,0.17123287671232873,0.7022900763358778,0.0,1.0 217 | 0.8749999999999999,0.16981132075471705,0.052511415525114125,0.4122137404580152,0.25806451612903225,1.0 218 | 0.4999999999999999,0.339622641509434,0.27397260273972607,0.7786259541984731,0.0,1.0 219 | 0.35416666666666663,0.0660377358490567,0.16210045662100453,0.648854961832061,0.0,1.0 220 | 0.5624999999999999,0.2924528301886792,0.28082191780821913,0.5572519083969466,0.1935483870967742,0.0 221 | 0.6249999999999999,0.41509433962264153,0.3310502283105023,0.847328244274809,0.0,1.0 222 | 0.5833333333333334,0.339622641509434,0.2511415525114155,0.7862595419847328,0.0,0.0 223 | 0.6249999999999999,0.3867924528301888,0.24657534246575336,0.6870229007633587,0.08064516129032258,1.0 224 | 0.4374999999999999,0.4339622641509434,0.24429223744292233,0.7022900763358778,0.0967741935483871,0.0 225 | 0.45833333333333337,0.0,0.2305936073059361,0.6335877862595419,0.0,1.0 226 | 0.8333333333333334,0.6226415094339622,0.24657534246575336,0.4580152671755725,0.016129032258064516,1.0 227 | 0.35416666666666663,0.24528301886792458,0.28082191780821913,0.5572519083969466,0.12903225806451613,0.0 228 | 0.7083333333333334,0.4339622641509434,0.15753424657534248,0.8244274809160305,0.0,1.0 229 | -------------------------------------------------------------------------------- /synth_data/synth_train_dpwgan_borealis_heartdisease.csv: -------------------------------------------------------------------------------- 1 | ,age,trestbps,chol,thalach,oldpeak,target 2 | 0,0.5198988999032589,0.18143577013051246,0.4100663612343316,0.08878400943401013,0.2585365907098057,1.0 3 | 1,0.6132638286211606,0.2696905907935463,0.5046573211877219,0.17266302264042063,0.3447423146244802,1.0 4 | 2,0.4545980212678233,0.42078749820794725,0.43921739372656676,0.3943546382711318,0.407457075433991,0.0 5 | 3,0.07747743600544667,0.2367708036864471,0.038164805958260634,0.3086872500922516,0.14996008030396532,1.0 6 | 4,0.040727319203888446,0.27150948995982066,0.07539751072647069,0.3417035397725968,0.1838922052070899,1.0 7 | 5,0.1387896776765912,0.1287660337645457,0.121320208357248,0.11849833120506549,0.12038288045606227,0.0 8 | 6,0.04926347338059919,0.2634405419472982,0.06674926315671281,0.33403466240341195,0.1760106016932694,1.0 9 | 7,0.0031707959835918604,0.31300494587155897,0.11987207856204916,0.3811415882358758,0.22442422135268694,1.0 10 | 8,0.009784535297229509,0.005301410076048041,0.009860235716301518,0.0007609795923575863,0.0002134176760769085,0.0 11 | 9,0.18877067042498485,0.5000777957116463,0.3115911954510335,0.561955734636308,0.40387474743167845,1.0 12 | 10,0.00359713290889825,0.010447280538885998,0.019262813977120652,0.016774469699480477,0.012378828741184325,0.0 13 | 11,0.5562177913699309,0.21576683316549924,0.4468621779874887,0.12141288645248578,0.2920705565539058,1.0 14 | 12,0.5931327448127661,0.25066133413732944,0.48426188396641057,0.15457726530293442,0.3261548784563116,1.0 15 | 13,0.00988601380338769,0.0055597016008670525,0.009706025672076377,0.0010485754342417573,0.0004199409107721722,0.0 16 | 14,0.05494208607888532,0.049507641334969744,0.036371563422588536,0.04316968971699918,0.04296470607902456,0.0 17 | 15,0.13133240740055221,0.4341519352905155,0.24971665745882735,0.4962819267357739,0.34275842501980625,1.0 18 | 16,0.5002453159991243,0.1628578785531936,0.3901546942567491,0.07112723781231113,0.2403900398449428,1.0 19 | 17,0.08270366798659703,0.23183061712417324,0.03286994517033256,0.30399200544968136,0.1451345947874247,1.0 20 | 18,0.22503555546622867,0.0972889281126603,0.11133098823749046,0.17612109681685292,0.013716689104698762,1.0 21 | 19,0.3238404794757572,0.00389185740495598,0.21143337934434608,0.08735479409846865,0.0775118923073991,1.0 22 | 20,0.34949171092606796,0.020355414697326213,0.23742145259830494,0.06430973841077815,0.10119619225645372,1.0 23 | 21,0.009951749720192225,0.00572701811772977,0.009606131231160919,0.0012348747507291203,0.0005537228778910958,0.0 24 | 22,0.19470599960068513,0.1259584676331225,0.08060315666649429,0.20336915721731794,0.0417205804513049,1.0 25 | 23,0.4203546042815576,0.389174725122817,0.4047637554343253,0.3645054536759166,0.37636505407800763,0.0 26 | 24,0.002755353026594341,0.026616155513376594,0.028916258574786625,0.03477777512681468,0.025307043724060656,0.0 27 | 25,0.07716703871281337,0.23706421211905473,0.03847927926510406,0.3089661108911142,0.15024667639181177,1.0 28 | 26,0.0704731489139139,0.243391727727458,0.04526107057148671,0.31497989870795723,0.15642728000650222,1.0 29 | 27,0.012076704342793874,0.008988394657219371,0.007056709515277196,0.004659448557782815,0.0033862335821018183,0.0 30 | 28,0.4718289997325132,0.4366947603966909,0.45655415365569224,0.40937447864380827,0.42310230005113436,0.0 31 | 29,0.45769949736762383,0.12264070445101824,0.3470501807994939,0.032904092013615605,0.20110662641512342,1.0 32 | 30,0.24384044710351813,0.07951327764275797,0.13038281825778833,0.15922678997541387,0.0036462470533482603,1.0 33 | 31,0.23485736838030885,0.08800468884614632,0.12128177730554146,0.1672971841716643,0.004648010918577811,1.0 34 | 32,0.05730533188075693,0.3641765562705375,0.1747174877265107,0.4297760328158197,0.2744077314338686,1.0 35 | 33,0.13572869721908118,0.12587258881642352,0.11821903231769594,0.11574834763258492,0.11755661539216866,0.0 36 | 34,0.43356334126159224,0.40136874200666006,0.4180535812244909,0.3760192003485934,0.3883582010362543,0.0 37 | 35,0.13428742580065625,0.4369452177632642,0.2527104799892373,0.49893671403986345,0.3454868531765057,1.0 38 | 36,0.1827306316692561,0.48470418725754383,0.30241255576756576,0.5448379222371078,0.3915824070263768,1.0 39 | 37,0.8730268804556315,0.8070718629686096,0.8602149995225681,0.7590892750882346,0.7873782448384653,0.0 40 | 38,0.6200035714359831,0.5734862819357621,0.6056383732482263,0.5385347825021458,0.5576404785765358,0.0 41 | 39,0.18318507699737702,0.48586087926249183,0.30310314569444347,0.5461258460712204,0.39250726809015113,1.0 42 | 40,0.18326340970489416,0.4860602581776314,0.30322218262894135,0.546347845407024,0.3926666863231478,1.0 43 | 41,0.16491277757806452,0.1541210282721921,0.0504187018618519,0.23013537551592136,0.06922926393105967,1.0 44 | 42,0.5615173353409394,0.5194930688455636,0.5467930884946205,0.4875537002643397,0.5045366863227567,0.0 45 | 43,0.06036118719324516,0.05463014079563684,0.04186182602473305,0.04803820790878898,0.04796827156068101,0.0 46 | 44,0.4641803422738181,0.429633687234962,0.44885854087239946,0.40270732307105317,0.4161575427231572,0.0 47 | 45,0.08794841087114767,0.08070744318013982,0.06981131418881872,0.0728225582101597,0.07344011222512575,0.0 48 | 46,0.12134613422359532,0.1953031546759561,0.006279958616005368,0.2692756298220098,0.10945522544014123,1.0 49 | 47,0.18327120010767461,0.48608008695802335,0.30323402117882536,0.5463699238503426,0.39268254090401133,1.0 50 | 48,0.3211698860803377,0.006416282201431433,0.20872771677504043,0.08975405409640833,0.07504607950064912,1.0 51 | 49,0.18691437158997945,0.4953529896934544,0.30877030326136085,0.55669487845648,0.4000969145241977,1.0 52 | 50,0.005608282257998883,0.0053283361270689365,0.01620660590105043,0.011074758380239991,0.008285852949994541,0.0 53 | 51,0.3008923169421041,0.02558400666019756,0.18818387063660288,0.1079714137934192,0.056323390469600644,1.0 54 | 52,0.029321460918786443,0.2822910756289012,0.08695314622146426,0.3519505581216087,0.19442346446940093,1.0 55 | 53,0.008408045916555796,0.001797854944115042,0.011951993826519021,0.003140069381130514,0.002587934552909356,0.0 56 | 54,0.4669314466997692,0.13136736492050233,0.35640336043086496,0.041198071461633436,0.20963067164548838,1.0 57 | 55,0.32266039402618724,0.29898556842234175,0.3064697976574271,0.27934769862577347,0.28766156771640455,0.0 58 | 56,0.21579632633751636,0.20033100003768234,0.1989496884329362,0.1861967936119987,0.19063211892932702,0.0 59 | 57,0.11491085972226393,0.20138620968206458,0.00023982135923280407,0.2750570777628635,0.11539704432861372,1.0 60 | 58,0.2295973500699607,0.09297681252297882,0.11595268651973285,0.17202278243836186,0.009504692035082082,1.0 61 | 59,0.1162128396024496,0.10742488540473678,0.0984469001946313,0.09821530925041139,0.0995372299895334,0.0 62 | 60,0.2118640707090929,0.1967008277057584,0.19499329257592607,0.18276913847537896,0.18706174579672857,0.0 63 | 61,0.24781960442085554,0.22989418947922252,0.23116955832669558,0.21411073512189185,0.21970831907766844,0.0 64 | 62,0.18411675852538373,0.4882322724926941,0.3045189592994812,0.5487662843626291,0.3944033728925793,1.0 65 | 63,0.010494665692016998,0.007108892955270536,0.008781098431652324,0.002773529406779366,0.001658634320854193,0.0 66 | 64,0.06631519493613942,0.2473221059505528,0.049473625152747745,0.31871540283571353,0.1602664028718017,1.0 67 | 65,0.4682790792181245,0.1326412379674842,0.35776868952527036,0.04240878395675094,0.21087496796115085,1.0 68 | 66,0.005499066622684935,0.00560632083582435,0.016372573538823775,0.011384281684968864,0.008508122346128301,0.0 69 | 67,0.009359370744532495,0.004219245933387856,0.01050632962284927,0.0004439608635218677,0.0006518528331665277,0.0 70 | 68,0.685341842595725,0.6338051438290151,0.671377757903707,0.5954886232290099,0.6169657183175499,0.0 71 | 69,0.002038603800771684,0.3080806702356809,0.11459427100464399,0.37646146563191213,0.2196142773433161,1.0 72 | 70,0.2560263385642225,0.2374704668217642,0.2394266738432213,0.22126435307034212,0.22715979371732795,0.0 73 | 71,0.10454723602347488,0.21118260500433111,0.010739536056451879,0.2843677529921406,0.12496598735252772,1.0 74 | 72,0.027953099344321882,0.28358454317624376,0.08833947657772699,0.3531798935921305,0.19568690034113123,1.0 75 | 73,0.18751344609165232,0.4968778038868765,0.3096806763925254,0.5583926895711941,0.40131611658572663,1.0 76 | 74,0.05058035779905886,0.26219573407585145,0.06541508593406284,0.3328515739884779,0.17479469571910775,1.0 77 | 75,0.22192181932752905,0.20598592109902078,0.20511278599776753,0.1915362423903995,0.19619388745662641,0.0 78 | 76,0.40842395111119667,0.37816060723898304,0.39275985964651106,0.3541057827270032,0.3655323698481461,0.0 79 | 77,0.09746533903725568,0.40213850063330736,0.2154048601781738,0.46585576657567224,0.3114882769543909,1.0 80 | 78,0.18386605644525586,0.48759416472974976,0.30413798425040445,0.5480557804487846,0.3938931583999445,1.0 81 | 79,0.18285002325875258,0.485008072650314,0.30259398711685725,0.545176284773127,0.39182538594074695,1.0 82 | 80,0.15173911693631267,0.16657365982644892,0.03707204993039092,0.24197058676837108,0.08139277080482141,1.0 83 | 81,0.44453451948816225,0.41149709362216,0.4290921118246809,0.38558251946021244,0.3983197100719218,0.0 84 | 82,0.012425679784609874,0.29826210623359456,0.10407079605626471,0.3671297208794814,0.21002368035106653,1.0 85 | 83,0.14231804545107563,0.17547909129628303,0.0275272646687789,0.250434473480226,0.09009143633790007,1.0 86 | 84,0.10400687023543322,0.09588698083717334,0.0860806468761475,0.08724947143751643,0.08826721200940682,0.0 87 | 85,0.343067057349441,0.3178245533671389,0.32700173806433586,0.297135709114111,0.3061902213290229,0.0 88 | 86,0.0074862353685268565,0.0005484138477560938,0.013352807168776576,0.005752532755442016,0.004463950503108712,0.0 89 | 87,0.15314322597126384,0.16524640137113136,0.038494597168621615,0.2407091357941861,0.08009632858100928,1.0 90 | 88,0.006806759205475869,0.002277873029575767,0.01438536128413468,0.007678206738544111,0.005846781413852307,0.0 91 | 89,0.48782691738443207,0.45146368783075963,0.4726502829768213,0.4233194887846686,0.437627941504621,0.0 92 | 90,0.08483691140889207,0.2298141317238138,0.030708688841001103,0.30207550044455456,0.14316492806105888,1.0 93 | 91,0.4313907483865667,0.0977719024814113,0.32039595575520463,0.009268322849223692,0.1768152272533028,1.0 94 | 92,0.6377666070617563,0.5898847276506239,0.6235104566524045,0.5540184046411907,0.5737687955387463,0.0 95 | 93,0.07227205714612914,0.3783241133066418,0.18988075009548602,0.44322213258186777,0.2882268110802719,1.0 96 | 94,0.23640316661054858,0.08654349621777473,0.12284787434540977,0.16590843968324429,0.0032207441997601518,1.0 97 | 95,0.18250973016291885,0.48414193039087566,0.30207686664135247,0.5442118748395484,0.39113284095209194,1.0 98 | 96,0.006283739237405795,0.0036091069053783326,0.015180159468106724,0.009160474991536311,0.006911201651253854,0.0 99 | 97,0.25755569720300403,0.2388823372444202,0.24096542125796755,0.2225974591777025,0.22854840664334014,0.0 100 | 98,0.8099114543896362,0.7488050830150821,0.7967121060697716,0.7040730363698507,0.7300712834472294,0.0 101 | 99,0.2278895603630078,0.09459113040858119,0.1142224707952901,0.173557060002222,0.011081528755289179,1.0 102 | 100,0.08581576995454139,0.22888884868030845,0.02971697631293492,0.301196094333446,0.1422611282006988,1.0 103 | 101,0.09081822167321014,0.08342018169074394,0.07271881020878462,0.07540079504353656,0.07608986648603715,0.0 104 | 102,0.0665660440484168,0.3729304053099155,0.1840998078955511,0.438095852783325,0.28295833397104464,1.0 105 | 103,0.09296833289516736,0.39788762746240036,0.21084880113397225,0.4618156581242295,0.3073361003796218,1.0 106 | 104,0.0036948403342930932,0.010198587482131347,0.019114334590088912,0.016497561314359366,0.012179980193740841,0.0 107 | 105,0.5167467014375657,0.17845609977565582,0.4068727693478704,0.08595207564084054,0.25562610221707804,1.0 108 | 106,0.29269641396334495,0.03333132631753393,0.17988034230865774,0.11533460962759529,0.04875594775721843,1.0 109 | 107,0.2021228152313977,0.11894759382463828,0.08811736698015676,0.19670589313324463,0.0348724848187458,1.0 110 | 108,0.008324749214201248,0.0015858412569011713,0.012078574209303536,0.003376136959840138,0.0027574552234530766,0.0 111 | 109,0.1904500398649819,0.12998148750130512,0.07629130935453948,0.20719270967731734,0.04565019401183722,1.0 112 | 110,0.28286770223600416,0.26224982629374155,0.26643281740620123,0.2446613411497636,0.25153096709764433,0.0 113 | 111,0.0017752122810307893,0.31168574613477207,0.11845816860749411,0.37988779641677134,0.22313565074041447,1.0 114 | 112,0.18681585108453597,0.4951022271178084,0.30862058829139627,0.5564156657563866,0.39989641124287933,1.0 115 | 113,0.1845644180390756,0.4893716926789845,0.30519923728166426,0.5500349768137872,0.3953144238560775,1.0 116 | 114,0.0010830722402686182,0.016846276623590378,0.023083262479680823,0.023899460221270208,0.01749530080174267,0.0 117 | 115,0.1869475540011405,0.4954374483231725,0.30882072833447594,0.5567889192916765,0.4001644454639741,1.0 118 | 116,0.009416533482206139,0.004364741282457537,0.010419463264263523,0.00028195842292592905,0.0005355185084377452,0.0 119 | 117,0.7167209871263139,0.6627736832726367,0.7029495398906068,0.6228410886067833,0.6454570640342718,0.0 120 | 118,0.005798344285677387,0.004844574463660608,0.01591778145138682,0.010536111814284356,0.00789904961365334,0.0 121 | 119,0.3616977920674064,0.03189342492150922,0.2497878191588869,0.053343800179878616,0.11246631344006884,1.0 122 | 120,0.18876289718046277,0.500058010603879,0.31157938297539794,0.5619337048204669,0.4038589277703181,1.0 123 | 121,0.11426875647644708,0.4180222228509154,0.23242893343455803,0.48095194982830836,0.3270032115714642,1.0 124 | 122,0.18423955132447775,0.4885448149267082,0.3047055592376918,0.5491142861195502,0.39465327375362136,1.0 125 | 123,0.17631003391078529,0.476667818031702,0.2952849123319471,0.5366898077233323,0.3842871757672491,1.0 126 | 124,0.08545332860308985,0.39078393911617815,0.20323511278436435,0.45506418138754196,0.30039734517339395,1.0 127 | 125,0.0080664689955534,0.0009284449861958029,0.012471065244578328,0.004108117748050303,0.0032830923089045296,0.0 128 | 126,0.0024212603063131087,0.013440209179766762,0.0210497082950675,0.020106959345729977,0.014771897211239303,0.0 129 | 127,0.1409579754990548,0.17676472104348132,0.026149334817259083,0.2516563597605861,0.09134721638720325,1.0 130 | 128,0.010015944092020277,0.005890410966245112,0.009508579372216733,0.0014168052413232276,0.0006843675811004129,0.0 131 | 129,0.4050316399927261,0.0728554974021042,0.29369070999828506,0.014412689190709779,0.1524773302287994,1.0 132 | 130,0.3042736315310329,0.2820113117130119,0.28797015830696515,0.2633203883825706,0.2709669249943882,0.0 133 | 131,0.03022961671479357,0.3385827661920869,0.1472862250013888,0.40545122154925906,0.24940817690690334,1.0 134 | 132,0.1336840197051435,0.12393982187937012,0.11614750490912422,0.11391141020276448,0.1156687233573166,0.0 135 | 133,0.005274729130226479,0.31499372522471714,0.12200363972479827,0.3830317609015153,0.2263668253097008,1.0 136 | 134,0.34088953594046606,0.3158143132612071,0.32481084878980687,0.29523761470015125,0.3042130955597659,0.0 137 | 135,0.18214632793730268,0.4832169688543832,0.3015246287793127,0.5431819723215141,0.39039326558809584,1.0 138 | 136,0.18593020765438165,0.4928480138791554,0.3072747356798204,0.5539057020453779,0.3980940005363503,1.0 139 | 137,0.6579555924137869,0.6085227570566479,0.6438233827568645,0.5716166703401004,0.5920998039183345,0.0 140 | 138,0.2093076280145179,0.11215602473783871,0.0953965278767946,0.19025106031114913,0.028238602099982205,1.0 141 | 139,0.18578307005415826,0.49247350703471415,0.30705114058863664,0.553488705741322,0.39779455453252294,1.0 142 | 140,0.07725640187315273,0.38303565174025767,0.19493054726174655,0.4477000658157327,0.29282895721087754,1.0 143 | 141,0.008852953467006186,0.002930270604926955,0.011275897817339415,0.0018791761498786182,0.0016824842271414922,0.0 144 | 142,0.3561103766061548,0.02661182340074383,0.24412703197256452,0.05836353191105236,0.1073073399233153,1.0 145 | 143,0.0066508451561094134,0.002674718421532907,0.014622293353381381,0.008120075997234426,0.006164088743538511,0.0 146 | 144,0.009100624762194436,0.0035606641622419988,0.010899528447802738,0.0011772616524462454,0.001178437814163039,0.0 147 | 145,0.11740243129879403,0.19903100836958698,0.002284468547619212,0.27281865089270607,0.11309652598206225,1.0 148 | 146,0.20119624645052367,0.18685252583408893,0.1842599782423314,0.1734702459130198,0.17737567329402407,0.0 149 | 147,0.33832104011849384,0.3134431341343496,0.32222658489929457,0.2929987170471268,0.3018809764554854,0.0 150 | 148,0.18878713874317452,0.17539670919351513,0.17177469067158607,0.16265351734977118,0.16610856633444865,0.0 151 | 149,0.18383487490841463,0.4875147988915854,0.3040905997710961,0.5479674102048916,0.39382969952480906,1.0 152 | 150,0.14613130983369937,0.13570583908863318,0.1287582479177322,0.12509405048765956,0.12716155766933382,0.0 153 | 151,0.037431277346879746,0.2746251307789453,0.07873683489864489,0.34466470240881814,0.18693550720751256,1.0 154 | 152,0.12185222803172358,0.19482476071273688,0.0067926982474140534,0.268820955354856,0.10898793880802424,1.0 155 | 153,0.10841138820658665,0.10005042795794132,0.09054300323141434,0.09120648855458102,0.09233399238842589,0.0 156 | 154,0.18407661899395633,0.488130106022469,0.3044579619597397,0.5486525266540193,0.3943216832207131,1.0 157 | 155,0.2924146613810903,0.03359765784008427,0.17959488986317526,0.11558773603054359,0.04849579990886001,1.0 158 | 156,0.05907272095820141,0.36584721149636606,0.17650808545675412,0.431363854429391,0.2760395974562841,1.0 159 | 157,0.004342627684897295,0.008549785298492402,0.018129935826576876,0.014661695222986933,0.010861640536346603,0.0 160 | 158,0.6158564041647301,0.5696577078788922,0.6014657463997295,0.5349197939197707,0.5538749719562021,0.0 161 | 159,0.037551556678824004,0.27451143465111677,0.07861497610619045,0.3445566435069247,0.18682445087164198,1.0 162 | 160,0.18708501323667334,0.49578732098971423,0.30902961586734556,0.5571784865612833,0.40044419461515623,1.0 163 | 161,0.0019404217024133884,0.014664079543009106,0.021780406303736927,0.02146968322031474,0.015750472355900314,0.0 164 | 162,0.5075557701136192,0.4696769328701753,0.4925002516912443,0.4405166676526978,0.4555411629168113,0.0 165 | 163,0.18307212141523624,0.48557337533035383,0.302931494711621,0.5458057235450703,0.39227738736876727,1.0 166 | 164,0.4360737266781221,0.10219856905702518,0.32514042906142365,0.013475508602554592,0.1811391156688342,1.0 167 | 165,0.18503795109936616,0.49057696836568015,0.30591883354824356,0.5513769963634441,0.3962781311774477,1.0 168 | 166,0.19806538701445145,0.12278294832613072,0.08400665822416827,0.20035108495919896,0.03861879021925126,1.0 169 | 167,0.009965465257023477,0.005761928041574465,0.009585288654526788,0.0012737453599961585,0.0005816359516956801,0.0 170 | 168,0.43378845624610607,0.4015765632333313,0.41828007819626545,0.3762154278083296,0.3885625988598963,0.0 171 | 169,0.11266830060267202,0.4165093641355632,0.23080746100864494,0.47951410093562336,0.3255254783467205,1.0 172 | 170,0.010213907774412381,0.0063942845777086015,0.009207747310606836,0.0019778455448856533,0.0010872519118578477,0.0 173 | 171,0.1109267296471723,0.4148631139379758,0.22904302043368976,0.47794947431209067,0.32391745071761746,1.0 174 | 172,0.4631983758774337,0.4287271573498581,0.4478705461565177,0.4018513659612901,0.41526594594765176,0.0 175 | 173,0.4792674705712676,0.14302820576753492,0.3689013760780321,0.05228075018737232,0.22102077157567043,1.0 176 | 174,0.24684898508133188,0.07666940485951905,0.13343086316378816,0.15652392070492463,0.00642409091681716,1.0 177 | 175,0.21080375780051128,0.11074178206915503,0.09691230424609465,0.18890693793242355,0.026857195258645068,1.0 178 | 176,0.14130220185787504,0.13114104089062326,0.12386572601015414,0.1207555818866367,0.12270274476565891,0.0 179 | 177,0.22625789876388055,0.20998889473203924,0.2094754847484909,0.19531590128270818,0.20013092079913283,0.0 180 | 178,0.5486020296292319,0.5075699412863877,0.5337984953556426,0.47629573075601006,0.4928099663763062,0.0 181 | 179,0.24829268254893103,0.07530472475057134,0.1348935186942722,0.155226903499281,0.0077570859398648296,1.0 182 | 180,0.19449174075579465,0.5146395392303996,0.32028512032369677,0.5781695724287473,0.4155179415953392,1.0 183 | 181,0.22381715519447357,0.20773565368867025,0.2070197573852377,0.19318836227624647,0.1979147970047429,0.0 184 | 182,0.010691922781071655,0.007610968086667009,0.0084813401322995,0.0033325671847484815,0.002060080633383058,0.0 185 | 183,0.2989850405540049,0.027386892796330452,0.18625154865099042,0.1096849101088187,0.05456236366864578,1.0 186 | 184,0.027263575804011113,0.023344048708988433,0.008329589922124342,0.018303327574800157,0.01740857865633222,0.0 187 | 185,0.34170704611842195,0.3165690207648674,0.32563337768588096,0.2959502191759271,0.30495537089759017,0.0 188 | 186,0.22908589109436883,0.09346027800393836,0.1154345112676081,0.17248227696973806,0.00997693243465203,1.0 189 | 187,0.2256721000696176,0.09668722326922971,0.11197589169229448,0.17554922540938417,0.013128954619248531,1.0 190 | 188,0.18708179179585901,0.13316538249668633,0.07287883078689505,0.2102187423445308,0.048760165465896385,1.0 191 | 189,0.0008514584762054827,0.31081255180472567,0.1175222844338658,0.3790578963819465,0.22228273019993502,1.0 192 | 190,0.00657286502312664,0.0028731999346753427,0.014740794504129615,0.0083410761168111,0.006322789437067305,0.0 193 | 191,0.18996504239752607,0.5031178104858871,0.3134062020142928,0.5653406525462191,0.40630546475830215,1.0 194 | 192,0.040414205854747406,0.03577491019703562,0.02165290883397756,0.03011784815384096,0.029550820920374414,0.0 195 | 193,0.18296967581982349,0.48531262228961725,0.302775815047056,0.5455153869173895,0.3920688959694955,1.0 196 | 194,0.3360765054064708,0.31137102881374623,0.31996827092515356,0.29104220870637293,0.29984300456651025,0.0 197 | 195,0.013280432857880463,0.32256125573609645,0.13011447118046485,0.3902240818074461,0.23375865321302455,1.0 198 | 196,0.6075890914387095,0.5620255057147121,0.5931476804069169,0.5277133710395909,0.5463684937347932,0.0 199 | 197,0.18434148023491745,0.48880425285792467,0.3048604537309378,0.5494031584327131,0.3948607136252742,1.0 200 | 198,0.008007839780283535,0.0007792170365116528,0.012560160110298545,0.004274276269326346,0.003402411124716654,0.0 201 | 199,0.31401904563711713,0.29100806472045376,0.2977753997860443,0.27181523761814763,0.27981547604964074,0.0 202 | 200,0.5468173676503869,0.2068809193548479,0.43733831162984443,0.11296754968475917,0.28339095551981236,1.0 203 | 201,0.1032589755825636,0.40761503621593353,0.22127457646208543,0.4710607672431643,0.3168376585620804,1.0 204 | 202,0.0875001785055592,0.22729663223849525,0.02801044877649902,0.29968282239037297,0.1407058797738801,1.0 205 | 203,0.22612972554829894,0.2098705680247075,0.2093465246739115,0.1952041756925431,0.20001454326713225,0.0 206 | 204,0.1834045402542205,0.48641947537705704,0.30343664920986646,0.546747817388143,0.39295390712156747,1.0 207 | 205,0.006933661684189439,0.0019548702975573495,0.01419251614287693,0.007318557916497717,0.0055885167685891905,0.0 208 | 206,0.3720596375383429,0.041688139343009474,0.26028573227727025,0.04403472250976604,0.12203361459030047,1.0 209 | 207,0.1860889331674016,0.493252015241983,0.30751594014083516,0.5543555391515166,0.3984170295955922,1.0 210 | 208,0.18447145348838243,0.4891350715809636,0.3050579653215566,0.5497715100045664,0.39512522773516473,1.0 211 | 209,0.18253764803297534,0.4842129892731906,0.30211929154628137,0.544290995666672,0.39118965779979836,1.0 212 | 210,0.32921815589652553,0.3050395506530424,0.31306781781347376,0.28506394606327956,0.2936158237476234,0.0 213 | 211,0.17242676024906353,0.47299708614868147,0.29135064505977015,0.5332010762775038,0.3807016707841201,1.0 214 | 212,0.311375285133052,0.015674798883648325,0.19880449701054553,0.09855351952192389,0.06600252667293488,1.0 215 | 213,0.5181359952941799,0.17976935392630378,0.4082803068607147,0.08720021666495704,0.2569088652875828,1.0 216 | 214,0.053740654822457386,0.25920840841864806,0.062213289142846635,0.3300123644544273,0.17187672966452408,1.0 217 | 215,0.35031351471469996,0.32451432420545456,0.3342926816364367,0.303452276285072,0.3127697927323739,0.0 218 | 216,0.07561226805289503,0.23853388609243542,0.04005446655704107,0.3103629162066333,0.15168222753612337,1.0 219 | 217,0.1829037895692102,0.13711471167527706,0.06864596469110228,0.21397225781075416,0.05261779928419685,1.0 220 | 218,1.0008514584762056,0.9250767157345486,0.9888242962450774,0.8705109660565137,0.9034392241276896,0.0 221 | 219,0.46683865368977384,0.1312796507159463,0.35630934889984406,0.041114706259970005,0.20954499398567847,1.0 222 | 220,0.18668500109941885,0.4947691768645284,0.3084217443907941,0.5560448294773067,0.39963011285902167,1.0 223 | 221,0.33994671910461194,0.3149439253935288,0.3238622439747155,0.29441578334540724,0.30335704544050024,0.0 224 | 222,0.23664602172869229,0.08631393319884252,0.12309391854070087,0.16569025874590781,0.0029965111654351104,1.0 225 | 223,0.5405270368641575,0.5001152847008971,0.5256739299814591,0.46925694868159246,0.4854781090560568,0.0 226 | 224,0.13277007962628296,0.184504471844796,0.017853918741443202,0.2590123620140667,0.09890726597694742,1.0 227 | 225,0.004700820165137214,0.007638084038762995,0.017585614863349357,0.013646557418823726,0.010132667747297482,0.0 228 | 226,0.3882218557680822,0.3595104749761253,0.37243374306836097,0.3364960893559059,0.34718945797998607,0.0 229 | -------------------------------------------------------------------------------- /source_data/heart_norm_train.csv: -------------------------------------------------------------------------------- 1 | age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target 2 | 0.5833333333333334,1.0,0.3333333333333333,0.5660377358490566,0.2420091324200913,0.0,0.0,0.7099236641221373,0.0,0.0,1.0,0.25,0.6666666666666666,0.0 3 | 0.6249999999999999,1.0,0.6666666666666666,0.30188679245283023,0.2100456621004566,1.0,0.5,0.48091603053435106,0.0,0.3548387096774194,0.5,0.25,0.3333333333333333,0.0 4 | 0.7916666666666666,1.0,0.0,0.2924528301886792,0.29223744292237447,1.0,0.5,0.7022900763358778,0.0,0.03225806451612903,0.5,0.5,1.0,0.0 5 | 0.6041666666666666,1.0,0.3333333333333333,0.2924528301886792,0.2146118721461187,0.0,0.5,0.5572519083969466,0.0,0.06451612903225806,0.5,1.0,1.0,1.0 6 | 0.1875,1.0,0.6666666666666666,0.41509433962264153,0.11187214611872148,0.0,0.5,0.7786259541984731,0.0,0.0,1.0,1.0,0.6666666666666666,1.0 7 | 0.5624999999999999,1.0,0.0,0.3584905660377359,0.1324200913242009,0.0,0.0,0.2595419847328244,1.0,0.33870967741935487,0.5,0.25,0.3333333333333333,0.0 8 | 0.27083333333333337,0.0,0.0,0.07547169811320764,0.31735159817351594,0.0,0.0,0.3893129770992366,0.0,0.0967741935483871,0.5,0.0,0.6666666666666666,1.0 9 | 0.45833333333333337,1.0,0.6666666666666666,0.05660377358490576,0.21917808219178087,0.0,0.5,0.5496183206106869,1.0,0.1935483870967742,0.5,0.0,0.6666666666666666,1.0 10 | 0.29166666666666663,1.0,0.0,0.15094339622641517,0.1940639269406393,0.0,0.5,0.6870229007633587,0.0,0.0,1.0,0.0,1.0,1.0 11 | 0.6874999999999999,0.0,0.0,0.4339622641509434,0.3242009132420091,0.0,0.0,0.6793893129770993,0.0,0.5806451612903226,0.0,0.5,0.6666666666666666,0.0 12 | 0.45833333333333337,1.0,0.0,0.4339622641509434,0.39269406392694056,0.0,0.5,0.3893129770992366,1.0,0.6774193548387097,0.5,0.75,1.0,0.0 13 | 0.8333333333333334,0.0,1.0,0.4339622641509434,0.2579908675799087,0.0,0.5,0.6106870229007634,0.0,0.2903225806451613,1.0,0.5,0.6666666666666666,1.0 14 | 0.7916666666666666,0.0,0.0,0.1132075471698114,0.2214611872146119,0.0,0.5,0.5419847328244275,0.0,0.04838709677419355,1.0,0.5,0.6666666666666666,1.0 15 | 0.6041666666666666,1.0,0.6666666666666666,0.10377358490566047,0.2602739726027397,0.0,0.0,0.6335877862595419,1.0,0.0967741935483871,0.5,0.0,1.0,1.0 16 | 0.9791666666666666,0.0,0.6666666666666666,0.4339622641509434,0.16210045662100453,0.0,1.0,0.3435114503816793,0.0,0.1774193548387097,0.5,0.0,0.6666666666666666,1.0 17 | 0.20833333333333337,0.0,0.6666666666666666,0.0,0.16666666666666669,0.0,0.5,0.8244274809160305,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 18 | 0.0,1.0,0.3333333333333333,0.339622641509434,0.1780821917808219,0.0,0.0,0.9999999999999999,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 19 | 0.4374999999999999,0.0,0.6666666666666666,0.24528301886792458,0.2123287671232877,0.0,0.5,0.6641221374045801,0.0,0.25806451612903225,0.5,0.0,0.6666666666666666,1.0 20 | 0.5208333333333334,1.0,0.0,0.4339622641509434,0.2579908675799087,0.0,0.5,0.6793893129770993,0.0,0.1935483870967742,1.0,0.0,0.6666666666666666,1.0 21 | 0.1875,1.0,0.6666666666666666,0.41509433962264153,0.11187214611872148,0.0,0.5,0.7786259541984731,0.0,0.0,1.0,1.0,0.6666666666666666,1.0 22 | 0.6041666666666666,0.0,0.0,0.339622641509434,0.16210045662100453,0.0,0.5,0.4580152671755725,0.0,0.0967741935483871,0.5,0.0,0.6666666666666666,1.0 23 | 0.47916666666666663,1.0,0.0,0.1320754716981133,0.24429223744292233,1.0,0.5,0.5801526717557252,0.0,0.016129032258064516,1.0,0.75,1.0,1.0 24 | 0.3125,1.0,0.3333333333333333,0.24528301886792458,0.2146118721461187,0.0,0.5,0.7557251908396946,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 25 | 0.7291666666666666,1.0,0.6666666666666666,0.2924528301886792,0.41780821917808214,0.0,0.5,0.4580152671755725,1.0,0.2903225806451613,0.5,0.0,1.0,0.0 26 | 0.5208333333333334,1.0,0.6666666666666666,0.5283018867924528,0.2420091324200913,0.0,0.0,0.7175572519083969,0.0,0.25806451612903225,1.0,0.0,1.0,1.0 27 | 0.6041666666666666,0.0,0.6666666666666666,0.24528301886792458,0.4885844748858447,0.0,0.5,0.7709923664122137,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 28 | 0.375,1.0,0.0,0.16981132075471705,0.1780821917808219,0.0,0.5,0.5496183206106869,0.0,0.016129032258064516,1.0,0.0,0.6666666666666666,1.0 29 | 0.6041666666666666,1.0,0.0,0.18867924528301894,0.4383561643835617,0.0,1.0,0.5267175572519084,0.0,0.7096774193548387,0.0,0.75,0.3333333333333333,0.0 30 | 0.6041666666666666,1.0,0.0,0.05660377358490576,0.24657534246575336,0.0,0.5,0.648854961832061,0.0,0.016129032258064516,1.0,0.25,1.0,0.0 31 | 0.33333333333333337,0.0,0.3333333333333333,0.339622641509434,0.24657534246575336,0.0,0.0,0.7938931297709922,0.0,0.0967741935483871,0.5,0.0,0.6666666666666666,1.0 32 | 0.4374999999999999,0.0,0.3333333333333333,0.24528301886792458,0.2694063926940639,0.0,0.5,0.6946564885496184,0.0,0.1774193548387097,1.0,0.0,0.6666666666666666,1.0 33 | 0.6874999999999999,0.0,0.0,0.28301886792452835,0.18949771689497713,0.0,0.5,0.7022900763358778,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 34 | 0.7499999999999999,1.0,0.0,0.24528301886792458,0.11643835616438353,0.0,0.5,0.5267175572519084,0.0,0.06451612903225806,1.0,0.0,1.0,1.0 35 | 0.29166666666666663,1.0,0.0,0.24528301886792458,0.11643835616438353,0.0,0.0,0.3740458015267175,1.0,0.4032258064516129,0.5,0.0,1.0,0.0 36 | 0.20833333333333337,0.0,0.6666666666666666,0.41509433962264153,0.2146118721461187,0.0,0.5,0.6183206106870228,0.0,0.0,0.5,0.0,0.6666666666666666,1.0 37 | 0.375,1.0,0.6666666666666666,0.1320754716981133,0.2671232876712329,0.0,0.5,0.6183206106870228,0.0,0.0,1.0,0.0,0.6666666666666666,0.0 38 | 0.7083333333333334,1.0,0.0,0.4339622641509434,0.13926940639269408,0.0,0.0,0.5572519083969466,1.0,0.6451612903225806,1.0,0.5,1.0,0.0 39 | 0.29166666666666663,1.0,0.0,0.5283018867924528,0.2762557077625571,0.0,0.5,0.763358778625954,0.0,0.24193548387096775,1.0,0.0,0.6666666666666666,1.0 40 | 0.3125,1.0,0.0,0.16981132075471705,0.37442922374429216,0.0,0.0,0.6259541984732825,0.0,0.0,1.0,0.25,0.6666666666666666,0.0 41 | 0.6874999999999999,0.0,0.0,0.4339622641509434,0.6118721461187213,0.0,0.0,0.6564885496183205,0.0,0.1935483870967742,0.5,0.0,0.6666666666666666,1.0 42 | 0.6041666666666666,1.0,0.6666666666666666,0.16981132075471705,0.23744292237442927,0.0,0.0,0.7175572519083969,0.0,0.4032258064516129,0.5,0.25,1.0,0.0 43 | 0.3125,1.0,0.6666666666666666,0.24528301886792458,0.22831050228310495,0.0,0.5,0.7480916030534351,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 44 | 0.8124999999999999,1.0,0.6666666666666666,0.2264150943396227,0.34474885844748854,0.0,0.5,0.6106870229007634,0.0,0.16129032258064516,1.0,0.25,1.0,1.0 45 | 0.7916666666666666,1.0,0.0,0.05660377358490576,0.3949771689497717,0.0,0.0,0.4122137404580152,1.0,0.14516129032258066,0.5,0.5,0.6666666666666666,0.0 46 | 0.5416666666666666,0.0,0.0,0.3207547169811321,0.18036529680365293,0.0,1.0,0.45038167938931295,1.0,0.3225806451612903,0.5,0.25,1.0,0.0 47 | 0.6249999999999999,1.0,0.0,0.15094339622641517,0.2579908675799087,0.0,0.0,0.5419847328244275,1.0,0.1935483870967742,0.5,0.25,1.0,0.0 48 | 0.5833333333333334,1.0,0.0,0.15094339622641517,0.4771689497716895,0.0,0.5,0.5496183206106869,1.0,0.4838709677419355,0.5,0.25,1.0,0.0 49 | 0.5624999999999999,1.0,0.6666666666666666,0.339622641509434,0.2968036529680365,1.0,0.0,0.5419847328244275,1.0,0.0967741935483871,0.5,0.25,0.3333333333333333,0.0 50 | 0.8541666666666666,1.0,0.0,0.339622641509434,0.44748858447488576,0.0,0.0,0.2900763358778625,0.0,0.3870967741935484,0.5,0.75,0.6666666666666666,0.0 51 | 0.6666666666666666,1.0,0.0,0.24528301886792458,0.3059360730593607,0.0,0.5,0.5267175572519084,1.0,0.5806451612903226,0.5,0.25,1.0,0.0 52 | 0.47916666666666663,1.0,0.3333333333333333,0.37735849056603776,0.17123287671232873,0.0,0.5,0.6641221374045801,0.0,0.12903225806451613,1.0,0.25,0.6666666666666666,1.0 53 | 0.6458333333333334,1.0,0.0,0.339622641509434,0.28995433789954334,0.0,0.5,0.5572519083969466,1.0,0.2258064516129032,1.0,0.25,1.0,0.0 54 | 0.5833333333333334,0.0,0.0,0.4339622641509434,0.26255707762557073,0.0,0.5,0.3969465648854962,1.0,0.03225806451612903,0.5,0.0,1.0,0.0 55 | 0.5833333333333334,1.0,0.6666666666666666,0.3207547169811321,0.23515981735159813,0.0,0.0,0.6030534351145037,0.0,0.06451612903225806,0.5,0.25,1.0,0.0 56 | 0.9374999999999999,0.0,0.3333333333333333,0.24528301886792458,0.32648401826484014,0.0,0.0,0.38167938931297707,1.0,0.03225806451612903,1.0,0.25,0.6666666666666666,1.0 57 | 0.7499999999999999,0.0,0.6666666666666666,0.5754716981132076,0.32648401826484014,0.0,0.5,0.5877862595419846,0.0,0.12903225806451613,1.0,0.0,0.6666666666666666,1.0 58 | 0.125,1.0,0.0,0.30188679245283023,0.35616438356164376,0.0,0.0,0.648854961832061,1.0,0.0,1.0,0.0,1.0,0.0 59 | 0.6041666666666666,1.0,0.6666666666666666,0.3584905660377359,0.2237442922374429,0.0,0.0,0.7786259541984731,0.0,0.5161290322580645,1.0,0.5,1.0,0.0 60 | 0.45833333333333337,0.0,0.6666666666666666,0.24528301886792458,0.3858447488584475,0.0,0.0,0.6564885496183205,0.0,0.0967741935483871,1.0,0.0,0.6666666666666666,1.0 61 | 0.7291666666666666,0.0,0.6666666666666666,0.4339622641509434,0.42694063926940634,0.0,0.5,0.4732824427480916,0.0,0.03225806451612903,1.0,0.0,1.0,1.0 62 | 0.6041666666666666,1.0,0.3333333333333333,0.24528301886792458,0.3607305936073059,0.0,0.0,0.6793893129770993,0.0,0.2903225806451613,0.5,0.0,0.6666666666666666,0.0 63 | 0.5624999999999999,1.0,1.0,0.24528301886792458,0.15296803652968033,0.0,0.0,0.6946564885496184,0.0,0.30645161290322576,0.5,0.0,1.0,1.0 64 | 0.27083333333333337,1.0,0.0,0.39622641509433965,0.4315068493150685,0.0,0.5,0.4122137404580152,1.0,0.2903225806451613,0.5,0.0,0.3333333333333333,0.0 65 | 0.375,1.0,0.0,0.15094339622641517,0.3401826484018265,0.0,0.0,0.3587786259541984,1.0,0.16129032258064516,0.5,0.25,0.6666666666666666,0.0 66 | 0.7916666666666666,1.0,0.0,0.6226415094339622,0.36529680365296807,0.0,0.0,0.28244274809160297,1.0,0.24193548387096775,0.5,0.75,0.6666666666666666,0.0 67 | 0.5416666666666666,1.0,0.0,0.3584905660377359,0.5182648401826484,0.0,0.5,0.46564885496183195,1.0,0.1935483870967742,0.5,0.25,1.0,0.0 68 | 0.6666666666666666,0.0,0.0,0.339622641509434,0.46575342465753417,0.0,0.0,0.7480916030534351,0.0,0.0,1.0,0.0,0.6666666666666666,0.0 69 | 0.25,0.0,0.3333333333333333,0.339622641509434,0.1780821917808219,0.0,0.0,0.7709923664122137,0.0,0.2258064516129032,1.0,0.0,0.6666666666666666,1.0 70 | 0.16666666666666663,0.0,0.6666666666666666,0.24528301886792458,0.2031963470319635,0.0,0.5,0.7557251908396946,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 71 | 0.6458333333333334,0.0,1.0,0.5283018867924528,0.2602739726027397,0.0,0.5,0.763358778625954,0.0,0.14516129032258066,1.0,0.0,0.6666666666666666,1.0 72 | 0.7499999999999999,0.0,0.0,0.5283018867924528,0.22602739726027393,0.0,0.0,0.3282442748091603,0.0,0.16129032258064516,0.5,0.75,1.0,0.0 73 | 0.7291666666666666,0.0,0.0,0.339622641509434,0.4041095890410959,0.0,0.5,0.3893129770992366,0.0,0.3225806451612903,0.5,0.5,0.6666666666666666,1.0 74 | 0.29166666666666663,0.0,0.0,0.3584905660377359,0.49086757990867574,1.0,0.0,0.49618320610687017,1.0,0.4838709677419355,0.5,0.0,1.0,0.0 75 | 0.4999999999999999,1.0,0.0,0.2735849056603773,0.35616438356164376,0.0,0.5,0.18320610687022898,1.0,0.3225806451612903,0.5,0.5,1.0,0.0 76 | 0.7916666666666666,0.0,0.6666666666666666,0.5471698113207547,0.34474885844748854,0.0,0.5,0.7709923664122137,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 77 | 0.29166666666666663,0.0,0.6666666666666666,0.26415094339622647,0.19863013698630133,0.0,0.5,0.7175572519083969,0.0,0.03225806451612903,0.5,0.0,0.6666666666666666,1.0 78 | 0.4999999999999999,1.0,0.6666666666666666,0.339622641509434,0.16210045662100453,1.0,0.0,0.6183206106870228,0.0,0.1935483870967742,0.0,0.0,0.6666666666666666,1.0 79 | 0.47916666666666663,1.0,1.0,0.5471698113207547,0.39269406392694056,1.0,0.5,0.816793893129771,0.0,0.1935483870967742,0.5,0.0,1.0,1.0 80 | 0.5208333333333334,1.0,0.3333333333333333,0.9245283018867926,0.3584474885844749,0.0,0.0,0.9465648854961831,0.0,0.0,1.0,0.25,1.0,0.0 81 | 0.33333333333333337,0.0,0.0,0.41509433962264153,0.2511415525114155,0.0,0.0,0.6183206106870228,1.0,0.03225806451612903,0.5,0.0,0.6666666666666666,1.0 82 | 0.125,1.0,0.3333333333333333,0.26415094339622647,0.1506849315068493,0.0,0.5,0.7862595419847328,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 83 | 0.41666666666666663,1.0,0.6666666666666666,0.24528301886792458,0.1415525114155251,0.0,0.5,0.5190839694656487,0.0,0.3225806451612903,0.5,0.75,1.0,0.0 84 | 0.25,1.0,0.3333333333333333,0.15094339622641517,0.2488584474885845,0.0,0.5,0.6259541984732825,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 85 | 0.6458333333333334,1.0,0.6666666666666666,0.4339622641509434,0.13470319634703193,0.0,0.0,0.6412213740458014,0.0,0.4838709677419355,0.5,0.0,0.6666666666666666,0.0 86 | 0.5416666666666666,1.0,0.0,0.4339622641509434,0.20776255707762553,0.0,0.5,0.30534351145038163,1.0,0.9032258064516128,0.0,0.0,1.0,0.0 87 | 0.125,0.0,0.0,0.41509433962264153,0.13013698630136988,0.0,0.5,0.847328244274809,0.0,0.2258064516129032,1.0,0.0,0.6666666666666666,1.0 88 | 0.8124999999999999,1.0,0.6666666666666666,0.8113207547169811,0.33789954337899536,1.0,0.0,0.6030534351145037,1.0,0.25806451612903225,0.5,0.0,1.0,0.0 89 | 0.7916666666666666,0.0,0.6666666666666666,0.19811320754716977,0.9999999999999998,0.0,0.0,0.6793893129770993,0.0,0.25806451612903225,0.5,0.0,1.0,1.0 90 | 0.7499999999999999,1.0,0.0,0.3867924528301888,0.29223744292237447,0.0,0.0,0.4274809160305343,0.0,0.4516129032258064,0.5,0.25,1.0,0.0 91 | 0.5624999999999999,1.0,0.3333333333333333,0.339622641509434,0.21689497716894973,0.0,0.0,0.7022900763358778,0.0,0.0,1.0,0.0,1.0,1.0 92 | 0.41666666666666663,1.0,0.3333333333333333,0.339622641509434,0.31963470319634696,0.0,0.5,0.763358778625954,0.0,0.0967741935483871,1.0,0.0,0.6666666666666666,1.0 93 | 0.35416666666666663,0.0,0.6666666666666666,0.4528301886792453,0.11643835616438353,0.0,0.0,0.6793893129770993,1.0,0.2258064516129032,0.0,0.0,0.6666666666666666,1.0 94 | 0.7499999999999999,0.0,0.6666666666666666,0.4339622641509434,0.6643835616438356,1.0,0.0,0.6564885496183205,0.0,0.12903225806451613,1.0,0.25,0.6666666666666666,1.0 95 | 0.27083333333333337,0.0,0.6666666666666666,0.24528301886792458,0.18949771689497713,0.0,0.5,0.7786259541984731,0.0,0.0,0.5,0.0,0.6666666666666666,1.0 96 | 0.6249999999999999,1.0,0.0,0.7169811320754716,0.4566210045662101,0.0,0.0,0.5267175572519084,1.0,0.5483870967741935,0.0,0.0,1.0,0.0 97 | 0.41666666666666663,0.0,0.3333333333333333,0.37735849056603776,0.3310502283105023,0.0,0.5,0.6946564885496184,0.0,0.0,0.5,0.0,0.6666666666666666,1.0 98 | 0.6874999999999999,1.0,0.3333333333333333,0.24528301886792458,0.35388127853881274,0.0,0.0,0.2442748091603053,0.0,0.2258064516129032,0.5,0.25,1.0,0.0 99 | 0.7708333333333334,1.0,0.0,0.24528301886792458,0.4018264840182649,0.0,0.0,0.6106870229007634,0.0,0.06451612903225806,0.5,0.0,0.6666666666666666,1.0 100 | 0.4999999999999999,1.0,0.0,0.4528301886792453,0.22831050228310495,0.0,0.0,0.30534351145038163,1.0,0.0,1.0,0.0,1.0,1.0 101 | 0.6666666666666666,0.0,0.0,0.48113207547169823,0.4132420091324201,0.0,0.0,0.5725190839694655,1.0,0.16129032258064516,0.5,0.0,1.0,0.0 102 | 0.8541666666666666,1.0,0.0,0.48113207547169823,0.1095890410958904,0.0,0.5,0.4122137404580152,1.0,0.41935483870967744,0.0,0.0,1.0,0.0 103 | 0.39583333333333337,1.0,0.3333333333333333,0.339622641509434,0.27168949771689493,0.0,0.0,0.8320610687022899,0.0,0.03225806451612903,0.5,0.0,0.6666666666666666,1.0 104 | 0.6041666666666666,0.0,0.0,0.05660377358490576,0.2785388127853881,0.0,0.0,0.3893129770992366,0.0,0.16129032258064516,0.5,0.0,0.6666666666666666,1.0 105 | 0.7499999999999999,1.0,1.0,0.41509433962264153,0.35616438356164376,1.0,0.0,0.7862595419847328,0.0,0.2258064516129032,0.5,0.25,0.6666666666666666,0.0 106 | 0.6458333333333334,0.0,0.6666666666666666,0.24528301886792458,0.1187214611872146,1.0,0.5,0.19083969465648853,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 107 | 0.6249999999999999,1.0,0.6666666666666666,0.5283018867924528,0.1963470319634703,1.0,0.5,0.6564885496183205,0.0,0.25806451612903225,1.0,0.0,0.6666666666666666,1.0 108 | 0.7083333333333334,0.0,0.0,0.28301886792452835,0.16210045662100453,0.0,0.5,0.49618320610687017,1.0,0.0,0.5,0.0,0.6666666666666666,0.0 109 | 0.29166666666666663,1.0,0.0,0.19811320754716977,0.4041095890410959,0.0,0.5,0.8396946564885496,0.0,0.1935483870967742,0.5,0.0,0.6666666666666666,1.0 110 | 0.9999999999999999,1.0,0.0,0.2924528301886792,0.4063926940639269,0.0,0.0,0.6946564885496184,1.0,0.0,1.0,0.75,0.6666666666666666,0.0 111 | 0.7083333333333334,1.0,1.0,0.48113207547169823,0.24429223744292233,1.0,0.0,0.6030534351145037,0.0,0.3709677419354838,0.0,0.0,0.3333333333333333,1.0 112 | 0.6666666666666666,1.0,1.0,0.37735849056603776,0.24657534246575336,0.0,0.5,0.564885496183206,0.0,0.41935483870967744,0.5,0.5,0.6666666666666666,0.0 113 | 0.47916666666666663,1.0,0.0,0.2924528301886792,0.1963470319634703,0.0,0.5,0.7404580152671755,0.0,0.16129032258064516,1.0,0.5,1.0,0.0 114 | 0.27083333333333337,1.0,1.0,0.5094339622641509,0.2694063926940639,0.0,0.0,0.816793893129771,0.0,0.12903225806451613,1.0,0.5,0.6666666666666666,1.0 115 | 0.47916666666666663,1.0,0.0,0.16981132075471705,0.23744292237442927,0.0,0.5,0.6793893129770993,0.0,0.0,1.0,0.25,0.6666666666666666,0.0 116 | 0.27083333333333337,1.0,0.6666666666666666,0.24528301886792458,0.2602739726027397,1.0,0.5,0.9389312977099237,0.0,0.12903225806451613,0.0,0.0,1.0,1.0 117 | 0.39583333333333337,1.0,0.3333333333333333,0.15094339622641517,0.23515981735159813,0.0,0.5,0.7404580152671755,0.0,0.16129032258064516,0.0,0.0,1.0,0.0 118 | 0.29166666666666663,1.0,0.6666666666666666,0.339622641509434,0.4315068493150685,0.0,0.5,0.6946564885496184,0.0,0.30645161290322576,1.0,0.25,0.6666666666666666,1.0 119 | 0.5208333333333334,0.0,0.6666666666666666,0.3867924528301888,0.4063926940639269,1.0,0.5,0.7557251908396946,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 120 | 0.5208333333333334,1.0,0.3333333333333333,0.1320754716981133,0.41780821917808214,0.0,0.5,0.648854961832061,0.0,0.0,1.0,0.0,1.0,1.0 121 | 0.7708333333333334,1.0,0.0,0.6226415094339622,0.2328767123287671,0.0,0.0,0.5114503816793893,0.0,0.3709677419354838,1.0,0.0,0.3333333333333333,1.0 122 | 0.7708333333333334,1.0,0.0,0.16981132075471705,0.1963470319634703,0.0,0.0,0.46564885496183195,1.0,0.016129032258064516,1.0,0.25,0.6666666666666666,0.0 123 | 0.7291666666666666,1.0,0.0,0.24528301886792458,0.27397260273972607,0.0,0.0,0.19083969465648853,1.0,0.3548387096774194,0.0,0.25,0.6666666666666666,0.0 124 | 0.7708333333333334,1.0,0.3333333333333333,0.6226415094339622,0.27397260273972607,0.0,0.5,0.3740458015267175,1.0,0.0,0.5,0.75,0.3333333333333333,0.0 125 | 0.39583333333333337,0.0,0.6666666666666666,0.339622641509434,0.3401826484018265,0.0,0.5,0.5190839694656487,0.0,0.03225806451612903,1.0,0.0,0.6666666666666666,1.0 126 | 0.33333333333333337,1.0,1.0,0.15094339622641517,0.3150684931506849,0.0,0.5,0.46564885496183195,0.0,0.1935483870967742,0.5,0.0,1.0,0.0 127 | 0.3125,1.0,0.0,0.15094339622641517,0.16210045662100453,0.0,0.0,0.8091603053435114,0.0,0.0,1.0,0.25,0.6666666666666666,0.0 128 | 0.5833333333333334,1.0,0.3333333333333333,0.28301886792452835,0.30821917808219174,0.0,0.5,0.5343511450381678,0.0,0.04838709677419355,1.0,0.0,1.0,0.0 129 | 0.45833333333333337,1.0,0.6666666666666666,0.15094339622641517,0.11187214611872148,0.0,0.5,0.3969465648854962,0.0,0.0967741935483871,1.0,0.0,0.6666666666666666,1.0 130 | 0.5208333333333334,1.0,0.0,0.15094339622641517,0.2579908675799087,0.0,0.5,0.41984732824427473,1.0,0.4516129032258064,0.5,0.25,1.0,0.0 131 | 0.5833333333333334,0.0,0.0,0.24528301886792458,0.5205479452054793,0.0,0.5,0.7022900763358778,1.0,0.0967741935483871,1.0,0.0,0.6666666666666666,1.0 132 | 0.25,0.0,0.6666666666666666,0.16981132075471705,0.3242009132420091,0.0,0.0,0.7709923664122137,1.0,0.0,1.0,0.0,0.6666666666666666,1.0 133 | 0.3125,1.0,0.3333333333333333,0.339622641509434,0.2123287671232877,0.0,0.0,0.8931297709923663,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 134 | 0.6249999999999999,1.0,0.0,0.4339622641509434,0.11643835616438353,0.0,0.5,0.6946564885496184,1.0,0.0,1.0,0.25,1.0,0.0 135 | 0.25,1.0,0.3333333333333333,0.24528301886792458,0.07077625570776253,0.0,0.5,0.847328244274809,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 136 | 0.6458333333333334,1.0,0.0,0.4339622641509434,0.38127853881278534,0.0,0.0,0.7557251908396946,0.0,0.1935483870967742,0.5,0.5,1.0,0.0 137 | 0.1875,1.0,1.0,0.24528301886792458,0.2397260273972603,0.0,0.5,0.847328244274809,1.0,0.6129032258064515,0.5,0.0,1.0,0.0 138 | 0.5833333333333334,1.0,0.0,0.15094339622641517,0.17123287671232873,0.0,0.5,0.41984732824427473,1.0,0.24193548387096775,0.5,0.0,0.3333333333333333,1.0 139 | 0.47916666666666663,1.0,1.0,0.2264150943396227,0.136986301369863,0.0,0.0,0.9083969465648855,0.0,0.0,0.5,0.0,0.3333333333333333,1.0 140 | 0.41666666666666663,0.0,0.0,0.339622641509434,0.32648401826484014,0.0,0.5,0.7022900763358778,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 141 | 0.47916666666666663,0.0,0.6666666666666666,0.39622641509433965,0.1598173515981735,0.0,0.0,0.7480916030534351,0.0,0.016129032258064516,0.5,0.0,0.6666666666666666,1.0 142 | 0.7916666666666666,1.0,0.6666666666666666,0.5471698113207547,0.1963470319634703,0.0,0.0,0.6030534351145037,0.0,0.12903225806451613,0.5,0.0,1.0,0.0 143 | 0.47916666666666663,1.0,0.6666666666666666,0.7358490566037735,0.16666666666666669,1.0,0.5,0.6946564885496184,0.0,0.08064516129032258,1.0,0.0,1.0,1.0 144 | 0.5208333333333334,1.0,0.6666666666666666,0.24528301886792458,0.30136986301369856,0.0,0.0,0.5801526717557252,0.0,0.06451612903225806,0.5,0.0,1.0,1.0 145 | 0.41666666666666663,1.0,0.6666666666666666,0.2264150943396227,0.052511415525114125,0.0,0.0,0.41984732824427473,0.0,0.12903225806451613,1.0,0.75,0.6666666666666666,0.0 146 | 0.6041666666666666,1.0,0.6666666666666666,0.4339622641509434,0.1940639269406393,1.0,0.0,0.7175572519083969,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 147 | 0.20833333333333337,1.0,0.6666666666666666,0.4339622641509434,0.44520547945205474,0.0,0.0,0.847328244274809,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 148 | 0.8541666666666666,1.0,0.6666666666666666,0.6226415094339622,0.32648401826484014,0.0,0.5,0.3129770992366412,1.0,0.46774193548387094,0.5,0.25,1.0,0.0 149 | 0.375,1.0,0.6666666666666666,0.339622641509434,0.28995433789954334,0.0,0.5,0.8244274809160305,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 150 | 0.45833333333333337,0.0,0.6666666666666666,0.4339622641509434,0.4155251141552511,0.0,0.0,0.5419847328244275,0.0,0.24193548387096775,1.0,0.25,0.6666666666666666,1.0 151 | 0.5208333333333334,0.0,0.6666666666666666,0.1320754716981133,0.3219178082191781,0.0,0.0,0.732824427480916,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 152 | 0.6041666666666666,0.0,0.3333333333333333,0.39622641509433965,0.4406392694063927,1.0,0.0,0.6183206106870228,0.0,0.0,1.0,0.5,0.6666666666666666,0.0 153 | 0.6874999999999999,0.0,0.6666666666666666,0.339622641509434,0.3127853881278539,0.0,0.5,0.1984732824427481,0.0,0.1935483870967742,0.5,0.25,1.0,0.0 154 | 0.7708333333333334,0.0,0.6666666666666666,0.49056603773584906,0.34703196347031967,0.0,0.0,0.6183206106870228,0.0,0.0,0.5,0.25,0.6666666666666666,1.0 155 | 0.6666666666666666,1.0,0.6666666666666666,0.5283018867924528,0.2671232876712329,1.0,0.5,0.5038167938931296,1.0,0.16129032258064516,0.5,0.0,0.6666666666666666,1.0 156 | 0.7083333333333334,0.0,0.0,0.1320754716981133,0.32648401826484014,0.0,0.5,0.7480916030534351,1.0,0.2903225806451613,0.5,0.5,0.6666666666666666,0.0 157 | 0.7291666666666666,0.0,0.0,0.8113207547169811,0.45433789954337894,0.0,0.5,0.6335877862595419,1.0,0.0,1.0,0.0,0.6666666666666666,1.0 158 | 0.33333333333333337,1.0,0.3333333333333333,0.3207547169811321,0.4155251141552511,0.0,0.0,0.7557251908396946,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 159 | 0.6458333333333334,0.0,0.0,0.5283018867924528,0.30136986301369856,0.0,0.0,0.6564885496183205,0.0,0.41935483870967744,0.5,0.5,1.0,0.0 160 | 0.20833333333333337,1.0,0.0,0.2264150943396227,0.2123287671232877,0.0,0.5,0.5267175572519084,0.0,0.1935483870967742,0.5,0.0,1.0,0.0 161 | 0.7499999999999999,0.0,0.6666666666666666,0.6226415094339622,0.5342465753424657,0.0,0.0,0.6106870229007634,0.0,0.12903225806451613,1.0,0.0,0.6666666666666666,1.0 162 | 0.39583333333333337,1.0,0.0,0.28301886792452835,0.33789954337899536,0.0,0.0,0.7251908396946564,0.0,0.08064516129032258,0.5,0.0,1.0,0.0 163 | 0.3125,1.0,0.0,0.24528301886792458,0.09817351598173513,0.0,0.5,0.5572519083969466,1.0,0.4516129032258064,0.0,0.0,0.3333333333333333,0.0 164 | 0.7708333333333334,0.0,0.0,0.7924528301886792,0.2328767123287671,1.0,0.5,0.7175572519083969,1.0,0.16129032258064516,0.5,0.5,1.0,0.0 165 | 0.7499999999999999,1.0,0.0,0.15094339622641517,0.2785388127853881,0.0,0.0,0.6641221374045801,0.0,0.0967741935483871,1.0,0.5,0.3333333333333333,0.0 166 | 0.6041666666666666,0.0,1.0,0.5283018867924528,0.3584474885844749,1.0,0.0,0.6946564885496184,0.0,0.16129032258064516,1.0,0.0,0.6666666666666666,1.0 167 | 0.375,1.0,0.6666666666666666,0.41509433962264153,0.29908675799086754,0.0,0.0,0.648854961832061,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 168 | 0.33333333333333337,0.0,0.3333333333333333,0.16981132075471705,0.0776255707762557,0.0,0.5,0.5114503816793893,0.0,0.0,0.5,0.0,0.6666666666666666,1.0 169 | 0.5416666666666666,0.0,0.0,0.8113207547169811,0.4589041095890411,0.0,1.0,0.35114503816793885,1.0,0.5483870967741935,0.5,0.0,0.6666666666666666,0.0 170 | 0.125,1.0,0.0,0.24528301886792458,0.1643835616438356,0.0,0.5,0.45038167938931295,1.0,0.25806451612903225,0.5,0.0,1.0,0.0 171 | 0.6249999999999999,1.0,1.0,0.37735849056603776,0.1780821917808219,0.0,0.5,0.6946564885496184,0.0,0.12903225806451613,1.0,0.5,0.6666666666666666,0.0 172 | 0.6458333333333334,1.0,0.0,0.2924528301886792,0.30136986301369856,0.0,0.0,0.5343511450381678,1.0,0.4516129032258064,0.5,0.25,1.0,0.0 173 | 0.5416666666666666,0.0,0.3333333333333333,0.3584905660377359,0.4931506849315069,0.0,0.5,0.7251908396946564,0.0,0.1935483870967742,1.0,0.0,0.6666666666666666,1.0 174 | 0.4999999999999999,0.0,0.0,0.339622641509434,0.3150684931506849,0.0,0.0,0.5496183206106869,0.0,0.06451612903225806,0.5,0.0,0.6666666666666666,1.0 175 | 0.7083333333333334,1.0,0.0,0.339622641509434,0.46575342465753417,1.0,0.0,0.46564885496183195,1.0,0.2903225806451613,1.0,0.75,1.0,0.0 176 | 0.8541666666666666,1.0,0.3333333333333333,0.5849056603773585,0.27168949771689493,0.0,0.0,0.5496183206106869,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 177 | 0.45833333333333337,0.0,0.0,0.339622641509434,0.40867579908675794,0.0,0.5,0.5419847328244275,1.0,0.1935483870967742,0.5,0.0,1.0,0.0 178 | 0.7083333333333334,0.0,0.0,0.5283018867924528,0.6415525114155252,0.0,0.0,0.6335877862595419,0.0,0.6451612903225806,0.5,0.75,1.0,0.0 179 | 0.6041666666666666,1.0,0.0,0.3207547169811321,0.3036529680365297,0.0,0.0,0.45038167938931295,1.0,0.4838709677419355,0.5,0.5,1.0,0.0 180 | 0.5624999999999999,1.0,0.3333333333333333,0.24528301886792458,0.2511415525114155,0.0,0.5,0.816793893129771,0.0,0.12903225806451613,1.0,0.0,0.6666666666666666,1.0 181 | 0.8124999999999999,0.0,0.6666666666666666,0.24528301886792458,0.1940639269406393,0.0,0.0,0.33587786259541985,0.0,0.24193548387096775,0.5,0.0,0.6666666666666666,1.0 182 | 0.3125,0.0,0.6666666666666666,0.1320754716981133,0.034246575342465724,0.0,0.5,0.7938931297709922,0.0,0.0967741935483871,0.5,0.0,0.6666666666666666,1.0 183 | 0.16666666666666663,1.0,0.6666666666666666,0.339622641509434,0.28310502283105016,0.0,0.5,0.8854961832061069,0.0,0.564516129032258,0.0,0.0,0.6666666666666666,1.0 184 | 0.4999999999999999,0.0,0.0,0.41509433962264153,0.24657534246575336,0.0,0.0,0.6793893129770993,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 185 | 0.25,1.0,0.6666666666666666,0.16981132075471705,0.28310502283105016,0.0,0.5,0.8244274809160305,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 186 | 0.47916666666666663,1.0,0.0,0.3207547169811321,0.2945205479452055,0.0,0.5,0.6870229007633587,1.0,0.0,1.0,0.25,1.0,0.0 187 | 0.45833333333333337,1.0,1.0,0.2924528301886792,0.19863013698630133,0.0,0.0,0.4122137404580152,1.0,0.2258064516129032,1.0,0.25,0.6666666666666666,1.0 188 | 0.5833333333333334,1.0,0.0,0.3584905660377359,0.18493150684931509,0.0,0.5,0.7404580152671755,1.0,0.0,1.0,0.0,1.0,1.0 189 | 0.6874999999999999,1.0,0.6666666666666666,0.339622641509434,0.2397260273972603,0.0,0.5,0.5725190839694655,0.0,0.2903225806451613,0.5,0.75,1.0,1.0 190 | 0.5208333333333334,1.0,0.0,0.15094339622641517,0.182648401826484,0.0,0.0,0.28244274809160297,1.0,0.0,0.5,0.25,0.6666666666666666,0.0 191 | 0.6249999999999999,0.0,0.0,0.7547169811320754,0.28082191780821913,0.0,0.5,0.5496183206106869,1.0,0.0,0.5,0.0,0.6666666666666666,0.0 192 | 0.7291666666666666,1.0,1.0,0.15094339622641517,0.1940639269406393,0.0,0.0,0.5572519083969466,1.0,0.2903225806451613,0.5,0.0,0.6666666666666666,1.0 193 | 0.5208333333333334,0.0,0.6666666666666666,0.15094339622641517,0.2009132420091324,0.0,0.5,0.6641221374045801,0.0,0.25806451612903225,0.5,0.0,0.6666666666666666,1.0 194 | 0.7916666666666666,1.0,0.0,0.24528301886792458,0.23515981735159813,0.0,0.0,0.4427480916030534,1.0,0.41935483870967744,0.5,0.5,1.0,0.0 195 | 0.6249999999999999,1.0,0.0,0.660377358490566,0.1141552511415525,1.0,0.0,0.1450381679389312,0.0,0.16129032258064516,0.5,0.5,0.3333333333333333,0.0 196 | 0.25,0.0,0.3333333333333333,0.30188679245283023,0.41095890410958896,0.0,0.5,0.7022900763358778,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 197 | 0.6666666666666666,1.0,0.0,0.5094339622641509,0.17579908675799089,0.0,0.5,0.6870229007633587,0.0,0.0,1.0,0.25,1.0,0.0 198 | 0.5833333333333334,1.0,0.0,0.5471698113207547,0.33789954337899536,0.0,0.5,0.1297709923664122,1.0,0.1935483870967742,0.5,0.25,1.0,0.0 199 | 0.7083333333333334,0.0,0.6666666666666666,0.3867924528301888,0.2876712328767123,0.0,0.0,0.7709923664122137,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 200 | 0.45833333333333337,0.0,0.6666666666666666,0.339622641509434,0.2968036529680365,0.0,0.0,0.5954198473282443,0.0,0.08064516129032258,1.0,0.0,0.6666666666666666,1.0 201 | 0.6458333333333334,1.0,0.0,0.339622641509434,0.182648401826484,0.0,0.0,0.46564885496183195,1.0,0.3870967741935484,0.5,0.5,1.0,0.0 202 | 0.25,1.0,0.0,0.15094339622641517,0.1050228310502283,0.0,0.0,0.6641221374045801,0.0,0.0,1.0,0.0,1.0,0.0 203 | 0.5833333333333334,1.0,0.0,0.339622641509434,0.011415525114155278,0.0,0.5,0.33587786259541985,1.0,0.1935483870967742,0.5,0.25,1.0,0.0 204 | 0.5208333333333334,1.0,0.0,0.28301886792452835,0.31963470319634696,0.0,0.0,0.2900763358778625,1.0,0.3548387096774194,0.5,0.25,1.0,0.0 205 | 0.4999999999999999,1.0,0.0,0.4339622641509434,0.17579908675799089,1.0,0.0,0.6412213740458014,1.0,0.5,0.0,0.0,1.0,0.0 206 | 0.10416666666666663,1.0,1.0,0.2264150943396227,0.1278538812785388,0.0,0.0,0.7862595419847328,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 207 | 0.4999999999999999,0.0,0.6666666666666666,0.3207547169811321,0.2054794520547945,0.0,0.0,0.33587786259541985,0.0,0.0,1.0,0.0,0.0,1.0 208 | 0.45833333333333337,1.0,0.0,0.4339622641509434,0.3949771689497717,0.0,0.5,0.7786259541984731,1.0,0.25806451612903225,1.0,0.0,1.0,0.0 209 | 0.6874999999999999,0.0,0.0,0.41509433962264153,0.3835616438356165,1.0,0.5,0.26717557251908397,0.0,0.30645161290322576,0.5,0.75,0.6666666666666666,0.0 210 | 0.3125,1.0,0.6666666666666666,0.339622641509434,0.24429223744292233,0.0,0.5,0.8244274809160305,1.0,0.06451612903225806,1.0,0.0,0.6666666666666666,1.0 211 | 0.5624999999999999,1.0,0.3333333333333333,0.24528301886792458,0.2602739726027397,0.0,0.5,0.7480916030534351,0.0,0.0,0.0,0.0,0.6666666666666666,1.0 212 | 0.6041666666666666,1.0,0.0,0.49056603773584906,0.2100456621004566,0.0,0.5,0.2595419847328244,0.0,0.3225806451612903,0.5,0.25,1.0,0.0 213 | 0.6041666666666666,1.0,0.0,0.3207547169811321,0.2054794520547945,0.0,0.0,0.4580152671755725,1.0,0.3548387096774194,0.5,0.75,1.0,0.0 214 | 0.4374999999999999,1.0,0.0,0.4716981132075472,0.1689497716894977,0.0,0.0,0.41984732824427473,1.0,0.14516129032258066,0.5,0.0,1.0,0.0 215 | 0.27083333333333337,1.0,0.6666666666666666,0.339622641509434,0.1232876712328767,0.0,0.5,0.6030534351145037,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 216 | 0.5208333333333334,0.0,0.6666666666666666,0.6226415094339622,0.17123287671232873,0.0,0.5,0.7022900763358778,0.0,0.0,1.0,0.25,0.6666666666666666,1.0 217 | 0.8749999999999999,0.0,0.0,0.16981132075471705,0.052511415525114125,0.0,0.5,0.4122137404580152,0.0,0.25806451612903225,0.5,0.0,0.6666666666666666,1.0 218 | 0.4999999999999999,1.0,0.6666666666666666,0.339622641509434,0.27397260273972607,1.0,0.0,0.7786259541984731,0.0,0.0,1.0,0.75,0.6666666666666666,1.0 219 | 0.35416666666666663,1.0,0.3333333333333333,0.0660377358490567,0.16210045662100453,1.0,0.5,0.648854961832061,0.0,0.0,1.0,0.0,1.0,1.0 220 | 0.5624999999999999,1.0,0.0,0.2924528301886792,0.28082191780821913,1.0,0.0,0.5572519083969466,1.0,0.1935483870967742,0.5,0.25,0.6666666666666666,0.0 221 | 0.6249999999999999,1.0,0.0,0.41509433962264153,0.3310502283105023,0.0,0.0,0.847328244274809,0.0,0.0,1.0,0.0,0.6666666666666666,1.0 222 | 0.5833333333333334,0.0,0.3333333333333333,0.339622641509434,0.2511415525114155,0.0,0.0,0.7862595419847328,0.0,0.0,0.5,0.25,0.6666666666666666,0.0 223 | 0.6249999999999999,1.0,0.0,0.3867924528301888,0.24657534246575336,0.0,0.5,0.6870229007633587,0.0,0.08064516129032258,0.5,0.0,1.0,1.0 224 | 0.4374999999999999,1.0,0.6666666666666666,0.4339622641509434,0.24429223744292233,0.0,0.5,0.7022900763358778,0.0,0.0967741935483871,0.5,0.25,1.0,0.0 225 | 0.45833333333333337,1.0,0.6666666666666666,0.0,0.2305936073059361,0.0,0.5,0.6335877862595419,1.0,0.0,1.0,0.25,1.0,1.0 226 | 0.8333333333333334,1.0,1.0,0.6226415094339622,0.24657534246575336,1.0,0.0,0.4580152671755725,0.0,0.016129032258064516,0.5,0.25,0.6666666666666666,1.0 227 | 0.35416666666666663,1.0,0.0,0.24528301886792458,0.28082191780821913,0.0,0.0,0.5572519083969466,0.0,0.12903225806451613,1.0,0.0,1.0,0.0 228 | 0.7083333333333334,0.0,0.3333333333333333,0.4339622641509434,0.15753424657534248,0.0,0.5,0.8244274809160305,0.0,0.0,1.0,0.5,0.6666666666666666,1.0 229 | -------------------------------------------------------------------------------- /source_data/banknote_orig_train.csv: -------------------------------------------------------------------------------- 1 | variance,skewness,curtosis,entropy,class 2 | -1.9983,-6.6072,4.8254,-0.41984,1.0 3 | 1.9476,-4.7738,8.527,-1.8668,0.0 4 | -1.6637,3.2881,-2.2701,-2.2224,1.0 5 | -1.3887,-4.8773,6.4774,0.34179,1.0 6 | 4.1529,-3.9358,2.8633,-0.017686,0.0 7 | 2.9543,1.076,0.64577,0.89394,0.0 8 | -0.071503,3.7412,-4.5415,-4.2526,1.0 9 | 0.88872,5.3449,2.045,-0.19355,0.0 10 | 2.7659,0.66216,4.1494,-0.28406,0.0 11 | -1.5621,-2.2121,4.2591,0.27972,1.0 12 | 2.4226,-4.5752,5.947,0.21507,0.0 13 | -2.7723,3.2777,-0.9351,-3.1457,1.0 14 | 2.8232,10.8513,-3.1466,-3.9784,0.0 15 | -3.9934,5.8333,0.54723,-4.9379,1.0 16 | -0.82053,0.65181,-0.48869,-0.52716,1.0 17 | 2.5328,7.528,-0.41929,-2.6478,0.0 18 | 3.4893,6.69,-1.2042,-0.38751,0.0 19 | -1.749,-6.332,6.0987,0.14266,1.0 20 | 0.72252,-0.053811,5.6703,-1.3509,0.0 21 | 2.805,0.57732,1.3424,1.2133,0.0 22 | -1.9667,11.8052,-0.40472,-7.8719,0.0 23 | 4.616,10.1788,-4.2185,-4.4245,0.0 24 | 4.0127,10.1477,-3.9366,-4.0728,0.0 25 | 2.5227,2.2369,2.7236,0.79438,0.0 26 | -2.5961,-9.349,9.7942,-0.28018,1.0 27 | 0.74841,7.2756,1.1504,-0.5388,0.0 28 | 3.5829,1.4423,1.0219,1.4008,0.0 29 | -6.5084,8.7696,0.23191,-3.937,1.0 30 | 0.3292,-4.4552,4.5718,-0.9888,0.0 31 | -0.91718,9.9884,1.1804,-5.2263,0.0 32 | -0.13144,-1.7775,8.3316,0.35214,0.0 33 | 0.89606,10.5471,-1.4175,-4.0327,0.0 34 | -1.9966,-9.5001,9.682,-0.12889,1.0 35 | -0.53072,-0.097265,-0.21793,1.0426,1.0 36 | 2.5068,1.1588,3.9249,0.12585,0.0 37 | -2.0441,1.2271,0.18564,-1.091,1.0 38 | 4.0552,0.40143,1.4563,0.65343,0.0 39 | -2.7028,1.6327,0.83598,-0.091393,1.0 40 | -1.5322,-5.0966,6.6779,0.17498,1.0 41 | 1.0194,1.1029,-2.3,0.59395,1.0 42 | 4.1197,-2.7956,2.0707,0.67412,0.0 43 | -1.8215,2.7521,-0.72261,-2.353,1.0 44 | 0.6818,4.8504,-5.2133,-6.1043,1.0 45 | 2.6463,-4.8152,6.3549,0.003003,0.0 46 | -2.1241,-6.8969,5.5992,-0.47156,1.0 47 | -0.47465,-4.3496,1.9901,0.7517,1.0 48 | 4.3398,-5.3036,3.8803,-0.70432,0.0 49 | -1.9409,-8.6848,9.155,0.94049,1.0 50 | -0.7056,8.7241,2.2215,-4.5965,0.0 51 | 2.5678,3.5136,0.61406,-0.40691,0.0 52 | 1.7747,-6.4334,8.15,-0.89828,0.0 53 | -3.8953,4.0392,-0.3019,-2.1836,1.0 54 | -1.0802,2.1996,-2.5862,-1.2759,1.0 55 | 0.98296,3.4226,-3.9692,-1.7116,1.0 56 | 4.7114,2.0755,-0.2702,1.2379,0.0 57 | -0.016103,9.7484,0.15394,-1.6134,0.0 58 | 4.2164,9.4607,-4.9288,-5.2366,0.0 59 | 3.1088,3.1122,0.80857,0.4336,0.0 60 | -2.3221,-9.3304,9.233,-0.79871,1.0 61 | -0.78289,11.3603,-0.37644,-7.0495,0.0 62 | 3.9121,2.9735,0.92852,0.60558,0.0 63 | -3.9698,3.6812,-0.60008,-4.0133,1.0 64 | -3.8483,-12.8047,15.6824,-1.281,1.0 65 | -0.65767,-2.8018,3.7115,0.99739,1.0 66 | -0.52645,-0.24832,-0.45613,0.41938,1.0 67 | 2.5698,-4.4076,5.9856,0.078002,0.0 68 | 0.16358,-3.3584,1.3749,1.3569,1.0 69 | 2.4012,1.6223,3.0312,0.71679,0.0 70 | 3.0009,5.8126,-2.2306,-0.66553,0.0 71 | -0.56877,1.4174,-1.4252,-1.1246,1.0 72 | 0.47368,3.3605,-4.5064,-4.0431,1.0 73 | 1.0652,8.3682,-1.4004,-1.6509,0.0 74 | -4.5531,-12.5854,15.4417,-1.4983,1.0 75 | -0.048008,-1.6037,8.4756,0.75558,0.0 76 | 0.74067,1.7299,-3.1963,-0.1457,1.0 77 | 3.3951,1.1484,2.1401,2.0862,0.0 78 | 3.8832,6.4023,-2.432,-0.98363,0.0 79 | 4.3937,0.35798,2.0416,1.2004,0.0 80 | -1.8969,-6.7893,5.2761,-0.32544,1.0 81 | 0.31803,-0.99326,1.0947,0.88619,1.0 82 | 3.5152,6.8224,-0.67377,-0.46898,0.0 83 | 3.3669,-5.1856,3.6935,-1.1427,0.0 84 | 1.5799,-4.7076,7.9186,-1.5487,0.0 85 | -1.3414,-1.9162,-0.15538,-0.11984,1.0 86 | 1.8664,7.7763,-0.23849,-2.9634,0.0 87 | 3.4663,1.1112,1.7425,1.3388,0.0 88 | -5.4901,9.1048,-0.38758,-5.9763,1.0 89 | 1.8993,7.6625,0.15394,-3.1108,0.0 90 | 3.6894,9.887,-4.0788,-4.3664,0.0 91 | 4.0552,-2.4583,2.2806,1.0323,0.0 92 | -0.2361,9.3221,2.1307,-4.3793,0.0 93 | -1.8974,3.5074,-1.7842,-3.8491,1.0 94 | 3.7731,7.2073,-1.6814,-0.94742,0.0 95 | -0.26654,-0.64562,-0.42014,0.89136,1.0 96 | 5.591,10.4643,-4.3839,-4.3379,0.0 97 | 0.5706,-0.0248,1.2421,-0.5621,0.0 98 | -1.2244,1.7485,-1.4801,-1.4181,1.0 99 | 4.0932,5.4132,-1.8219,0.23576,0.0 100 | 3.5594,1.3078,1.291,1.6556,0.0 101 | -0.21661,8.0329,1.8848,-3.8853,0.0 102 | 5.2418,10.5388,-4.1174,-4.2797,0.0 103 | 5.4188,10.1457,-4.084,-3.6991,0.0 104 | 4.1349,6.1189,-2.4294,-0.19613,0.0 105 | -0.49948,1.7734,-2.2469,-0.68104,1.0 106 | -2.902,-7.6563,11.8318,-0.84268,1.0 107 | 1.7317,-0.34765,4.1905,-0.99138,0.0 108 | 4.364,-3.1039,2.3757,0.78532,0.0 109 | 3.5127,2.9073,1.0579,0.40774,0.0 110 | 5.504,10.3671,-4.413,-4.0211,0.0 111 | -0.2062,9.2207,-3.7044,-6.8103,0.0 112 | -0.8734,-0.033118,-0.20165,0.55774,1.0 113 | 2.0177,1.7982,-2.9581,0.2099,1.0 114 | -0.36038,4.1158,3.1143,-0.37199,0.0 115 | -2.0529,3.8385,-0.79544,-1.2138,1.0 116 | 5.2756,0.13863,0.12138,1.1435,0.0 117 | 3.884,10.0277,-3.9298,-4.0819,0.0 118 | -1.8046,-6.8141,6.7019,1.1681,1.0 119 | 0.64295,7.1018,0.3493,-0.41337,0.0 120 | 4.4549,2.4976,1.0313,0.96894,0.0 121 | -2.4824,-7.3046,6.839,-0.59053,1.0 122 | 2.2928,9.0386,-3.2417,-1.2991,0.0 123 | 1.8216,-6.4748,8.0514,-0.41855,0.0 124 | 4.8278,7.7598,-2.4491,-1.2216,0.0 125 | -3.1158,-8.6289,10.4403,0.97153,1.0 126 | -4.2333,4.9166,-0.49212,-5.3207,1.0 127 | -0.77995,3.2322,-3.282,-3.1004,1.0 128 | -1.7781,0.8546,7.1303,0.027572,0.0 129 | -2.286,-5.4484,5.8039,0.88231,1.0 130 | -3.7573,-8.2916,10.3032,0.38059,1.0 131 | -1.8782,-6.5865,4.8486,-0.021566,1.0 132 | 5.0429,-0.52974,0.50439,1.106,0.0 133 | -2.1786,-6.4479,6.0344,-0.20777,1.0 134 | -1.682,-6.8121,7.1398,1.3323,1.0 135 | -2.9138,-9.4711,9.7668,-0.60216,1.0 136 | 4.9852,8.3516,-2.5425,-1.2823,0.0 137 | -2.4458,1.6285,-0.88541,-1.4802,1.0 138 | 4.9294,0.27727,0.20792,0.33662,0.0 139 | 3.757,-5.4236,3.8255,-1.2526,0.0 140 | -3.1273,-7.1121,11.3897,-0.083634,1.0 141 | 2.9742,8.96,-2.9024,-1.0379,0.0 142 | 3.7352,9.5911,-3.9032,-3.3487,0.0 143 | 4.3684,9.6718,-3.9606,-3.1625,0.0 144 | -4.8554,-5.9037,10.9818,-0.82199,1.0 145 | 4.7965,6.9859,-1.9967,-0.35001,0.0 146 | -3.1423,-13.0365,15.6773,-0.66165,1.0 147 | 1.8994,0.97462,4.2265,0.81377,0.0 148 | 3.4805,9.7008,-3.7541,-3.4379,0.0 149 | -0.24811,-0.17797,4.9068,0.15429,0.0 150 | 1.6406,3.5488,1.3964,-0.36424,0.0 151 | -1.3971,3.3191,-1.3927,-1.9948,1.0 152 | -3.518,2.8763,0.1548,-1.2086,1.0 153 | 5.438,9.4669,-4.9417,-3.9202,0.0 154 | 4.0215,-2.7004,2.4957,0.36636,0.0 155 | -1.3995,-1.9162,2.5154,0.59912,1.0 156 | 0.65497,5.1815,1.0673,-0.42113,0.0 157 | -1.4217,11.6542,-0.057699,-7.1025,0.0 158 | -4.3967,4.9601,-0.64892,-5.4719,1.0 159 | -3.2051,-0.14279,0.97565,0.045675,1.0 160 | -2.1668,1.5933,0.045122,-1.678,1.0 161 | 5.0214,8.0764,-3.0515,-1.7155,0.0 162 | 3.4566,9.5228,-4.0112,-3.5944,0.0 163 | 1.518,5.6946,0.094818,-0.026738,0.0 164 | -4.4775,-13.0303,17.0834,-3.0345,1.0 165 | 0.66365,-0.045533,-0.18794,0.23447,1.0 166 | -4.0679,2.4955,0.79571,-1.1039,1.0 167 | 0.96708,3.8426,-4.9314,-4.1323,1.0 168 | -0.8471,3.1329,-3.0112,-2.9388,1.0 169 | 0.67886,4.1199,-4.569,-4.1414,1.0 170 | -3.8167,5.1401,-0.65063,-5.4306,1.0 171 | 3.2303,7.8384,-3.5348,-1.2151,0.0 172 | 1.1811,8.3847,-2.0567,-0.90345,0.0 173 | 3.359,9.8022,-3.8209,-3.7133,0.0 174 | 2.9499,2.2493,1.3458,-0.037083,0.0 175 | 0.29961,7.1328,-0.31475,-1.1828,0.0 176 | 1.9429,6.3961,0.092248,0.58102,0.0 177 | 1.3451,0.23589,-1.8785,1.3258,1.0 178 | -0.38388,-1.0471,8.0514,0.49567,0.0 179 | -1.4375,-1.8624,4.026,0.55127,1.0 180 | 1.1588,8.9331,-2.0807,-1.1272,0.0 181 | -2.6479,10.1374,-1.331,-5.4707,0.0 182 | 1.105,7.4432,0.41099,-3.0332,0.0 183 | 3.4465,2.9508,1.0271,0.5461,0.0 184 | -4.0214,-12.8006,15.6199,-0.95647,1.0 185 | 0.75108,1.9161,-3.1098,-0.20518,1.0 186 | 4.6054,-4.0765,2.7587,0.31981,0.0 187 | -2.0046,-0.49457,1.333,1.6543,1.0 188 | -3.5713,-12.4922,14.8881,-0.47027,1.0 189 | 3.5156,10.1891,-4.2759,-4.978,0.0 190 | -2.0336,-1.4092,1.1582,0.36507,1.0 191 | 1.0182,9.109,-0.62064,-1.7129,0.0 192 | -0.8734,1.6533,-2.1964,-0.78061,1.0 193 | 0.30081,0.17381,-1.7542,0.48921,1.0 194 | -2.2987,-5.227,5.63,0.91722,1.0 195 | -4.1244,3.7909,-0.6532,-4.1802,1.0 196 | -0.95923,-6.7128,4.9857,0.32886,1.0 197 | -2.2804,-0.30626,1.3347,1.3763,1.0 198 | -0.88728,2.808,-3.1432,-1.2035,1.0 199 | -7.0421,9.2,0.25933,-4.6832,1.0 200 | -2.799,1.9679,-0.42357,-2.1125,1.0 201 | -3.3553,0.35591,2.6473,-0.37846,1.0 202 | -2.5665,-6.8824,7.5416,0.70774,1.0 203 | 2.6946,6.7976,-0.40301,0.44912,0.0 204 | -2.9146,4.0537,-0.45699,-4.0327,1.0 205 | 1.7452,4.8028,2.0878,0.62627,0.0 206 | 3.866,-2.6383,1.9242,0.10645,0.0 207 | 3.5912,3.0129,0.72888,0.56421,0.0 208 | 5.0297,-4.9704,3.5025,-0.23751,0.0 209 | -2.3797,-1.4402,1.1273,0.16076,1.0 210 | -1.6662,-0.30005,1.4238,0.024986,1.0 211 | 0.11592,3.2219,-3.4302,-2.8457,1.0 212 | 6.0919,2.9673,-1.3267,1.4551,0.0 213 | 2.6104,8.0081,-0.23592,-1.7608,0.0 214 | -0.38214,8.3909,2.1624,-3.7405,0.0 215 | -5.0477,-5.8023,11.244,-0.3901,1.0 216 | 5.1213,8.5565,-3.3917,-1.5474,0.0 217 | -1.979,3.2301,-1.3575,-2.5819,1.0 218 | -0.24037,-1.7837,2.135,1.2418,1.0 219 | -4.0025,-13.4979,17.6772,-3.3202,1.0 220 | -2.62,-6.8555,6.2169,-0.62285,1.0 221 | 3.0934,-2.9177,2.2232,0.22283,0.0 222 | 0.7057,-5.4981,8.3368,-2.8715,0.0 223 | 3.966,3.9213,0.70574,0.33662,0.0 224 | -0.7869,9.5663,-3.7867,-7.5034,0.0 225 | 2.3136,10.6651,-3.5288,-4.7672,0.0 226 | -4.2859,8.5234,3.1392,-0.91639,0.0 227 | 4.8265,0.80287,1.6371,1.1875,0.0 228 | 2.4673,1.3926,1.7125,0.41421,0.0 229 | 0.68087,2.3259,4.9085,0.54998,0.0 230 | 3.4642,10.6878,-3.4071,-4.109,0.0 231 | -2.6479,10.1374,-1.331,-5.4707,0.0 232 | 0.56953,7.6294,1.5754,-3.2233,0.0 233 | 4.7181,10.0153,-3.9486,-3.8582,0.0 234 | -0.3481,-0.38696,-0.47841,0.62627,1.0 235 | -2.2214,-0.23798,0.56008,0.05602,1.0 236 | -0.7869,9.5663,-3.7867,-7.5034,0.0 237 | -0.50816,2.868,-1.8108,-2.2612,1.0 238 | 2.1319,-2.0403,2.5574,-0.061652,0.0 239 | -1.4446,2.1438,-0.47241,-1.6677,1.0 240 | -0.45062,-1.3678,7.0858,-0.40303,0.0 241 | 1.7257,-4.4697,8.2219,-1.8073,0.0 242 | 0.045304,6.7334,1.0708,-0.9332,0.0 243 | -2.6989,12.1984,0.67661,-8.5482,0.0 244 | 3.5862,-3.0957,2.8093,0.24481,0.0 245 | -6.9599,8.9931,0.2182,-4.572,1.0 246 | -0.24745,1.9368,-2.4697,-0.80518,1.0 247 | 2.888,0.44696,4.5907,-0.24398,0.0 248 | 4.3064,8.2068,-2.7824,-1.4336,0.0 249 | 1.5268,-5.5871,8.6564,-1.722,0.0 250 | -2.341,12.3784,0.70403,-7.5836,0.0 251 | 0.20977,-0.46146,7.7267,0.90946,0.0 252 | -2.3242,11.5176,1.8231,-5.375,0.0 253 | 3.4669,6.87,-1.0568,-0.73147,0.0 254 | 3.7321,-3.884,3.3577,-0.0060486,0.0 255 | 3.7022,6.9942,-1.8511,-0.12889,0.0 256 | -0.69572,8.6165,1.8419,-4.3289,0.0 257 | 3.9922,-4.4676,3.7304,-0.1095,0.0 258 | -1.4106,-7.108,5.6454,0.31335,1.0 259 | -4.0218,-8.304,12.555,-1.5099,1.0 260 | 0.83292,7.5404,0.65005,-0.92544,0.0 261 | -0.95403,1.9824,-2.3163,-1.1957,1.0 262 | 3.1452,5.825,-0.51439,-1.4944,0.0 263 | 4.1038,-4.8069,3.3491,-0.49225,0.0 264 | -1.522,-6.6383,5.7491,-0.10691,1.0 265 | -0.77848,3.4019,-3.4859,-3.5569,1.0 266 | 2.5559,3.3605,2.0321,0.26809,0.0 267 | -3.0061,-12.2377,11.9552,-2.1603,1.0 268 | 2.9421,7.4101,-0.97709,-0.88406,0.0 269 | 5.032,8.2026,-2.6256,-1.0341,0.0 270 | -1.2568,-1.4733,2.8718,0.44653,1.0 271 | 2.8033,9.0862,-3.3668,-1.0224,0.0 272 | -1.0555,0.79459,-1.6968,-0.46768,1.0 273 | -1.7713,-10.7665,10.2184,-1.0043,1.0 274 | 3.6667,4.302,0.55923,0.33791,0.0 275 | 6.8248,5.2187,-2.5425,0.5461,0.0 276 | 0.94732,-0.57113,7.1903,-0.67587,0.0 277 | 4.1927,-3.2674,2.5839,0.21766,0.0 278 | 0.3798,0.7098,0.7572,-0.4444,0.0 279 | 1.6032,-4.7863,8.5193,-2.1203,0.0 280 | 0.84546,3.4826,-3.6307,-1.3961,1.0 281 | 3.5251,0.7201,1.6928,0.64438,0.0 282 | 3.9294,1.4112,1.8076,0.89782,0.0 283 | 2.1616,-6.8804,8.1517,-0.081048,0.0 284 | -3.7181,-8.5089,12.363,-0.95518,1.0 285 | -0.69745,-1.7672,-0.34474,-0.12372,1.0 286 | 5.1129,-0.49871,0.62863,1.1189,0.0 287 | -1.239,-6.541,4.8151,-0.033204,1.0 288 | 0.030219,-1.0512,1.4024,0.77369,1.0 289 | 0.26877,4.987,-5.1508,-6.3913,1.0 290 | -2.3211,3.166,-1.0002,-2.7151,1.0 291 | -4.1958,-8.1819,12.1291,-1.6017,1.0 292 | 1.6849,8.7489,-1.2641,-1.3858,0.0 293 | -3.3203,-0.02691,2.9618,-0.44958,1.0 294 | -3.5985,-13.6593,17.6052,-2.4927,1.0 295 | -2.2527,11.5321,2.5899,-3.2737,0.0 296 | 2.0466,2.03,2.1761,-0.083634,0.0 297 | -2.4621,2.7645,-0.62578,-2.8573,1.0 298 | 1.5631,0.89599,-1.9702,0.65472,1.0 299 | 1.0284,9.767,-1.3687,-1.7853,0.0 300 | -2.3142,2.0838,-0.46813,-1.6767,1.0 301 | -2.6864,-0.097265,0.61663,0.061192,1.0 302 | 1.0135,8.4551,-1.672,-2.0815,0.0 303 | 1.6799,4.2068,-4.5398,-2.3931,1.0 304 | 1.2198,2.0982,-3.1954,0.12843,1.0 305 | 4.1373,0.49248,1.093,1.8276,0.0 306 | 3.2718,1.7837,2.1161,0.61334,0.0 307 | 4.65,-4.8297,3.4553,-0.25174,0.0 308 | -0.96511,9.4111,1.7305,-4.8629,0.0 309 | -0.46651,2.3383,-2.9812,-1.0431,1.0 310 | 3.9364,10.5885,-3.725,-4.3133,0.0 311 | 3.1887,-3.4143,2.7742,-0.2026,0.0 312 | -5.8818,7.6584,0.5558,-2.9155,1.0 313 | 2.3969,0.23589,4.8477,1.437,0.0 314 | -1.8629,-0.84841,2.5377,0.097399,1.0 315 | 0.049175,6.1437,1.7828,-0.72113,0.0 316 | 3.245,6.63,-0.63435,0.86937,0.0 317 | -0.55648,3.2136,-3.3085,-2.7965,1.0 318 | 5.0185,8.5978,-2.9375,-1.281,0.0 319 | 0.64215,3.1287,4.2933,0.64696,0.0 320 | -4.211,-12.4736,14.9704,-1.3884,1.0 321 | -0.092194,0.39315,-0.32846,-0.13794,1.0 322 | 0.3798,0.7098,0.7572,-0.4444,0.0 323 | 3.0333,-2.5928,2.3183,0.303,0.0 324 | -4.2091,4.7283,-0.49126,-5.2159,1.0 325 | -4.3667,6.0692,0.57208,-5.4668,1.0 326 | 0.3798,0.7098,0.7572,-0.4444,0.0 327 | -2.0149,3.6874,-1.9385,-3.8918,1.0 328 | -1.8219,-6.8824,5.4681,0.057313,1.0 329 | 0.22432,-0.52147,-0.40386,1.2017,1.0 330 | 4.2027,0.22761,0.96108,0.97282,0.0 331 | 3.4092,5.4049,-2.5228,-0.89958,0.0 332 | 0.49571,10.2243,-1.097,-4.0159,0.0 333 | -0.3489,3.1929,-3.4054,-3.1832,1.0 334 | 4.2586,11.2962,-4.0943,-4.3457,0.0 335 | 4.068,-2.9363,2.1992,0.50084,0.0 336 | -5.2406,6.6258,-0.19908,-6.8607,1.0 337 | 3.9994,0.90427,1.1693,1.6892,0.0 338 | 4.6464,10.5326,-4.5852,-4.206,0.0 339 | 0.5195,-3.2633,3.0895,-0.9849,0.0 340 | -5.3012,7.3915,0.029699,-7.3987,1.0 341 | 1.9105,8.871,-2.3386,-0.75604,0.0 342 | 2.8969,0.70768,2.29,1.8663,0.0 343 | -2.3898,-0.78427,3.0141,0.76205,1.0 344 | 4.5691,-4.4552,3.1769,0.0042961,0.0 345 | -0.72068,-6.7583,5.8408,0.62369,1.0 346 | 1.5356,9.1772,-2.2718,-0.73535,0.0 347 | 3.9414,-3.2902,3.1674,1.0866,0.0 348 | 4.1425,-3.6792,3.8281,1.6297,0.0 349 | -2.7914,1.7734,6.7756,-0.39915,0.0 350 | 3.7982,10.423,-4.1602,-4.9728,0.0 351 | 0.91315,3.3377,-4.0557,-1.6741,1.0 352 | 0.7376,4.8525,-4.7986,-5.6659,1.0 353 | 4.0405,0.51524,1.0279,1.106,0.0 354 | 0.96574,8.393,-1.361,-1.4659,0.0 355 | -0.87834,3.257,-3.6778,-3.2944,1.0 356 | 3.8481,10.1539,-3.8561,-4.2228,0.0 357 | 1.2999,2.5762,2.0107,-0.18967,0.0 358 | -1.4377,-1.432,2.1144,0.42067,1.0 359 | 4.2475,1.4816,-0.48355,0.95343,0.0 360 | 3.6582,5.6864,-1.7157,-0.23751,0.0 361 | -0.97325,-6.4168,5.6026,1.0323,1.0 362 | 3.6077,6.8576,-1.1622,0.28231,0.0 363 | -2.6685,-10.4519,9.1139,-1.7323,1.0 364 | 0.50225,0.65388,-1.1793,0.39998,1.0 365 | -2.9498,-8.273,10.2646,1.1629,1.0 366 | 0.38478,6.5989,-0.3336,-0.56466,0.0 367 | -4.5046,-5.8126,10.8867,-0.52846,1.0 368 | 2.0922,-6.81,8.4636,-0.60216,0.0 369 | 5.2012,0.32694,0.17965,1.1797,0.0 370 | -0.048008,-0.56078,7.7215,0.453,0.0 371 | -2.6286,0.18002,1.7956,0.97282,1.0 372 | 3.2051,8.6889,-2.9033,-0.7819,0.0 373 | 1.6988,2.9094,2.9044,0.11033,0.0 374 | 1.7425,3.6833,-4.0129,-1.7207,1.0 375 | -0.30432,2.6528,-2.7756,-0.65647,1.0 376 | 0.75896,0.29176,-1.6506,0.83834,1.0 377 | 3.744,0.79459,0.95851,1.0077,0.0 378 | -0.27068,3.2674,-3.5562,-3.0888,1.0 379 | 0.74307,11.17,-1.3824,-4.0728,0.0 380 | -0.036127,1.525,-1.4089,-0.76121,1.0 381 | -0.61442,-0.091058,-0.31818,0.50214,1.0 382 | 4.1736,3.3336,-1.4244,0.60429,0.0 383 | 1.2746,8.8172,-1.5323,-1.7957,0.0 384 | -1.9389,1.5706,0.045979,-1.122,1.0 385 | 0.0096613,3.5612,-4.407,-4.4103,1.0 386 | -2.3299,-9.9532,8.4756,-1.8733,1.0 387 | -5.2943,-5.1463,10.3332,-1.1181,1.0 388 | 3.4359,0.66216,2.1041,1.8922,0.0 389 | 3.3583,10.3567,-3.7301,-3.6991,0.0 390 | -3.3793,-13.7731,17.9274,-2.0323,1.0 391 | 0.5706,-0.0248,1.2421,-0.5621,0.0 392 | 1.4501,3.6067,-4.0557,-1.5966,1.0 393 | 3.1219,-3.137,1.9259,-0.37458,0.0 394 | -0.83121,0.039307,0.05369,-0.23105,1.0 395 | 2.614,8.0081,-3.7258,-1.3069,0.0 396 | 1.1317,3.9647,3.3979,0.84351,0.0 397 | 3.6277,0.9829,0.68861,0.63403,0.0 398 | -1.6677,-7.1535,7.8929,0.96765,1.0 399 | 0.51947,-3.2633,3.0895,-0.98492,0.0 400 | -2.3147,3.6668,-0.6969,-1.2474,1.0 401 | 0.55298,-3.4619,1.7048,1.1008,1.0 402 | 0.01727,8.693,1.3989,-3.9668,0.0 403 | 0.4339,5.5395,2.033,-0.40432,0.0 404 | -2.9915,-6.6258,8.6521,1.8198,1.0 405 | 4.223,1.1319,0.72202,0.96118,0.0 406 | -1.2424,-1.7175,-0.52553,-0.21036,1.0 407 | 4.6014,5.6264,-2.1235,0.19309,0.0 408 | -4.9447,3.3005,1.063,-1.444,1.0 409 | 2.8297,6.3485,-0.73546,-0.58665,0.0 410 | -1.8439,-8.6475,7.6796,-0.66682,1.0 411 | 3.3299,0.91254,1.5806,0.39352,0.0 412 | -2.4953,11.1472,1.9353,-3.4638,0.0 413 | 3.6216,8.6661,-2.8073,-0.44699,0.0 414 | 2.7161,-4.2006,4.1914,0.16981,0.0 415 | -3.5933,0.22968,0.7126,-0.3332,1.0 416 | 3.8213,0.23175,2.0133,2.0564,0.0 417 | -1.7549,-0.080711,-0.75774,-0.3707,1.0 418 | -1.7976,-6.7686,6.6753,0.89912,1.0 419 | -1.4233,-0.98912,2.3586,0.39481,1.0 420 | -2.9662,-10.3257,8.784,-2.1138,1.0 421 | -1.5449,-10.1498,9.6152,-1.2332,1.0 422 | -3.2238,2.7935,0.32274,-0.86078,1.0 423 | -1.6952,1.0657,8.8294,0.94955,0.0 424 | 3.6922,-3.9585,4.3439,1.3517,0.0 425 | 2.994,7.2011,-1.2153,0.3211,0.0 426 | -1.2369,-1.6906,2.518,0.51636,1.0 427 | 5.7227,5.8312,-2.4097,-0.24527,0.0 428 | 4.0962,10.1891,-3.9323,-4.1827,0.0 429 | 1.4806,7.6377,-2.7876,-1.0341,0.0 430 | -1.2943,2.6735,-0.84085,-2.0323,1.0 431 | -0.11783,-1.5789,8.03,-0.028031,0.0 432 | -3.8826,4.898,-0.92311,-5.0801,1.0 433 | 1.9818,9.2621,-3.521,-1.872,0.0 434 | 0.57461,10.1105,-1.6917,-4.3922,0.0 435 | 0.12326,8.9848,-0.9351,-2.4332,0.0 436 | 5.1302,8.6703,-2.8913,-1.5086,0.0 437 | 0.3292,-4.4552,4.5718,-0.9888,0.0 438 | 0.25943,5.0097,-5.0394,-6.3862,1.0 439 | -0.16108,-6.4624,8.3573,-1.5216,0.0 440 | -4.1479,7.1225,-0.083404,-6.4172,1.0 441 | -3.5359,0.30417,0.6569,-0.2957,1.0 442 | 0.88444,6.5906,0.55837,-0.44182,0.0 443 | -4.8861,7.0542,-0.17252,-6.959,1.0 444 | 5.7823,5.5788,-2.4089,-0.056479,0.0 445 | -0.12624,10.3216,-3.7121,-6.1185,0.0 446 | -0.89809,-4.4862,2.2009,0.50731,1.0 447 | 0.96414,5.616,2.2138,-0.12501,0.0 448 | -1.1497,1.2954,7.701,0.62627,0.0 449 | 4.8851,1.5995,-0.00029081,1.6401,0.0 450 | 6.5633,9.8187,-4.4113,-3.2258,0.0 451 | -2.3983,12.606,2.9464,-5.7888,0.0 452 | 4.8272,3.0687,0.68604,0.80731,0.0 453 | -6.7387,6.9879,0.67833,-7.5887,1.0 454 | -5.0676,-5.1877,10.4266,-0.86725,1.0 455 | -0.98193,2.7956,-1.2341,-1.5668,1.0 456 | 0.11739,6.2761,-1.5495,-2.4746,0.0 457 | -1.7063,2.7956,-2.378,-2.3491,1.0 458 | 4.6439,-3.3729,2.5976,0.55257,0.0 459 | -1.1193,10.7271,2.0938,-5.6504,0.0 460 | 4.2406,-2.4852,1.608,0.7155,0.0 461 | -0.29858,2.4769,-2.9512,-0.66165,1.0 462 | -0.81479,-5.7381,4.3919,0.3211,1.0 463 | 3.0632,-3.3315,5.1305,0.8267,0.0 464 | 4.1654,-3.4495,3.643,1.0879,0.0 465 | 0.33325,3.3108,-4.5081,-4.012,1.0 466 | 1.4276,8.3847,-2.0995,-1.9677,0.0 467 | -2.8829,3.8964,-0.1888,-1.1672,1.0 468 | -0.278,8.1881,-3.1338,-2.5276,0.0 469 | 2.7296,2.8701,0.51124,0.5099,0.0 470 | -2.7143,11.4535,2.1092,-3.9629,0.0 471 | 4.1962,0.74493,0.83256,0.753,0.0 472 | 0.17346,7.8695,0.26876,-3.7883,0.0 473 | 2.0139,6.1416,0.37929,0.56938,0.0 474 | -5.1661,8.0433,0.044265,-4.4983,1.0 475 | -1.7697,3.4329,-1.2144,-2.3789,1.0 476 | -2.3629,-0.10554,1.9336,1.1358,1.0 477 | -1.2537,10.8803,1.931,-4.3237,0.0 478 | -0.2062,9.2207,-3.7044,-6.8103,0.0 479 | 3.9771,11.1513,-3.9272,-4.3444,0.0 480 | 3.106,9.5414,-4.2536,-4.003,0.0 481 | 4.5679,3.1929,-2.1055,0.29653,0.0 482 | 4.3435,3.3295,0.83598,0.64955,0.0 483 | -0.83535,0.80494,-1.6411,-0.19225,1.0 484 | -2.5526,-7.3625,6.9255,-0.66811,1.0 485 | -0.49281,3.0605,-1.8356,-2.834,1.0 486 | 0.96788,7.1907,1.2798,-2.4565,0.0 487 | 4.5707,7.2094,-3.2794,-1.4944,0.0 488 | 4.4338,9.887,-4.6795,-3.7483,0.0 489 | -2.1405,-0.16762,1.321,-0.20906,1.0 490 | -3.8053,2.4273,0.6809,-1.0871,1.0 491 | -0.60254,1.7237,-2.1501,-0.77027,1.0 492 | -1.5951,-6.572,4.7689,-0.94354,1.0 493 | 3.5189,6.332,-1.7791,-0.020273,0.0 494 | 2.565,8.633,-2.9941,-1.3082,0.0 495 | -2.4349,-9.2497,8.9922,-0.50001,1.0 496 | 3.8117,10.1457,-4.0463,-4.5629,0.0 497 | 2.7961,2.121,1.8385,0.38317,0.0 498 | 2.9856,7.2673,-0.409,-2.2431,0.0 499 | -3.5798,0.45937,2.3457,-0.45734,1.0 500 | 1.602,6.1251,0.52924,0.47886,0.0 501 | 2.483,6.6155,-0.79287,-0.90863,0.0 502 | -1.48,-10.5244,9.9176,-0.5026,1.0 503 | 2.2596,-0.033118,4.7355,-0.2776,0.0 504 | 1.3349,6.1189,0.46497,0.49826,0.0 505 | 1.2616,4.4303,-1.3335,-1.7517,0.0 506 | -0.36372,3.0439,-3.4816,-2.7836,1.0 507 | 0.19081,9.1297,-3.725,-5.8224,0.0 508 | 1.4479,-4.8794,8.3428,-2.1086,0.0 509 | -0.70346,2.957,-3.5947,-3.1457,1.0 510 | -1.786,-8.1157,7.0858,-1.2112,1.0 511 | -1.1804,11.5093,0.15565,-6.8194,0.0 512 | -4.4861,-13.2889,17.3087,-3.2194,1.0 513 | 3.1836,7.2321,-1.0713,-2.5909,0.0 514 | 0.49665,5.527,1.7785,-0.47156,0.0 515 | 4.4072,-0.070365,2.0416,1.1319,0.0 516 | -3.8952,3.8157,-0.31304,-3.8194,1.0 517 | -3.9933,2.6218,0.62863,-1.1595,1.0 518 | 0.89566,7.7763,-2.7473,-1.9353,0.0 519 | -3.6012,-6.5389,10.5234,-0.48967,1.0 520 | 0.74054,0.36625,2.1992,0.48403,0.0 521 | 3.4985,3.1639,0.22677,-0.1651,0.0 522 | -1.005,0.084831,-0.2462,0.45688,1.0 523 | 2.6881,6.0195,-0.46641,-0.69268,0.0 524 | 3.5358,6.7086,-0.81857,0.47886,0.0 525 | 0.61652,3.8944,-4.7275,-4.3948,1.0 526 | 2.9736,8.7944,-3.6359,-1.3754,0.0 527 | -0.23356,3.2405,-3.0669,-2.7784,1.0 528 | -3.0866,-6.6362,10.5405,-0.89182,1.0 529 | 3.4647,-3.9172,3.9746,0.36119,0.0 530 | 0.40614,1.3492,-1.4501,-0.55949,1.0 531 | 2.6213,5.7919,0.065686,-1.5759,0.0 532 | 0.92703,9.4318,-0.66263,-1.6728,0.0 533 | 3.9663,10.1684,-4.1131,-4.6056,0.0 534 | 2.0007,1.8644,2.6491,0.47369,0.0 535 | -4.4996,3.4288,0.56265,-1.1672,1.0 536 | 3.7831,10.0526,-3.8869,-3.7366,0.0 537 | -0.16682,5.8974,0.49839,-0.70044,0.0 538 | 3.2414,0.40971,1.4015,1.1952,0.0 539 | -0.21888,-2.2038,-0.0954,0.56421,1.0 540 | 0.37984,0.70975,0.75716,-0.44441,0.0 541 | 1.9572,-5.1153,8.6127,-1.4297,0.0 542 | 0.58836,10.7727,-1.3884,-4.3276,0.0 543 | 3.7767,9.7794,-3.9075,-3.5323,0.0 544 | 4.4069,10.9072,-4.5775,-4.4271,0.0 545 | 0.15423,0.11794,-1.6823,0.59524,1.0 546 | -1.6001,-9.5828,9.4044,0.081882,1.0 547 | 3.8644,3.7061,0.70403,0.35214,0.0 548 | -2.234,-7.0314,7.4936,0.61334,1.0 549 | -1.8584,7.886,-1.6643,-1.8384,0.0 550 | 3.946,6.8514,-1.5443,-0.5582,0.0 551 | 1.7819,6.9176,-1.2744,-1.5759,0.0 552 | 1.1518,1.3864,5.2727,-0.43536,0.0 553 | 2.5581,2.6218,1.8513,0.40257,0.0 554 | -2.6479,10.1374,-1.331,-5.4707,0.0 555 | -1.5078,-7.3191,7.8981,1.2289,1.0 556 | 3.8027,0.81529,2.1041,1.0245,0.0 557 | -2.9098,-10.0712,8.4156,-1.9948,1.0 558 | -2.4198,-0.24418,0.70146,0.41809,1.0 559 | 0.55939,-0.3104,0.18307,0.44653,1.0 560 | 3.1541,-5.1711,6.5991,0.57455,0.0 561 | 0.5706,-0.0248,1.2421,-0.5621,0.0 562 | -2.6649,-12.813,12.6689,-1.9082,1.0 563 | -1.2667,2.8183,-2.426,-1.8862,1.0 564 | -1.7101,-8.7903,7.9735,-0.45475,1.0 565 | -2.9821,4.1986,-0.5898,-3.9642,1.0 566 | 3.9899,-2.7066,2.3946,0.86291,0.0 567 | 2.6799,3.1349,0.34073,0.58489,0.0 568 | -5.0301,7.5032,-0.13396,-7.5034,1.0 569 | 2.2893,3.733,0.6312,-0.39786,0.0 570 | -0.0068919,9.2931,-0.41243,-1.9638,0.0 571 | -3.8858,-12.8461,12.7957,-3.1353,1.0 572 | 1.0235,6.901,-2.0062,-2.7125,0.0 573 | 4.3483,11.1079,-4.0857,-4.2539,0.0 574 | 0.32444,10.067,-1.1982,-4.1284,0.0 575 | -1.7263,-6.0237,5.2419,0.29524,1.0 576 | 3.8496,9.7939,-4.1508,-4.4582,0.0 577 | 1.7875,4.78,-5.1362,-3.2362,1.0 578 | -1.5222,10.8409,2.7827,-4.0974,0.0 579 | 5.8519,5.3905,-2.4037,-0.061652,0.0 580 | 4.2458,1.1981,0.66633,0.94696,0.0 581 | 1.208,4.0744,-4.7635,-2.6129,1.0 582 | 1.3754,8.8793,-1.9136,-0.53751,0.0 583 | 3.0242,-3.3378,2.5865,-0.54785,0.0 584 | -2.899,-0.60424,2.6045,1.3776,1.0 585 | -0.69078,-0.50077,-0.35417,0.47498,1.0 586 | 0.60731,3.9544,-4.772,-4.4853,1.0 587 | -1.7479,-5.823,5.8699,1.212,1.0 588 | 1.3566,4.2358,2.1341,0.3211,0.0 589 | -0.63298,-5.1277,4.5624,1.4797,1.0 590 | -1.5572,-9.8808,8.1088,-1.0806,1.0 591 | 2.2034,5.9947,0.53009,0.84998,0.0 592 | -2.5919,-1.0553,3.8949,0.77757,1.0 593 | 3.4667,-4.0724,4.2882,1.5418,0.0 594 | -2.659,-1.6058,1.3647,0.16464,1.0 595 | 4.6765,-3.3895,3.4896,1.4771,0.0 596 | 5.8782,5.9409,-2.8544,-0.60863,0.0 597 | 3.5257,1.2829,1.9276,1.7991,0.0 598 | -1.7582,2.7397,-2.5323,-2.234,1.0 599 | 5.7456,10.1808,-4.7857,-4.3366,0.0 600 | -3.793,-12.7095,12.7957,-2.825,1.0 601 | -4.6338,-12.7509,16.7166,-3.2168,1.0 602 | -1.2846,3.2715,-1.7671,-3.2608,1.0 603 | 0.74521,3.6357,-4.4044,-4.1414,1.0 604 | 1.0987,0.6394,5.989,-0.58277,0.0 605 | 2.3925,9.798,-3.0361,-2.8224,0.0 606 | -4.7331,-6.1789,11.388,-1.0741,1.0 607 | -2.7419,11.4038,2.5394,-5.5793,0.0 608 | -0.89569,3.0025,-3.6067,-3.4457,1.0 609 | 2.6606,3.1681,1.9619,0.18662,0.0 610 | 0.81356,9.1566,-2.1492,-4.1814,0.0 611 | 2.2504,3.5757,0.35273,0.2836,0.0 612 | 3.9362,10.1622,-3.8235,-4.0172,0.0 613 | 2.7206,9.0821,-3.3111,-0.96811,0.0 614 | 3.8244,-3.1081,2.4537,0.52024,0.0 615 | -1.5228,-6.4789,5.7568,0.87325,1.0 616 | -0.74324,-0.32902,-0.42785,0.23317,1.0 617 | 3.8197,8.9951,-4.383,-4.0327,0.0 618 | -0.87874,-2.2121,-0.051701,0.099985,1.0 619 | 4.9923,7.8653,-2.3515,-0.71984,0.0 620 | 1.3087,4.9228,2.0013,0.22024,0.0 621 | -1.8483,0.31038,0.77344,1.4189,1.0 622 | 1.3264,1.0326,5.6566,-0.41337,0.0 623 | 2.031,1.852,-3.0121,0.003003,1.0 624 | 4.1757,10.2615,-3.8552,-4.3056,0.0 625 | -0.1269,-1.1505,-0.95138,0.57843,1.0 626 | -1.0833,-0.31247,1.2815,0.41291,1.0 627 | -1.9881,0.99945,-0.28562,-0.70044,1.0 628 | 2.4486,-6.3175,7.9632,0.20602,0.0 629 | -1.8554,-9.6035,7.7764,-0.97716,1.0 630 | 1.0009,7.7846,-0.28219,-2.6608,0.0 631 | -1.7886,-6.3486,5.6154,0.42584,1.0 632 | 1.2309,3.8923,-4.8277,-4.0069,1.0 633 | -1.3,10.2678,-2.953,-5.8638,0.0 634 | 1.645,7.8612,-0.87598,-3.5569,0.0 635 | 4.0296,2.6756,0.80685,0.71679,0.0 636 | 5.6272,10.0857,-4.2931,-3.8142,0.0 637 | 0.11686,3.735,-4.4379,-4.3741,1.0 638 | 3.4591,11.112,-4.2039,-5.0931,0.0 639 | 2.3066,3.5364,0.57551,0.41938,0.0 640 | -1.8076,-8.8131,8.7086,-0.21682,1.0 641 | -4.4018,-12.9371,15.6559,-1.6806,1.0 642 | -3.5637,-8.3827,12.393,-1.2823,1.0 643 | 1.0552,1.1857,-2.6411,0.11033,1.0 644 | 4.7072,8.2957,-2.5605,-1.4905,0.0 645 | 2.4527,2.9653,0.20021,-0.056479,0.0 646 | 1.3114,4.5462,2.2935,0.22541,0.0 647 | 4.5645,-3.6275,2.8684,0.27714,0.0 648 | 5.3915,9.9946,-3.8081,-3.3642,0.0 649 | -1.1005,-7.2508,6.0139,0.36895,1.0 650 | -1.0112,2.9984,-1.1664,-1.6185,1.0 651 | -1.3274,9.498,2.4408,-5.2689,0.0 652 | 3.4776,8.811,-3.1886,-0.92285,0.0 653 | -0.025314,-0.17383,-0.11339,1.2198,1.0 654 | 2.0165,-0.25246,5.1707,1.0763,0.0 655 | 2.108,6.7955,-0.1708,0.4905,0.0 656 | 3.3004,7.0811,-1.3258,0.22283,0.0 657 | -4.9462,3.5716,0.82742,-1.4957,1.0 658 | -0.91318,-2.0113,-0.19565,0.066365,1.0 659 | 4.0422,-4.391,4.7466,1.137,0.0 660 | 2.6648,10.754,-3.3994,-4.1685,0.0 661 | 4.4295,-2.3507,1.7048,0.90946,0.0 662 | -0.90784,-7.9026,6.7807,0.34179,1.0 663 | -6.3364,9.2848,0.014275,-6.7844,1.0 664 | -1.3907,-1.3781,2.3055,-0.021566,1.0 665 | -3.6053,-5.974,10.0916,-0.82846,1.0 666 | -2.343,12.9516,3.3285,-5.9426,0.0 667 | 1.1644,3.8095,-4.9408,-4.0909,1.0 668 | -2.2482,3.0915,-2.3969,-2.6711,1.0 669 | 3.8969,7.4163,-1.8245,0.14007,0.0 670 | 2.8209,7.3108,-0.81857,-1.8784,0.0 671 | -2.4473,12.6247,0.73573,-7.6612,0.0 672 | -2.565,-5.7899,6.0122,0.046968,1.0 673 | -2.0891,-0.48422,1.704,1.7435,1.0 674 | 5.807,5.0097,-2.2384,0.43878,0.0 675 | 3.7635,2.7811,0.66119,0.34179,0.0 676 | -2.0962,-7.1059,6.6188,-0.33708,1.0 677 | -1.4427,3.2922,-1.9702,-3.4392,1.0 678 | 0.9297,-3.7971,4.6429,-0.2957,0.0 679 | -1.3612,10.694,1.7022,-2.9026,0.0 680 | -5.637,8.1261,0.13081,-5.0142,1.0 681 | 4.3634,0.46351,1.4281,2.0202,0.0 682 | 3.5438,1.2395,1.997,2.1547,0.0 683 | 1.8967,-2.5163,2.8093,-0.79742,0.0 684 | 2.1948,1.3781,1.1582,0.85774,0.0 685 | 0.9297,-3.7971,4.6429,-0.2957,0.0 686 | 2.6562,10.7044,-3.3085,-4.0767,0.0 687 | -1.8448,1.254,0.27218,-1.0728,1.0 688 | -3.0731,-0.53181,2.3877,0.77627,1.0 689 | -4.1409,3.4619,-0.47841,-3.8879,1.0 690 | 2.0843,6.6258,0.48382,-2.2134,0.0 691 | -1.5851,-2.1562,1.7082,0.9017,1.0 692 | -2.9883,0.31245,0.45041,0.068951,1.0 693 | -3.5916,-6.2285,10.2389,-1.1543,1.0 694 | -1.5252,-6.2534,5.3524,0.59912,1.0 695 | 0.32924,-4.4552,4.5718,-0.9888,0.0 696 | -3.8203,-13.0551,16.9583,-2.3052,1.0 697 | 4.988,7.2052,-3.2846,-1.1608,0.0 698 | 0.518,0.25865,-0.84085,0.96118,1.0 699 | -0.77688,0.13036,-0.031137,-0.35389,1.0 700 | 3.6702,2.9942,0.85141,0.30688,0.0 701 | -1.7104,-4.778,6.2109,0.3974,1.0 702 | -6.2815,6.6651,0.52581,-7.0107,1.0 703 | 1.3403,4.1323,-4.7018,-2.5987,1.0 704 | 2.3729,10.4726,-3.0087,-3.2013,0.0 705 | 0.12126,0.22347,-0.47327,0.97024,1.0 706 | 2.1274,5.1939,-1.7971,-1.1763,0.0 707 | 2.7391,7.4018,0.071684,-2.5302,0.0 708 | 1.1676,9.1566,-2.0867,-0.80647,0.0 709 | 4.3239,-4.8835,3.4356,-0.5776,0.0 710 | 0.6212,3.6771,-4.0771,-2.0711,1.0 711 | 0.040498,8.5234,1.4461,-3.9306,0.0 712 | -2.8267,-9.0407,9.0694,-0.98233,1.0 713 | 0.87256,9.2931,-0.7843,-2.1978,0.0 714 | 0.0031201,-4.0061,1.7956,0.91722,1.0 715 | 3.3577,-4.3062,6.0241,0.18274,0.0 716 | 2.9695,5.6222,0.27561,-1.1556,0.0 717 | 3.9433,2.5017,1.5215,0.903,0.0 718 | 0.5195,-3.2633,3.0895,-0.9849,0.0 719 | 5.2423,11.0272,-4.353,-4.1013,0.0 720 | -2.0759,10.8223,2.6439,-4.837,0.0 721 | 2.4391,6.4417,-0.80743,-0.69139,0.0 722 | -2.8957,-12.0205,11.9149,-2.7552,1.0 723 | -3.8073,-8.0971,10.1772,0.65084,1.0 724 | -2.564,-1.7051,1.5026,0.32757,1.0 725 | -0.062025,6.1975,1.099,-1.131,0.0 726 | -5.4808,8.1819,0.27818,-5.0323,1.0 727 | -0.10648,-0.76771,7.7575,0.64179,0.0 728 | 3.931,1.8541,-0.023425,1.2314,0.0 729 | -0.11716,0.60422,-0.38587,-0.059065,1.0 730 | 4.2134,-2.806,2.0116,0.67412,0.0 731 | -3.4083,4.8587,-0.76888,-4.8668,1.0 732 | 2.8237,2.8597,0.19678,0.57196,0.0 733 | 1.9358,8.1654,-0.023425,-2.2586,0.0 734 | -1.1859,-1.2519,2.2635,0.77239,1.0 735 | -3.1366,0.42212,2.6225,-0.064238,1.0 736 | 4.0948,-2.9674,2.3689,0.75429,0.0 737 | 4.0715,7.6398,-2.0824,-1.1698,0.0 738 | 1.8238,-6.7748,8.3873,-0.54139,0.0 739 | -2.6406,-4.4159,5.983,-0.13924,1.0 740 | 0.80355,2.8473,4.3439,0.6017,0.0 741 | 3.7818,-2.8846,2.2558,-0.15734,0.0 742 | -3.6227,3.9958,-0.35845,-3.9047,1.0 743 | 0.63655,5.2022,-5.2159,-6.1211,1.0 744 | 2.2279,4.0951,-4.8037,-2.1112,1.0 745 | 0.9297,-3.7971,4.6429,-0.2957,0.0 746 | -1.4781,0.14277,-1.1622,-0.48579,1.0 747 | 1.5514,3.8013,-4.9143,-3.7483,1.0 748 | -1.4275,11.8797,0.41613,-6.9978,0.0 749 | 1.6426,3.0149,0.22849,-0.147,0.0 750 | 2.9719,6.8369,-0.2702,0.71291,0.0 751 | 3.3756,-4.0951,4.367,1.0698,0.0 752 | -2.2617,-4.7428,6.3489,0.11162,1.0 753 | -2.3142,-0.68494,1.9833,-0.44829,1.0 754 | -1.6641,-1.3678,1.997,0.52283,1.0 755 | 1.762,4.3682,2.1384,0.75429,0.0 756 | -1.4454,-8.4385,8.8483,0.96894,1.0 757 | 0.3798,0.7098,0.7572,-0.4444,0.0 758 | 3.9479,-3.7723,2.883,0.019813,0.0 759 | 2.6719,3.0646,0.37158,0.58619,0.0 760 | -1.366,0.18416,0.90539,1.5806,1.0 761 | 1.4507,8.7903,-2.2324,-0.65259,0.0 762 | 1.04,-6.9321,8.2888,-1.2991,0.0 763 | -2.5419,-0.65804,2.6842,1.1952,1.0 764 | -0.8172,3.3812,-3.6684,-3.456,1.0 765 | 0.56232,1.0015,-2.2726,-0.0060486,1.0 766 | -6.3979,6.4479,1.0836,-6.6176,1.0 767 | 0.11032,1.9741,-3.3668,-0.65259,1.0 768 | 0.3223,-0.89808,8.0883,0.69222,0.0 769 | 0.81583,4.84,-5.2613,-6.0823,1.0 770 | 1.3562,3.2136,4.3465,0.78662,0.0 771 | 1.1432,-3.7413,5.5777,-0.63578,0.0 772 | 0.5415,6.0319,1.6825,-0.46122,0.0 773 | -2.8619,4.5193,-0.58123,-4.2629,1.0 774 | 5.4944,1.5478,0.041694,1.9284,0.0 775 | 3.6289,0.81322,1.6277,0.77627,0.0 776 | 0.88298,0.66009,6.0096,-0.43277,0.0 777 | -0.014902,-1.0243,-0.94024,0.64955,1.0 778 | 0.1848,6.5079,2.0133,-0.87242,0.0 779 | -4.7462,3.1205,1.075,-1.2966,1.0 780 | -2.9786,2.3445,0.52667,-0.40173,1.0 781 | -0.53966,7.3273,0.46583,-1.4543,0.0 782 | -3.0,-9.1566,9.5766,-0.73018,1.0 783 | 3.8846,-3.0336,2.5334,0.20214,0.0 784 | -3.0201,-0.67253,2.7056,0.85774,1.0 785 | -2.0754,1.2767,-0.64206,-1.2642,1.0 786 | -1.1306,1.8458,-1.3575,-1.3806,1.0 787 | -2.0631,-1.5147,1.219,0.44524,1.0 788 | 5.0452,3.8964,-1.4304,0.86291,0.0 789 | -1.0744,-6.3113,5.355,0.80472,1.0 790 | -4.0173,-8.3123,12.4547,-1.4375,1.0 791 | -2.1979,-2.1252,1.7151,0.45171,1.0 792 | -5.1216,-5.3118,10.3846,-1.0612,1.0 793 | -4.2249,6.2699,0.15822,-5.5457,1.0 794 | 5.0691,0.21313,0.20278,1.2095,0.0 795 | -2.5084,-0.22763,1.488,1.2069,1.0 796 | -0.2951,9.0489,-0.52725,-2.0789,0.0 797 | -1.6386,3.3584,-1.7302,-3.5646,1.0 798 | -1.9725,2.8825,-2.3086,-2.3724,1.0 799 | 3.3397,-4.6145,3.9823,-0.23751,0.0 800 | 1.5456,8.5482,0.4187,-2.1784,0.0 801 | 1.4896,3.4288,-4.0309,-1.4259,1.0 802 | 2.549,6.1499,-1.1605,-1.2371,0.0 803 | -1.7599,11.9211,2.6756,-3.3241,0.0 804 | 3.0864,-2.5845,2.2309,0.30947,0.0 805 | 2.5605,9.2683,-3.5913,-1.356,0.0 806 | -0.9607,2.6963,-3.1226,-1.3121,1.0 807 | -2.0285,3.8468,-0.63435,-1.175,1.0 808 | 3.2032,5.7588,-0.75345,-0.61251,0.0 809 | 0.14329,-1.0885,1.0039,0.48791,1.0 810 | -4.8426,-4.9932,10.4052,-0.53104,1.0 811 | 0.77124,9.0862,-1.2281,-1.4996,0.0 812 | 5.2868,3.257,-1.3721,1.1668,0.0 813 | 0.0040545,0.62905,-0.64121,0.75817,1.0 814 | -1.8343,-6.5907,5.6429,0.54998,1.0 815 | -2.3518,-4.8359,6.6479,-0.060358,1.0 816 | -5.525,6.3258,0.89768,-6.6241,1.0 817 | 3.7758,7.1783,-1.5195,0.40128,0.0 818 | -1.8584,7.886,-1.6643,-1.8384,0.0 819 | -2.7908,-5.7133,5.953,0.45946,1.0 820 | 1.8114,7.6067,-0.9788,-2.4668,0.0 821 | 4.5447,8.2274,-2.4166,-1.5875,0.0 822 | 3.8384,6.1851,-2.0439,-0.033204,0.0 823 | 4.1665,-0.4449,0.23448,0.27843,0.0 824 | 0.066129,2.4914,-2.9401,-0.62156,1.0 825 | 0.52374,3.644,-4.0746,-1.9909,1.0 826 | 3.9719,1.0367,0.75973,1.0013,0.0 827 | -6.1536,7.9295,0.61663,-3.2646,1.0 828 | 1.1315,7.9212,1.093,-2.8444,0.0 829 | -1.1667,-1.4237,2.9241,0.66119,1.0 830 | 3.8584,0.78425,1.1033,1.7008,0.0 831 | 1.9647,6.9383,0.57722,0.66377,0.0 832 | -1.0292,-6.3879,5.5255,0.79955,1.0 833 | -6.4247,9.5311,0.022844,-6.8517,1.0 834 | 2.1881,2.7356,1.3278,-0.1832,0.0 835 | -1.9458,11.2217,1.9079,-3.4405,0.0 836 | 3.2585,-4.4614,3.8024,-0.15087,0.0 837 | -1.6988,-7.1163,5.7902,0.16723,1.0 838 | 5.086,3.2798,-1.2701,1.1189,0.0 839 | 3.9232,-3.2467,3.4579,0.83705,0.0 840 | 2.2546,8.0992,-0.24877,-3.2698,0.0 841 | -6.0598,9.2952,-0.43642,-6.3694,1.0 842 | 1.9157,6.0816,0.23705,-2.0116,0.0 843 | -3.3604,-0.32696,2.1324,0.6017,1.0 844 | 1.9265,7.7557,-0.16823,-3.0771,0.0 845 | 1.934,-9.2828e-06,4.816,-0.33967,0.0 846 | -2.4561,-4.5566,6.4534,-0.056479,1.0 847 | 1.3049,-0.15521,6.4911,-0.75346,0.0 848 | -1.4572,9.1214,1.7425,-5.1241,0.0 849 | -0.78689,9.5663,-3.7867,-7.5034,0.0 850 | -0.94255,0.039307,-0.24192,0.31593,1.0 851 | 1.6472,0.48213,4.7449,1.225,0.0 852 | -3.9297,-6.0816,10.0958,-1.0147,1.0 853 | -1.4094,-2.1252,-0.10397,-0.19225,1.0 854 | -2.7611,-10.5099,9.0239,-1.9547,1.0 855 | 0.54777,10.3754,-1.5435,-4.1633,0.0 856 | -2.5754,-5.6574,6.103,0.65214,1.0 857 | -1.3,10.2678,-2.953,-5.8638,0.0 858 | 0.94225,5.8561,1.8762,-0.32544,0.0 859 | 4.5459,8.1674,-2.4586,-1.4621,0.0 860 | 3.2351,9.647,-3.2074,-2.5948,0.0 861 | 3.2403,-3.7082,5.2804,0.41291,0.0 862 | -3.3458,-0.50491,2.6328,0.53705,1.0 863 | -1.6936,2.7852,-2.1835,-1.9276,1.0 864 | -1.9551,-6.9756,5.5383,-0.12889,1.0 865 | -2.0662,0.16967,-1.0054,-0.82975,1.0 866 | 0.86816,10.2429,-1.4912,-4.0082,0.0 867 | -0.41645,0.32487,-0.33617,-0.36036,1.0 868 | 3.7798,-3.3109,2.6491,0.066365,0.0 869 | -3.8894,-7.8322,9.8208,0.47498,1.0 870 | 2.6718,5.6574,0.72974,-1.4892,0.0 871 | 0.77765,5.9781,1.1941,-0.3526,0.0 872 | 3.2692,3.4184,0.20706,-0.066824,0.0 873 | 1.3518,1.0595,-2.3437,0.39998,1.0 874 | 2.0153,0.43661,4.5864,-0.3151,0.0 875 | 3.6941,-3.9482,4.2625,1.1577,0.0 876 | -5.3857,9.1214,-0.41929,-5.9181,1.0 877 | -2.5463,3.1101,-0.83228,-3.0358,1.0 878 | 0.50813,0.47799,-1.9804,0.57714,1.0 879 | 2.9233,6.0464,-0.11168,-0.58665,0.0 880 | -2.2677,3.2964,-2.2563,-2.4642,1.0 881 | 1.5673,7.9274,-0.056842,-2.1694,0.0 882 | 2.2429,-4.1427,5.2333,-0.40173,0.0 883 | 3.8962,-4.7904,3.3954,-0.53751,0.0 884 | -0.40857,3.0977,-2.9607,-2.6892,1.0 885 | -3.5741,3.944,-0.07912,-2.1203,1.0 886 | 0.33111,4.5731,2.057,-0.18967,0.0 887 | -3.2305,-7.2135,11.6433,-0.94613,1.0 888 | 3.9772,0.33521,2.2566,2.1625,0.0 889 | -2.4725,-0.40145,1.4855,1.1189,1.0 890 | 0.85574,0.0082678,6.6042,-0.53104,0.0 891 | -3.9411,-12.8792,13.0597,-3.3125,1.0 892 | 4.7432,2.1086,0.1368,1.6543,0.0 893 | -0.64472,-4.6062,8.347,-2.7099,0.0 894 | -4.8392,6.6755,-0.24278,-6.5775,1.0 895 | 4.1195,10.9258,-3.8929,-4.1802,0.0 896 | 0.66191,9.6594,-0.28819,-1.6638,0.0 897 | 0.20216,1.9182,-3.2828,-0.61768,1.0 898 | -0.55008,2.8659,-1.6488,-2.4319,1.0 899 | -0.70867,-5.5602,4.0483,0.903,1.0 900 | 5.3063,5.2684,-2.8904,-0.52716,0.0 901 | 0.86736,5.5643,1.6765,-0.16769,0.0 902 | -1.6244,-6.3444,4.6575,0.16981,1.0 903 | -1.9423,0.3766,-1.2898,-0.82458,1.0 904 | -0.39816,5.9781,1.3912,-1.1621,0.0 905 | -3.5681,-8.213,10.083,0.96765,1.0 906 | -0.62043,0.5587,-0.38587,-0.66423,1.0 907 | -2.2811,-0.85669,2.7185,0.044382,1.0 908 | -2.7264,3.9213,-0.49212,-3.6371,1.0 909 | 5.1321,-0.031048,0.32616,1.1151,0.0 910 | -1.1391,1.8127,6.9144,0.70127,0.0 911 | -2.2501,3.3129,-0.88369,-2.8974,1.0 912 | 3.6181,-3.7454,2.8273,-0.71208,0.0 913 | 4.3365,-3.584,3.6884,0.74912,0.0 914 | 3.82,10.9279,-4.0112,-5.0284,0.0 915 | -0.28015,3.0729,-3.3857,-2.9155,1.0 916 | 0.14783,7.946,1.0742,-3.3409,0.0 917 | 2.0051,-6.8638,8.132,-0.2401,0.0 918 | -2.5373,-6.959,8.8054,1.5289,1.0 919 | -2.1059,1.1815,-0.53324,-0.82716,1.0 920 | -3.9172,2.6652,0.78886,-0.7819,1.0 921 | -1.8187,-9.0366,9.0162,-0.12243,1.0 922 | -2.0897,10.8265,2.3603,-3.4198,0.0 923 | -1.0401,9.3987,0.85998,-5.3336,0.0 924 | -3.7747,2.5162,0.83341,-0.30993,1.0 925 | 4.1711,8.722,-3.0224,-0.59699,0.0 926 | -0.93587,-5.1008,4.5367,1.3866,1.0 927 | -1.3389,1.552,7.0806,1.031,0.0 928 | 2.8523,9.0096,-3.761,-3.3371,0.0 929 | 0.44125,2.9487,4.3225,0.7155,0.0 930 | -1.2576,1.5892,7.0078,0.42455,0.0 931 | 2.1265,6.8783,0.44784,-2.2224,0.0 932 | 0.95626,2.4728,4.4578,0.21636,0.0 933 | 1.7331,3.9544,-4.7412,-2.5017,1.0 934 | -0.62684,-6.301,4.7843,1.106,1.0 935 | 3.7791,2.5762,1.3098,0.5655,0.0 936 | -2.4835,-7.4494,6.8964,-0.64484,1.0 937 | 3.1896,5.7526,-0.18537,-0.30087,0.0 938 | 5.4021,3.1039,-1.1536,1.5651,0.0 939 | 3.404,8.7261,-2.9915,-0.57242,0.0 940 | -2.2183,-1.254,2.9986,0.36378,1.0 941 | -3.6961,-13.6779,17.5795,-2.6181,1.0 942 | -1.8411,10.8306,2.769,-3.0901,0.0 943 | 4.2772,2.4955,0.48554,0.36119,0.0 944 | 1.8314,6.3672,-0.036278,0.049554,0.0 945 | 0.39012,-0.14279,-0.031994,0.35084,1.0 946 | 1.3234,3.2964,0.2362,-0.11984,0.0 947 | -4.4779,7.3708,-0.31218,-6.7754,1.0 948 | -0.55355,-7.9233,6.7156,0.74394,1.0 949 | -3.2854,4.0372,-0.45356,-1.8228,1.0 950 | 1.0191,2.33,4.9334,0.82929,0.0 951 | 1.7748,-0.76978,5.5854,1.3039,0.0 952 | 2.1464,6.0795,-0.5778,-2.2302,0.0 953 | -2.0042,-9.3676,9.3333,-0.10303,1.0 954 | -3.0986,-10.4602,8.9717,-2.3427,1.0 955 | 2.6682,10.216,-3.4414,-4.0069,0.0 956 | -3.7503,-13.4586,17.5932,-2.7771,1.0 957 | -3.1128,-6.841,10.7402,-1.0172,1.0 958 | 4.9342,2.4107,-0.17594,1.6245,0.0 959 | -2.1234,1.1815,-0.55552,-0.81165,1.0 960 | 4.0026,-3.5943,3.5573,0.26809,0.0 961 | 3.5499,8.6165,-3.2794,-1.2009,0.0 962 | -0.95923,0.091039,6.2204,-1.4828,0.0 963 | 2.2123,-5.8395,7.7687,-0.85302,0.0 964 | 3.7522,-3.6978,3.9943,1.3051,0.0 965 | -0.40951,-0.15521,0.060545,-0.088807,1.0 966 | 1.5701,7.9129,0.29018,-2.1953,0.0 967 | -1.2792,2.1376,-0.47584,-1.3974,1.0 968 | -1.1022,-5.8395,4.5641,0.68705,1.0 969 | -3.0193,1.7775,0.73745,-0.45346,1.0 970 | 4.8077,2.2327,-0.26334,1.5534,0.0 971 | -1.6162,0.80908,8.1628,0.60817,0.0 972 | -0.36506,2.8928,-3.6461,-3.0603,1.0 973 | 5.0617,-0.35799,0.44698,0.99868,0.0 974 | 1.3183,1.9017,-3.3111,0.065071,1.0 975 | 4.0632,3.584,0.72545,0.39481,0.0 976 | -0.28696,3.1784,-3.5767,-3.1896,1.0 977 | 2.0193,0.82356,4.6369,1.4202,0.0 978 | -5.9034,6.5679,0.67661,-6.6797,1.0 979 | -1.3931,1.5664,7.5382,0.78403,0.0 980 | -1.5768,10.843,2.5462,-2.9362,0.0 981 | 0.3292,-4.4552,4.5718,-0.9888,0.0 982 | 1.1558,6.4003,1.5506,0.6961,0.0 983 | 4.6361,-2.6611,2.8358,1.1991,0.0 984 | -2.1674,0.12415,-1.0465,-0.86208,1.0 985 | 1.1166,8.6496,-0.96252,-1.8112,0.0 986 | -2.258,-9.3263,9.3727,-0.85949,1.0 987 | 5.7867,7.8902,-2.6196,-0.48708,0.0 988 | 1.162,10.2926,-1.2821,-4.0392,0.0 989 | -0.36025,-4.449,2.1067,0.94308,1.0 990 | -0.39416,-0.020702,-0.066267,-0.44699,1.0 991 | -2.4554,-9.0407,8.862,-0.86983,1.0 992 | -2.4604,12.7302,0.91738,-7.6418,0.0 993 | -2.0545,-10.8679,9.4926,-1.4116,1.0 994 | 0.76163,5.8209,1.1959,-0.64613,0.0 995 | -0.51003,-0.23591,0.020273,0.76334,1.0 996 | 2.7365,-5.0325,6.6608,-0.57889,0.0 997 | -3.0799,0.60836,2.7039,-0.23751,1.0 998 | 3.9166,10.2491,-4.0926,-4.4659,0.0 999 | 3.577,2.4004,1.8908,0.73231,0.0 1000 | -1.3946,2.3134,-0.44499,-1.4905,1.0 1001 | 2.5817,9.7546,-3.1749,-2.9957,0.0 1002 | 0.24261,0.57318,-1.9402,0.44007,1.0 1003 | -0.023579,7.1742,0.78457,-0.75734,0.0 1004 | 0.5734,9.1938,-0.9094,-1.872,0.0 1005 | 0.3292,-4.4552,4.5718,-0.9888,0.0 1006 | 0.2346,-4.5152,2.1195,1.4448,1.0 1007 | 0.77445,9.0552,-2.4089,-1.3884,0.0 1008 | -0.7351,1.7361,-1.4938,-1.1582,1.0 1009 | 4.052,-0.16555,0.45383,0.51248,0.0 1010 | -2.2083,-9.1069,8.9991,-0.28406,1.0 1011 | -0.71494,-4.4448,2.2241,0.49826,1.0 1012 | 2.3718,7.4908,0.015989,-1.7414,0.0 1013 | -3.6085,3.3253,-0.51954,-3.5737,1.0 1014 | 0.66018,10.3878,-1.4029,-3.9151,0.0 1015 | -0.89409,3.1991,-1.8219,-2.9452,1.0 1016 | 0.90407,3.3708,-4.4987,-3.6965,1.0 1017 | 3.2697,-4.3414,3.6884,-0.29829,0.0 1018 | -0.75793,2.5349,-3.0464,-1.2629,1.0 1019 | 0.26637,0.73252,-0.67891,0.03533,1.0 1020 | 0.87603,6.8141,0.84198,-0.17156,0.0 1021 | 1.0607,2.4542,2.5188,-0.17027,0.0 1022 | -1.0941,2.3072,-2.5237,-1.4453,1.0 1023 | 1.1472,3.5985,1.9387,-0.43406,0.0 1024 | 4.0713,10.4023,-4.1722,-4.7582,0.0 1025 | -1.4904,-2.2183,1.6054,0.89394,1.0 1026 | 1.164,3.913,-4.5544,-3.8672,1.0 1027 | -2.2918,-7.257,7.9597,0.9211,1.0 1028 | -7.0364,9.2931,0.16594,-4.5396,1.0 1029 | -3.4605,2.6901,0.16165,-1.0224,1.0 1030 | -3.3582,-7.2404,11.4419,-0.57113,1.0 1031 | --------------------------------------------------------------------------------