├── Cross-Validation └── Linear_Regression_Notebook-Cross-Validation.ipynb ├── Decision Tree ├── Decision_Tree_Notebook.ipynb └── Iris.csv ├── Hierarchical Clustering Algorithm └── Hierarchical_Clustering_Notebook.ipynb ├── Hyperparameter Optimization ├── Hyperparameter_Optimization_Notebook.ipynb └── teleCust.csv ├── K-Means Clustering ├── Arrests.csv └── Kmeans_Clustering_Notebook.ipynb ├── KNN ├── KNN_Notebook.ipynb └── teleCust.csv ├── Linear Regression └── Linear_Regression_Notebook.ipynb ├── Logistic Regression └── Logistic_Regression_Notebook.ipynb ├── Principal Component Analysis(PCA) └── Principal_Component_Analysis(PCA)_Notebook.ipynb ├── Random Forest ├── Iris.csv └── Random_Forest_Notebook.ipynb └── Support Vector Machine ├── Support_Vector_Machine_Notebook.ipynb ├── redwine.jpg └── winequality-red.csv /Decision Tree/Iris.csv: -------------------------------------------------------------------------------- 1 | Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species 2 | 1,5.1,3.5,1.4,0.2,Iris-setosa 3 | 2,4.9,3.0,1.4,0.2,Iris-setosa 4 | 3,4.7,3.2,1.3,0.2,Iris-setosa 5 | 4,4.6,3.1,1.5,0.2,Iris-setosa 6 | 5,5.0,3.6,1.4,0.2,Iris-setosa 7 | 6,5.4,3.9,1.7,0.4,Iris-setosa 8 | 7,4.6,3.4,1.4,0.3,Iris-setosa 9 | 8,5.0,3.4,1.5,0.2,Iris-setosa 10 | 9,4.4,2.9,1.4,0.2,Iris-setosa 11 | 10,4.9,3.1,1.5,0.1,Iris-setosa 12 | 11,5.4,3.7,1.5,0.2,Iris-setosa 13 | 12,4.8,3.4,1.6,0.2,Iris-setosa 14 | 13,4.8,3.0,1.4,0.1,Iris-setosa 15 | 14,4.3,3.0,1.1,0.1,Iris-setosa 16 | 15,5.8,4.0,1.2,0.2,Iris-setosa 17 | 16,5.7,4.4,1.5,0.4,Iris-setosa 18 | 17,5.4,3.9,1.3,0.4,Iris-setosa 19 | 18,5.1,3.5,1.4,0.3,Iris-setosa 20 | 19,5.7,3.8,1.7,0.3,Iris-setosa 21 | 20,5.1,3.8,1.5,0.3,Iris-setosa 22 | 21,5.4,3.4,1.7,0.2,Iris-setosa 23 | 22,5.1,3.7,1.5,0.4,Iris-setosa 24 | 23,4.6,3.6,1.0,0.2,Iris-setosa 25 | 24,5.1,3.3,1.7,0.5,Iris-setosa 26 | 25,4.8,3.4,1.9,0.2,Iris-setosa 27 | 26,5.0,3.0,1.6,0.2,Iris-setosa 28 | 27,5.0,3.4,1.6,0.4,Iris-setosa 29 | 28,5.2,3.5,1.5,0.2,Iris-setosa 30 | 29,5.2,3.4,1.4,0.2,Iris-setosa 31 | 30,4.7,3.2,1.6,0.2,Iris-setosa 32 | 31,4.8,3.1,1.6,0.2,Iris-setosa 33 | 32,5.4,3.4,1.5,0.4,Iris-setosa 34 | 33,5.2,4.1,1.5,0.1,Iris-setosa 35 | 34,5.5,4.2,1.4,0.2,Iris-setosa 36 | 35,4.9,3.1,1.5,0.1,Iris-setosa 37 | 36,5.0,3.2,1.2,0.2,Iris-setosa 38 | 37,5.5,3.5,1.3,0.2,Iris-setosa 39 | 38,4.9,3.1,1.5,0.1,Iris-setosa 40 | 39,4.4,3.0,1.3,0.2,Iris-setosa 41 | 40,5.1,3.4,1.5,0.2,Iris-setosa 42 | 41,5.0,3.5,1.3,0.3,Iris-setosa 43 | 42,4.5,2.3,1.3,0.3,Iris-setosa 44 | 43,4.4,3.2,1.3,0.2,Iris-setosa 45 | 44,5.0,3.5,1.6,0.6,Iris-setosa 46 | 45,5.1,3.8,1.9,0.4,Iris-setosa 47 | 46,4.8,3.0,1.4,0.3,Iris-setosa 48 | 47,5.1,3.8,1.6,0.2,Iris-setosa 49 | 48,4.6,3.2,1.4,0.2,Iris-setosa 50 | 49,5.3,3.7,1.5,0.2,Iris-setosa 51 | 50,5.0,3.3,1.4,0.2,Iris-setosa 52 | 51,7.0,3.2,4.7,1.4,Iris-versicolor 53 | 52,6.4,3.2,4.5,1.5,Iris-versicolor 54 | 53,6.9,3.1,4.9,1.5,Iris-versicolor 55 | 54,5.5,2.3,4.0,1.3,Iris-versicolor 56 | 55,6.5,2.8,4.6,1.5,Iris-versicolor 57 | 56,5.7,2.8,4.5,1.3,Iris-versicolor 58 | 57,6.3,3.3,4.7,1.6,Iris-versicolor 59 | 58,4.9,2.4,3.3,1.0,Iris-versicolor 60 | 59,6.6,2.9,4.6,1.3,Iris-versicolor 61 | 60,5.2,2.7,3.9,1.4,Iris-versicolor 62 | 61,5.0,2.0,3.5,1.0,Iris-versicolor 63 | 62,5.9,3.0,4.2,1.5,Iris-versicolor 64 | 63,6.0,2.2,4.0,1.0,Iris-versicolor 65 | 64,6.1,2.9,4.7,1.4,Iris-versicolor 66 | 65,5.6,2.9,3.6,1.3,Iris-versicolor 67 | 66,6.7,3.1,4.4,1.4,Iris-versicolor 68 | 67,5.6,3.0,4.5,1.5,Iris-versicolor 69 | 68,5.8,2.7,4.1,1.0,Iris-versicolor 70 | 69,6.2,2.2,4.5,1.5,Iris-versicolor 71 | 70,5.6,2.5,3.9,1.1,Iris-versicolor 72 | 71,5.9,3.2,4.8,1.8,Iris-versicolor 73 | 72,6.1,2.8,4.0,1.3,Iris-versicolor 74 | 73,6.3,2.5,4.9,1.5,Iris-versicolor 75 | 74,6.1,2.8,4.7,1.2,Iris-versicolor 76 | 75,6.4,2.9,4.3,1.3,Iris-versicolor 77 | 76,6.6,3.0,4.4,1.4,Iris-versicolor 78 | 77,6.8,2.8,4.8,1.4,Iris-versicolor 79 | 78,6.7,3.0,5.0,1.7,Iris-versicolor 80 | 79,6.0,2.9,4.5,1.5,Iris-versicolor 81 | 80,5.7,2.6,3.5,1.0,Iris-versicolor 82 | 81,5.5,2.4,3.8,1.1,Iris-versicolor 83 | 82,5.5,2.4,3.7,1.0,Iris-versicolor 84 | 83,5.8,2.7,3.9,1.2,Iris-versicolor 85 | 84,6.0,2.7,5.1,1.6,Iris-versicolor 86 | 85,5.4,3.0,4.5,1.5,Iris-versicolor 87 | 86,6.0,3.4,4.5,1.6,Iris-versicolor 88 | 87,6.7,3.1,4.7,1.5,Iris-versicolor 89 | 88,6.3,2.3,4.4,1.3,Iris-versicolor 90 | 89,5.6,3.0,4.1,1.3,Iris-versicolor 91 | 90,5.5,2.5,4.0,1.3,Iris-versicolor 92 | 91,5.5,2.6,4.4,1.2,Iris-versicolor 93 | 92,6.1,3.0,4.6,1.4,Iris-versicolor 94 | 93,5.8,2.6,4.0,1.2,Iris-versicolor 95 | 94,5.0,2.3,3.3,1.0,Iris-versicolor 96 | 95,5.6,2.7,4.2,1.3,Iris-versicolor 97 | 96,5.7,3.0,4.2,1.2,Iris-versicolor 98 | 97,5.7,2.9,4.2,1.3,Iris-versicolor 99 | 98,6.2,2.9,4.3,1.3,Iris-versicolor 100 | 99,5.1,2.5,3.0,1.1,Iris-versicolor 101 | 100,5.7,2.8,4.1,1.3,Iris-versicolor 102 | 101,6.3,3.3,6.0,2.5,Iris-virginica 103 | 102,5.8,2.7,5.1,1.9,Iris-virginica 104 | 103,7.1,3.0,5.9,2.1,Iris-virginica 105 | 104,6.3,2.9,5.6,1.8,Iris-virginica 106 | 105,6.5,3.0,5.8,2.2,Iris-virginica 107 | 106,7.6,3.0,6.6,2.1,Iris-virginica 108 | 107,4.9,2.5,4.5,1.7,Iris-virginica 109 | 108,7.3,2.9,6.3,1.8,Iris-virginica 110 | 109,6.7,2.5,5.8,1.8,Iris-virginica 111 | 110,7.2,3.6,6.1,2.5,Iris-virginica 112 | 111,6.5,3.2,5.1,2.0,Iris-virginica 113 | 112,6.4,2.7,5.3,1.9,Iris-virginica 114 | 113,6.8,3.0,5.5,2.1,Iris-virginica 115 | 114,5.7,2.5,5.0,2.0,Iris-virginica 116 | 115,5.8,2.8,5.1,2.4,Iris-virginica 117 | 116,6.4,3.2,5.3,2.3,Iris-virginica 118 | 117,6.5,3.0,5.5,1.8,Iris-virginica 119 | 118,7.7,3.8,6.7,2.2,Iris-virginica 120 | 119,7.7,2.6,6.9,2.3,Iris-virginica 121 | 120,6.0,2.2,5.0,1.5,Iris-virginica 122 | 121,6.9,3.2,5.7,2.3,Iris-virginica 123 | 122,5.6,2.8,4.9,2.0,Iris-virginica 124 | 123,7.7,2.8,6.7,2.0,Iris-virginica 125 | 124,6.3,2.7,4.9,1.8,Iris-virginica 126 | 125,6.7,3.3,5.7,2.1,Iris-virginica 127 | 126,7.2,3.2,6.0,1.8,Iris-virginica 128 | 127,6.2,2.8,4.8,1.8,Iris-virginica 129 | 128,6.1,3.0,4.9,1.8,Iris-virginica 130 | 129,6.4,2.8,5.6,2.1,Iris-virginica 131 | 130,7.2,3.0,5.8,1.6,Iris-virginica 132 | 131,7.4,2.8,6.1,1.9,Iris-virginica 133 | 132,7.9,3.8,6.4,2.0,Iris-virginica 134 | 133,6.4,2.8,5.6,2.2,Iris-virginica 135 | 134,6.3,2.8,5.1,1.5,Iris-virginica 136 | 135,6.1,2.6,5.6,1.4,Iris-virginica 137 | 136,7.7,3.0,6.1,2.3,Iris-virginica 138 | 137,6.3,3.4,5.6,2.4,Iris-virginica 139 | 138,6.4,3.1,5.5,1.8,Iris-virginica 140 | 139,6.0,3.0,4.8,1.8,Iris-virginica 141 | 140,6.9,3.1,5.4,2.1,Iris-virginica 142 | 141,6.7,3.1,5.6,2.4,Iris-virginica 143 | 142,6.9,3.1,5.1,2.3,Iris-virginica 144 | 143,5.8,2.7,5.1,1.9,Iris-virginica 145 | 144,6.8,3.2,5.9,2.3,Iris-virginica 146 | 145,6.7,3.3,5.7,2.5,Iris-virginica 147 | 146,6.7,3.0,5.2,2.3,Iris-virginica 148 | 147,6.3,2.5,5.0,1.9,Iris-virginica 149 | 148,6.5,3.0,5.2,2.0,Iris-virginica 150 | 149,6.2,3.4,5.4,2.3,Iris-virginica 151 | 150,5.9,3.0,5.1,1.8,Iris-virginica 152 | -------------------------------------------------------------------------------- /Hyperparameter Optimization/teleCust.csv: -------------------------------------------------------------------------------- 1 | region,tenure,age,marital,address,income,ed,employ,retire,gender,reside,custcat 2 | 2,13,44,1,9,64.000,4,5,0.000,0,2,1 3 | 3,11,33,1,7,136.000,5,5,0.000,0,6,4 4 | 3,68,52,1,24,116.000,1,29,0.000,1,2,3 5 | 2,33,33,0,12,33.000,2,0,0.000,1,1,1 6 | 2,23,30,1,9,30.000,1,2,0.000,0,4,3 7 | 2,41,39,0,17,78.000,2,16,0.000,1,1,3 8 | 3,45,22,1,2,19.000,2,4,0.000,1,5,2 9 | 2,38,35,0,5,76.000,2,10,0.000,0,3,4 10 | 3,45,59,1,7,166.000,4,31,0.000,0,5,3 11 | 1,68,41,1,21,72.000,1,22,0.000,0,3,2 12 | 2,5,33,0,10,125.000,4,5,0.000,1,1,1 13 | 3,7,35,0,14,80.000,2,15,0.000,1,1,3 14 | 1,41,38,1,8,37.000,2,9,0.000,1,3,1 15 | 2,57,54,1,30,115.000,4,23,0.000,1,3,4 16 | 2,9,46,0,3,25.000,1,8,0.000,1,2,1 17 | 1,29,38,1,12,75.000,5,1,0.000,0,4,2 18 | 3,60,57,0,38,162.000,2,30,0.000,0,1,3 19 | 3,34,48,0,3,49.000,2,6,0.000,1,3,3 20 | 2,1,24,0,3,20.000,1,3,0.000,0,1,1 21 | 1,26,29,1,3,77.000,4,2,0.000,0,4,4 22 | 3,6,30,0,7,16.000,3,1,0.000,1,1,2 23 | 1,68,52,1,17,120.000,1,24,0.000,0,2,1 24 | 3,53,33,0,10,101.000,5,4,0.000,1,2,4 25 | 3,55,48,1,19,67.000,1,25,0.000,0,3,1 26 | 3,14,43,1,18,36.000,1,5,0.000,0,5,3 27 | 2,1,21,0,0,33.000,2,0,0.000,1,3,3 28 | 2,42,40,0,7,37.000,2,8,0.000,1,1,4 29 | 3,25,33,1,11,31.000,1,5,0.000,0,4,3 30 | 1,9,21,1,1,17.000,2,2,0.000,1,3,1 31 | 2,13,33,1,9,19.000,4,0,0.000,1,2,2 32 | 1,56,37,1,6,36.000,1,13,0.000,1,2,2 33 | 1,71,53,1,27,155.000,5,12,0.000,0,2,4 34 | 1,35,50,1,26,140.000,2,21,0.000,1,4,3 35 | 1,11,27,1,8,55.000,5,0,0.000,0,3,2 36 | 2,60,46,1,13,163.000,3,24,0.000,0,2,4 37 | 3,20,35,1,11,52.000,4,0,0.000,0,2,2 38 | 2,54,60,0,38,211.000,4,25,0.000,0,1,4 39 | 1,44,57,1,1,186.000,2,17,0.000,0,2,3 40 | 1,11,41,1,0,39.000,1,1,0.000,1,2,3 41 | 2,72,57,0,34,22.000,2,35,1.000,1,1,3 42 | 3,10,41,0,7,30.000,1,7,0.000,0,1,3 43 | 2,15,28,0,0,29.000,2,4,0.000,1,1,3 44 | 2,27,28,1,4,23.000,2,8,0.000,0,5,1 45 | 1,9,36,1,14,62.000,4,10,0.000,0,6,4 46 | 1,64,43,1,20,76.000,4,20,0.000,1,4,3 47 | 1,65,41,1,3,74.000,4,16,0.000,0,2,2 48 | 1,49,51,1,27,63.000,4,19,0.000,0,5,2 49 | 3,47,41,1,0,36.000,4,8,0.000,0,2,4 50 | 3,9,34,1,9,33.000,2,8,0.000,1,4,1 51 | 1,5,36,0,14,29.000,2,9,0.000,1,1,3 52 | 2,30,34,1,4,27.000,2,1,0.000,0,5,1 53 | 1,56,52,1,28,49.000,2,12,0.000,0,4,2 54 | 3,10,22,0,0,24.000,4,0,0.000,0,1,4 55 | 1,7,26,1,3,26.000,2,2,0.000,0,5,1 56 | 1,52,27,0,6,47.000,3,5,0.000,0,2,1 57 | 2,36,45,1,1,94.000,2,18,0.000,1,5,1 58 | 3,27,34,0,8,21.000,3,4,0.000,1,1,2 59 | 1,58,62,1,36,27.000,1,0,0.000,0,2,1 60 | 2,41,52,0,27,30.000,2,2,0.000,1,1,3 61 | 2,47,40,1,16,127.000,4,12,0.000,1,4,2 62 | 2,55,39,1,15,137.000,2,20,0.000,1,2,3 63 | 2,56,50,1,1,80.000,2,24,0.000,1,4,4 64 | 3,35,55,0,24,30.000,2,2,0.000,0,1,1 65 | 2,69,51,1,11,438.000,4,23,0.000,1,2,4 66 | 2,44,39,0,16,79.000,2,16,0.000,0,1,4 67 | 3,36,47,1,16,63.000,1,23,0.000,0,2,1 68 | 3,28,51,1,22,40.000,3,10,0.000,1,6,3 69 | 1,72,67,1,44,51.000,1,34,1.000,0,2,3 70 | 1,16,27,0,5,37.000,3,5,0.000,0,4,1 71 | 3,3,43,0,19,61.000,4,11,0.000,1,1,1 72 | 1,40,57,1,15,22.000,2,9,0.000,0,2,1 73 | 3,16,39,0,6,44.000,4,3,0.000,1,1,2 74 | 1,20,42,0,4,17.000,3,5,0.000,0,1,1 75 | 2,48,43,0,13,110.000,5,15,0.000,1,3,2 76 | 2,64,48,1,13,91.000,2,24,0.000,0,2,3 77 | 1,8,46,0,3,46.000,2,8,0.000,0,1,1 78 | 1,40,38,1,10,85.000,3,12,0.000,0,2,3 79 | 2,38,71,0,27,10.000,2,12,1.000,0,1,1 80 | 1,67,68,0,28,244.000,1,47,0.000,1,1,3 81 | 1,26,42,0,0,80.000,4,15,0.000,1,1,4 82 | 3,41,34,1,15,83.000,5,1,0.000,1,2,4 83 | 2,2,31,0,2,21.000,1,6,0.000,0,1,1 84 | 3,20,48,1,29,24.000,2,3,0.000,0,2,4 85 | 2,31,53,0,2,351.000,3,31,0.000,1,1,3 86 | 2,45,52,1,4,169.000,4,29,0.000,1,4,2 87 | 2,33,27,1,7,46.000,2,7,0.000,0,4,1 88 | 1,10,26,0,6,34.000,3,3,0.000,0,1,2 89 | 2,62,54,1,2,50.000,4,3,0.000,0,2,4 90 | 2,4,35,0,16,161.000,5,6,0.000,1,1,4 91 | 1,42,47,1,17,212.000,4,17,0.000,0,2,3 92 | 3,27,51,1,3,80.000,5,11,0.000,0,3,2 93 | 2,38,42,0,1,30.000,4,7,0.000,1,1,1 94 | 3,52,61,1,3,53.000,5,1,0.000,1,2,2 95 | 3,35,33,0,9,73.000,5,4,0.000,1,1,4 96 | 3,3,20,1,1,17.000,2,0,0.000,1,4,1 97 | 2,17,33,0,9,23.000,5,3,0.000,0,1,4 98 | 1,55,53,1,21,34.000,1,8,0.000,0,2,3 99 | 3,43,36,1,5,107.000,1,19,0.000,1,3,2 100 | 2,47,25,1,5,21.000,1,1,0.000,1,2,3 101 | 3,65,58,0,30,83.000,2,16,0.000,1,1,2 102 | 1,13,20,0,1,17.000,3,0,0.000,0,5,4 103 | 3,64,25,1,4,76.000,3,2,0.000,1,6,3 104 | 2,12,24,0,2,19.000,1,0,0.000,0,1,3 105 | 1,29,32,1,0,49.000,4,3,0.000,1,3,2 106 | 2,23,47,0,21,173.000,3,22,0.000,1,1,2 107 | 2,14,35,0,4,47.000,3,10,0.000,1,1,2 108 | 1,35,61,0,23,41.000,2,11,0.000,0,1,1 109 | 3,26,39,0,8,105.000,3,13,0.000,1,1,4 110 | 1,13,54,0,2,31.000,4,2,0.000,0,1,1 111 | 2,69,40,1,13,41.000,2,17,0.000,0,3,2 112 | 3,61,50,1,30,102.000,4,9,0.000,1,3,2 113 | 2,45,22,1,2,36.000,4,0,0.000,1,5,2 114 | 2,3,37,0,13,24.000,1,3,0.000,1,1,1 115 | 2,53,22,0,1,25.000,4,0,0.000,0,2,2 116 | 1,59,42,0,1,68.000,2,21,0.000,1,1,3 117 | 1,13,34,0,11,20.000,3,0,0.000,1,1,1 118 | 3,31,31,0,4,48.000,1,15,0.000,0,1,3 119 | 1,40,29,1,6,40.000,2,8,0.000,1,5,3 120 | 1,48,55,0,15,79.000,1,25,0.000,0,1,3 121 | 3,3,31,0,1,28.000,1,0,0.000,0,1,1 122 | 2,51,48,0,12,64.000,2,22,0.000,1,1,1 123 | 3,33,41,0,15,37.000,2,11,0.000,0,1,1 124 | 3,14,47,1,7,48.000,1,13,0.000,0,2,1 125 | 1,17,42,1,6,131.000,5,6,0.000,0,3,2 126 | 3,19,29,1,9,18.000,2,2,0.000,0,3,1 127 | 2,58,36,0,10,38.000,2,14,0.000,1,1,2 128 | 3,22,23,0,3,37.000,2,4,0.000,1,3,4 129 | 2,29,31,1,1,60.000,4,6,0.000,0,5,2 130 | 3,14,22,1,2,13.000,3,0,0.000,1,4,2 131 | 2,70,64,1,18,98.000,1,31,0.000,1,2,4 132 | 1,62,52,1,2,195.000,1,23,0.000,0,2,3 133 | 2,7,35,1,0,47.000,1,14,0.000,0,5,1 134 | 1,56,47,1,19,65.000,2,22,0.000,0,3,4 135 | 1,50,50,1,22,150.000,5,5,0.000,1,4,2 136 | 2,57,39,0,6,106.000,5,8,0.000,0,1,3 137 | 3,2,40,0,19,51.000,4,14,0.000,1,1,1 138 | 2,40,38,0,17,96.000,4,0,0.000,1,1,1 139 | 2,6,43,0,4,33.000,5,7,0.000,0,2,3 140 | 3,23,25,1,6,38.000,2,1,0.000,1,3,3 141 | 3,11,32,0,6,125.000,4,5,0.000,0,1,4 142 | 1,29,37,1,13,145.000,5,0,0.000,1,4,4 143 | 1,42,44,1,2,99.000,2,21,0.000,0,3,3 144 | 1,20,34,1,2,22.000,4,0,0.000,1,3,4 145 | 2,72,60,1,21,31.000,1,38,1.000,0,2,2 146 | 1,2,36,0,3,25.000,1,6,0.000,1,1,3 147 | 3,46,25,0,5,57.000,5,0,0.000,1,2,1 148 | 2,39,51,1,21,41.000,5,20,0.000,0,6,4 149 | 3,24,25,1,1,20.000,3,1,0.000,1,2,2 150 | 3,59,43,1,4,101.000,2,22,0.000,1,5,2 151 | 1,65,37,0,8,56.000,2,15,0.000,0,1,2 152 | 2,50,27,1,5,22.000,2,5,0.000,1,3,1 153 | 1,57,37,0,11,108.000,4,9,0.000,1,1,3 154 | 3,61,48,0,14,115.000,4,20,0.000,1,1,4 155 | 3,34,54,0,31,53.000,4,22,0.000,0,1,4 156 | 3,38,53,0,13,242.000,4,12,0.000,0,1,4 157 | 1,3,24,1,2,20.000,2,3,0.000,1,5,3 158 | 2,4,47,0,5,123.000,4,11,0.000,0,1,1 159 | 2,15,35,0,0,34.000,1,12,0.000,0,1,1 160 | 1,25,29,1,8,31.000,4,3,0.000,1,5,2 161 | 3,21,44,0,25,47.000,1,12,0.000,1,2,3 162 | 3,50,37,1,11,48.000,3,8,0.000,1,2,3 163 | 2,65,64,1,22,13.000,2,5,1.000,1,3,3 164 | 2,59,52,1,18,78.000,1,25,0.000,0,2,1 165 | 3,29,26,0,7,34.000,1,7,0.000,1,2,3 166 | 1,60,46,0,17,81.000,5,9,0.000,1,1,2 167 | 1,71,45,1,14,86.000,2,25,0.000,0,2,2 168 | 3,38,27,1,0,26.000,4,2,0.000,0,4,4 169 | 3,16,34,1,5,51.000,2,8,0.000,1,5,1 170 | 3,7,31,0,10,59.000,3,10,0.000,0,1,1 171 | 1,59,53,0,21,112.000,4,16,0.000,0,1,2 172 | 2,22,56,1,14,57.000,4,28,0.000,0,2,4 173 | 1,18,48,1,20,41.000,1,2,0.000,1,2,1 174 | 2,64,46,1,19,168.000,2,26,0.000,1,2,4 175 | 2,7,33,0,4,29.000,4,4,0.000,1,3,1 176 | 3,65,58,0,13,167.000,2,14,0.000,1,2,2 177 | 3,7,24,0,5,29.000,2,3,0.000,0,3,1 178 | 1,64,55,0,28,104.000,1,26,0.000,1,1,3 179 | 3,42,22,1,0,46.000,4,0,0.000,0,2,4 180 | 3,33,26,0,5,46.000,4,1,0.000,1,3,4 181 | 1,3,33,0,8,51.000,4,0,0.000,1,1,1 182 | 2,69,42,1,11,65.000,2,18,0.000,0,2,4 183 | 2,9,33,0,1,48.000,2,13,0.000,0,2,1 184 | 3,22,34,1,1,46.000,3,1,0.000,0,4,2 185 | 2,53,63,1,15,43.000,2,18,0.000,0,2,2 186 | 3,71,53,0,30,110.000,1,34,0.000,0,1,2 187 | 3,24,26,0,2,32.000,3,2,0.000,0,3,1 188 | 3,12,22,1,1,18.000,3,0,0.000,1,2,1 189 | 1,25,39,1,1,26.000,4,0,0.000,0,4,2 190 | 3,63,28,1,9,34.000,2,10,0.000,1,6,3 191 | 1,33,54,1,18,57.000,4,4,0.000,1,3,3 192 | 2,57,54,1,20,21.000,2,0,0.000,1,3,1 193 | 3,13,33,0,7,38.000,3,10,0.000,1,1,4 194 | 1,13,21,0,2,19.000,3,0,0.000,1,1,2 195 | 1,71,39,0,2,40.000,3,17,0.000,0,1,3 196 | 3,18,69,1,11,58.000,3,8,0.000,0,2,4 197 | 1,17,51,1,10,95.000,2,15,0.000,1,2,1 198 | 2,22,43,0,4,114.000,2,19,0.000,0,1,1 199 | 2,65,65,1,27,128.000,3,24,0.000,0,2,3 200 | 3,7,40,0,9,33.000,4,2,0.000,1,1,1 201 | 3,72,66,0,30,460.000,4,41,0.000,1,1,4 202 | 1,35,43,0,12,224.000,3,17,0.000,0,1,1 203 | 1,24,39,0,2,122.000,4,12,0.000,0,3,4 204 | 1,64,24,1,0,23.000,3,1,0.000,1,5,2 205 | 2,63,63,1,19,191.000,3,27,0.000,0,2,2 206 | 1,38,31,1,7,187.000,4,6,0.000,0,3,4 207 | 2,29,37,1,9,119.000,3,12,0.000,0,3,1 208 | 1,72,69,1,49,44.000,2,44,1.000,1,2,3 209 | 1,10,27,1,2,15.000,3,2,0.000,1,2,4 210 | 3,72,64,0,41,674.000,4,37,0.000,1,1,3 211 | 3,52,23,1,4,33.000,4,0,0.000,1,2,3 212 | 3,13,55,0,3,250.000,2,35,0.000,1,2,1 213 | 1,3,33,0,6,64.000,4,0,0.000,0,2,1 214 | 3,39,24,1,2,26.000,2,4,0.000,0,4,1 215 | 2,28,29,0,4,23.000,3,5,0.000,0,2,2 216 | 2,46,42,0,9,52.000,4,7,0.000,0,3,2 217 | 2,62,46,0,27,200.000,3,9,0.000,1,1,1 218 | 2,23,33,1,7,28.000,1,4,0.000,0,2,3 219 | 3,23,25,1,5,19.000,5,0,0.000,0,3,4 220 | 2,72,61,1,39,76.000,3,21,0.000,0,2,4 221 | 3,56,60,0,26,70.000,2,20,0.000,0,1,1 222 | 1,8,30,0,1,34.000,2,9,0.000,1,1,3 223 | 3,3,36,0,7,34.000,5,3,0.000,1,3,4 224 | 3,37,37,0,7,172.000,3,13,0.000,0,1,1 225 | 3,37,53,1,13,48.000,1,10,0.000,0,3,3 226 | 2,6,30,0,9,45.000,2,2,0.000,1,1,1 227 | 1,48,47,0,9,72.000,3,13,0.000,0,5,4 228 | 2,43,43,1,3,55.000,4,18,0.000,1,4,4 229 | 2,21,29,0,7,40.000,4,2,0.000,1,4,1 230 | 3,6,33,0,12,26.000,3,0,0.000,0,1,3 231 | 2,69,51,0,18,96.000,1,33,0.000,0,4,3 232 | 1,22,33,0,9,54.000,1,10,0.000,0,1,3 233 | 1,28,40,1,1,47.000,2,9,0.000,1,3,3 234 | 1,71,47,1,23,142.000,1,30,0.000,0,2,2 235 | 2,7,37,0,5,57.000,4,1,0.000,0,1,1 236 | 1,63,29,0,10,20.000,3,7,0.000,0,2,4 237 | 2,53,57,0,25,37.000,1,7,0.000,0,1,2 238 | 2,50,52,1,17,36.000,4,16,0.000,0,4,4 239 | 2,39,31,1,6,24.000,4,2,0.000,0,2,4 240 | 3,16,19,0,0,21.000,2,0,0.000,1,1,1 241 | 3,43,51,1,15,186.000,3,25,0.000,0,2,4 242 | 3,44,31,0,12,30.000,1,7,0.000,1,3,1 243 | 2,72,66,1,43,96.000,2,16,0.000,1,2,4 244 | 3,61,76,0,39,15.000,1,29,1.000,0,1,3 245 | 3,43,21,1,1,25.000,1,4,0.000,0,4,2 246 | 3,24,39,0,11,49.000,3,7,0.000,1,1,1 247 | 3,64,45,0,4,38.000,2,7,0.000,1,1,3 248 | 2,64,38,0,0,29.000,2,2,0.000,0,2,2 249 | 1,24,26,0,7,55.000,2,7,0.000,1,1,1 250 | 3,33,55,1,21,64.000,3,10,0.000,1,3,1 251 | 2,33,33,1,12,42.000,4,7,0.000,1,5,2 252 | 1,2,40,0,9,134.000,4,2,0.000,0,1,1 253 | 2,42,48,1,22,82.000,1,21,0.000,1,5,4 254 | 1,52,54,1,5,153.000,5,10,0.000,0,2,2 255 | 1,45,66,0,43,144.000,2,13,0.000,1,1,2 256 | 3,3,25,0,4,22.000,4,0,0.000,0,2,4 257 | 2,37,53,1,16,35.000,1,16,0.000,1,4,3 258 | 2,28,57,0,33,82.000,4,22,0.000,1,1,2 259 | 3,40,63,1,9,61.000,1,22,0.000,0,2,1 260 | 2,37,33,0,1,102.000,2,12,0.000,0,1,4 261 | 3,7,27,0,5,31.000,3,4,0.000,0,5,4 262 | 1,71,56,0,23,170.000,1,30,0.000,1,1,4 263 | 2,19,46,0,11,26.000,2,0,0.000,1,1,1 264 | 2,61,40,0,15,85.000,3,15,0.000,1,1,3 265 | 3,70,53,1,16,183.000,2,35,0.000,1,2,2 266 | 2,60,55,1,13,67.000,1,18,0.000,1,2,1 267 | 3,48,45,1,5,42.000,1,11,0.000,1,2,1 268 | 1,8,63,1,1,31.000,1,9,0.000,0,2,3 269 | 2,58,58,1,10,96.000,2,17,0.000,0,4,3 270 | 1,16,24,1,5,24.000,3,2,0.000,0,5,3 271 | 2,33,33,0,4,53.000,2,14,0.000,1,1,1 272 | 2,39,25,0,4,18.000,1,0,0.000,1,1,3 273 | 1,62,51,0,10,43.000,4,19,0.000,0,2,2 274 | 1,50,34,0,10,104.000,3,9,0.000,0,1,4 275 | 2,48,55,0,31,26.000,1,1,0.000,0,1,1 276 | 3,31,62,0,5,56.000,2,26,0.000,1,1,3 277 | 2,65,33,1,9,49.000,2,6,0.000,0,5,2 278 | 1,36,58,0,34,80.000,1,21,0.000,1,1,2 279 | 1,61,46,0,5,318.000,3,18,0.000,1,1,3 280 | 2,48,42,0,21,35.000,4,5,0.000,0,1,3 281 | 3,35,45,0,17,29.000,1,6,0.000,0,1,1 282 | 1,51,28,0,8,43.000,5,1,0.000,0,5,4 283 | 2,49,51,1,5,80.000,5,3,0.000,0,2,4 284 | 1,35,39,1,11,30.000,3,2,0.000,1,3,3 285 | 1,58,70,0,2,9.000,3,24,1.000,1,1,2 286 | 1,23,35,1,0,23.000,2,1,0.000,0,5,3 287 | 2,26,39,1,15,58.000,4,9,0.000,1,2,3 288 | 1,38,37,1,1,52.000,1,20,0.000,1,4,4 289 | 1,35,66,1,44,14.000,3,12,1.000,1,2,3 290 | 2,37,50,0,9,110.000,2,21,0.000,1,1,3 291 | 2,48,43,1,1,60.000,2,12,0.000,0,2,2 292 | 3,13,43,1,1,123.000,3,21,0.000,0,5,4 293 | 1,72,63,1,29,15.000,5,31,1.000,0,2,3 294 | 1,30,27,0,4,47.000,4,2,0.000,1,2,2 295 | 1,24,43,0,14,138.000,4,11,0.000,1,1,3 296 | 2,25,51,1,20,359.000,3,29,0.000,0,2,4 297 | 2,50,52,0,30,214.000,3,22,0.000,0,1,4 298 | 2,28,40,0,7,64.000,1,19,0.000,0,1,3 299 | 3,34,51,0,8,50.000,4,14,0.000,0,1,1 300 | 1,48,32,0,2,88.000,3,9,0.000,0,1,4 301 | 2,42,36,1,8,86.000,2,15,0.000,1,2,2 302 | 3,67,65,1,30,17.000,1,29,1.000,1,2,3 303 | 1,17,41,1,7,25.000,2,17,0.000,0,3,3 304 | 1,29,38,1,19,46.000,2,6,0.000,0,2,2 305 | 3,66,61,0,26,361.000,1,40,0.000,1,1,2 306 | 2,1,21,0,1,18.000,3,0,0.000,1,1,1 307 | 1,28,33,1,3,14.000,4,1,0.000,0,3,4 308 | 1,15,35,1,5,34.000,3,8,0.000,0,2,2 309 | 2,12,64,0,13,9.000,2,6,1.000,1,1,3 310 | 3,48,49,0,18,39.000,2,5,0.000,1,1,4 311 | 2,59,25,1,4,18.000,3,2,0.000,0,4,1 312 | 3,8,26,1,1,25.000,4,1,0.000,0,2,1 313 | 1,45,52,0,15,46.000,5,8,0.000,1,1,2 314 | 1,25,39,1,8,94.000,4,11,0.000,1,4,2 315 | 1,21,44,1,4,26.000,3,2,0.000,0,2,4 316 | 2,17,68,1,1,335.000,1,35,0.000,1,3,4 317 | 2,41,45,0,14,25.000,3,6,0.000,0,1,1 318 | 1,13,45,1,3,99.000,3,8,0.000,1,2,3 319 | 2,1,26,1,3,30.000,2,7,0.000,1,5,1 320 | 3,3,31,1,4,35.000,2,2,0.000,1,3,4 321 | 1,23,27,1,2,51.000,5,1,0.000,1,2,1 322 | 3,26,42,0,20,49.000,3,13,0.000,0,1,4 323 | 1,37,51,1,15,54.000,1,15,0.000,0,3,3 324 | 3,5,30,0,3,46.000,4,7,0.000,0,1,2 325 | 1,32,27,1,3,91.000,4,1,0.000,1,3,4 326 | 3,12,22,0,1,23.000,4,0,0.000,0,2,1 327 | 1,72,54,1,6,345.000,1,32,0.000,0,2,3 328 | 3,3,25,1,2,45.000,4,0,0.000,1,2,1 329 | 1,54,43,0,12,53.000,2,12,0.000,0,1,3 330 | 2,26,26,0,2,14.000,2,6,0.000,1,1,4 331 | 3,14,36,0,13,67.000,5,4,0.000,1,1,1 332 | 3,22,51,0,27,49.000,3,1,0.000,0,1,1 333 | 3,65,47,1,18,37.000,1,15,0.000,1,4,1 334 | 3,26,45,0,18,33.000,1,9,0.000,0,1,1 335 | 1,20,37,0,5,46.000,3,10,0.000,1,4,4 336 | 2,67,60,1,32,93.000,1,21,0.000,0,4,2 337 | 1,34,55,0,2,48.000,2,11,0.000,0,1,1 338 | 1,37,54,1,35,183.000,2,22,0.000,0,3,3 339 | 2,22,23,1,3,16.000,1,5,0.000,0,4,1 340 | 2,5,69,0,0,11.000,2,14,1.000,0,1,1 341 | 1,28,31,1,0,42.000,4,5,0.000,1,3,3 342 | 1,20,41,1,7,67.000,4,14,0.000,1,4,1 343 | 3,72,41,0,20,181.000,4,12,0.000,0,1,4 344 | 2,30,43,0,18,53.000,4,6,0.000,0,1,1 345 | 3,71,52,0,17,172.000,2,32,0.000,0,1,4 346 | 2,56,44,0,24,87.000,2,19,0.000,0,1,3 347 | 1,8,29,1,2,21.000,5,0,0.000,0,2,1 348 | 2,32,65,0,6,9.000,2,30,1.000,1,1,2 349 | 2,46,47,0,22,144.000,3,22,0.000,1,2,3 350 | 3,60,45,1,23,117.000,4,11,0.000,0,3,4 351 | 2,42,32,1,0,59.000,4,4,0.000,1,6,4 352 | 3,71,60,1,39,508.000,4,35,0.000,0,4,4 353 | 2,72,63,1,40,222.000,2,43,1.000,1,2,3 354 | 3,45,66,0,11,87.000,3,25,1.000,1,1,1 355 | 3,5,31,0,4,34.000,1,9,0.000,0,1,3 356 | 2,17,38,1,19,18.000,4,0,0.000,1,4,2 357 | 2,70,55,0,12,65.000,3,24,0.000,0,1,3 358 | 3,57,57,1,19,130.000,3,27,0.000,1,2,2 359 | 1,20,33,0,13,44.000,3,8,0.000,1,1,2 360 | 1,72,52,1,21,63.000,1,24,0.000,0,3,3 361 | 3,32,50,0,28,57.000,4,20,0.000,0,1,3 362 | 3,22,57,1,7,264.000,1,35,0.000,1,2,3 363 | 2,6,24,0,2,28.000,1,5,0.000,0,2,3 364 | 3,32,23,1,2,26.000,3,1,0.000,1,6,4 365 | 1,38,33,0,3,38.000,4,0,0.000,0,1,2 366 | 1,53,35,0,15,59.000,3,5,0.000,1,1,3 367 | 3,37,76,0,38,117.000,4,21,0.000,1,1,1 368 | 1,47,35,1,13,70.000,4,9,0.000,1,2,4 369 | 3,69,59,0,37,104.000,2,13,0.000,0,1,3 370 | 3,63,56,0,17,71.000,3,18,0.000,1,1,1 371 | 1,61,34,1,0,70.000,3,7,0.000,1,3,4 372 | 1,56,38,1,8,56.000,4,10,0.000,0,2,4 373 | 3,40,57,1,18,68.000,1,23,0.000,0,2,3 374 | 2,61,45,0,21,80.000,2,13,0.000,1,1,2 375 | 2,16,26,0,7,21.000,4,1,0.000,0,6,4 376 | 2,7,43,0,4,69.000,3,5,0.000,1,1,1 377 | 3,20,31,1,10,39.000,2,3,0.000,1,2,1 378 | 2,35,38,0,7,90.000,2,18,0.000,0,4,2 379 | 1,60,37,1,12,64.000,5,1,0.000,1,2,2 380 | 2,47,25,0,2,28.000,2,6,0.000,0,1,4 381 | 2,33,28,1,3,24.000,2,0,0.000,1,6,1 382 | 3,12,34,0,2,44.000,2,7,0.000,0,1,1 383 | 1,10,31,0,0,32.000,4,7,0.000,1,2,2 384 | 2,69,33,1,9,52.000,4,9,0.000,1,3,3 385 | 1,23,20,0,1,15.000,3,0,0.000,1,1,2 386 | 1,53,31,0,10,46.000,3,6,0.000,0,2,2 387 | 2,60,57,1,14,107.000,2,33,0.000,1,2,3 388 | 2,33,33,0,7,56.000,2,11,0.000,0,1,1 389 | 3,67,40,1,21,40.000,4,7,0.000,1,4,4 390 | 3,15,38,1,5,56.000,3,13,0.000,0,3,3 391 | 3,64,31,1,5,46.000,2,7,0.000,1,4,2 392 | 2,46,49,1,13,51.000,2,21,0.000,0,2,1 393 | 2,72,60,1,33,12.000,1,20,1.000,0,3,4 394 | 1,61,43,1,6,34.000,5,6,0.000,0,3,4 395 | 3,54,27,0,3,27.000,2,6,0.000,1,5,4 396 | 3,28,36,0,3,42.000,3,7,0.000,1,1,3 397 | 2,28,38,0,8,119.000,5,2,0.000,0,3,4 398 | 2,32,43,0,13,146.000,1,27,0.000,1,1,3 399 | 2,52,46,0,17,51.000,2,13,0.000,1,3,2 400 | 1,48,62,0,33,86.000,1,22,1.000,1,1,3 401 | 3,52,42,1,17,27.000,3,8,0.000,1,2,3 402 | 1,37,43,0,8,38.000,3,9,0.000,0,1,2 403 | 1,41,52,0,26,928.000,3,29,0.000,0,3,3 404 | 2,43,27,1,3,21.000,2,1,0.000,1,3,2 405 | 3,67,60,0,24,24.000,1,6,0.000,1,1,3 406 | 3,61,52,1,30,91.000,1,25,0.000,1,2,1 407 | 3,70,39,1,20,38.000,2,8,0.000,1,4,3 408 | 3,44,32,1,1,96.000,4,5,0.000,1,4,4 409 | 3,46,45,0,12,96.000,3,17,0.000,0,1,2 410 | 3,39,34,0,2,54.000,3,5,0.000,0,1,1 411 | 2,39,59,0,20,1668.000,4,27,0.000,1,1,2 412 | 2,50,29,1,10,53.000,4,0,0.000,1,4,4 413 | 3,5,31,0,1,21.000,3,1,0.000,1,2,1 414 | 2,10,34,0,1,52.000,5,3,0.000,1,1,2 415 | 1,72,69,0,45,17.000,3,36,1.000,1,1,2 416 | 2,68,60,0,40,262.000,2,39,0.000,1,1,3 417 | 3,58,28,0,5,34.000,5,1,0.000,1,1,2 418 | 3,18,44,1,10,107.000,1,19,0.000,1,7,1 419 | 1,65,45,1,25,67.000,5,13,0.000,1,2,3 420 | 3,8,45,0,1,37.000,4,0,0.000,0,1,2 421 | 2,1,20,0,1,21.000,2,0,0.000,1,2,1 422 | 3,42,58,0,7,22.000,1,4,0.000,1,1,2 423 | 1,4,25,1,3,71.000,3,3,0.000,1,5,1 424 | 3,17,35,0,4,77.000,3,8,0.000,1,1,3 425 | 2,8,24,1,1,18.000,4,0,0.000,1,5,4 426 | 1,49,37,1,17,50.000,2,12,0.000,1,2,2 427 | 1,56,46,1,21,33.000,4,7,0.000,0,2,2 428 | 1,62,57,1,21,94.000,1,22,0.000,0,2,4 429 | 2,42,57,1,25,209.000,1,40,0.000,1,4,1 430 | 1,13,32,0,7,31.000,4,5,0.000,0,2,3 431 | 1,69,46,1,18,66.000,2,19,0.000,0,4,2 432 | 2,45,59,0,14,51.000,1,15,0.000,0,2,1 433 | 2,66,42,1,18,118.000,2,20,0.000,0,2,2 434 | 2,15,35,0,10,25.000,2,3,0.000,0,1,1 435 | 1,41,44,1,1,59.000,3,21,0.000,1,3,2 436 | 2,11,20,0,1,20.000,2,0,0.000,1,1,4 437 | 3,45,30,1,0,63.000,5,4,0.000,0,4,4 438 | 1,52,62,0,23,36.000,4,17,0.000,0,1,1 439 | 1,42,56,0,24,72.000,4,18,0.000,1,1,4 440 | 2,48,35,0,11,50.000,1,16,0.000,0,3,3 441 | 3,4,31,0,5,39.000,2,5,0.000,0,2,4 442 | 3,53,64,1,10,54.000,2,20,0.000,1,2,4 443 | 3,1,59,0,4,9.000,1,4,1.000,0,1,3 444 | 3,19,30,1,10,33.000,4,1,0.000,0,3,4 445 | 2,33,30,0,11,28.000,1,9,0.000,0,1,1 446 | 3,42,36,1,14,44.000,2,11,0.000,0,3,3 447 | 1,60,32,0,12,34.000,4,4,0.000,1,2,2 448 | 2,57,51,1,7,68.000,4,18,0.000,1,3,3 449 | 1,64,39,0,5,37.000,1,9,0.000,0,1,1 450 | 2,28,20,1,1,18.000,3,0,0.000,0,3,4 451 | 1,29,35,1,10,55.000,2,7,0.000,0,4,3 452 | 1,46,31,1,12,21.000,1,5,0.000,0,5,3 453 | 1,22,41,1,9,29.000,3,11,0.000,0,4,1 454 | 2,10,56,0,26,9.000,2,6,1.000,0,2,1 455 | 3,50,41,0,16,138.000,2,18,0.000,1,1,2 456 | 1,55,65,0,34,28.000,4,12,1.000,1,1,4 457 | 2,15,54,0,7,62.000,1,11,0.000,0,1,1 458 | 1,31,32,1,13,37.000,3,8,0.000,1,3,4 459 | 3,5,44,0,5,83.000,1,16,0.000,1,1,2 460 | 2,69,63,0,28,168.000,1,43,0.000,1,2,3 461 | 2,26,27,1,4,33.000,4,1,0.000,0,6,4 462 | 3,10,33,1,2,66.000,3,9,0.000,1,4,1 463 | 1,26,30,0,9,18.000,4,1,0.000,0,3,4 464 | 3,25,30,0,0,20.000,1,4,0.000,1,1,3 465 | 3,30,23,1,4,19.000,3,1,0.000,0,4,2 466 | 1,21,39,1,7,25.000,2,1,0.000,0,4,3 467 | 1,71,46,0,27,119.000,5,7,0.000,1,1,4 468 | 3,11,48,1,5,323.000,4,25,0.000,0,4,3 469 | 1,24,30,1,7,45.000,1,11,0.000,1,2,1 470 | 1,65,59,1,27,197.000,4,26,0.000,0,2,2 471 | 1,16,34,1,13,56.000,3,10,0.000,1,3,1 472 | 3,37,51,1,26,24.000,4,4,0.000,0,2,2 473 | 1,5,30,0,4,25.000,3,6,0.000,0,1,3 474 | 1,3,55,1,9,26.000,5,0,0.000,1,2,2 475 | 1,5,32,0,6,33.000,4,3,0.000,0,2,1 476 | 1,60,44,1,4,150.000,2,24,0.000,0,2,4 477 | 2,19,37,1,4,99.000,2,15,0.000,1,3,2 478 | 3,54,40,0,19,50.000,4,12,0.000,1,2,4 479 | 2,25,41,0,3,81.000,3,20,0.000,1,4,3 480 | 2,1,36,0,6,21.000,1,1,0.000,0,2,2 481 | 3,54,68,0,7,273.000,3,27,0.000,1,1,1 482 | 1,14,31,1,9,39.000,3,4,0.000,1,7,1 483 | 3,14,28,1,7,17.000,2,3,0.000,0,4,1 484 | 2,10,45,1,8,115.000,3,17,0.000,1,4,2 485 | 1,7,23,0,3,27.000,2,1,0.000,1,3,1 486 | 2,33,45,0,24,35.000,1,6,0.000,0,1,3 487 | 1,3,23,0,2,20.000,2,4,0.000,0,1,1 488 | 2,56,58,1,3,92.000,1,25,0.000,0,3,1 489 | 2,54,56,0,8,207.000,2,35,0.000,1,1,3 490 | 1,72,55,1,28,40.000,1,11,0.000,0,5,2 491 | 1,18,29,0,4,40.000,2,1,0.000,0,1,3 492 | 3,25,29,0,9,55.000,4,1,0.000,0,1,1 493 | 1,42,62,0,26,26.000,1,35,1.000,1,1,1 494 | 3,4,37,0,2,41.000,2,8,0.000,0,1,1 495 | 2,12,50,1,16,203.000,4,25,0.000,0,2,1 496 | 2,53,64,1,17,380.000,2,36,0.000,1,2,3 497 | 2,13,38,1,8,104.000,4,6,0.000,0,7,4 498 | 3,18,31,1,12,24.000,3,4,0.000,0,4,2 499 | 3,67,42,1,20,81.000,3,20,0.000,1,5,4 500 | 2,6,24,0,2,17.000,1,1,0.000,0,1,3 501 | 1,25,46,0,13,45.000,1,12,0.000,1,1,3 502 | 2,15,39,0,19,32.000,2,2,0.000,0,1,2 503 | 3,32,35,0,12,57.000,4,5,0.000,0,1,2 504 | 2,22,39,0,0,63.000,4,9,0.000,0,1,2 505 | 2,8,22,0,3,25.000,4,0,0.000,0,1,3 506 | 1,3,31,1,4,22.000,1,1,0.000,0,2,1 507 | 2,32,54,0,6,155.000,2,20,0.000,0,1,1 508 | 1,49,54,0,24,30.000,2,5,0.000,0,1,2 509 | 2,2,28,0,7,46.000,3,0,0.000,1,1,4 510 | 1,39,47,0,1,68.000,4,10,0.000,1,2,2 511 | 1,42,33,0,2,67.000,2,5,0.000,0,2,2 512 | 1,28,36,0,3,69.000,3,2,0.000,0,1,4 513 | 2,41,46,1,14,47.000,2,11,0.000,0,5,4 514 | 3,67,50,1,31,83.000,2,12,0.000,0,2,2 515 | 1,38,40,0,15,34.000,2,11,0.000,1,1,2 516 | 2,18,38,0,8,45.000,2,2,0.000,1,4,4 517 | 2,6,42,1,17,29.000,2,2,0.000,1,2,4 518 | 2,4,36,0,0,21.000,2,1,0.000,1,3,1 519 | 1,13,23,1,3,30.000,3,0,0.000,1,4,4 520 | 1,20,35,0,0,78.000,4,7,0.000,0,1,4 521 | 1,34,49,1,27,61.000,3,15,0.000,1,2,3 522 | 1,46,29,1,4,90.000,5,3,0.000,0,4,4 523 | 1,48,41,0,21,43.000,2,7,0.000,0,1,2 524 | 3,69,61,1,12,301.000,2,37,0.000,0,2,3 525 | 1,32,34,1,7,32.000,2,15,0.000,0,4,1 526 | 1,29,29,0,9,41.000,2,9,0.000,0,2,2 527 | 3,55,52,0,22,127.000,1,28,0.000,1,3,2 528 | 3,72,60,1,36,271.000,1,43,0.000,1,2,3 529 | 3,29,26,0,1,32.000,3,2,0.000,1,1,1 530 | 2,50,25,1,1,36.000,4,2,0.000,1,5,4 531 | 3,35,50,1,11,293.000,3,21,0.000,0,2,1 532 | 3,11,63,0,9,41.000,3,3,0.000,0,1,1 533 | 1,9,29,0,9,39.000,3,5,0.000,1,1,1 534 | 2,51,48,0,27,58.000,1,18,0.000,0,1,3 535 | 1,33,34,1,2,28.000,1,3,0.000,1,3,2 536 | 1,25,20,0,0,15.000,2,0,0.000,0,2,3 537 | 3,31,34,0,9,105.000,4,7,0.000,1,4,3 538 | 2,67,40,1,10,80.000,4,8,0.000,1,2,4 539 | 3,55,45,0,8,36.000,2,9,0.000,0,3,3 540 | 3,19,50,0,7,112.000,4,3,0.000,1,1,4 541 | 1,39,34,1,11,55.000,4,10,0.000,1,4,4 542 | 2,52,35,1,8,40.000,4,1,0.000,0,2,3 543 | 3,55,37,1,15,23.000,2,0,0.000,1,5,3 544 | 2,25,62,0,27,28.000,4,33,1.000,1,1,4 545 | 3,33,58,0,12,21.000,2,23,1.000,1,1,1 546 | 2,48,35,0,5,63.000,4,12,0.000,0,2,3 547 | 2,48,31,1,12,52.000,4,3,0.000,0,3,4 548 | 2,49,57,0,3,189.000,1,31,0.000,1,3,1 549 | 3,54,32,1,0,50.000,1,15,0.000,0,3,3 550 | 1,45,32,1,9,23.000,1,15,0.000,0,4,1 551 | 3,4,37,1,1,33.000,2,15,0.000,1,5,1 552 | 3,49,27,1,3,29.000,3,6,0.000,1,3,2 553 | 2,23,35,0,2,96.000,3,4,0.000,0,1,4 554 | 2,31,44,0,23,80.000,5,15,0.000,0,1,2 555 | 2,55,44,1,2,68.000,2,15,0.000,0,5,3 556 | 1,9,28,0,7,30.000,1,4,0.000,1,6,1 557 | 2,55,57,1,25,34.000,2,12,0.000,0,3,1 558 | 1,34,30,0,3,35.000,2,2,0.000,1,3,3 559 | 1,10,23,0,4,36.000,2,1,0.000,0,3,3 560 | 2,62,76,0,20,35.000,3,18,1.000,1,1,2 561 | 2,51,36,0,13,62.000,3,9,0.000,0,2,4 562 | 1,65,48,0,28,94.000,1,25,0.000,0,1,2 563 | 3,53,33,0,1,60.000,1,6,0.000,0,2,4 564 | 1,23,35,0,4,118.000,2,11,0.000,0,1,1 565 | 3,1,30,0,3,135.000,4,3,0.000,0,3,1 566 | 3,66,55,0,20,80.000,2,24,0.000,1,1,3 567 | 3,8,27,1,0,21.000,3,3,0.000,1,2,2 568 | 3,18,28,1,3,22.000,1,2,0.000,1,5,1 569 | 3,36,32,1,3,63.000,4,7,0.000,0,4,2 570 | 1,13,40,0,16,142.000,2,18,0.000,1,1,1 571 | 3,4,44,0,15,32.000,3,0,0.000,1,1,3 572 | 3,20,32,0,10,19.000,3,5,0.000,0,1,2 573 | 1,66,39,1,12,60.000,4,10,0.000,0,3,4 574 | 3,67,47,1,7,97.000,1,23,0.000,0,4,3 575 | 1,11,24,1,0,31.000,2,3,0.000,1,4,4 576 | 1,6,26,0,7,30.000,3,1,0.000,1,2,1 577 | 2,13,23,1,4,31.000,1,5,0.000,1,4,1 578 | 2,2,29,1,3,44.000,2,9,0.000,1,6,4 579 | 1,4,40,0,12,38.000,2,5,0.000,0,1,1 580 | 1,34,63,1,10,23.000,2,0,0.000,1,2,4 581 | 1,13,34,1,6,37.000,3,6,0.000,0,4,3 582 | 2,37,40,1,14,26.000,2,0,0.000,0,5,2 583 | 1,45,30,1,8,38.000,2,5,0.000,0,6,3 584 | 2,71,70,0,30,153.000,3,34,1.000,1,1,3 585 | 1,35,40,0,5,49.000,1,20,0.000,1,1,1 586 | 3,44,41,0,21,51.000,3,7,0.000,0,1,1 587 | 3,44,45,1,19,88.000,1,21,0.000,0,2,3 588 | 1,26,41,1,20,19.000,1,0,0.000,1,6,1 589 | 2,42,46,1,9,31.000,1,12,0.000,1,3,1 590 | 2,41,47,1,6,90.000,2,19,0.000,0,3,1 591 | 1,31,24,1,3,14.000,1,0,0.000,0,4,1 592 | 3,62,63,0,43,341.000,2,30,0.000,0,1,3 593 | 1,12,23,1,2,24.000,4,0,0.000,1,8,4 594 | 2,45,49,1,27,81.000,2,7,0.000,1,4,3 595 | 1,47,34,1,4,63.000,2,13,0.000,1,4,1 596 | 2,23,22,1,1,27.000,1,4,0.000,0,5,3 597 | 3,39,34,0,4,20.000,5,3,0.000,1,1,4 598 | 2,19,26,0,2,48.000,3,0,0.000,0,2,3 599 | 1,13,54,0,12,121.000,4,23,0.000,0,1,3 600 | 2,5,33,0,6,39.000,3,4,0.000,0,3,4 601 | 2,11,19,0,0,21.000,2,0,0.000,0,1,1 602 | 3,4,32,0,2,53.000,4,5,0.000,0,1,1 603 | 3,17,42,0,8,58.000,1,23,0.000,0,1,2 604 | 2,7,27,0,3,39.000,3,2,0.000,0,1,1 605 | 1,19,65,0,3,108.000,1,33,0.000,0,3,3 606 | 2,32,34,1,0,38.000,1,10,0.000,0,4,2 607 | 2,53,51,0,31,245.000,4,0,0.000,0,1,2 608 | 1,51,38,0,19,51.000,1,18,0.000,1,1,3 609 | 1,35,34,0,7,78.000,4,10,0.000,1,1,1 610 | 1,3,31,1,4,23.000,4,4,0.000,0,5,4 611 | 1,22,48,0,7,88.000,4,12,0.000,0,1,1 612 | 3,17,21,1,0,25.000,2,1,0.000,1,3,3 613 | 2,68,39,0,20,73.000,2,16,0.000,1,1,2 614 | 2,27,41,1,7,62.000,4,15,0.000,1,2,3 615 | 3,68,52,1,8,456.000,3,30,0.000,1,4,3 616 | 3,56,42,1,10,24.000,2,5,0.000,0,2,3 617 | 3,11,32,0,8,23.000,2,0,0.000,1,1,1 618 | 3,5,47,0,7,46.000,1,6,0.000,1,1,1 619 | 3,16,50,0,5,263.000,2,29,0.000,1,3,3 620 | 2,59,30,0,2,34.000,4,2,0.000,1,1,2 621 | 1,60,64,0,14,33.000,2,13,1.000,0,1,4 622 | 3,55,47,0,11,37.000,1,11,0.000,0,1,3 623 | 1,18,56,0,22,296.000,2,25,0.000,0,1,1 624 | 2,16,22,0,0,26.000,3,0,0.000,1,3,2 625 | 1,35,57,1,32,47.000,4,12,0.000,0,2,2 626 | 3,31,23,1,1,31.000,3,1,0.000,1,2,4 627 | 2,20,49,1,5,264.000,2,29,0.000,1,2,1 628 | 2,16,27,0,5,41.000,4,2,0.000,1,1,4 629 | 2,69,48,1,27,55.000,2,4,0.000,0,2,3 630 | 3,69,66,1,31,49.000,2,15,0.000,0,2,1 631 | 2,27,24,1,3,26.000,1,7,0.000,1,4,1 632 | 3,48,39,0,20,110.000,4,9,0.000,0,1,3 633 | 1,18,52,1,20,66.000,1,19,0.000,1,2,1 634 | 2,24,40,1,4,39.000,3,5,0.000,1,2,3 635 | 2,17,42,0,6,31.000,2,2,0.000,0,1,4 636 | 2,9,24,1,3,26.000,4,1,0.000,1,3,1 637 | 2,15,46,0,5,232.000,4,15,0.000,1,2,4 638 | 1,62,37,1,10,43.000,4,1,0.000,1,3,2 639 | 1,9,41,0,12,39.000,4,3,0.000,0,1,1 640 | 2,71,41,1,10,73.000,2,23,0.000,1,2,3 641 | 2,62,59,1,37,74.000,1,20,0.000,0,2,3 642 | 2,20,38,0,19,237.000,4,13,0.000,0,1,4 643 | 1,19,33,1,11,22.000,1,3,0.000,0,5,3 644 | 2,49,61,1,28,21.000,1,8,0.000,0,2,3 645 | 3,3,64,0,3,9.000,2,6,1.000,0,1,1 646 | 1,33,36,0,2,41.000,5,10,0.000,0,1,1 647 | 2,38,44,0,1,50.000,4,7,0.000,1,1,2 648 | 3,42,48,1,14,27.000,3,5,0.000,1,3,4 649 | 1,11,26,0,2,53.000,3,3,0.000,0,1,4 650 | 3,27,28,1,0,58.000,3,0,0.000,0,2,3 651 | 3,23,50,0,1,151.000,4,8,0.000,1,1,1 652 | 2,4,38,1,13,54.000,2,4,0.000,0,2,3 653 | 3,36,42,0,5,31.000,1,4,0.000,1,1,1 654 | 2,37,42,0,10,115.000,1,22,0.000,1,1,3 655 | 3,24,58,1,30,24.000,1,5,0.000,0,2,1 656 | 3,4,24,0,1,17.000,2,2,0.000,0,3,1 657 | 3,54,33,0,5,47.000,2,13,0.000,1,2,3 658 | 3,7,49,0,8,36.000,1,0,0.000,1,1,3 659 | 1,10,28,0,9,75.000,4,1,0.000,0,1,4 660 | 3,24,35,1,10,41.000,5,6,0.000,1,2,2 661 | 3,12,31,0,8,18.000,4,4,0.000,0,1,1 662 | 2,45,54,0,25,171.000,3,33,0.000,1,1,3 663 | 3,59,55,1,29,42.000,3,21,0.000,1,2,2 664 | 1,3,21,1,1,36.000,3,0,0.000,1,4,1 665 | 3,8,35,0,6,31.000,5,7,0.000,0,1,4 666 | 1,16,59,0,5,207.000,2,37,0.000,1,2,4 667 | 3,32,33,0,1,38.000,1,12,0.000,1,1,1 668 | 1,8,49,0,14,134.000,4,9,0.000,1,1,4 669 | 1,9,28,1,8,28.000,3,4,0.000,0,3,2 670 | 2,12,19,1,0,15.000,2,0,0.000,1,4,2 671 | 2,24,43,1,15,48.000,4,4,0.000,0,6,4 672 | 3,72,75,0,48,14.000,2,6,1.000,1,1,2 673 | 3,58,61,0,42,101.000,4,18,0.000,1,1,2 674 | 1,70,44,1,24,87.000,2,18,0.000,0,3,3 675 | 3,9,25,0,3,27.000,1,4,0.000,1,1,1 676 | 1,49,25,0,1,27.000,5,0,0.000,1,1,2 677 | 3,52,54,0,7,59.000,3,22,0.000,0,1,3 678 | 1,10,42,1,10,294.000,4,9,0.000,1,6,4 679 | 1,14,52,1,2,44.000,3,5,0.000,0,2,3 680 | 1,19,27,1,3,35.000,2,4,0.000,0,6,4 681 | 3,12,36,1,4,205.000,4,10,0.000,1,4,2 682 | 1,65,59,0,27,732.000,3,31,0.000,1,1,2 683 | 1,67,40,1,14,59.000,3,11,0.000,0,2,3 684 | 2,29,24,1,3,23.000,1,7,0.000,0,2,3 685 | 3,55,46,0,8,87.000,2,19,0.000,1,1,1 686 | 3,71,67,1,25,110.000,1,23,0.000,1,2,3 687 | 3,5,44,1,2,83.000,3,14,0.000,1,3,3 688 | 3,60,58,0,0,63.000,4,21,0.000,1,3,2 689 | 2,10,40,0,6,22.000,3,6,0.000,1,1,1 690 | 3,52,64,0,44,43.000,3,7,0.000,0,1,4 691 | 2,61,43,1,22,35.000,2,11,0.000,0,3,2 692 | 1,61,29,1,5,48.000,2,11,0.000,0,4,2 693 | 2,67,47,1,19,69.000,3,12,0.000,0,3,3 694 | 3,41,42,1,12,26.000,4,5,0.000,0,4,2 695 | 1,30,28,0,1,20.000,1,8,0.000,1,1,1 696 | 1,24,46,0,12,43.000,2,6,0.000,0,1,4 697 | 1,72,75,0,37,33.000,1,44,1.000,1,1,2 698 | 2,17,35,0,7,66.000,2,11,0.000,0,1,4 699 | 2,65,72,0,46,12.000,2,0,1.000,0,1,3 700 | 1,15,30,1,8,90.000,2,11,0.000,0,5,4 701 | 1,34,33,0,8,35.000,3,2,0.000,1,1,2 702 | 1,26,43,0,23,51.000,5,4,0.000,1,1,2 703 | 2,36,45,0,22,117.000,3,15,0.000,1,1,2 704 | 1,60,48,0,29,100.000,2,26,0.000,1,1,3 705 | 1,16,54,0,20,147.000,1,29,0.000,0,4,3 706 | 2,1,33,0,5,53.000,4,6,0.000,1,1,1 707 | 3,56,30,1,9,57.000,5,2,0.000,0,4,2 708 | 2,6,50,0,5,37.000,2,0,0.000,0,1,2 709 | 2,48,34,0,7,42.000,3,2,0.000,1,1,2 710 | 2,34,36,1,17,50.000,1,4,0.000,0,2,3 711 | 2,54,42,1,0,55.000,4,2,0.000,0,5,4 712 | 3,38,31,1,2,42.000,2,7,0.000,1,4,4 713 | 2,25,55,0,15,37.000,1,7,0.000,1,1,1 714 | 1,47,69,1,17,228.000,3,39,0.000,1,4,4 715 | 1,72,62,1,35,163.000,5,31,0.000,0,2,4 716 | 2,6,35,1,6,28.000,4,3,0.000,1,3,4 717 | 1,30,51,1,9,118.000,5,21,0.000,1,2,1 718 | 1,65,70,1,9,115.000,2,39,1.000,1,2,4 719 | 1,22,44,1,19,37.000,4,1,0.000,0,2,3 720 | 1,60,53,0,32,93.000,1,28,0.000,0,1,3 721 | 2,19,32,0,12,71.000,4,5,0.000,1,1,4 722 | 3,18,25,0,4,26.000,2,7,0.000,1,3,1 723 | 1,9,37,1,10,14.000,4,5,0.000,1,6,1 724 | 1,1,34,1,6,18.000,1,0,0.000,1,2,1 725 | 3,10,28,1,2,36.000,4,0,0.000,1,3,4 726 | 3,45,34,1,14,43.000,4,0,0.000,0,4,2 727 | 1,25,28,1,6,41.000,4,4,0.000,1,4,3 728 | 3,66,39,0,1,66.000,2,15,0.000,1,1,2 729 | 1,27,67,0,1,33.000,4,19,1.000,1,1,3 730 | 1,19,41,0,5,53.000,4,6,0.000,0,1,1 731 | 2,17,41,1,9,28.000,4,3,0.000,0,6,1 732 | 2,16,36,0,13,58.000,4,4,0.000,0,1,1 733 | 1,8,42,1,2,129.000,4,17,0.000,1,3,1 734 | 1,3,25,0,0,65.000,4,0,0.000,1,1,4 735 | 3,59,57,0,26,311.000,3,36,0.000,1,1,1 736 | 2,45,37,0,2,57.000,3,14,0.000,1,1,2 737 | 1,66,62,0,31,47.000,2,4,0.000,1,1,2 738 | 3,28,50,1,7,25.000,1,3,0.000,0,2,1 739 | 1,15,38,1,11,46.000,5,11,0.000,0,3,1 740 | 3,39,34,1,10,51.000,3,13,0.000,1,4,4 741 | 3,38,33,0,4,19.000,2,5,0.000,1,2,3 742 | 3,34,29,0,5,26.000,3,4,0.000,1,2,2 743 | 3,60,57,1,18,72.000,5,30,1.000,0,2,4 744 | 3,72,65,1,33,71.000,1,41,1.000,1,4,3 745 | 1,42,42,1,9,41.000,2,13,0.000,0,8,3 746 | 3,32,37,0,9,44.000,2,7,0.000,0,1,1 747 | 3,48,50,1,4,208.000,4,19,0.000,1,2,4 748 | 3,63,37,1,1,45.000,4,9,0.000,1,6,2 749 | 3,45,27,1,3,39.000,3,2,0.000,0,4,2 750 | 2,68,42,0,16,89.000,4,12,0.000,0,1,2 751 | 1,6,29,1,4,19.000,2,5,0.000,1,2,1 752 | 1,68,57,1,33,15.000,2,0,0.000,1,2,4 753 | 3,72,68,1,26,59.000,2,36,1.000,1,2,4 754 | 3,53,38,1,15,20.000,3,6,0.000,1,4,2 755 | 3,20,51,1,11,27.000,4,6,0.000,0,3,3 756 | 2,70,35,1,4,48.000,2,9,0.000,0,3,2 757 | 3,32,47,0,25,135.000,2,6,0.000,1,1,1 758 | 2,61,52,1,23,19.000,1,0,0.000,0,2,3 759 | 1,24,25,1,3,28.000,4,0,0.000,0,3,2 760 | 2,56,61,1,14,12.000,1,16,1.000,1,2,1 761 | 3,54,59,0,28,28.000,2,15,0.000,0,1,2 762 | 3,43,38,1,7,18.000,3,8,0.000,1,3,4 763 | 1,19,35,0,7,58.000,3,5,0.000,1,1,4 764 | 3,5,43,0,16,72.000,3,17,0.000,1,1,3 765 | 1,24,61,1,6,112.000,4,3,0.000,1,4,1 766 | 3,62,35,1,2,28.000,2,8,0.000,1,2,2 767 | 2,14,40,0,13,398.000,5,11,0.000,1,1,4 768 | 3,60,48,1,22,106.000,3,21,0.000,1,3,4 769 | 2,30,74,1,12,10.000,1,3,1.000,1,2,3 770 | 1,40,42,1,16,108.000,3,17,0.000,0,4,2 771 | 2,42,50,1,17,85.000,2,15,0.000,1,4,1 772 | 1,20,34,0,14,51.000,3,9,0.000,1,1,2 773 | 1,4,22,1,1,22.000,2,2,0.000,1,3,3 774 | 2,44,49,1,2,66.000,2,8,0.000,1,4,4 775 | 3,49,63,0,18,10.000,2,2,1.000,0,1,3 776 | 3,5,36,1,2,34.000,1,4,0.000,1,2,3 777 | 3,70,50,1,29,67.000,1,22,0.000,0,4,2 778 | 1,30,57,1,16,19.000,1,1,0.000,0,4,1 779 | 2,28,48,0,20,128.000,4,4,0.000,1,1,4 780 | 1,5,28,1,3,39.000,5,1,0.000,0,6,4 781 | 2,27,35,0,12,56.000,1,3,0.000,1,1,4 782 | 2,17,39,0,12,45.000,4,10,0.000,1,1,1 783 | 1,4,37,1,8,25.000,1,1,0.000,1,5,1 784 | 1,30,23,1,0,24.000,2,1,0.000,1,4,3 785 | 3,71,40,1,19,53.000,4,14,0.000,1,2,4 786 | 3,67,77,0,55,49.000,1,45,1.000,1,1,1 787 | 3,24,48,1,3,38.000,1,16,0.000,1,2,1 788 | 1,24,54,1,7,84.000,3,10,0.000,1,2,1 789 | 2,59,54,0,32,126.000,1,22,0.000,1,1,3 790 | 3,59,32,0,9,73.000,4,5,0.000,0,1,2 791 | 3,44,37,1,1,41.000,4,8,0.000,1,6,2 792 | 1,19,31,1,0,22.000,4,2,0.000,0,3,2 793 | 2,58,46,1,23,23.000,1,2,0.000,1,2,1 794 | 1,41,53,1,22,94.000,2,25,0.000,0,2,2 795 | 2,16,33,0,1,30.000,3,7,0.000,0,4,3 796 | 3,13,36,0,11,31.000,2,0,0.000,0,1,1 797 | 1,60,53,0,22,171.000,1,37,0.000,1,1,3 798 | 2,72,49,1,23,102.000,1,27,0.000,1,6,2 799 | 2,33,39,0,17,27.000,4,3,0.000,1,1,4 800 | 2,72,45,1,25,98.000,4,20,0.000,1,2,4 801 | 1,66,54,1,8,591.000,4,25,0.000,1,2,4 802 | 3,53,37,1,7,25.000,1,2,0.000,1,6,3 803 | 2,22,28,1,0,36.000,4,0,0.000,0,4,4 804 | 2,14,26,1,1,25.000,2,0,0.000,1,3,3 805 | 1,52,49,0,18,69.000,2,13,0.000,1,2,3 806 | 3,33,30,1,5,22.000,1,0,0.000,0,2,3 807 | 3,72,66,0,26,67.000,2,37,1.000,1,1,3 808 | 1,40,40,1,3,73.000,4,12,0.000,1,4,3 809 | 2,29,26,0,1,22.000,4,2,0.000,1,1,4 810 | 3,63,67,0,22,9.000,2,12,1.000,0,1,3 811 | 2,56,54,0,25,147.000,3,31,0.000,1,1,2 812 | 3,60,50,1,26,239.000,2,19,0.000,1,2,4 813 | 3,28,22,1,3,23.000,3,1,0.000,0,5,1 814 | 2,39,39,0,19,29.000,4,6,0.000,0,1,2 815 | 3,65,39,1,18,32.000,2,15,0.000,0,4,3 816 | 3,29,31,0,7,30.000,3,7,0.000,1,1,3 817 | 3,28,36,0,8,57.000,2,13,0.000,1,2,3 818 | 1,2,18,0,0,20.000,2,0,0.000,0,1,3 819 | 3,67,52,0,13,248.000,2,20,0.000,1,3,3 820 | 3,5,35,1,9,59.000,3,8,0.000,1,5,4 821 | 3,48,35,0,10,24.000,2,6,0.000,0,1,3 822 | 2,10,26,1,4,25.000,1,4,0.000,1,3,1 823 | 2,17,28,0,3,37.000,3,2,0.000,1,1,3 824 | 1,21,24,1,0,30.000,4,0,0.000,1,5,4 825 | 2,25,51,0,9,66.000,4,13,0.000,0,2,4 826 | 3,44,31,0,8,16.000,1,3,0.000,0,1,1 827 | 2,59,49,0,28,429.000,4,23,0.000,1,2,4 828 | 2,11,26,0,7,20.000,2,4,0.000,0,1,1 829 | 2,50,68,1,32,262.000,3,28,0.000,0,2,3 830 | 3,23,25,1,2,28.000,3,1,0.000,1,5,2 831 | 1,17,19,0,0,18.000,2,0,0.000,1,2,2 832 | 1,15,62,1,3,144.000,3,21,0.000,0,2,3 833 | 2,68,57,1,38,33.000,1,9,0.000,1,2,2 834 | 1,69,42,1,23,19.000,3,0,0.000,1,2,1 835 | 1,30,24,1,3,30.000,1,7,0.000,1,5,1 836 | 3,22,30,0,8,41.000,2,8,0.000,0,1,3 837 | 2,10,20,1,1,20.000,2,0,0.000,1,4,1 838 | 1,72,59,1,12,65.000,3,21,0.000,1,6,2 839 | 2,34,24,1,5,17.000,4,0,0.000,1,2,3 840 | 2,43,49,1,18,66.000,1,22,0.000,0,4,3 841 | 3,31,37,1,15,18.000,4,5,0.000,0,3,4 842 | 2,6,27,1,5,26.000,4,2,0.000,0,5,1 843 | 2,48,42,0,21,46.000,4,4,0.000,0,1,3 844 | 2,50,25,0,6,19.000,1,5,0.000,0,3,1 845 | 3,20,41,1,19,58.000,2,6,0.000,1,2,2 846 | 3,61,73,0,10,25.000,1,21,1.000,0,1,1 847 | 2,6,21,0,0,15.000,2,1,0.000,1,1,1 848 | 2,1,22,0,2,35.000,2,2,0.000,0,1,1 849 | 1,21,43,0,13,41.000,2,1,0.000,1,1,4 850 | 3,7,32,0,1,71.000,4,3,0.000,0,2,4 851 | 3,65,56,1,19,608.000,3,34,0.000,1,2,4 852 | 1,64,37,0,10,44.000,4,9,0.000,1,1,2 853 | 3,4,30,0,0,41.000,2,0,0.000,0,2,3 854 | 1,67,45,1,22,83.000,3,11,0.000,1,2,2 855 | 2,22,35,0,12,28.000,2,3,0.000,0,2,2 856 | 3,51,37,1,17,101.000,2,10,0.000,1,2,3 857 | 1,50,28,0,6,28.000,1,10,0.000,1,1,3 858 | 1,31,47,1,18,35.000,2,0,0.000,0,2,1 859 | 3,4,28,0,0,39.000,2,3,0.000,1,1,3 860 | 3,60,56,0,19,51.000,4,11,0.000,0,1,4 861 | 3,7,31,1,12,31.000,2,7,0.000,1,6,1 862 | 3,20,40,0,2,209.000,4,15,0.000,1,1,2 863 | 2,19,23,1,4,37.000,3,1,0.000,1,4,3 864 | 3,58,37,1,5,64.000,4,8,0.000,1,2,4 865 | 3,65,64,0,20,88.000,3,26,0.000,1,1,4 866 | 3,72,61,1,34,61.000,1,8,0.000,0,3,2 867 | 3,8,42,0,3,66.000,3,10,0.000,0,1,4 868 | 2,33,40,1,14,19.000,3,5,0.000,0,2,1 869 | 3,18,34,1,4,42.000,2,14,0.000,1,5,4 870 | 2,24,31,1,6,41.000,2,13,0.000,0,5,3 871 | 3,70,36,0,8,50.000,1,15,0.000,1,1,2 872 | 1,7,38,0,4,70.000,4,4,0.000,0,1,4 873 | 3,70,59,0,27,85.000,1,19,0.000,1,1,3 874 | 2,20,48,1,21,45.000,3,2,0.000,1,2,3 875 | 3,54,32,1,12,27.000,1,9,0.000,0,2,2 876 | 3,36,48,0,28,29.000,1,2,0.000,0,1,1 877 | 3,71,53,1,29,48.000,4,0,0.000,1,2,3 878 | 1,17,41,0,4,32.000,2,3,0.000,0,1,3 879 | 1,18,45,1,17,43.000,1,9,0.000,0,3,3 880 | 1,16,27,0,8,16.000,5,0,0.000,1,1,4 881 | 3,38,30,1,6,22.000,2,3,0.000,1,2,2 882 | 1,52,45,1,19,40.000,3,9,0.000,1,3,4 883 | 1,46,48,1,12,256.000,3,25,0.000,0,6,4 884 | 2,31,46,0,23,144.000,4,13,0.000,0,1,3 885 | 2,23,31,0,10,45.000,4,0,0.000,0,2,2 886 | 2,38,56,1,34,34.000,2,0,0.000,1,3,3 887 | 2,50,54,0,15,248.000,3,28,0.000,1,1,3 888 | 2,16,49,0,17,41.000,2,5,0.000,0,1,4 889 | 2,14,34,1,4,27.000,4,1,0.000,1,2,4 890 | 2,30,52,0,23,17.000,3,3,0.000,1,1,2 891 | 3,22,47,1,0,44.000,4,11,0.000,1,3,4 892 | 1,38,55,1,12,135.000,2,24,0.000,0,4,4 893 | 3,59,26,1,3,41.000,4,1,0.000,1,3,2 894 | 2,54,55,0,1,587.000,3,33,0.000,0,1,3 895 | 3,9,40,0,13,38.000,4,7,0.000,1,1,4 896 | 1,67,67,1,38,49.000,2,10,0.000,1,2,2 897 | 2,24,44,0,19,33.000,3,0,0.000,1,2,1 898 | 2,12,55,1,13,36.000,1,5,0.000,1,2,2 899 | 1,26,47,0,13,54.000,3,0,0.000,0,1,2 900 | 2,3,32,0,4,58.000,2,11,0.000,0,4,4 901 | 2,20,46,0,2,23.000,5,4,0.000,1,2,4 902 | 3,5,52,1,0,97.000,5,9,0.000,0,2,4 903 | 3,58,53,0,19,207.000,3,12,0.000,1,1,4 904 | 1,54,28,1,2,21.000,3,3,0.000,0,4,1 905 | 2,52,39,0,6,119.000,3,18,0.000,1,1,1 906 | 2,38,30,1,10,25.000,1,5,0.000,1,4,1 907 | 2,19,46,0,5,59.000,3,17,0.000,0,1,1 908 | 2,22,33,1,2,24.000,1,3,0.000,0,4,1 909 | 1,49,35,1,15,113.000,4,4,0.000,0,5,2 910 | 3,5,39,0,0,22.000,1,0,0.000,1,2,3 911 | 2,18,69,0,28,11.000,1,17,1.000,0,1,1 912 | 3,43,29,0,4,33.000,1,13,0.000,1,4,3 913 | 3,17,50,0,2,205.000,5,19,0.000,0,1,4 914 | 2,37,33,0,4,41.000,3,8,0.000,1,3,2 915 | 2,8,39,0,0,39.000,1,7,0.000,1,1,1 916 | 2,51,46,1,8,107.000,2,21,0.000,1,6,3 917 | 1,71,55,1,11,198.000,1,31,0.000,1,3,3 918 | 1,56,53,1,23,100.000,5,14,0.000,1,2,2 919 | 3,70,68,0,21,1131.000,2,45,0.000,0,1,3 920 | 1,62,53,0,14,360.000,3,26,0.000,1,2,3 921 | 1,50,52,1,22,162.000,2,27,0.000,1,2,4 922 | 3,1,31,0,3,29.000,5,2,0.000,1,3,1 923 | 3,15,26,0,1,38.000,4,1,0.000,0,2,4 924 | 3,72,55,1,24,82.000,3,25,0.000,1,2,2 925 | 2,69,47,1,10,159.000,2,24,0.000,0,4,3 926 | 2,32,44,0,10,201.000,2,24,0.000,0,1,3 927 | 1,19,25,1,6,27.000,4,0,0.000,1,2,3 928 | 2,42,54,0,19,57.000,3,10,0.000,1,1,4 929 | 3,51,49,0,29,45.000,1,16,0.000,0,1,1 930 | 2,32,22,1,2,17.000,2,2,0.000,1,4,3 931 | 3,26,55,1,13,61.000,1,26,0.000,0,2,3 932 | 2,39,44,1,14,418.000,4,18,0.000,0,2,4 933 | 2,72,53,0,12,152.000,2,32,0.000,1,1,4 934 | 2,4,39,0,11,38.000,4,1,0.000,0,2,4 935 | 2,54,50,1,5,151.000,4,20,0.000,0,3,3 936 | 1,34,40,1,21,23.000,4,9,0.000,1,3,4 937 | 1,20,25,1,4,33.000,4,0,0.000,1,3,1 938 | 3,14,49,0,4,26.000,1,8,0.000,0,1,1 939 | 1,61,59,0,26,89.000,1,40,1.000,1,1,3 940 | 2,4,24,0,2,25.000,4,0,0.000,0,1,1 941 | 3,16,48,0,25,59.000,2,13,0.000,0,2,3 942 | 1,13,41,0,9,55.000,2,12,0.000,1,3,1 943 | 2,53,37,1,18,25.000,3,6,0.000,1,2,2 944 | 2,58,36,1,13,39.000,2,8,0.000,1,7,4 945 | 2,25,38,1,19,56.000,1,19,0.000,1,2,3 946 | 1,71,61,1,19,155.000,3,30,0.000,0,2,3 947 | 1,22,33,1,13,119.000,5,0,0.000,1,4,4 948 | 1,46,48,1,15,64.000,3,20,0.000,0,2,3 949 | 3,66,50,1,2,333.000,5,24,0.000,0,2,2 950 | 1,69,58,1,29,26.000,2,7,0.000,1,3,4 951 | 2,38,49,1,3,33.000,4,11,0.000,0,4,2 952 | 3,16,35,0,7,46.000,3,3,0.000,0,1,1 953 | 3,44,39,1,8,41.000,2,8,0.000,0,4,4 954 | 1,50,50,0,24,31.000,1,8,0.000,0,1,3 955 | 3,10,23,0,1,29.000,4,0,0.000,1,1,4 956 | 2,7,41,0,6,94.000,2,16,0.000,0,1,4 957 | 3,71,48,0,25,288.000,3,19,0.000,0,1,1 958 | 3,16,39,1,5,31.000,1,4,0.000,1,5,1 959 | 3,6,20,0,0,25.000,2,0,0.000,1,2,3 960 | 2,46,55,0,24,269.000,2,35,0.000,0,1,3 961 | 3,51,49,1,13,203.000,3,27,0.000,0,4,3 962 | 3,5,34,0,12,22.000,2,2,0.000,0,2,1 963 | 2,49,54,1,23,25.000,2,1,0.000,1,4,1 964 | 3,49,51,1,14,222.000,5,16,0.000,0,2,2 965 | 1,26,30,1,4,76.000,3,7,0.000,0,2,1 966 | 3,22,39,0,4,55.000,2,17,0.000,1,1,4 967 | 3,51,45,1,4,46.000,3,6,0.000,0,2,4 968 | 1,19,27,1,7,56.000,4,1,0.000,0,4,4 969 | 1,9,36,0,1,79.000,3,11,0.000,1,5,3 970 | 3,15,25,1,0,51.000,3,2,0.000,1,2,1 971 | 2,57,63,0,19,61.000,1,27,0.000,0,1,3 972 | 3,48,45,0,15,41.000,1,10,0.000,1,2,1 973 | 2,9,53,1,20,50.000,2,13,0.000,1,2,1 974 | 1,61,52,0,21,82.000,1,18,0.000,0,1,3 975 | 3,72,53,0,34,108.000,1,23,0.000,0,1,3 976 | 3,57,60,0,20,14.000,2,27,1.000,1,1,3 977 | 2,57,51,0,10,46.000,1,13,0.000,0,1,2 978 | 1,37,60,1,0,46.000,1,20,0.000,0,3,3 979 | 3,45,51,0,13,146.000,4,16,0.000,0,2,1 980 | 3,45,39,1,15,36.000,1,11,0.000,1,5,1 981 | 2,55,44,0,24,83.000,1,23,0.000,1,1,3 982 | 2,24,27,0,2,17.000,3,3,0.000,0,5,2 983 | 3,1,20,0,1,18.000,3,0,0.000,0,1,1 984 | 2,34,23,1,3,24.000,1,7,0.000,1,4,3 985 | 3,14,37,1,5,48.000,3,1,0.000,1,4,1 986 | 3,6,32,0,10,47.000,1,10,0.000,0,1,3 987 | 3,24,30,0,0,25.000,4,5,0.000,0,2,4 988 | 2,3,26,1,6,59.000,4,0,0.000,1,3,4 989 | 1,4,30,0,1,45.000,4,6,0.000,0,3,4 990 | 1,72,40,1,19,163.000,4,15,0.000,0,2,2 991 | 1,44,56,0,4,63.000,2,6,0.000,1,1,3 992 | 1,50,43,0,6,27.000,3,4,0.000,0,1,3 993 | 2,61,50,1,16,190.000,2,22,0.000,1,2,2 994 | 1,34,52,1,2,106.000,2,19,0.000,0,2,3 995 | 3,26,54,1,30,26.000,3,1,0.000,1,2,4 996 | 1,15,46,1,17,63.000,5,1,0.000,0,2,4 997 | 3,10,39,0,0,27.000,3,0,0.000,1,3,1 998 | 1,7,34,0,2,22.000,5,5,0.000,1,1,1 999 | 3,67,59,0,40,944.000,5,33,0.000,1,1,4 1000 | 3,70,49,0,18,87.000,2,22,0.000,1,1,3 1001 | 3,50,36,1,7,39.000,3,3,0.000,1,3,2 1002 | -------------------------------------------------------------------------------- /K-Means Clustering/Arrests.csv: -------------------------------------------------------------------------------- 1 | "","Murder","Assault","UrbanPop","Rape" 2 | "Alabama",13.2,236,58,21.2 3 | "Alaska",10,263,48,44.5 4 | "Arizona",8.1,294,80,31 5 | "Arkansas",8.8,190,50,19.5 6 | "California",9,276,91,40.6 7 | "Colorado",7.9,204,78,38.7 8 | "Connecticut",3.3,110,77,11.1 9 | "Delaware",5.9,238,72,15.8 10 | "Florida",15.4,335,80,31.9 11 | "Georgia",17.4,211,60,25.8 12 | "Hawaii",5.3,46,83,20.2 13 | "Idaho",2.6,120,54,14.2 14 | "Illinois",10.4,249,83,24 15 | "Indiana",7.2,113,65,21 16 | "Iowa",2.2,56,57,11.3 17 | "Kansas",6,115,66,18 18 | "Kentucky",9.7,109,52,16.3 19 | "Louisiana",15.4,249,66,22.2 20 | "Maine",2.1,83,51,7.8 21 | "Maryland",11.3,300,67,27.8 22 | "Massachusetts",4.4,149,85,16.3 23 | "Michigan",12.1,255,74,35.1 24 | "Minnesota",2.7,72,66,14.9 25 | "Mississippi",16.1,259,44,17.1 26 | "Missouri",9,178,70,28.2 27 | "Montana",6,109,53,16.4 28 | "Nebraska",4.3,102,62,16.5 29 | "Nevada",12.2,252,81,46 30 | "New Hampshire",2.1,57,56,9.5 31 | "New Jersey",7.4,159,89,18.8 32 | "New Mexico",11.4,285,70,32.1 33 | "New York",11.1,254,86,26.1 34 | "North Carolina",13,337,45,16.1 35 | "North Dakota",0.8,45,44,7.3 36 | "Ohio",7.3,120,75,21.4 37 | "Oklahoma",6.6,151,68,20 38 | "Oregon",4.9,159,67,29.3 39 | "Pennsylvania",6.3,106,72,14.9 40 | "Rhode Island",3.4,174,87,8.3 41 | "South Carolina",14.4,279,48,22.5 42 | "South Dakota",3.8,86,45,12.8 43 | "Tennessee",13.2,188,59,26.9 44 | "Texas",12.7,201,80,25.5 45 | "Utah",3.2,120,80,22.9 46 | "Vermont",2.2,48,32,11.2 47 | "Virginia",8.5,156,63,20.7 48 | "Washington",4,145,73,26.2 49 | "West Virginia",5.7,81,39,9.3 50 | "Wisconsin",2.6,53,66,10.8 51 | "Wyoming",6.8,161,60,15.6 52 | -------------------------------------------------------------------------------- /KNN/teleCust.csv: -------------------------------------------------------------------------------- 1 | region,tenure,age,marital,address,income,ed,employ,retire,gender,reside,custcat 2 | 2,13,44,1,9,64.000,4,5,0.000,0,2,1 3 | 3,11,33,1,7,136.000,5,5,0.000,0,6,4 4 | 3,68,52,1,24,116.000,1,29,0.000,1,2,3 5 | 2,33,33,0,12,33.000,2,0,0.000,1,1,1 6 | 2,23,30,1,9,30.000,1,2,0.000,0,4,3 7 | 2,41,39,0,17,78.000,2,16,0.000,1,1,3 8 | 3,45,22,1,2,19.000,2,4,0.000,1,5,2 9 | 2,38,35,0,5,76.000,2,10,0.000,0,3,4 10 | 3,45,59,1,7,166.000,4,31,0.000,0,5,3 11 | 1,68,41,1,21,72.000,1,22,0.000,0,3,2 12 | 2,5,33,0,10,125.000,4,5,0.000,1,1,1 13 | 3,7,35,0,14,80.000,2,15,0.000,1,1,3 14 | 1,41,38,1,8,37.000,2,9,0.000,1,3,1 15 | 2,57,54,1,30,115.000,4,23,0.000,1,3,4 16 | 2,9,46,0,3,25.000,1,8,0.000,1,2,1 17 | 1,29,38,1,12,75.000,5,1,0.000,0,4,2 18 | 3,60,57,0,38,162.000,2,30,0.000,0,1,3 19 | 3,34,48,0,3,49.000,2,6,0.000,1,3,3 20 | 2,1,24,0,3,20.000,1,3,0.000,0,1,1 21 | 1,26,29,1,3,77.000,4,2,0.000,0,4,4 22 | 3,6,30,0,7,16.000,3,1,0.000,1,1,2 23 | 1,68,52,1,17,120.000,1,24,0.000,0,2,1 24 | 3,53,33,0,10,101.000,5,4,0.000,1,2,4 25 | 3,55,48,1,19,67.000,1,25,0.000,0,3,1 26 | 3,14,43,1,18,36.000,1,5,0.000,0,5,3 27 | 2,1,21,0,0,33.000,2,0,0.000,1,3,3 28 | 2,42,40,0,7,37.000,2,8,0.000,1,1,4 29 | 3,25,33,1,11,31.000,1,5,0.000,0,4,3 30 | 1,9,21,1,1,17.000,2,2,0.000,1,3,1 31 | 2,13,33,1,9,19.000,4,0,0.000,1,2,2 32 | 1,56,37,1,6,36.000,1,13,0.000,1,2,2 33 | 1,71,53,1,27,155.000,5,12,0.000,0,2,4 34 | 1,35,50,1,26,140.000,2,21,0.000,1,4,3 35 | 1,11,27,1,8,55.000,5,0,0.000,0,3,2 36 | 2,60,46,1,13,163.000,3,24,0.000,0,2,4 37 | 3,20,35,1,11,52.000,4,0,0.000,0,2,2 38 | 2,54,60,0,38,211.000,4,25,0.000,0,1,4 39 | 1,44,57,1,1,186.000,2,17,0.000,0,2,3 40 | 1,11,41,1,0,39.000,1,1,0.000,1,2,3 41 | 2,72,57,0,34,22.000,2,35,1.000,1,1,3 42 | 3,10,41,0,7,30.000,1,7,0.000,0,1,3 43 | 2,15,28,0,0,29.000,2,4,0.000,1,1,3 44 | 2,27,28,1,4,23.000,2,8,0.000,0,5,1 45 | 1,9,36,1,14,62.000,4,10,0.000,0,6,4 46 | 1,64,43,1,20,76.000,4,20,0.000,1,4,3 47 | 1,65,41,1,3,74.000,4,16,0.000,0,2,2 48 | 1,49,51,1,27,63.000,4,19,0.000,0,5,2 49 | 3,47,41,1,0,36.000,4,8,0.000,0,2,4 50 | 3,9,34,1,9,33.000,2,8,0.000,1,4,1 51 | 1,5,36,0,14,29.000,2,9,0.000,1,1,3 52 | 2,30,34,1,4,27.000,2,1,0.000,0,5,1 53 | 1,56,52,1,28,49.000,2,12,0.000,0,4,2 54 | 3,10,22,0,0,24.000,4,0,0.000,0,1,4 55 | 1,7,26,1,3,26.000,2,2,0.000,0,5,1 56 | 1,52,27,0,6,47.000,3,5,0.000,0,2,1 57 | 2,36,45,1,1,94.000,2,18,0.000,1,5,1 58 | 3,27,34,0,8,21.000,3,4,0.000,1,1,2 59 | 1,58,62,1,36,27.000,1,0,0.000,0,2,1 60 | 2,41,52,0,27,30.000,2,2,0.000,1,1,3 61 | 2,47,40,1,16,127.000,4,12,0.000,1,4,2 62 | 2,55,39,1,15,137.000,2,20,0.000,1,2,3 63 | 2,56,50,1,1,80.000,2,24,0.000,1,4,4 64 | 3,35,55,0,24,30.000,2,2,0.000,0,1,1 65 | 2,69,51,1,11,438.000,4,23,0.000,1,2,4 66 | 2,44,39,0,16,79.000,2,16,0.000,0,1,4 67 | 3,36,47,1,16,63.000,1,23,0.000,0,2,1 68 | 3,28,51,1,22,40.000,3,10,0.000,1,6,3 69 | 1,72,67,1,44,51.000,1,34,1.000,0,2,3 70 | 1,16,27,0,5,37.000,3,5,0.000,0,4,1 71 | 3,3,43,0,19,61.000,4,11,0.000,1,1,1 72 | 1,40,57,1,15,22.000,2,9,0.000,0,2,1 73 | 3,16,39,0,6,44.000,4,3,0.000,1,1,2 74 | 1,20,42,0,4,17.000,3,5,0.000,0,1,1 75 | 2,48,43,0,13,110.000,5,15,0.000,1,3,2 76 | 2,64,48,1,13,91.000,2,24,0.000,0,2,3 77 | 1,8,46,0,3,46.000,2,8,0.000,0,1,1 78 | 1,40,38,1,10,85.000,3,12,0.000,0,2,3 79 | 2,38,71,0,27,10.000,2,12,1.000,0,1,1 80 | 1,67,68,0,28,244.000,1,47,0.000,1,1,3 81 | 1,26,42,0,0,80.000,4,15,0.000,1,1,4 82 | 3,41,34,1,15,83.000,5,1,0.000,1,2,4 83 | 2,2,31,0,2,21.000,1,6,0.000,0,1,1 84 | 3,20,48,1,29,24.000,2,3,0.000,0,2,4 85 | 2,31,53,0,2,351.000,3,31,0.000,1,1,3 86 | 2,45,52,1,4,169.000,4,29,0.000,1,4,2 87 | 2,33,27,1,7,46.000,2,7,0.000,0,4,1 88 | 1,10,26,0,6,34.000,3,3,0.000,0,1,2 89 | 2,62,54,1,2,50.000,4,3,0.000,0,2,4 90 | 2,4,35,0,16,161.000,5,6,0.000,1,1,4 91 | 1,42,47,1,17,212.000,4,17,0.000,0,2,3 92 | 3,27,51,1,3,80.000,5,11,0.000,0,3,2 93 | 2,38,42,0,1,30.000,4,7,0.000,1,1,1 94 | 3,52,61,1,3,53.000,5,1,0.000,1,2,2 95 | 3,35,33,0,9,73.000,5,4,0.000,1,1,4 96 | 3,3,20,1,1,17.000,2,0,0.000,1,4,1 97 | 2,17,33,0,9,23.000,5,3,0.000,0,1,4 98 | 1,55,53,1,21,34.000,1,8,0.000,0,2,3 99 | 3,43,36,1,5,107.000,1,19,0.000,1,3,2 100 | 2,47,25,1,5,21.000,1,1,0.000,1,2,3 101 | 3,65,58,0,30,83.000,2,16,0.000,1,1,2 102 | 1,13,20,0,1,17.000,3,0,0.000,0,5,4 103 | 3,64,25,1,4,76.000,3,2,0.000,1,6,3 104 | 2,12,24,0,2,19.000,1,0,0.000,0,1,3 105 | 1,29,32,1,0,49.000,4,3,0.000,1,3,2 106 | 2,23,47,0,21,173.000,3,22,0.000,1,1,2 107 | 2,14,35,0,4,47.000,3,10,0.000,1,1,2 108 | 1,35,61,0,23,41.000,2,11,0.000,0,1,1 109 | 3,26,39,0,8,105.000,3,13,0.000,1,1,4 110 | 1,13,54,0,2,31.000,4,2,0.000,0,1,1 111 | 2,69,40,1,13,41.000,2,17,0.000,0,3,2 112 | 3,61,50,1,30,102.000,4,9,0.000,1,3,2 113 | 2,45,22,1,2,36.000,4,0,0.000,1,5,2 114 | 2,3,37,0,13,24.000,1,3,0.000,1,1,1 115 | 2,53,22,0,1,25.000,4,0,0.000,0,2,2 116 | 1,59,42,0,1,68.000,2,21,0.000,1,1,3 117 | 1,13,34,0,11,20.000,3,0,0.000,1,1,1 118 | 3,31,31,0,4,48.000,1,15,0.000,0,1,3 119 | 1,40,29,1,6,40.000,2,8,0.000,1,5,3 120 | 1,48,55,0,15,79.000,1,25,0.000,0,1,3 121 | 3,3,31,0,1,28.000,1,0,0.000,0,1,1 122 | 2,51,48,0,12,64.000,2,22,0.000,1,1,1 123 | 3,33,41,0,15,37.000,2,11,0.000,0,1,1 124 | 3,14,47,1,7,48.000,1,13,0.000,0,2,1 125 | 1,17,42,1,6,131.000,5,6,0.000,0,3,2 126 | 3,19,29,1,9,18.000,2,2,0.000,0,3,1 127 | 2,58,36,0,10,38.000,2,14,0.000,1,1,2 128 | 3,22,23,0,3,37.000,2,4,0.000,1,3,4 129 | 2,29,31,1,1,60.000,4,6,0.000,0,5,2 130 | 3,14,22,1,2,13.000,3,0,0.000,1,4,2 131 | 2,70,64,1,18,98.000,1,31,0.000,1,2,4 132 | 1,62,52,1,2,195.000,1,23,0.000,0,2,3 133 | 2,7,35,1,0,47.000,1,14,0.000,0,5,1 134 | 1,56,47,1,19,65.000,2,22,0.000,0,3,4 135 | 1,50,50,1,22,150.000,5,5,0.000,1,4,2 136 | 2,57,39,0,6,106.000,5,8,0.000,0,1,3 137 | 3,2,40,0,19,51.000,4,14,0.000,1,1,1 138 | 2,40,38,0,17,96.000,4,0,0.000,1,1,1 139 | 2,6,43,0,4,33.000,5,7,0.000,0,2,3 140 | 3,23,25,1,6,38.000,2,1,0.000,1,3,3 141 | 3,11,32,0,6,125.000,4,5,0.000,0,1,4 142 | 1,29,37,1,13,145.000,5,0,0.000,1,4,4 143 | 1,42,44,1,2,99.000,2,21,0.000,0,3,3 144 | 1,20,34,1,2,22.000,4,0,0.000,1,3,4 145 | 2,72,60,1,21,31.000,1,38,1.000,0,2,2 146 | 1,2,36,0,3,25.000,1,6,0.000,1,1,3 147 | 3,46,25,0,5,57.000,5,0,0.000,1,2,1 148 | 2,39,51,1,21,41.000,5,20,0.000,0,6,4 149 | 3,24,25,1,1,20.000,3,1,0.000,1,2,2 150 | 3,59,43,1,4,101.000,2,22,0.000,1,5,2 151 | 1,65,37,0,8,56.000,2,15,0.000,0,1,2 152 | 2,50,27,1,5,22.000,2,5,0.000,1,3,1 153 | 1,57,37,0,11,108.000,4,9,0.000,1,1,3 154 | 3,61,48,0,14,115.000,4,20,0.000,1,1,4 155 | 3,34,54,0,31,53.000,4,22,0.000,0,1,4 156 | 3,38,53,0,13,242.000,4,12,0.000,0,1,4 157 | 1,3,24,1,2,20.000,2,3,0.000,1,5,3 158 | 2,4,47,0,5,123.000,4,11,0.000,0,1,1 159 | 2,15,35,0,0,34.000,1,12,0.000,0,1,1 160 | 1,25,29,1,8,31.000,4,3,0.000,1,5,2 161 | 3,21,44,0,25,47.000,1,12,0.000,1,2,3 162 | 3,50,37,1,11,48.000,3,8,0.000,1,2,3 163 | 2,65,64,1,22,13.000,2,5,1.000,1,3,3 164 | 2,59,52,1,18,78.000,1,25,0.000,0,2,1 165 | 3,29,26,0,7,34.000,1,7,0.000,1,2,3 166 | 1,60,46,0,17,81.000,5,9,0.000,1,1,2 167 | 1,71,45,1,14,86.000,2,25,0.000,0,2,2 168 | 3,38,27,1,0,26.000,4,2,0.000,0,4,4 169 | 3,16,34,1,5,51.000,2,8,0.000,1,5,1 170 | 3,7,31,0,10,59.000,3,10,0.000,0,1,1 171 | 1,59,53,0,21,112.000,4,16,0.000,0,1,2 172 | 2,22,56,1,14,57.000,4,28,0.000,0,2,4 173 | 1,18,48,1,20,41.000,1,2,0.000,1,2,1 174 | 2,64,46,1,19,168.000,2,26,0.000,1,2,4 175 | 2,7,33,0,4,29.000,4,4,0.000,1,3,1 176 | 3,65,58,0,13,167.000,2,14,0.000,1,2,2 177 | 3,7,24,0,5,29.000,2,3,0.000,0,3,1 178 | 1,64,55,0,28,104.000,1,26,0.000,1,1,3 179 | 3,42,22,1,0,46.000,4,0,0.000,0,2,4 180 | 3,33,26,0,5,46.000,4,1,0.000,1,3,4 181 | 1,3,33,0,8,51.000,4,0,0.000,1,1,1 182 | 2,69,42,1,11,65.000,2,18,0.000,0,2,4 183 | 2,9,33,0,1,48.000,2,13,0.000,0,2,1 184 | 3,22,34,1,1,46.000,3,1,0.000,0,4,2 185 | 2,53,63,1,15,43.000,2,18,0.000,0,2,2 186 | 3,71,53,0,30,110.000,1,34,0.000,0,1,2 187 | 3,24,26,0,2,32.000,3,2,0.000,0,3,1 188 | 3,12,22,1,1,18.000,3,0,0.000,1,2,1 189 | 1,25,39,1,1,26.000,4,0,0.000,0,4,2 190 | 3,63,28,1,9,34.000,2,10,0.000,1,6,3 191 | 1,33,54,1,18,57.000,4,4,0.000,1,3,3 192 | 2,57,54,1,20,21.000,2,0,0.000,1,3,1 193 | 3,13,33,0,7,38.000,3,10,0.000,1,1,4 194 | 1,13,21,0,2,19.000,3,0,0.000,1,1,2 195 | 1,71,39,0,2,40.000,3,17,0.000,0,1,3 196 | 3,18,69,1,11,58.000,3,8,0.000,0,2,4 197 | 1,17,51,1,10,95.000,2,15,0.000,1,2,1 198 | 2,22,43,0,4,114.000,2,19,0.000,0,1,1 199 | 2,65,65,1,27,128.000,3,24,0.000,0,2,3 200 | 3,7,40,0,9,33.000,4,2,0.000,1,1,1 201 | 3,72,66,0,30,460.000,4,41,0.000,1,1,4 202 | 1,35,43,0,12,224.000,3,17,0.000,0,1,1 203 | 1,24,39,0,2,122.000,4,12,0.000,0,3,4 204 | 1,64,24,1,0,23.000,3,1,0.000,1,5,2 205 | 2,63,63,1,19,191.000,3,27,0.000,0,2,2 206 | 1,38,31,1,7,187.000,4,6,0.000,0,3,4 207 | 2,29,37,1,9,119.000,3,12,0.000,0,3,1 208 | 1,72,69,1,49,44.000,2,44,1.000,1,2,3 209 | 1,10,27,1,2,15.000,3,2,0.000,1,2,4 210 | 3,72,64,0,41,674.000,4,37,0.000,1,1,3 211 | 3,52,23,1,4,33.000,4,0,0.000,1,2,3 212 | 3,13,55,0,3,250.000,2,35,0.000,1,2,1 213 | 1,3,33,0,6,64.000,4,0,0.000,0,2,1 214 | 3,39,24,1,2,26.000,2,4,0.000,0,4,1 215 | 2,28,29,0,4,23.000,3,5,0.000,0,2,2 216 | 2,46,42,0,9,52.000,4,7,0.000,0,3,2 217 | 2,62,46,0,27,200.000,3,9,0.000,1,1,1 218 | 2,23,33,1,7,28.000,1,4,0.000,0,2,3 219 | 3,23,25,1,5,19.000,5,0,0.000,0,3,4 220 | 2,72,61,1,39,76.000,3,21,0.000,0,2,4 221 | 3,56,60,0,26,70.000,2,20,0.000,0,1,1 222 | 1,8,30,0,1,34.000,2,9,0.000,1,1,3 223 | 3,3,36,0,7,34.000,5,3,0.000,1,3,4 224 | 3,37,37,0,7,172.000,3,13,0.000,0,1,1 225 | 3,37,53,1,13,48.000,1,10,0.000,0,3,3 226 | 2,6,30,0,9,45.000,2,2,0.000,1,1,1 227 | 1,48,47,0,9,72.000,3,13,0.000,0,5,4 228 | 2,43,43,1,3,55.000,4,18,0.000,1,4,4 229 | 2,21,29,0,7,40.000,4,2,0.000,1,4,1 230 | 3,6,33,0,12,26.000,3,0,0.000,0,1,3 231 | 2,69,51,0,18,96.000,1,33,0.000,0,4,3 232 | 1,22,33,0,9,54.000,1,10,0.000,0,1,3 233 | 1,28,40,1,1,47.000,2,9,0.000,1,3,3 234 | 1,71,47,1,23,142.000,1,30,0.000,0,2,2 235 | 2,7,37,0,5,57.000,4,1,0.000,0,1,1 236 | 1,63,29,0,10,20.000,3,7,0.000,0,2,4 237 | 2,53,57,0,25,37.000,1,7,0.000,0,1,2 238 | 2,50,52,1,17,36.000,4,16,0.000,0,4,4 239 | 2,39,31,1,6,24.000,4,2,0.000,0,2,4 240 | 3,16,19,0,0,21.000,2,0,0.000,1,1,1 241 | 3,43,51,1,15,186.000,3,25,0.000,0,2,4 242 | 3,44,31,0,12,30.000,1,7,0.000,1,3,1 243 | 2,72,66,1,43,96.000,2,16,0.000,1,2,4 244 | 3,61,76,0,39,15.000,1,29,1.000,0,1,3 245 | 3,43,21,1,1,25.000,1,4,0.000,0,4,2 246 | 3,24,39,0,11,49.000,3,7,0.000,1,1,1 247 | 3,64,45,0,4,38.000,2,7,0.000,1,1,3 248 | 2,64,38,0,0,29.000,2,2,0.000,0,2,2 249 | 1,24,26,0,7,55.000,2,7,0.000,1,1,1 250 | 3,33,55,1,21,64.000,3,10,0.000,1,3,1 251 | 2,33,33,1,12,42.000,4,7,0.000,1,5,2 252 | 1,2,40,0,9,134.000,4,2,0.000,0,1,1 253 | 2,42,48,1,22,82.000,1,21,0.000,1,5,4 254 | 1,52,54,1,5,153.000,5,10,0.000,0,2,2 255 | 1,45,66,0,43,144.000,2,13,0.000,1,1,2 256 | 3,3,25,0,4,22.000,4,0,0.000,0,2,4 257 | 2,37,53,1,16,35.000,1,16,0.000,1,4,3 258 | 2,28,57,0,33,82.000,4,22,0.000,1,1,2 259 | 3,40,63,1,9,61.000,1,22,0.000,0,2,1 260 | 2,37,33,0,1,102.000,2,12,0.000,0,1,4 261 | 3,7,27,0,5,31.000,3,4,0.000,0,5,4 262 | 1,71,56,0,23,170.000,1,30,0.000,1,1,4 263 | 2,19,46,0,11,26.000,2,0,0.000,1,1,1 264 | 2,61,40,0,15,85.000,3,15,0.000,1,1,3 265 | 3,70,53,1,16,183.000,2,35,0.000,1,2,2 266 | 2,60,55,1,13,67.000,1,18,0.000,1,2,1 267 | 3,48,45,1,5,42.000,1,11,0.000,1,2,1 268 | 1,8,63,1,1,31.000,1,9,0.000,0,2,3 269 | 2,58,58,1,10,96.000,2,17,0.000,0,4,3 270 | 1,16,24,1,5,24.000,3,2,0.000,0,5,3 271 | 2,33,33,0,4,53.000,2,14,0.000,1,1,1 272 | 2,39,25,0,4,18.000,1,0,0.000,1,1,3 273 | 1,62,51,0,10,43.000,4,19,0.000,0,2,2 274 | 1,50,34,0,10,104.000,3,9,0.000,0,1,4 275 | 2,48,55,0,31,26.000,1,1,0.000,0,1,1 276 | 3,31,62,0,5,56.000,2,26,0.000,1,1,3 277 | 2,65,33,1,9,49.000,2,6,0.000,0,5,2 278 | 1,36,58,0,34,80.000,1,21,0.000,1,1,2 279 | 1,61,46,0,5,318.000,3,18,0.000,1,1,3 280 | 2,48,42,0,21,35.000,4,5,0.000,0,1,3 281 | 3,35,45,0,17,29.000,1,6,0.000,0,1,1 282 | 1,51,28,0,8,43.000,5,1,0.000,0,5,4 283 | 2,49,51,1,5,80.000,5,3,0.000,0,2,4 284 | 1,35,39,1,11,30.000,3,2,0.000,1,3,3 285 | 1,58,70,0,2,9.000,3,24,1.000,1,1,2 286 | 1,23,35,1,0,23.000,2,1,0.000,0,5,3 287 | 2,26,39,1,15,58.000,4,9,0.000,1,2,3 288 | 1,38,37,1,1,52.000,1,20,0.000,1,4,4 289 | 1,35,66,1,44,14.000,3,12,1.000,1,2,3 290 | 2,37,50,0,9,110.000,2,21,0.000,1,1,3 291 | 2,48,43,1,1,60.000,2,12,0.000,0,2,2 292 | 3,13,43,1,1,123.000,3,21,0.000,0,5,4 293 | 1,72,63,1,29,15.000,5,31,1.000,0,2,3 294 | 1,30,27,0,4,47.000,4,2,0.000,1,2,2 295 | 1,24,43,0,14,138.000,4,11,0.000,1,1,3 296 | 2,25,51,1,20,359.000,3,29,0.000,0,2,4 297 | 2,50,52,0,30,214.000,3,22,0.000,0,1,4 298 | 2,28,40,0,7,64.000,1,19,0.000,0,1,3 299 | 3,34,51,0,8,50.000,4,14,0.000,0,1,1 300 | 1,48,32,0,2,88.000,3,9,0.000,0,1,4 301 | 2,42,36,1,8,86.000,2,15,0.000,1,2,2 302 | 3,67,65,1,30,17.000,1,29,1.000,1,2,3 303 | 1,17,41,1,7,25.000,2,17,0.000,0,3,3 304 | 1,29,38,1,19,46.000,2,6,0.000,0,2,2 305 | 3,66,61,0,26,361.000,1,40,0.000,1,1,2 306 | 2,1,21,0,1,18.000,3,0,0.000,1,1,1 307 | 1,28,33,1,3,14.000,4,1,0.000,0,3,4 308 | 1,15,35,1,5,34.000,3,8,0.000,0,2,2 309 | 2,12,64,0,13,9.000,2,6,1.000,1,1,3 310 | 3,48,49,0,18,39.000,2,5,0.000,1,1,4 311 | 2,59,25,1,4,18.000,3,2,0.000,0,4,1 312 | 3,8,26,1,1,25.000,4,1,0.000,0,2,1 313 | 1,45,52,0,15,46.000,5,8,0.000,1,1,2 314 | 1,25,39,1,8,94.000,4,11,0.000,1,4,2 315 | 1,21,44,1,4,26.000,3,2,0.000,0,2,4 316 | 2,17,68,1,1,335.000,1,35,0.000,1,3,4 317 | 2,41,45,0,14,25.000,3,6,0.000,0,1,1 318 | 1,13,45,1,3,99.000,3,8,0.000,1,2,3 319 | 2,1,26,1,3,30.000,2,7,0.000,1,5,1 320 | 3,3,31,1,4,35.000,2,2,0.000,1,3,4 321 | 1,23,27,1,2,51.000,5,1,0.000,1,2,1 322 | 3,26,42,0,20,49.000,3,13,0.000,0,1,4 323 | 1,37,51,1,15,54.000,1,15,0.000,0,3,3 324 | 3,5,30,0,3,46.000,4,7,0.000,0,1,2 325 | 1,32,27,1,3,91.000,4,1,0.000,1,3,4 326 | 3,12,22,0,1,23.000,4,0,0.000,0,2,1 327 | 1,72,54,1,6,345.000,1,32,0.000,0,2,3 328 | 3,3,25,1,2,45.000,4,0,0.000,1,2,1 329 | 1,54,43,0,12,53.000,2,12,0.000,0,1,3 330 | 2,26,26,0,2,14.000,2,6,0.000,1,1,4 331 | 3,14,36,0,13,67.000,5,4,0.000,1,1,1 332 | 3,22,51,0,27,49.000,3,1,0.000,0,1,1 333 | 3,65,47,1,18,37.000,1,15,0.000,1,4,1 334 | 3,26,45,0,18,33.000,1,9,0.000,0,1,1 335 | 1,20,37,0,5,46.000,3,10,0.000,1,4,4 336 | 2,67,60,1,32,93.000,1,21,0.000,0,4,2 337 | 1,34,55,0,2,48.000,2,11,0.000,0,1,1 338 | 1,37,54,1,35,183.000,2,22,0.000,0,3,3 339 | 2,22,23,1,3,16.000,1,5,0.000,0,4,1 340 | 2,5,69,0,0,11.000,2,14,1.000,0,1,1 341 | 1,28,31,1,0,42.000,4,5,0.000,1,3,3 342 | 1,20,41,1,7,67.000,4,14,0.000,1,4,1 343 | 3,72,41,0,20,181.000,4,12,0.000,0,1,4 344 | 2,30,43,0,18,53.000,4,6,0.000,0,1,1 345 | 3,71,52,0,17,172.000,2,32,0.000,0,1,4 346 | 2,56,44,0,24,87.000,2,19,0.000,0,1,3 347 | 1,8,29,1,2,21.000,5,0,0.000,0,2,1 348 | 2,32,65,0,6,9.000,2,30,1.000,1,1,2 349 | 2,46,47,0,22,144.000,3,22,0.000,1,2,3 350 | 3,60,45,1,23,117.000,4,11,0.000,0,3,4 351 | 2,42,32,1,0,59.000,4,4,0.000,1,6,4 352 | 3,71,60,1,39,508.000,4,35,0.000,0,4,4 353 | 2,72,63,1,40,222.000,2,43,1.000,1,2,3 354 | 3,45,66,0,11,87.000,3,25,1.000,1,1,1 355 | 3,5,31,0,4,34.000,1,9,0.000,0,1,3 356 | 2,17,38,1,19,18.000,4,0,0.000,1,4,2 357 | 2,70,55,0,12,65.000,3,24,0.000,0,1,3 358 | 3,57,57,1,19,130.000,3,27,0.000,1,2,2 359 | 1,20,33,0,13,44.000,3,8,0.000,1,1,2 360 | 1,72,52,1,21,63.000,1,24,0.000,0,3,3 361 | 3,32,50,0,28,57.000,4,20,0.000,0,1,3 362 | 3,22,57,1,7,264.000,1,35,0.000,1,2,3 363 | 2,6,24,0,2,28.000,1,5,0.000,0,2,3 364 | 3,32,23,1,2,26.000,3,1,0.000,1,6,4 365 | 1,38,33,0,3,38.000,4,0,0.000,0,1,2 366 | 1,53,35,0,15,59.000,3,5,0.000,1,1,3 367 | 3,37,76,0,38,117.000,4,21,0.000,1,1,1 368 | 1,47,35,1,13,70.000,4,9,0.000,1,2,4 369 | 3,69,59,0,37,104.000,2,13,0.000,0,1,3 370 | 3,63,56,0,17,71.000,3,18,0.000,1,1,1 371 | 1,61,34,1,0,70.000,3,7,0.000,1,3,4 372 | 1,56,38,1,8,56.000,4,10,0.000,0,2,4 373 | 3,40,57,1,18,68.000,1,23,0.000,0,2,3 374 | 2,61,45,0,21,80.000,2,13,0.000,1,1,2 375 | 2,16,26,0,7,21.000,4,1,0.000,0,6,4 376 | 2,7,43,0,4,69.000,3,5,0.000,1,1,1 377 | 3,20,31,1,10,39.000,2,3,0.000,1,2,1 378 | 2,35,38,0,7,90.000,2,18,0.000,0,4,2 379 | 1,60,37,1,12,64.000,5,1,0.000,1,2,2 380 | 2,47,25,0,2,28.000,2,6,0.000,0,1,4 381 | 2,33,28,1,3,24.000,2,0,0.000,1,6,1 382 | 3,12,34,0,2,44.000,2,7,0.000,0,1,1 383 | 1,10,31,0,0,32.000,4,7,0.000,1,2,2 384 | 2,69,33,1,9,52.000,4,9,0.000,1,3,3 385 | 1,23,20,0,1,15.000,3,0,0.000,1,1,2 386 | 1,53,31,0,10,46.000,3,6,0.000,0,2,2 387 | 2,60,57,1,14,107.000,2,33,0.000,1,2,3 388 | 2,33,33,0,7,56.000,2,11,0.000,0,1,1 389 | 3,67,40,1,21,40.000,4,7,0.000,1,4,4 390 | 3,15,38,1,5,56.000,3,13,0.000,0,3,3 391 | 3,64,31,1,5,46.000,2,7,0.000,1,4,2 392 | 2,46,49,1,13,51.000,2,21,0.000,0,2,1 393 | 2,72,60,1,33,12.000,1,20,1.000,0,3,4 394 | 1,61,43,1,6,34.000,5,6,0.000,0,3,4 395 | 3,54,27,0,3,27.000,2,6,0.000,1,5,4 396 | 3,28,36,0,3,42.000,3,7,0.000,1,1,3 397 | 2,28,38,0,8,119.000,5,2,0.000,0,3,4 398 | 2,32,43,0,13,146.000,1,27,0.000,1,1,3 399 | 2,52,46,0,17,51.000,2,13,0.000,1,3,2 400 | 1,48,62,0,33,86.000,1,22,1.000,1,1,3 401 | 3,52,42,1,17,27.000,3,8,0.000,1,2,3 402 | 1,37,43,0,8,38.000,3,9,0.000,0,1,2 403 | 1,41,52,0,26,928.000,3,29,0.000,0,3,3 404 | 2,43,27,1,3,21.000,2,1,0.000,1,3,2 405 | 3,67,60,0,24,24.000,1,6,0.000,1,1,3 406 | 3,61,52,1,30,91.000,1,25,0.000,1,2,1 407 | 3,70,39,1,20,38.000,2,8,0.000,1,4,3 408 | 3,44,32,1,1,96.000,4,5,0.000,1,4,4 409 | 3,46,45,0,12,96.000,3,17,0.000,0,1,2 410 | 3,39,34,0,2,54.000,3,5,0.000,0,1,1 411 | 2,39,59,0,20,1668.000,4,27,0.000,1,1,2 412 | 2,50,29,1,10,53.000,4,0,0.000,1,4,4 413 | 3,5,31,0,1,21.000,3,1,0.000,1,2,1 414 | 2,10,34,0,1,52.000,5,3,0.000,1,1,2 415 | 1,72,69,0,45,17.000,3,36,1.000,1,1,2 416 | 2,68,60,0,40,262.000,2,39,0.000,1,1,3 417 | 3,58,28,0,5,34.000,5,1,0.000,1,1,2 418 | 3,18,44,1,10,107.000,1,19,0.000,1,7,1 419 | 1,65,45,1,25,67.000,5,13,0.000,1,2,3 420 | 3,8,45,0,1,37.000,4,0,0.000,0,1,2 421 | 2,1,20,0,1,21.000,2,0,0.000,1,2,1 422 | 3,42,58,0,7,22.000,1,4,0.000,1,1,2 423 | 1,4,25,1,3,71.000,3,3,0.000,1,5,1 424 | 3,17,35,0,4,77.000,3,8,0.000,1,1,3 425 | 2,8,24,1,1,18.000,4,0,0.000,1,5,4 426 | 1,49,37,1,17,50.000,2,12,0.000,1,2,2 427 | 1,56,46,1,21,33.000,4,7,0.000,0,2,2 428 | 1,62,57,1,21,94.000,1,22,0.000,0,2,4 429 | 2,42,57,1,25,209.000,1,40,0.000,1,4,1 430 | 1,13,32,0,7,31.000,4,5,0.000,0,2,3 431 | 1,69,46,1,18,66.000,2,19,0.000,0,4,2 432 | 2,45,59,0,14,51.000,1,15,0.000,0,2,1 433 | 2,66,42,1,18,118.000,2,20,0.000,0,2,2 434 | 2,15,35,0,10,25.000,2,3,0.000,0,1,1 435 | 1,41,44,1,1,59.000,3,21,0.000,1,3,2 436 | 2,11,20,0,1,20.000,2,0,0.000,1,1,4 437 | 3,45,30,1,0,63.000,5,4,0.000,0,4,4 438 | 1,52,62,0,23,36.000,4,17,0.000,0,1,1 439 | 1,42,56,0,24,72.000,4,18,0.000,1,1,4 440 | 2,48,35,0,11,50.000,1,16,0.000,0,3,3 441 | 3,4,31,0,5,39.000,2,5,0.000,0,2,4 442 | 3,53,64,1,10,54.000,2,20,0.000,1,2,4 443 | 3,1,59,0,4,9.000,1,4,1.000,0,1,3 444 | 3,19,30,1,10,33.000,4,1,0.000,0,3,4 445 | 2,33,30,0,11,28.000,1,9,0.000,0,1,1 446 | 3,42,36,1,14,44.000,2,11,0.000,0,3,3 447 | 1,60,32,0,12,34.000,4,4,0.000,1,2,2 448 | 2,57,51,1,7,68.000,4,18,0.000,1,3,3 449 | 1,64,39,0,5,37.000,1,9,0.000,0,1,1 450 | 2,28,20,1,1,18.000,3,0,0.000,0,3,4 451 | 1,29,35,1,10,55.000,2,7,0.000,0,4,3 452 | 1,46,31,1,12,21.000,1,5,0.000,0,5,3 453 | 1,22,41,1,9,29.000,3,11,0.000,0,4,1 454 | 2,10,56,0,26,9.000,2,6,1.000,0,2,1 455 | 3,50,41,0,16,138.000,2,18,0.000,1,1,2 456 | 1,55,65,0,34,28.000,4,12,1.000,1,1,4 457 | 2,15,54,0,7,62.000,1,11,0.000,0,1,1 458 | 1,31,32,1,13,37.000,3,8,0.000,1,3,4 459 | 3,5,44,0,5,83.000,1,16,0.000,1,1,2 460 | 2,69,63,0,28,168.000,1,43,0.000,1,2,3 461 | 2,26,27,1,4,33.000,4,1,0.000,0,6,4 462 | 3,10,33,1,2,66.000,3,9,0.000,1,4,1 463 | 1,26,30,0,9,18.000,4,1,0.000,0,3,4 464 | 3,25,30,0,0,20.000,1,4,0.000,1,1,3 465 | 3,30,23,1,4,19.000,3,1,0.000,0,4,2 466 | 1,21,39,1,7,25.000,2,1,0.000,0,4,3 467 | 1,71,46,0,27,119.000,5,7,0.000,1,1,4 468 | 3,11,48,1,5,323.000,4,25,0.000,0,4,3 469 | 1,24,30,1,7,45.000,1,11,0.000,1,2,1 470 | 1,65,59,1,27,197.000,4,26,0.000,0,2,2 471 | 1,16,34,1,13,56.000,3,10,0.000,1,3,1 472 | 3,37,51,1,26,24.000,4,4,0.000,0,2,2 473 | 1,5,30,0,4,25.000,3,6,0.000,0,1,3 474 | 1,3,55,1,9,26.000,5,0,0.000,1,2,2 475 | 1,5,32,0,6,33.000,4,3,0.000,0,2,1 476 | 1,60,44,1,4,150.000,2,24,0.000,0,2,4 477 | 2,19,37,1,4,99.000,2,15,0.000,1,3,2 478 | 3,54,40,0,19,50.000,4,12,0.000,1,2,4 479 | 2,25,41,0,3,81.000,3,20,0.000,1,4,3 480 | 2,1,36,0,6,21.000,1,1,0.000,0,2,2 481 | 3,54,68,0,7,273.000,3,27,0.000,1,1,1 482 | 1,14,31,1,9,39.000,3,4,0.000,1,7,1 483 | 3,14,28,1,7,17.000,2,3,0.000,0,4,1 484 | 2,10,45,1,8,115.000,3,17,0.000,1,4,2 485 | 1,7,23,0,3,27.000,2,1,0.000,1,3,1 486 | 2,33,45,0,24,35.000,1,6,0.000,0,1,3 487 | 1,3,23,0,2,20.000,2,4,0.000,0,1,1 488 | 2,56,58,1,3,92.000,1,25,0.000,0,3,1 489 | 2,54,56,0,8,207.000,2,35,0.000,1,1,3 490 | 1,72,55,1,28,40.000,1,11,0.000,0,5,2 491 | 1,18,29,0,4,40.000,2,1,0.000,0,1,3 492 | 3,25,29,0,9,55.000,4,1,0.000,0,1,1 493 | 1,42,62,0,26,26.000,1,35,1.000,1,1,1 494 | 3,4,37,0,2,41.000,2,8,0.000,0,1,1 495 | 2,12,50,1,16,203.000,4,25,0.000,0,2,1 496 | 2,53,64,1,17,380.000,2,36,0.000,1,2,3 497 | 2,13,38,1,8,104.000,4,6,0.000,0,7,4 498 | 3,18,31,1,12,24.000,3,4,0.000,0,4,2 499 | 3,67,42,1,20,81.000,3,20,0.000,1,5,4 500 | 2,6,24,0,2,17.000,1,1,0.000,0,1,3 501 | 1,25,46,0,13,45.000,1,12,0.000,1,1,3 502 | 2,15,39,0,19,32.000,2,2,0.000,0,1,2 503 | 3,32,35,0,12,57.000,4,5,0.000,0,1,2 504 | 2,22,39,0,0,63.000,4,9,0.000,0,1,2 505 | 2,8,22,0,3,25.000,4,0,0.000,0,1,3 506 | 1,3,31,1,4,22.000,1,1,0.000,0,2,1 507 | 2,32,54,0,6,155.000,2,20,0.000,0,1,1 508 | 1,49,54,0,24,30.000,2,5,0.000,0,1,2 509 | 2,2,28,0,7,46.000,3,0,0.000,1,1,4 510 | 1,39,47,0,1,68.000,4,10,0.000,1,2,2 511 | 1,42,33,0,2,67.000,2,5,0.000,0,2,2 512 | 1,28,36,0,3,69.000,3,2,0.000,0,1,4 513 | 2,41,46,1,14,47.000,2,11,0.000,0,5,4 514 | 3,67,50,1,31,83.000,2,12,0.000,0,2,2 515 | 1,38,40,0,15,34.000,2,11,0.000,1,1,2 516 | 2,18,38,0,8,45.000,2,2,0.000,1,4,4 517 | 2,6,42,1,17,29.000,2,2,0.000,1,2,4 518 | 2,4,36,0,0,21.000,2,1,0.000,1,3,1 519 | 1,13,23,1,3,30.000,3,0,0.000,1,4,4 520 | 1,20,35,0,0,78.000,4,7,0.000,0,1,4 521 | 1,34,49,1,27,61.000,3,15,0.000,1,2,3 522 | 1,46,29,1,4,90.000,5,3,0.000,0,4,4 523 | 1,48,41,0,21,43.000,2,7,0.000,0,1,2 524 | 3,69,61,1,12,301.000,2,37,0.000,0,2,3 525 | 1,32,34,1,7,32.000,2,15,0.000,0,4,1 526 | 1,29,29,0,9,41.000,2,9,0.000,0,2,2 527 | 3,55,52,0,22,127.000,1,28,0.000,1,3,2 528 | 3,72,60,1,36,271.000,1,43,0.000,1,2,3 529 | 3,29,26,0,1,32.000,3,2,0.000,1,1,1 530 | 2,50,25,1,1,36.000,4,2,0.000,1,5,4 531 | 3,35,50,1,11,293.000,3,21,0.000,0,2,1 532 | 3,11,63,0,9,41.000,3,3,0.000,0,1,1 533 | 1,9,29,0,9,39.000,3,5,0.000,1,1,1 534 | 2,51,48,0,27,58.000,1,18,0.000,0,1,3 535 | 1,33,34,1,2,28.000,1,3,0.000,1,3,2 536 | 1,25,20,0,0,15.000,2,0,0.000,0,2,3 537 | 3,31,34,0,9,105.000,4,7,0.000,1,4,3 538 | 2,67,40,1,10,80.000,4,8,0.000,1,2,4 539 | 3,55,45,0,8,36.000,2,9,0.000,0,3,3 540 | 3,19,50,0,7,112.000,4,3,0.000,1,1,4 541 | 1,39,34,1,11,55.000,4,10,0.000,1,4,4 542 | 2,52,35,1,8,40.000,4,1,0.000,0,2,3 543 | 3,55,37,1,15,23.000,2,0,0.000,1,5,3 544 | 2,25,62,0,27,28.000,4,33,1.000,1,1,4 545 | 3,33,58,0,12,21.000,2,23,1.000,1,1,1 546 | 2,48,35,0,5,63.000,4,12,0.000,0,2,3 547 | 2,48,31,1,12,52.000,4,3,0.000,0,3,4 548 | 2,49,57,0,3,189.000,1,31,0.000,1,3,1 549 | 3,54,32,1,0,50.000,1,15,0.000,0,3,3 550 | 1,45,32,1,9,23.000,1,15,0.000,0,4,1 551 | 3,4,37,1,1,33.000,2,15,0.000,1,5,1 552 | 3,49,27,1,3,29.000,3,6,0.000,1,3,2 553 | 2,23,35,0,2,96.000,3,4,0.000,0,1,4 554 | 2,31,44,0,23,80.000,5,15,0.000,0,1,2 555 | 2,55,44,1,2,68.000,2,15,0.000,0,5,3 556 | 1,9,28,0,7,30.000,1,4,0.000,1,6,1 557 | 2,55,57,1,25,34.000,2,12,0.000,0,3,1 558 | 1,34,30,0,3,35.000,2,2,0.000,1,3,3 559 | 1,10,23,0,4,36.000,2,1,0.000,0,3,3 560 | 2,62,76,0,20,35.000,3,18,1.000,1,1,2 561 | 2,51,36,0,13,62.000,3,9,0.000,0,2,4 562 | 1,65,48,0,28,94.000,1,25,0.000,0,1,2 563 | 3,53,33,0,1,60.000,1,6,0.000,0,2,4 564 | 1,23,35,0,4,118.000,2,11,0.000,0,1,1 565 | 3,1,30,0,3,135.000,4,3,0.000,0,3,1 566 | 3,66,55,0,20,80.000,2,24,0.000,1,1,3 567 | 3,8,27,1,0,21.000,3,3,0.000,1,2,2 568 | 3,18,28,1,3,22.000,1,2,0.000,1,5,1 569 | 3,36,32,1,3,63.000,4,7,0.000,0,4,2 570 | 1,13,40,0,16,142.000,2,18,0.000,1,1,1 571 | 3,4,44,0,15,32.000,3,0,0.000,1,1,3 572 | 3,20,32,0,10,19.000,3,5,0.000,0,1,2 573 | 1,66,39,1,12,60.000,4,10,0.000,0,3,4 574 | 3,67,47,1,7,97.000,1,23,0.000,0,4,3 575 | 1,11,24,1,0,31.000,2,3,0.000,1,4,4 576 | 1,6,26,0,7,30.000,3,1,0.000,1,2,1 577 | 2,13,23,1,4,31.000,1,5,0.000,1,4,1 578 | 2,2,29,1,3,44.000,2,9,0.000,1,6,4 579 | 1,4,40,0,12,38.000,2,5,0.000,0,1,1 580 | 1,34,63,1,10,23.000,2,0,0.000,1,2,4 581 | 1,13,34,1,6,37.000,3,6,0.000,0,4,3 582 | 2,37,40,1,14,26.000,2,0,0.000,0,5,2 583 | 1,45,30,1,8,38.000,2,5,0.000,0,6,3 584 | 2,71,70,0,30,153.000,3,34,1.000,1,1,3 585 | 1,35,40,0,5,49.000,1,20,0.000,1,1,1 586 | 3,44,41,0,21,51.000,3,7,0.000,0,1,1 587 | 3,44,45,1,19,88.000,1,21,0.000,0,2,3 588 | 1,26,41,1,20,19.000,1,0,0.000,1,6,1 589 | 2,42,46,1,9,31.000,1,12,0.000,1,3,1 590 | 2,41,47,1,6,90.000,2,19,0.000,0,3,1 591 | 1,31,24,1,3,14.000,1,0,0.000,0,4,1 592 | 3,62,63,0,43,341.000,2,30,0.000,0,1,3 593 | 1,12,23,1,2,24.000,4,0,0.000,1,8,4 594 | 2,45,49,1,27,81.000,2,7,0.000,1,4,3 595 | 1,47,34,1,4,63.000,2,13,0.000,1,4,1 596 | 2,23,22,1,1,27.000,1,4,0.000,0,5,3 597 | 3,39,34,0,4,20.000,5,3,0.000,1,1,4 598 | 2,19,26,0,2,48.000,3,0,0.000,0,2,3 599 | 1,13,54,0,12,121.000,4,23,0.000,0,1,3 600 | 2,5,33,0,6,39.000,3,4,0.000,0,3,4 601 | 2,11,19,0,0,21.000,2,0,0.000,0,1,1 602 | 3,4,32,0,2,53.000,4,5,0.000,0,1,1 603 | 3,17,42,0,8,58.000,1,23,0.000,0,1,2 604 | 2,7,27,0,3,39.000,3,2,0.000,0,1,1 605 | 1,19,65,0,3,108.000,1,33,0.000,0,3,3 606 | 2,32,34,1,0,38.000,1,10,0.000,0,4,2 607 | 2,53,51,0,31,245.000,4,0,0.000,0,1,2 608 | 1,51,38,0,19,51.000,1,18,0.000,1,1,3 609 | 1,35,34,0,7,78.000,4,10,0.000,1,1,1 610 | 1,3,31,1,4,23.000,4,4,0.000,0,5,4 611 | 1,22,48,0,7,88.000,4,12,0.000,0,1,1 612 | 3,17,21,1,0,25.000,2,1,0.000,1,3,3 613 | 2,68,39,0,20,73.000,2,16,0.000,1,1,2 614 | 2,27,41,1,7,62.000,4,15,0.000,1,2,3 615 | 3,68,52,1,8,456.000,3,30,0.000,1,4,3 616 | 3,56,42,1,10,24.000,2,5,0.000,0,2,3 617 | 3,11,32,0,8,23.000,2,0,0.000,1,1,1 618 | 3,5,47,0,7,46.000,1,6,0.000,1,1,1 619 | 3,16,50,0,5,263.000,2,29,0.000,1,3,3 620 | 2,59,30,0,2,34.000,4,2,0.000,1,1,2 621 | 1,60,64,0,14,33.000,2,13,1.000,0,1,4 622 | 3,55,47,0,11,37.000,1,11,0.000,0,1,3 623 | 1,18,56,0,22,296.000,2,25,0.000,0,1,1 624 | 2,16,22,0,0,26.000,3,0,0.000,1,3,2 625 | 1,35,57,1,32,47.000,4,12,0.000,0,2,2 626 | 3,31,23,1,1,31.000,3,1,0.000,1,2,4 627 | 2,20,49,1,5,264.000,2,29,0.000,1,2,1 628 | 2,16,27,0,5,41.000,4,2,0.000,1,1,4 629 | 2,69,48,1,27,55.000,2,4,0.000,0,2,3 630 | 3,69,66,1,31,49.000,2,15,0.000,0,2,1 631 | 2,27,24,1,3,26.000,1,7,0.000,1,4,1 632 | 3,48,39,0,20,110.000,4,9,0.000,0,1,3 633 | 1,18,52,1,20,66.000,1,19,0.000,1,2,1 634 | 2,24,40,1,4,39.000,3,5,0.000,1,2,3 635 | 2,17,42,0,6,31.000,2,2,0.000,0,1,4 636 | 2,9,24,1,3,26.000,4,1,0.000,1,3,1 637 | 2,15,46,0,5,232.000,4,15,0.000,1,2,4 638 | 1,62,37,1,10,43.000,4,1,0.000,1,3,2 639 | 1,9,41,0,12,39.000,4,3,0.000,0,1,1 640 | 2,71,41,1,10,73.000,2,23,0.000,1,2,3 641 | 2,62,59,1,37,74.000,1,20,0.000,0,2,3 642 | 2,20,38,0,19,237.000,4,13,0.000,0,1,4 643 | 1,19,33,1,11,22.000,1,3,0.000,0,5,3 644 | 2,49,61,1,28,21.000,1,8,0.000,0,2,3 645 | 3,3,64,0,3,9.000,2,6,1.000,0,1,1 646 | 1,33,36,0,2,41.000,5,10,0.000,0,1,1 647 | 2,38,44,0,1,50.000,4,7,0.000,1,1,2 648 | 3,42,48,1,14,27.000,3,5,0.000,1,3,4 649 | 1,11,26,0,2,53.000,3,3,0.000,0,1,4 650 | 3,27,28,1,0,58.000,3,0,0.000,0,2,3 651 | 3,23,50,0,1,151.000,4,8,0.000,1,1,1 652 | 2,4,38,1,13,54.000,2,4,0.000,0,2,3 653 | 3,36,42,0,5,31.000,1,4,0.000,1,1,1 654 | 2,37,42,0,10,115.000,1,22,0.000,1,1,3 655 | 3,24,58,1,30,24.000,1,5,0.000,0,2,1 656 | 3,4,24,0,1,17.000,2,2,0.000,0,3,1 657 | 3,54,33,0,5,47.000,2,13,0.000,1,2,3 658 | 3,7,49,0,8,36.000,1,0,0.000,1,1,3 659 | 1,10,28,0,9,75.000,4,1,0.000,0,1,4 660 | 3,24,35,1,10,41.000,5,6,0.000,1,2,2 661 | 3,12,31,0,8,18.000,4,4,0.000,0,1,1 662 | 2,45,54,0,25,171.000,3,33,0.000,1,1,3 663 | 3,59,55,1,29,42.000,3,21,0.000,1,2,2 664 | 1,3,21,1,1,36.000,3,0,0.000,1,4,1 665 | 3,8,35,0,6,31.000,5,7,0.000,0,1,4 666 | 1,16,59,0,5,207.000,2,37,0.000,1,2,4 667 | 3,32,33,0,1,38.000,1,12,0.000,1,1,1 668 | 1,8,49,0,14,134.000,4,9,0.000,1,1,4 669 | 1,9,28,1,8,28.000,3,4,0.000,0,3,2 670 | 2,12,19,1,0,15.000,2,0,0.000,1,4,2 671 | 2,24,43,1,15,48.000,4,4,0.000,0,6,4 672 | 3,72,75,0,48,14.000,2,6,1.000,1,1,2 673 | 3,58,61,0,42,101.000,4,18,0.000,1,1,2 674 | 1,70,44,1,24,87.000,2,18,0.000,0,3,3 675 | 3,9,25,0,3,27.000,1,4,0.000,1,1,1 676 | 1,49,25,0,1,27.000,5,0,0.000,1,1,2 677 | 3,52,54,0,7,59.000,3,22,0.000,0,1,3 678 | 1,10,42,1,10,294.000,4,9,0.000,1,6,4 679 | 1,14,52,1,2,44.000,3,5,0.000,0,2,3 680 | 1,19,27,1,3,35.000,2,4,0.000,0,6,4 681 | 3,12,36,1,4,205.000,4,10,0.000,1,4,2 682 | 1,65,59,0,27,732.000,3,31,0.000,1,1,2 683 | 1,67,40,1,14,59.000,3,11,0.000,0,2,3 684 | 2,29,24,1,3,23.000,1,7,0.000,0,2,3 685 | 3,55,46,0,8,87.000,2,19,0.000,1,1,1 686 | 3,71,67,1,25,110.000,1,23,0.000,1,2,3 687 | 3,5,44,1,2,83.000,3,14,0.000,1,3,3 688 | 3,60,58,0,0,63.000,4,21,0.000,1,3,2 689 | 2,10,40,0,6,22.000,3,6,0.000,1,1,1 690 | 3,52,64,0,44,43.000,3,7,0.000,0,1,4 691 | 2,61,43,1,22,35.000,2,11,0.000,0,3,2 692 | 1,61,29,1,5,48.000,2,11,0.000,0,4,2 693 | 2,67,47,1,19,69.000,3,12,0.000,0,3,3 694 | 3,41,42,1,12,26.000,4,5,0.000,0,4,2 695 | 1,30,28,0,1,20.000,1,8,0.000,1,1,1 696 | 1,24,46,0,12,43.000,2,6,0.000,0,1,4 697 | 1,72,75,0,37,33.000,1,44,1.000,1,1,2 698 | 2,17,35,0,7,66.000,2,11,0.000,0,1,4 699 | 2,65,72,0,46,12.000,2,0,1.000,0,1,3 700 | 1,15,30,1,8,90.000,2,11,0.000,0,5,4 701 | 1,34,33,0,8,35.000,3,2,0.000,1,1,2 702 | 1,26,43,0,23,51.000,5,4,0.000,1,1,2 703 | 2,36,45,0,22,117.000,3,15,0.000,1,1,2 704 | 1,60,48,0,29,100.000,2,26,0.000,1,1,3 705 | 1,16,54,0,20,147.000,1,29,0.000,0,4,3 706 | 2,1,33,0,5,53.000,4,6,0.000,1,1,1 707 | 3,56,30,1,9,57.000,5,2,0.000,0,4,2 708 | 2,6,50,0,5,37.000,2,0,0.000,0,1,2 709 | 2,48,34,0,7,42.000,3,2,0.000,1,1,2 710 | 2,34,36,1,17,50.000,1,4,0.000,0,2,3 711 | 2,54,42,1,0,55.000,4,2,0.000,0,5,4 712 | 3,38,31,1,2,42.000,2,7,0.000,1,4,4 713 | 2,25,55,0,15,37.000,1,7,0.000,1,1,1 714 | 1,47,69,1,17,228.000,3,39,0.000,1,4,4 715 | 1,72,62,1,35,163.000,5,31,0.000,0,2,4 716 | 2,6,35,1,6,28.000,4,3,0.000,1,3,4 717 | 1,30,51,1,9,118.000,5,21,0.000,1,2,1 718 | 1,65,70,1,9,115.000,2,39,1.000,1,2,4 719 | 1,22,44,1,19,37.000,4,1,0.000,0,2,3 720 | 1,60,53,0,32,93.000,1,28,0.000,0,1,3 721 | 2,19,32,0,12,71.000,4,5,0.000,1,1,4 722 | 3,18,25,0,4,26.000,2,7,0.000,1,3,1 723 | 1,9,37,1,10,14.000,4,5,0.000,1,6,1 724 | 1,1,34,1,6,18.000,1,0,0.000,1,2,1 725 | 3,10,28,1,2,36.000,4,0,0.000,1,3,4 726 | 3,45,34,1,14,43.000,4,0,0.000,0,4,2 727 | 1,25,28,1,6,41.000,4,4,0.000,1,4,3 728 | 3,66,39,0,1,66.000,2,15,0.000,1,1,2 729 | 1,27,67,0,1,33.000,4,19,1.000,1,1,3 730 | 1,19,41,0,5,53.000,4,6,0.000,0,1,1 731 | 2,17,41,1,9,28.000,4,3,0.000,0,6,1 732 | 2,16,36,0,13,58.000,4,4,0.000,0,1,1 733 | 1,8,42,1,2,129.000,4,17,0.000,1,3,1 734 | 1,3,25,0,0,65.000,4,0,0.000,1,1,4 735 | 3,59,57,0,26,311.000,3,36,0.000,1,1,1 736 | 2,45,37,0,2,57.000,3,14,0.000,1,1,2 737 | 1,66,62,0,31,47.000,2,4,0.000,1,1,2 738 | 3,28,50,1,7,25.000,1,3,0.000,0,2,1 739 | 1,15,38,1,11,46.000,5,11,0.000,0,3,1 740 | 3,39,34,1,10,51.000,3,13,0.000,1,4,4 741 | 3,38,33,0,4,19.000,2,5,0.000,1,2,3 742 | 3,34,29,0,5,26.000,3,4,0.000,1,2,2 743 | 3,60,57,1,18,72.000,5,30,1.000,0,2,4 744 | 3,72,65,1,33,71.000,1,41,1.000,1,4,3 745 | 1,42,42,1,9,41.000,2,13,0.000,0,8,3 746 | 3,32,37,0,9,44.000,2,7,0.000,0,1,1 747 | 3,48,50,1,4,208.000,4,19,0.000,1,2,4 748 | 3,63,37,1,1,45.000,4,9,0.000,1,6,2 749 | 3,45,27,1,3,39.000,3,2,0.000,0,4,2 750 | 2,68,42,0,16,89.000,4,12,0.000,0,1,2 751 | 1,6,29,1,4,19.000,2,5,0.000,1,2,1 752 | 1,68,57,1,33,15.000,2,0,0.000,1,2,4 753 | 3,72,68,1,26,59.000,2,36,1.000,1,2,4 754 | 3,53,38,1,15,20.000,3,6,0.000,1,4,2 755 | 3,20,51,1,11,27.000,4,6,0.000,0,3,3 756 | 2,70,35,1,4,48.000,2,9,0.000,0,3,2 757 | 3,32,47,0,25,135.000,2,6,0.000,1,1,1 758 | 2,61,52,1,23,19.000,1,0,0.000,0,2,3 759 | 1,24,25,1,3,28.000,4,0,0.000,0,3,2 760 | 2,56,61,1,14,12.000,1,16,1.000,1,2,1 761 | 3,54,59,0,28,28.000,2,15,0.000,0,1,2 762 | 3,43,38,1,7,18.000,3,8,0.000,1,3,4 763 | 1,19,35,0,7,58.000,3,5,0.000,1,1,4 764 | 3,5,43,0,16,72.000,3,17,0.000,1,1,3 765 | 1,24,61,1,6,112.000,4,3,0.000,1,4,1 766 | 3,62,35,1,2,28.000,2,8,0.000,1,2,2 767 | 2,14,40,0,13,398.000,5,11,0.000,1,1,4 768 | 3,60,48,1,22,106.000,3,21,0.000,1,3,4 769 | 2,30,74,1,12,10.000,1,3,1.000,1,2,3 770 | 1,40,42,1,16,108.000,3,17,0.000,0,4,2 771 | 2,42,50,1,17,85.000,2,15,0.000,1,4,1 772 | 1,20,34,0,14,51.000,3,9,0.000,1,1,2 773 | 1,4,22,1,1,22.000,2,2,0.000,1,3,3 774 | 2,44,49,1,2,66.000,2,8,0.000,1,4,4 775 | 3,49,63,0,18,10.000,2,2,1.000,0,1,3 776 | 3,5,36,1,2,34.000,1,4,0.000,1,2,3 777 | 3,70,50,1,29,67.000,1,22,0.000,0,4,2 778 | 1,30,57,1,16,19.000,1,1,0.000,0,4,1 779 | 2,28,48,0,20,128.000,4,4,0.000,1,1,4 780 | 1,5,28,1,3,39.000,5,1,0.000,0,6,4 781 | 2,27,35,0,12,56.000,1,3,0.000,1,1,4 782 | 2,17,39,0,12,45.000,4,10,0.000,1,1,1 783 | 1,4,37,1,8,25.000,1,1,0.000,1,5,1 784 | 1,30,23,1,0,24.000,2,1,0.000,1,4,3 785 | 3,71,40,1,19,53.000,4,14,0.000,1,2,4 786 | 3,67,77,0,55,49.000,1,45,1.000,1,1,1 787 | 3,24,48,1,3,38.000,1,16,0.000,1,2,1 788 | 1,24,54,1,7,84.000,3,10,0.000,1,2,1 789 | 2,59,54,0,32,126.000,1,22,0.000,1,1,3 790 | 3,59,32,0,9,73.000,4,5,0.000,0,1,2 791 | 3,44,37,1,1,41.000,4,8,0.000,1,6,2 792 | 1,19,31,1,0,22.000,4,2,0.000,0,3,2 793 | 2,58,46,1,23,23.000,1,2,0.000,1,2,1 794 | 1,41,53,1,22,94.000,2,25,0.000,0,2,2 795 | 2,16,33,0,1,30.000,3,7,0.000,0,4,3 796 | 3,13,36,0,11,31.000,2,0,0.000,0,1,1 797 | 1,60,53,0,22,171.000,1,37,0.000,1,1,3 798 | 2,72,49,1,23,102.000,1,27,0.000,1,6,2 799 | 2,33,39,0,17,27.000,4,3,0.000,1,1,4 800 | 2,72,45,1,25,98.000,4,20,0.000,1,2,4 801 | 1,66,54,1,8,591.000,4,25,0.000,1,2,4 802 | 3,53,37,1,7,25.000,1,2,0.000,1,6,3 803 | 2,22,28,1,0,36.000,4,0,0.000,0,4,4 804 | 2,14,26,1,1,25.000,2,0,0.000,1,3,3 805 | 1,52,49,0,18,69.000,2,13,0.000,1,2,3 806 | 3,33,30,1,5,22.000,1,0,0.000,0,2,3 807 | 3,72,66,0,26,67.000,2,37,1.000,1,1,3 808 | 1,40,40,1,3,73.000,4,12,0.000,1,4,3 809 | 2,29,26,0,1,22.000,4,2,0.000,1,1,4 810 | 3,63,67,0,22,9.000,2,12,1.000,0,1,3 811 | 2,56,54,0,25,147.000,3,31,0.000,1,1,2 812 | 3,60,50,1,26,239.000,2,19,0.000,1,2,4 813 | 3,28,22,1,3,23.000,3,1,0.000,0,5,1 814 | 2,39,39,0,19,29.000,4,6,0.000,0,1,2 815 | 3,65,39,1,18,32.000,2,15,0.000,0,4,3 816 | 3,29,31,0,7,30.000,3,7,0.000,1,1,3 817 | 3,28,36,0,8,57.000,2,13,0.000,1,2,3 818 | 1,2,18,0,0,20.000,2,0,0.000,0,1,3 819 | 3,67,52,0,13,248.000,2,20,0.000,1,3,3 820 | 3,5,35,1,9,59.000,3,8,0.000,1,5,4 821 | 3,48,35,0,10,24.000,2,6,0.000,0,1,3 822 | 2,10,26,1,4,25.000,1,4,0.000,1,3,1 823 | 2,17,28,0,3,37.000,3,2,0.000,1,1,3 824 | 1,21,24,1,0,30.000,4,0,0.000,1,5,4 825 | 2,25,51,0,9,66.000,4,13,0.000,0,2,4 826 | 3,44,31,0,8,16.000,1,3,0.000,0,1,1 827 | 2,59,49,0,28,429.000,4,23,0.000,1,2,4 828 | 2,11,26,0,7,20.000,2,4,0.000,0,1,1 829 | 2,50,68,1,32,262.000,3,28,0.000,0,2,3 830 | 3,23,25,1,2,28.000,3,1,0.000,1,5,2 831 | 1,17,19,0,0,18.000,2,0,0.000,1,2,2 832 | 1,15,62,1,3,144.000,3,21,0.000,0,2,3 833 | 2,68,57,1,38,33.000,1,9,0.000,1,2,2 834 | 1,69,42,1,23,19.000,3,0,0.000,1,2,1 835 | 1,30,24,1,3,30.000,1,7,0.000,1,5,1 836 | 3,22,30,0,8,41.000,2,8,0.000,0,1,3 837 | 2,10,20,1,1,20.000,2,0,0.000,1,4,1 838 | 1,72,59,1,12,65.000,3,21,0.000,1,6,2 839 | 2,34,24,1,5,17.000,4,0,0.000,1,2,3 840 | 2,43,49,1,18,66.000,1,22,0.000,0,4,3 841 | 3,31,37,1,15,18.000,4,5,0.000,0,3,4 842 | 2,6,27,1,5,26.000,4,2,0.000,0,5,1 843 | 2,48,42,0,21,46.000,4,4,0.000,0,1,3 844 | 2,50,25,0,6,19.000,1,5,0.000,0,3,1 845 | 3,20,41,1,19,58.000,2,6,0.000,1,2,2 846 | 3,61,73,0,10,25.000,1,21,1.000,0,1,1 847 | 2,6,21,0,0,15.000,2,1,0.000,1,1,1 848 | 2,1,22,0,2,35.000,2,2,0.000,0,1,1 849 | 1,21,43,0,13,41.000,2,1,0.000,1,1,4 850 | 3,7,32,0,1,71.000,4,3,0.000,0,2,4 851 | 3,65,56,1,19,608.000,3,34,0.000,1,2,4 852 | 1,64,37,0,10,44.000,4,9,0.000,1,1,2 853 | 3,4,30,0,0,41.000,2,0,0.000,0,2,3 854 | 1,67,45,1,22,83.000,3,11,0.000,1,2,2 855 | 2,22,35,0,12,28.000,2,3,0.000,0,2,2 856 | 3,51,37,1,17,101.000,2,10,0.000,1,2,3 857 | 1,50,28,0,6,28.000,1,10,0.000,1,1,3 858 | 1,31,47,1,18,35.000,2,0,0.000,0,2,1 859 | 3,4,28,0,0,39.000,2,3,0.000,1,1,3 860 | 3,60,56,0,19,51.000,4,11,0.000,0,1,4 861 | 3,7,31,1,12,31.000,2,7,0.000,1,6,1 862 | 3,20,40,0,2,209.000,4,15,0.000,1,1,2 863 | 2,19,23,1,4,37.000,3,1,0.000,1,4,3 864 | 3,58,37,1,5,64.000,4,8,0.000,1,2,4 865 | 3,65,64,0,20,88.000,3,26,0.000,1,1,4 866 | 3,72,61,1,34,61.000,1,8,0.000,0,3,2 867 | 3,8,42,0,3,66.000,3,10,0.000,0,1,4 868 | 2,33,40,1,14,19.000,3,5,0.000,0,2,1 869 | 3,18,34,1,4,42.000,2,14,0.000,1,5,4 870 | 2,24,31,1,6,41.000,2,13,0.000,0,5,3 871 | 3,70,36,0,8,50.000,1,15,0.000,1,1,2 872 | 1,7,38,0,4,70.000,4,4,0.000,0,1,4 873 | 3,70,59,0,27,85.000,1,19,0.000,1,1,3 874 | 2,20,48,1,21,45.000,3,2,0.000,1,2,3 875 | 3,54,32,1,12,27.000,1,9,0.000,0,2,2 876 | 3,36,48,0,28,29.000,1,2,0.000,0,1,1 877 | 3,71,53,1,29,48.000,4,0,0.000,1,2,3 878 | 1,17,41,0,4,32.000,2,3,0.000,0,1,3 879 | 1,18,45,1,17,43.000,1,9,0.000,0,3,3 880 | 1,16,27,0,8,16.000,5,0,0.000,1,1,4 881 | 3,38,30,1,6,22.000,2,3,0.000,1,2,2 882 | 1,52,45,1,19,40.000,3,9,0.000,1,3,4 883 | 1,46,48,1,12,256.000,3,25,0.000,0,6,4 884 | 2,31,46,0,23,144.000,4,13,0.000,0,1,3 885 | 2,23,31,0,10,45.000,4,0,0.000,0,2,2 886 | 2,38,56,1,34,34.000,2,0,0.000,1,3,3 887 | 2,50,54,0,15,248.000,3,28,0.000,1,1,3 888 | 2,16,49,0,17,41.000,2,5,0.000,0,1,4 889 | 2,14,34,1,4,27.000,4,1,0.000,1,2,4 890 | 2,30,52,0,23,17.000,3,3,0.000,1,1,2 891 | 3,22,47,1,0,44.000,4,11,0.000,1,3,4 892 | 1,38,55,1,12,135.000,2,24,0.000,0,4,4 893 | 3,59,26,1,3,41.000,4,1,0.000,1,3,2 894 | 2,54,55,0,1,587.000,3,33,0.000,0,1,3 895 | 3,9,40,0,13,38.000,4,7,0.000,1,1,4 896 | 1,67,67,1,38,49.000,2,10,0.000,1,2,2 897 | 2,24,44,0,19,33.000,3,0,0.000,1,2,1 898 | 2,12,55,1,13,36.000,1,5,0.000,1,2,2 899 | 1,26,47,0,13,54.000,3,0,0.000,0,1,2 900 | 2,3,32,0,4,58.000,2,11,0.000,0,4,4 901 | 2,20,46,0,2,23.000,5,4,0.000,1,2,4 902 | 3,5,52,1,0,97.000,5,9,0.000,0,2,4 903 | 3,58,53,0,19,207.000,3,12,0.000,1,1,4 904 | 1,54,28,1,2,21.000,3,3,0.000,0,4,1 905 | 2,52,39,0,6,119.000,3,18,0.000,1,1,1 906 | 2,38,30,1,10,25.000,1,5,0.000,1,4,1 907 | 2,19,46,0,5,59.000,3,17,0.000,0,1,1 908 | 2,22,33,1,2,24.000,1,3,0.000,0,4,1 909 | 1,49,35,1,15,113.000,4,4,0.000,0,5,2 910 | 3,5,39,0,0,22.000,1,0,0.000,1,2,3 911 | 2,18,69,0,28,11.000,1,17,1.000,0,1,1 912 | 3,43,29,0,4,33.000,1,13,0.000,1,4,3 913 | 3,17,50,0,2,205.000,5,19,0.000,0,1,4 914 | 2,37,33,0,4,41.000,3,8,0.000,1,3,2 915 | 2,8,39,0,0,39.000,1,7,0.000,1,1,1 916 | 2,51,46,1,8,107.000,2,21,0.000,1,6,3 917 | 1,71,55,1,11,198.000,1,31,0.000,1,3,3 918 | 1,56,53,1,23,100.000,5,14,0.000,1,2,2 919 | 3,70,68,0,21,1131.000,2,45,0.000,0,1,3 920 | 1,62,53,0,14,360.000,3,26,0.000,1,2,3 921 | 1,50,52,1,22,162.000,2,27,0.000,1,2,4 922 | 3,1,31,0,3,29.000,5,2,0.000,1,3,1 923 | 3,15,26,0,1,38.000,4,1,0.000,0,2,4 924 | 3,72,55,1,24,82.000,3,25,0.000,1,2,2 925 | 2,69,47,1,10,159.000,2,24,0.000,0,4,3 926 | 2,32,44,0,10,201.000,2,24,0.000,0,1,3 927 | 1,19,25,1,6,27.000,4,0,0.000,1,2,3 928 | 2,42,54,0,19,57.000,3,10,0.000,1,1,4 929 | 3,51,49,0,29,45.000,1,16,0.000,0,1,1 930 | 2,32,22,1,2,17.000,2,2,0.000,1,4,3 931 | 3,26,55,1,13,61.000,1,26,0.000,0,2,3 932 | 2,39,44,1,14,418.000,4,18,0.000,0,2,4 933 | 2,72,53,0,12,152.000,2,32,0.000,1,1,4 934 | 2,4,39,0,11,38.000,4,1,0.000,0,2,4 935 | 2,54,50,1,5,151.000,4,20,0.000,0,3,3 936 | 1,34,40,1,21,23.000,4,9,0.000,1,3,4 937 | 1,20,25,1,4,33.000,4,0,0.000,1,3,1 938 | 3,14,49,0,4,26.000,1,8,0.000,0,1,1 939 | 1,61,59,0,26,89.000,1,40,1.000,1,1,3 940 | 2,4,24,0,2,25.000,4,0,0.000,0,1,1 941 | 3,16,48,0,25,59.000,2,13,0.000,0,2,3 942 | 1,13,41,0,9,55.000,2,12,0.000,1,3,1 943 | 2,53,37,1,18,25.000,3,6,0.000,1,2,2 944 | 2,58,36,1,13,39.000,2,8,0.000,1,7,4 945 | 2,25,38,1,19,56.000,1,19,0.000,1,2,3 946 | 1,71,61,1,19,155.000,3,30,0.000,0,2,3 947 | 1,22,33,1,13,119.000,5,0,0.000,1,4,4 948 | 1,46,48,1,15,64.000,3,20,0.000,0,2,3 949 | 3,66,50,1,2,333.000,5,24,0.000,0,2,2 950 | 1,69,58,1,29,26.000,2,7,0.000,1,3,4 951 | 2,38,49,1,3,33.000,4,11,0.000,0,4,2 952 | 3,16,35,0,7,46.000,3,3,0.000,0,1,1 953 | 3,44,39,1,8,41.000,2,8,0.000,0,4,4 954 | 1,50,50,0,24,31.000,1,8,0.000,0,1,3 955 | 3,10,23,0,1,29.000,4,0,0.000,1,1,4 956 | 2,7,41,0,6,94.000,2,16,0.000,0,1,4 957 | 3,71,48,0,25,288.000,3,19,0.000,0,1,1 958 | 3,16,39,1,5,31.000,1,4,0.000,1,5,1 959 | 3,6,20,0,0,25.000,2,0,0.000,1,2,3 960 | 2,46,55,0,24,269.000,2,35,0.000,0,1,3 961 | 3,51,49,1,13,203.000,3,27,0.000,0,4,3 962 | 3,5,34,0,12,22.000,2,2,0.000,0,2,1 963 | 2,49,54,1,23,25.000,2,1,0.000,1,4,1 964 | 3,49,51,1,14,222.000,5,16,0.000,0,2,2 965 | 1,26,30,1,4,76.000,3,7,0.000,0,2,1 966 | 3,22,39,0,4,55.000,2,17,0.000,1,1,4 967 | 3,51,45,1,4,46.000,3,6,0.000,0,2,4 968 | 1,19,27,1,7,56.000,4,1,0.000,0,4,4 969 | 1,9,36,0,1,79.000,3,11,0.000,1,5,3 970 | 3,15,25,1,0,51.000,3,2,0.000,1,2,1 971 | 2,57,63,0,19,61.000,1,27,0.000,0,1,3 972 | 3,48,45,0,15,41.000,1,10,0.000,1,2,1 973 | 2,9,53,1,20,50.000,2,13,0.000,1,2,1 974 | 1,61,52,0,21,82.000,1,18,0.000,0,1,3 975 | 3,72,53,0,34,108.000,1,23,0.000,0,1,3 976 | 3,57,60,0,20,14.000,2,27,1.000,1,1,3 977 | 2,57,51,0,10,46.000,1,13,0.000,0,1,2 978 | 1,37,60,1,0,46.000,1,20,0.000,0,3,3 979 | 3,45,51,0,13,146.000,4,16,0.000,0,2,1 980 | 3,45,39,1,15,36.000,1,11,0.000,1,5,1 981 | 2,55,44,0,24,83.000,1,23,0.000,1,1,3 982 | 2,24,27,0,2,17.000,3,3,0.000,0,5,2 983 | 3,1,20,0,1,18.000,3,0,0.000,0,1,1 984 | 2,34,23,1,3,24.000,1,7,0.000,1,4,3 985 | 3,14,37,1,5,48.000,3,1,0.000,1,4,1 986 | 3,6,32,0,10,47.000,1,10,0.000,0,1,3 987 | 3,24,30,0,0,25.000,4,5,0.000,0,2,4 988 | 2,3,26,1,6,59.000,4,0,0.000,1,3,4 989 | 1,4,30,0,1,45.000,4,6,0.000,0,3,4 990 | 1,72,40,1,19,163.000,4,15,0.000,0,2,2 991 | 1,44,56,0,4,63.000,2,6,0.000,1,1,3 992 | 1,50,43,0,6,27.000,3,4,0.000,0,1,3 993 | 2,61,50,1,16,190.000,2,22,0.000,1,2,2 994 | 1,34,52,1,2,106.000,2,19,0.000,0,2,3 995 | 3,26,54,1,30,26.000,3,1,0.000,1,2,4 996 | 1,15,46,1,17,63.000,5,1,0.000,0,2,4 997 | 3,10,39,0,0,27.000,3,0,0.000,1,3,1 998 | 1,7,34,0,2,22.000,5,5,0.000,1,1,1 999 | 3,67,59,0,40,944.000,5,33,0.000,1,1,4 1000 | 3,70,49,0,18,87.000,2,22,0.000,1,1,3 1001 | 3,50,36,1,7,39.000,3,3,0.000,1,3,2 1002 | -------------------------------------------------------------------------------- /Principal Component Analysis(PCA)/Principal_Component_Analysis(PCA)_Notebook.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "id": "be807c2a", 6 | "metadata": {}, 7 | "source": [ 8 | "**Importing the Libraries**" 9 | ] 10 | }, 11 | { 12 | "cell_type": "code", 13 | "execution_count": 1, 14 | "id": "24db2243", 15 | "metadata": {}, 16 | "outputs": [], 17 | "source": [ 18 | "import numpy as np\n", 19 | "import pandas as pd \n", 20 | "import seaborn as sns\n", 21 | "import matplotlib.pyplot as plt\n", 22 | "import warnings\n", 23 | "warnings.filterwarnings(\"ignore\")" 24 | ] 25 | }, 26 | { 27 | "cell_type": "markdown", 28 | "id": "aa147628", 29 | "metadata": {}, 30 | "source": [ 31 | "**Getting to know the dataset**" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": 2, 37 | "id": "aa6d8d93", 38 | "metadata": {}, 39 | "outputs": [], 40 | "source": [ 41 | "from sklearn.datasets import load_digits\n", 42 | "digits = load_digits()" 43 | ] 44 | }, 45 | { 46 | "cell_type": "code", 47 | "execution_count": 3, 48 | "id": "606bab19", 49 | "metadata": { 50 | "scrolled": true 51 | }, 52 | "outputs": [ 53 | { 54 | "data": { 55 | "text/plain": [ 56 | "array([[ 0., 0., 5., ..., 0., 0., 0.],\n", 57 | " [ 0., 0., 0., ..., 10., 0., 0.],\n", 58 | " [ 0., 0., 0., ..., 16., 9., 0.],\n", 59 | " ...,\n", 60 | " [ 0., 0., 1., ..., 6., 0., 0.],\n", 61 | " [ 0., 0., 2., 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435 | } 436 | }, 437 | "cell_type": "markdown", 438 | "id": "f9105d3f", 439 | "metadata": {}, 440 | "source": [ 441 | "![19.jpg](attachment:19.jpg)" 442 | ] 443 | }, 444 | { 445 | "cell_type": "markdown", 446 | "id": "b38b7e18", 447 | "metadata": {}, 448 | "source": [ 449 | "**Preparing for PCA**" 450 | ] 451 | }, 452 | { 453 | "cell_type": "code", 454 | "execution_count": 9, 455 | "id": "5f749fee", 456 | "metadata": {}, 457 | "outputs": [], 458 | "source": [ 459 | "from sklearn.preprocessing import StandardScaler" 460 | ] 461 | }, 462 | { 463 | "cell_type": "code", 464 | "execution_count": 10, 465 | "id": "f0185469", 466 | "metadata": { 467 | "scrolled": true 468 | }, 469 | "outputs": [], 470 | "source": [ 471 | "scaler = StandardScaler()\n", 472 | "scaled_data = scaler.fit_transform(df_data)" 473 | ] 474 | }, 475 | { 476 | "cell_type": "code", 477 | "execution_count": 11, 478 | "id": "656dec18", 479 | "metadata": {}, 480 | "outputs": [], 481 | "source": [ 482 | "df_new = pd.DataFrame(scaled_data, columns = digits['feature_names'])" 483 | ] 484 | }, 485 | { 486 | "cell_type": "code", 487 | "execution_count": 12, 488 | "id": "7a9b5084", 489 | "metadata": {}, 490 | "outputs": [ 491 | { 492 | "data": { 493 | "text/html": [ 494 | "
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21.302004-0.316971
3-3.020720-0.869130
44.528993-1.093820
.........
17920.1043040.255208
17932.423200-1.429330
17941.022569-0.147661
17951.076041-0.380856
1796-1.257728-2.227245
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" 852 | ], 853 | "text/plain": [ 854 | " first_component second_component\n", 855 | "0 1.914205 -0.954397\n", 856 | "1 0.588980 0.924595\n", 857 | "2 1.302004 -0.316971\n", 858 | "3 -3.020720 -0.869130\n", 859 | "4 4.528993 -1.093820\n", 860 | "... ... ...\n", 861 | "1792 0.104304 0.255208\n", 862 | "1793 2.423200 -1.429330\n", 863 | "1794 1.022569 -0.147661\n", 864 | "1795 1.076041 -0.380856\n", 865 | "1796 -1.257728 -2.227245\n", 866 | "\n", 867 | "[1797 rows x 2 columns]" 868 | ] 869 | }, 870 | "execution_count": 17, 871 | "metadata": {}, 872 | "output_type": "execute_result" 873 | } 874 | ], 875 | "source": [ 876 | "component_df = pd.DataFrame(data = df_pca, columns=[\"first_component\",\"second_component\"])\n", 877 | "component_df" 878 | ] 879 | }, 880 | { 881 | "cell_type": "code", 882 | "execution_count": 18, 883 | "id": "f232f27a", 884 | "metadata": { 885 | "scrolled": true 886 | }, 887 | "outputs": [ 888 | { 889 | "data": { 890 | "text/plain": [ 891 | "array([7.34477606, 5.83549044])" 892 | ] 893 | }, 894 | "execution_count": 18, 895 | "metadata": {}, 896 | "output_type": "execute_result" 897 | } 898 | ], 899 | "source": [ 900 | "pca.explained_variance_" 901 | ] 902 | }, 903 | { 904 | "cell_type": "code", 905 | "execution_count": 19, 906 | "id": "9c528a42", 907 | "metadata": { 908 | "scrolled": true 909 | }, 910 | "outputs": [ 911 | { 912 | "data": { 913 | "text/plain": [ 914 | "array([0.12033916, 0.09561054])" 915 | ] 916 | }, 917 | "execution_count": 19, 918 | "metadata": {}, 919 | "output_type": "execute_result" 920 | } 921 | ], 922 | "source": [ 923 | "pca.explained_variance_ratio_" 924 | ] 925 | }, 926 | { 927 | "cell_type": "code", 928 | "execution_count": 20, 929 | "id": "738e623f", 930 | "metadata": {}, 931 | "outputs": [ 932 | { 933 | "data": { 934 | "text/plain": [ 935 | "array([0.12033916, 0.2159497 ])" 936 | ] 937 | }, 938 | "execution_count": 20, 939 | "metadata": {}, 940 | "output_type": "execute_result" 941 | } 942 | ], 943 | "source": [ 944 | "np.cumsum(pca.explained_variance_ratio_)" 945 | ] 946 | }, 947 | { 948 | "cell_type": "markdown", 949 | "id": "cfa71b95", 950 | "metadata": {}, 951 | "source": [ 952 | "**PCA with four components**" 953 | ] 954 | }, 955 | { 956 | "cell_type": "code", 957 | "execution_count": 21, 958 | "id": "3ee2cc15", 959 | "metadata": {}, 960 | "outputs": [], 961 | "source": [ 962 | "pca_new = PCA(n_components = 4) " 963 | ] 964 | }, 965 | { 966 | "cell_type": "code", 967 | "execution_count": 23, 968 | "id": "9411ccba", 969 | "metadata": {}, 970 | "outputs": [], 971 | "source": [ 972 | "df_pca_new = pca_new.fit_transform(df_new)" 973 | ] 974 | }, 975 | { 976 | "cell_type": "code", 977 | "execution_count": 24, 978 | "id": "1721982f", 979 | "metadata": {}, 980 | "outputs": [ 981 | { 982 | "data": { 983 | "text/html": [ 984 | "
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first_componentsecond_componentthird_componentfourth_component
01.914213-0.954486-3.9460522.028956
10.5889820.9246213.924770-1.779882
21.302038-0.3171763.023321-2.043506
3-3.020771-0.868739-0.801765-2.187231
44.528949-1.0934600.973110-1.419463
...............
17920.1043320.254997-3.765849-1.946585
17932.423232-1.429581-3.0452612.631794
17941.022596-0.1479342.469993-0.620478
17951.076056-0.380950-2.455456-1.311800
1796-1.257705-2.2275880.283612-0.126871
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\n", 1089 | "
" 1090 | ], 1091 | "text/plain": [ 1092 | " first_component second_component third_component fourth_component\n", 1093 | "0 1.914213 -0.954486 -3.946052 2.028956\n", 1094 | "1 0.588982 0.924621 3.924770 -1.779882\n", 1095 | "2 1.302038 -0.317176 3.023321 -2.043506\n", 1096 | "3 -3.020771 -0.868739 -0.801765 -2.187231\n", 1097 | "4 4.528949 -1.093460 0.973110 -1.419463\n", 1098 | "... ... ... ... ...\n", 1099 | "1792 0.104332 0.254997 -3.765849 -1.946585\n", 1100 | "1793 2.423232 -1.429581 -3.045261 2.631794\n", 1101 | "1794 1.022596 -0.147934 2.469993 -0.620478\n", 1102 | "1795 1.076056 -0.380950 -2.455456 -1.311800\n", 1103 | "1796 -1.257705 -2.227588 0.283612 -0.126871\n", 1104 | "\n", 1105 | "[1797 rows x 4 columns]" 1106 | ] 1107 | }, 1108 | "execution_count": 24, 1109 | "metadata": {}, 1110 | "output_type": "execute_result" 1111 | } 1112 | ], 1113 | "source": [ 1114 | "component_df = pd.DataFrame(data = df_pca_new, columns=[\"first_component\",\"second_component\", \"third_component\", \"fourth_component\"])\n", 1115 | "component_df" 1116 | ] 1117 | }, 1118 | { 1119 | "cell_type": "code", 1120 | "execution_count": 30, 1121 | "id": "7a0edded", 1122 | "metadata": { 1123 | "scrolled": true 1124 | }, 1125 | "outputs": [ 1126 | { 1127 | "data": { 1128 | "text/plain": [ 1129 | "array([7.34477606, 5.83549054, 5.15396118, 3.96623585])" 1130 | ] 1131 | }, 1132 | "execution_count": 30, 1133 | "metadata": {}, 1134 | "output_type": "execute_result" 1135 | } 1136 | ], 1137 | "source": [ 1138 | "pca_new.explained_variance_" 1139 | ] 1140 | }, 1141 | { 1142 | "cell_type": "code", 1143 | "execution_count": 27, 1144 | "id": "63c0b4c9", 1145 | "metadata": { 1146 | "scrolled": true 1147 | }, 1148 | "outputs": [ 1149 | { 1150 | "data": { 1151 | "text/plain": [ 1152 | "array([0.12033916, 0.09561054, 0.08444415, 0.06498408])" 1153 | ] 1154 | }, 1155 | "execution_count": 27, 1156 | "metadata": {}, 1157 | "output_type": "execute_result" 1158 | } 1159 | ], 1160 | "source": [ 1161 | "pca_new.explained_variance_ratio_" 1162 | ] 1163 | }, 1164 | { 1165 | "cell_type": "code", 1166 | "execution_count": 28, 1167 | "id": "291ea35a", 1168 | "metadata": {}, 1169 | "outputs": [ 1170 | { 1171 | "data": { 1172 | "text/plain": [ 1173 | "array([0.12033916, 0.2159497 , 0.30039385, 0.36537793])" 1174 | ] 1175 | }, 1176 | "execution_count": 28, 1177 | "metadata": {}, 1178 | "output_type": "execute_result" 1179 | } 1180 | ], 1181 | "source": [ 1182 | "np.cumsum(pca_new.explained_variance_ratio_)" 1183 | ] 1184 | } 1185 | ], 1186 | "metadata": { 1187 | "kernelspec": { 1188 | "display_name": "Python 3", 1189 | "language": "python", 1190 | "name": "python3" 1191 | }, 1192 | "language_info": { 1193 | "codemirror_mode": { 1194 | "name": "ipython", 1195 | "version": 3 1196 | }, 1197 | "file_extension": ".py", 1198 | "mimetype": "text/x-python", 1199 | "name": "python", 1200 | "nbconvert_exporter": "python", 1201 | "pygments_lexer": "ipython3", 1202 | "version": "3.8.8" 1203 | } 1204 | }, 1205 | "nbformat": 4, 1206 | "nbformat_minor": 5 1207 | } 1208 | -------------------------------------------------------------------------------- /Random Forest/Iris.csv: -------------------------------------------------------------------------------- 1 | Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species 2 | 1,5.1,3.5,1.4,0.2,Iris-setosa 3 | 2,4.9,3.0,1.4,0.2,Iris-setosa 4 | 3,4.7,3.2,1.3,0.2,Iris-setosa 5 | 4,4.6,3.1,1.5,0.2,Iris-setosa 6 | 5,5.0,3.6,1.4,0.2,Iris-setosa 7 | 6,5.4,3.9,1.7,0.4,Iris-setosa 8 | 7,4.6,3.4,1.4,0.3,Iris-setosa 9 | 8,5.0,3.4,1.5,0.2,Iris-setosa 10 | 9,4.4,2.9,1.4,0.2,Iris-setosa 11 | 10,4.9,3.1,1.5,0.1,Iris-setosa 12 | 11,5.4,3.7,1.5,0.2,Iris-setosa 13 | 12,4.8,3.4,1.6,0.2,Iris-setosa 14 | 13,4.8,3.0,1.4,0.1,Iris-setosa 15 | 14,4.3,3.0,1.1,0.1,Iris-setosa 16 | 15,5.8,4.0,1.2,0.2,Iris-setosa 17 | 16,5.7,4.4,1.5,0.4,Iris-setosa 18 | 17,5.4,3.9,1.3,0.4,Iris-setosa 19 | 18,5.1,3.5,1.4,0.3,Iris-setosa 20 | 19,5.7,3.8,1.7,0.3,Iris-setosa 21 | 20,5.1,3.8,1.5,0.3,Iris-setosa 22 | 21,5.4,3.4,1.7,0.2,Iris-setosa 23 | 22,5.1,3.7,1.5,0.4,Iris-setosa 24 | 23,4.6,3.6,1.0,0.2,Iris-setosa 25 | 24,5.1,3.3,1.7,0.5,Iris-setosa 26 | 25,4.8,3.4,1.9,0.2,Iris-setosa 27 | 26,5.0,3.0,1.6,0.2,Iris-setosa 28 | 27,5.0,3.4,1.6,0.4,Iris-setosa 29 | 28,5.2,3.5,1.5,0.2,Iris-setosa 30 | 29,5.2,3.4,1.4,0.2,Iris-setosa 31 | 30,4.7,3.2,1.6,0.2,Iris-setosa 32 | 31,4.8,3.1,1.6,0.2,Iris-setosa 33 | 32,5.4,3.4,1.5,0.4,Iris-setosa 34 | 33,5.2,4.1,1.5,0.1,Iris-setosa 35 | 34,5.5,4.2,1.4,0.2,Iris-setosa 36 | 35,4.9,3.1,1.5,0.1,Iris-setosa 37 | 36,5.0,3.2,1.2,0.2,Iris-setosa 38 | 37,5.5,3.5,1.3,0.2,Iris-setosa 39 | 38,4.9,3.1,1.5,0.1,Iris-setosa 40 | 39,4.4,3.0,1.3,0.2,Iris-setosa 41 | 40,5.1,3.4,1.5,0.2,Iris-setosa 42 | 41,5.0,3.5,1.3,0.3,Iris-setosa 43 | 42,4.5,2.3,1.3,0.3,Iris-setosa 44 | 43,4.4,3.2,1.3,0.2,Iris-setosa 45 | 44,5.0,3.5,1.6,0.6,Iris-setosa 46 | 45,5.1,3.8,1.9,0.4,Iris-setosa 47 | 46,4.8,3.0,1.4,0.3,Iris-setosa 48 | 47,5.1,3.8,1.6,0.2,Iris-setosa 49 | 48,4.6,3.2,1.4,0.2,Iris-setosa 50 | 49,5.3,3.7,1.5,0.2,Iris-setosa 51 | 50,5.0,3.3,1.4,0.2,Iris-setosa 52 | 51,7.0,3.2,4.7,1.4,Iris-versicolor 53 | 52,6.4,3.2,4.5,1.5,Iris-versicolor 54 | 53,6.9,3.1,4.9,1.5,Iris-versicolor 55 | 54,5.5,2.3,4.0,1.3,Iris-versicolor 56 | 55,6.5,2.8,4.6,1.5,Iris-versicolor 57 | 56,5.7,2.8,4.5,1.3,Iris-versicolor 58 | 57,6.3,3.3,4.7,1.6,Iris-versicolor 59 | 58,4.9,2.4,3.3,1.0,Iris-versicolor 60 | 59,6.6,2.9,4.6,1.3,Iris-versicolor 61 | 60,5.2,2.7,3.9,1.4,Iris-versicolor 62 | 61,5.0,2.0,3.5,1.0,Iris-versicolor 63 | 62,5.9,3.0,4.2,1.5,Iris-versicolor 64 | 63,6.0,2.2,4.0,1.0,Iris-versicolor 65 | 64,6.1,2.9,4.7,1.4,Iris-versicolor 66 | 65,5.6,2.9,3.6,1.3,Iris-versicolor 67 | 66,6.7,3.1,4.4,1.4,Iris-versicolor 68 | 67,5.6,3.0,4.5,1.5,Iris-versicolor 69 | 68,5.8,2.7,4.1,1.0,Iris-versicolor 70 | 69,6.2,2.2,4.5,1.5,Iris-versicolor 71 | 70,5.6,2.5,3.9,1.1,Iris-versicolor 72 | 71,5.9,3.2,4.8,1.8,Iris-versicolor 73 | 72,6.1,2.8,4.0,1.3,Iris-versicolor 74 | 73,6.3,2.5,4.9,1.5,Iris-versicolor 75 | 74,6.1,2.8,4.7,1.2,Iris-versicolor 76 | 75,6.4,2.9,4.3,1.3,Iris-versicolor 77 | 76,6.6,3.0,4.4,1.4,Iris-versicolor 78 | 77,6.8,2.8,4.8,1.4,Iris-versicolor 79 | 78,6.7,3.0,5.0,1.7,Iris-versicolor 80 | 79,6.0,2.9,4.5,1.5,Iris-versicolor 81 | 80,5.7,2.6,3.5,1.0,Iris-versicolor 82 | 81,5.5,2.4,3.8,1.1,Iris-versicolor 83 | 82,5.5,2.4,3.7,1.0,Iris-versicolor 84 | 83,5.8,2.7,3.9,1.2,Iris-versicolor 85 | 84,6.0,2.7,5.1,1.6,Iris-versicolor 86 | 85,5.4,3.0,4.5,1.5,Iris-versicolor 87 | 86,6.0,3.4,4.5,1.6,Iris-versicolor 88 | 87,6.7,3.1,4.7,1.5,Iris-versicolor 89 | 88,6.3,2.3,4.4,1.3,Iris-versicolor 90 | 89,5.6,3.0,4.1,1.3,Iris-versicolor 91 | 90,5.5,2.5,4.0,1.3,Iris-versicolor 92 | 91,5.5,2.6,4.4,1.2,Iris-versicolor 93 | 92,6.1,3.0,4.6,1.4,Iris-versicolor 94 | 93,5.8,2.6,4.0,1.2,Iris-versicolor 95 | 94,5.0,2.3,3.3,1.0,Iris-versicolor 96 | 95,5.6,2.7,4.2,1.3,Iris-versicolor 97 | 96,5.7,3.0,4.2,1.2,Iris-versicolor 98 | 97,5.7,2.9,4.2,1.3,Iris-versicolor 99 | 98,6.2,2.9,4.3,1.3,Iris-versicolor 100 | 99,5.1,2.5,3.0,1.1,Iris-versicolor 101 | 100,5.7,2.8,4.1,1.3,Iris-versicolor 102 | 101,6.3,3.3,6.0,2.5,Iris-virginica 103 | 102,5.8,2.7,5.1,1.9,Iris-virginica 104 | 103,7.1,3.0,5.9,2.1,Iris-virginica 105 | 104,6.3,2.9,5.6,1.8,Iris-virginica 106 | 105,6.5,3.0,5.8,2.2,Iris-virginica 107 | 106,7.6,3.0,6.6,2.1,Iris-virginica 108 | 107,4.9,2.5,4.5,1.7,Iris-virginica 109 | 108,7.3,2.9,6.3,1.8,Iris-virginica 110 | 109,6.7,2.5,5.8,1.8,Iris-virginica 111 | 110,7.2,3.6,6.1,2.5,Iris-virginica 112 | 111,6.5,3.2,5.1,2.0,Iris-virginica 113 | 112,6.4,2.7,5.3,1.9,Iris-virginica 114 | 113,6.8,3.0,5.5,2.1,Iris-virginica 115 | 114,5.7,2.5,5.0,2.0,Iris-virginica 116 | 115,5.8,2.8,5.1,2.4,Iris-virginica 117 | 116,6.4,3.2,5.3,2.3,Iris-virginica 118 | 117,6.5,3.0,5.5,1.8,Iris-virginica 119 | 118,7.7,3.8,6.7,2.2,Iris-virginica 120 | 119,7.7,2.6,6.9,2.3,Iris-virginica 121 | 120,6.0,2.2,5.0,1.5,Iris-virginica 122 | 121,6.9,3.2,5.7,2.3,Iris-virginica 123 | 122,5.6,2.8,4.9,2.0,Iris-virginica 124 | 123,7.7,2.8,6.7,2.0,Iris-virginica 125 | 124,6.3,2.7,4.9,1.8,Iris-virginica 126 | 125,6.7,3.3,5.7,2.1,Iris-virginica 127 | 126,7.2,3.2,6.0,1.8,Iris-virginica 128 | 127,6.2,2.8,4.8,1.8,Iris-virginica 129 | 128,6.1,3.0,4.9,1.8,Iris-virginica 130 | 129,6.4,2.8,5.6,2.1,Iris-virginica 131 | 130,7.2,3.0,5.8,1.6,Iris-virginica 132 | 131,7.4,2.8,6.1,1.9,Iris-virginica 133 | 132,7.9,3.8,6.4,2.0,Iris-virginica 134 | 133,6.4,2.8,5.6,2.2,Iris-virginica 135 | 134,6.3,2.8,5.1,1.5,Iris-virginica 136 | 135,6.1,2.6,5.6,1.4,Iris-virginica 137 | 136,7.7,3.0,6.1,2.3,Iris-virginica 138 | 137,6.3,3.4,5.6,2.4,Iris-virginica 139 | 138,6.4,3.1,5.5,1.8,Iris-virginica 140 | 139,6.0,3.0,4.8,1.8,Iris-virginica 141 | 140,6.9,3.1,5.4,2.1,Iris-virginica 142 | 141,6.7,3.1,5.6,2.4,Iris-virginica 143 | 142,6.9,3.1,5.1,2.3,Iris-virginica 144 | 143,5.8,2.7,5.1,1.9,Iris-virginica 145 | 144,6.8,3.2,5.9,2.3,Iris-virginica 146 | 145,6.7,3.3,5.7,2.5,Iris-virginica 147 | 146,6.7,3.0,5.2,2.3,Iris-virginica 148 | 147,6.3,2.5,5.0,1.9,Iris-virginica 149 | 148,6.5,3.0,5.2,2.0,Iris-virginica 150 | 149,6.2,3.4,5.4,2.3,Iris-virginica 151 | 150,5.9,3.0,5.1,1.8,Iris-virginica 152 | -------------------------------------------------------------------------------- /Support Vector Machine/redwine.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/OakAcademy/updated-machine-learning-with-python-/5c215613106aba0f8a45c6ad7020cece6f41b0e4/Support Vector Machine/redwine.jpg --------------------------------------------------------------------------------