├── LICENSE ├── README.md ├── Section01 ├── Section 1.ipynb ├── datasets-uci-iris.csv └── regression-datasets-housing.csv ├── Section02 ├── Section 2.ipynb ├── a_loading_example_1.csv ├── a_loading_example_2.csv ├── a_preprocessing_example_1.csv ├── a_selection_example_1.csv ├── datasets-uci-iris.csv └── regression-datasets-housing.csv ├── Section03 ├── Section 3.ipynb └── datasets-uci-iris.csv └── Section04 ├── Section 4.ipynb ├── cadata.pickle ├── ijcnn1.bz2 ├── mnist.zip └── newsgroups_dataset.pickle /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Packt 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | # Python Data Science Essentials [Video] 5 | This is the code repository for [Python Data Science Essentials [Video]](https://www.packtpub.com/big-data-and-business-intelligence/python-data-science-essentials-video?utm_source=github&utm_medium=repository&utm_campaign=9781789538526), published by [Packt](https://www.packtpub.com/?utm_source=github). It contains all the supporting project files necessary to work through the video course from start to finish. 6 | ## About the Video Course 7 | The Python Data Science Essentials video series takes you through all you need to know to succeed in data science using Python. Get insights into the core of Python data, including the latest versions of Jupyter Notebook, NumPy, Pandas and scikit-learn. In this course, you will delve into building your essential Python 3.6 data science toolbox, using a single-source approach that will allow to work with Python 2.7 as well with some basic changes. Get to grips fast with data munging and preprocessing, and prepare for machine learning and visualization techniques. 8 | 9 |

What You Will Learn

10 |
11 |
18 | 19 | ## Instructions and Navigation 20 | ### Assumed Knowledge 21 | To fully benefit from the coverage included in this course, you will need:
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-------------------------------------------------------------------------------- /Section01/datasets-uci-iris.csv: -------------------------------------------------------------------------------- 1 | 5.1,3.5,1.4,0.2,Iris-setosa 2 | 4.9,3.0,1.4,0.2,Iris-setosa 3 | 4.7,3.2,1.3,0.2,Iris-setosa 4 | 4.6,3.1,1.5,0.2,Iris-setosa 5 | 5.0,3.6,1.4,0.2,Iris-setosa 6 | 5.4,3.9,1.7,0.4,Iris-setosa 7 | 4.6,3.4,1.4,0.3,Iris-setosa 8 | 5.0,3.4,1.5,0.2,Iris-setosa 9 | 4.4,2.9,1.4,0.2,Iris-setosa 10 | 4.9,3.1,1.5,0.1,Iris-setosa 11 | 5.4,3.7,1.5,0.2,Iris-setosa 12 | 4.8,3.4,1.6,0.2,Iris-setosa 13 | 4.8,3.0,1.4,0.1,Iris-setosa 14 | 4.3,3.0,1.1,0.1,Iris-setosa 15 | 5.8,4.0,1.2,0.2,Iris-setosa 16 | 5.7,4.4,1.5,0.4,Iris-setosa 17 | 5.4,3.9,1.3,0.4,Iris-setosa 18 | 5.1,3.5,1.4,0.3,Iris-setosa 19 | 5.7,3.8,1.7,0.3,Iris-setosa 20 | 5.1,3.8,1.5,0.3,Iris-setosa 21 | 5.4,3.4,1.7,0.2,Iris-setosa 22 | 5.1,3.7,1.5,0.4,Iris-setosa 23 | 4.6,3.6,1.0,0.2,Iris-setosa 24 | 5.1,3.3,1.7,0.5,Iris-setosa 25 | 4.8,3.4,1.9,0.2,Iris-setosa 26 | 5.0,3.0,1.6,0.2,Iris-setosa 27 | 5.0,3.4,1.6,0.4,Iris-setosa 28 | 5.2,3.5,1.5,0.2,Iris-setosa 29 | 5.2,3.4,1.4,0.2,Iris-setosa 30 | 4.7,3.2,1.6,0.2,Iris-setosa 31 | 4.8,3.1,1.6,0.2,Iris-setosa 32 | 5.4,3.4,1.5,0.4,Iris-setosa 33 | 5.2,4.1,1.5,0.1,Iris-setosa 34 | 5.5,4.2,1.4,0.2,Iris-setosa 35 | 4.9,3.1,1.5,0.1,Iris-setosa 36 | 5.0,3.2,1.2,0.2,Iris-setosa 37 | 5.5,3.5,1.3,0.2,Iris-setosa 38 | 4.9,3.1,1.5,0.1,Iris-setosa 39 | 4.4,3.0,1.3,0.2,Iris-setosa 40 | 5.1,3.4,1.5,0.2,Iris-setosa 41 | 5.0,3.5,1.3,0.3,Iris-setosa 42 | 4.5,2.3,1.3,0.3,Iris-setosa 43 | 4.4,3.2,1.3,0.2,Iris-setosa 44 | 5.0,3.5,1.6,0.6,Iris-setosa 45 | 5.1,3.8,1.9,0.4,Iris-setosa 46 | 4.8,3.0,1.4,0.3,Iris-setosa 47 | 5.1,3.8,1.6,0.2,Iris-setosa 48 | 4.6,3.2,1.4,0.2,Iris-setosa 49 | 5.3,3.7,1.5,0.2,Iris-setosa 50 | 5.0,3.3,1.4,0.2,Iris-setosa 51 | 7.0,3.2,4.7,1.4,Iris-versicolor 52 | 6.4,3.2,4.5,1.5,Iris-versicolor 53 | 6.9,3.1,4.9,1.5,Iris-versicolor 54 | 5.5,2.3,4.0,1.3,Iris-versicolor 55 | 6.5,2.8,4.6,1.5,Iris-versicolor 56 | 5.7,2.8,4.5,1.3,Iris-versicolor 57 | 6.3,3.3,4.7,1.6,Iris-versicolor 58 | 4.9,2.4,3.3,1.0,Iris-versicolor 59 | 6.6,2.9,4.6,1.3,Iris-versicolor 60 | 5.2,2.7,3.9,1.4,Iris-versicolor 61 | 5.0,2.0,3.5,1.0,Iris-versicolor 62 | 5.9,3.0,4.2,1.5,Iris-versicolor 63 | 6.0,2.2,4.0,1.0,Iris-versicolor 64 | 6.1,2.9,4.7,1.4,Iris-versicolor 65 | 5.6,2.9,3.6,1.3,Iris-versicolor 66 | 6.7,3.1,4.4,1.4,Iris-versicolor 67 | 5.6,3.0,4.5,1.5,Iris-versicolor 68 | 5.8,2.7,4.1,1.0,Iris-versicolor 69 | 6.2,2.2,4.5,1.5,Iris-versicolor 70 | 5.6,2.5,3.9,1.1,Iris-versicolor 71 | 5.9,3.2,4.8,1.8,Iris-versicolor 72 | 6.1,2.8,4.0,1.3,Iris-versicolor 73 | 6.3,2.5,4.9,1.5,Iris-versicolor 74 | 6.1,2.8,4.7,1.2,Iris-versicolor 75 | 6.4,2.9,4.3,1.3,Iris-versicolor 76 | 6.6,3.0,4.4,1.4,Iris-versicolor 77 | 6.8,2.8,4.8,1.4,Iris-versicolor 78 | 6.7,3.0,5.0,1.7,Iris-versicolor 79 | 6.0,2.9,4.5,1.5,Iris-versicolor 80 | 5.7,2.6,3.5,1.0,Iris-versicolor 81 | 5.5,2.4,3.8,1.1,Iris-versicolor 82 | 5.5,2.4,3.7,1.0,Iris-versicolor 83 | 5.8,2.7,3.9,1.2,Iris-versicolor 84 | 6.0,2.7,5.1,1.6,Iris-versicolor 85 | 5.4,3.0,4.5,1.5,Iris-versicolor 86 | 6.0,3.4,4.5,1.6,Iris-versicolor 87 | 6.7,3.1,4.7,1.5,Iris-versicolor 88 | 6.3,2.3,4.4,1.3,Iris-versicolor 89 | 5.6,3.0,4.1,1.3,Iris-versicolor 90 | 5.5,2.5,4.0,1.3,Iris-versicolor 91 | 5.5,2.6,4.4,1.2,Iris-versicolor 92 | 6.1,3.0,4.6,1.4,Iris-versicolor 93 | 5.8,2.6,4.0,1.2,Iris-versicolor 94 | 5.0,2.3,3.3,1.0,Iris-versicolor 95 | 5.6,2.7,4.2,1.3,Iris-versicolor 96 | 5.7,3.0,4.2,1.2,Iris-versicolor 97 | 5.7,2.9,4.2,1.3,Iris-versicolor 98 | 6.2,2.9,4.3,1.3,Iris-versicolor 99 | 5.1,2.5,3.0,1.1,Iris-versicolor 100 | 5.7,2.8,4.1,1.3,Iris-versicolor 101 | 6.3,3.3,6.0,2.5,Iris-virginica 102 | 5.8,2.7,5.1,1.9,Iris-virginica 103 | 7.1,3.0,5.9,2.1,Iris-virginica 104 | 6.3,2.9,5.6,1.8,Iris-virginica 105 | 6.5,3.0,5.8,2.2,Iris-virginica 106 | 7.6,3.0,6.6,2.1,Iris-virginica 107 | 4.9,2.5,4.5,1.7,Iris-virginica 108 | 7.3,2.9,6.3,1.8,Iris-virginica 109 | 6.7,2.5,5.8,1.8,Iris-virginica 110 | 7.2,3.6,6.1,2.5,Iris-virginica 111 | 6.5,3.2,5.1,2.0,Iris-virginica 112 | 6.4,2.7,5.3,1.9,Iris-virginica 113 | 6.8,3.0,5.5,2.1,Iris-virginica 114 | 5.7,2.5,5.0,2.0,Iris-virginica 115 | 5.8,2.8,5.1,2.4,Iris-virginica 116 | 6.4,3.2,5.3,2.3,Iris-virginica 117 | 6.5,3.0,5.5,1.8,Iris-virginica 118 | 7.7,3.8,6.7,2.2,Iris-virginica 119 | 7.7,2.6,6.9,2.3,Iris-virginica 120 | 6.0,2.2,5.0,1.5,Iris-virginica 121 | 6.9,3.2,5.7,2.3,Iris-virginica 122 | 5.6,2.8,4.9,2.0,Iris-virginica 123 | 7.7,2.8,6.7,2.0,Iris-virginica 124 | 6.3,2.7,4.9,1.8,Iris-virginica 125 | 6.7,3.3,5.7,2.1,Iris-virginica 126 | 7.2,3.2,6.0,1.8,Iris-virginica 127 | 6.2,2.8,4.8,1.8,Iris-virginica 128 | 6.1,3.0,4.9,1.8,Iris-virginica 129 | 6.4,2.8,5.6,2.1,Iris-virginica 130 | 7.2,3.0,5.8,1.6,Iris-virginica 131 | 7.4,2.8,6.1,1.9,Iris-virginica 132 | 7.9,3.8,6.4,2.0,Iris-virginica 133 | 6.4,2.8,5.6,2.2,Iris-virginica 134 | 6.3,2.8,5.1,1.5,Iris-virginica 135 | 6.1,2.6,5.6,1.4,Iris-virginica 136 | 7.7,3.0,6.1,2.3,Iris-virginica 137 | 6.3,3.4,5.6,2.4,Iris-virginica 138 | 6.4,3.1,5.5,1.8,Iris-virginica 139 | 6.0,3.0,4.8,1.8,Iris-virginica 140 | 6.9,3.1,5.4,2.1,Iris-virginica 141 | 6.7,3.1,5.6,2.4,Iris-virginica 142 | 6.9,3.1,5.1,2.3,Iris-virginica 143 | 5.8,2.7,5.1,1.9,Iris-virginica 144 | 6.8,3.2,5.9,2.3,Iris-virginica 145 | 6.7,3.3,5.7,2.5,Iris-virginica 146 | 6.7,3.0,5.2,2.3,Iris-virginica 147 | 6.3,2.5,5.0,1.9,Iris-virginica 148 | 6.5,3.0,5.2,2.0,Iris-virginica 149 | 6.2,3.4,5.4,2.3,Iris-virginica 150 | 5.9,3.0,5.1,1.8,Iris-virginica 151 | -------------------------------------------------------------------------------- /Section01/regression-datasets-housing.csv: -------------------------------------------------------------------------------- 1 | 0.00632,18,2.31,0,0.538,6.575,65.2,4.09,1,296,15,396.9,4.98,24.0 2 | 0.02731,0,7.07,0,0.469,6.421,78.9,4.9671,2,242,17,396.9,9.14,21.6 3 | 0.02729,0,7.07,0,0.469,7.185,61.1,4.9671,2,242,17,392.83,4.03,34.7 4 | 0.03237,0,2.18,0,0.458,6.998,45.8,6.0622,3,222,18,394.63,2.94,33.4 5 | 0.06905,0,2.18,0,0.458,7.147,54.2,6.0622,3,222,18,396.9,5.33,36.2 6 | 0.02985,0,2.18,0,0.458,6.43,58.7,6.0622,3,222,18,394.12,5.21,28.7 7 | 0.08829,12,7.87,0,0.524,6.012,66.6,5.5605,5,311,15,395.6,12.43,22.9 8 | 0.14455,12,7.87,0,0.524,6.172,96.1,5.9505,5,311,15,396.9,19.15,27.1 9 | 0.21124,12,7.87,0,0.524,5.631,100.0,6.0821,5,311,15,386.63,29.93,16.5 10 | 0.17004,12,7.87,0,0.524,6.004,85.9,6.5921,5,311,15,386.71,17.1,18.9 11 | 0.22489,12,7.87,0,0.524,6.377,94.3,6.3467,5,311,15,392.52,20.45,15.0 12 | 0.11747,12,7.87,0,0.524,6.009,82.9,6.2267,5,311,15,396.9,13.27,18.9 13 | 0.09378,12,7.87,0,0.524,5.889,39.0,5.4509,5,311,15,390.5,15.71,21.7 14 | 0.62976,0,8.14,0,0.538,5.949,61.8,4.7075,4,307,21,396.9,8.26,20.4 15 | 0.63796,0,8.14,0,0.538,6.096,84.5,4.4619,4,307,21,380.02,10.26,18.2 16 | 0.62739,0,8.14,0,0.538,5.834,56.5,4.4986,4,307,21,395.62,8.47,19.9 17 | 1.05393,0,8.14,0,0.538,5.935,29.3,4.4986,4,307,21,386.85,6.58,23.1 18 | 0.7842,0,8.14,0,0.538,5.99,81.7,4.2579,4,307,21,386.75,14.67,17.5 19 | 0.80271,0,8.14,0,0.538,5.456,36.6,3.7965,4,307,21,288.99,11.69,20.2 20 | 0.7258,0,8.14,0,0.538,5.727,69.5,3.7965,4,307,21,390.95,11.28,18.2 21 | 1.25179,0,8.14,0,0.538,5.57,98.1,3.7979,4,307,21,376.57,21.02,13.6 22 | 0.85204,0,8.14,0,0.538,5.965,89.2,4.0123,4,307,21,392.53,13.83,19.6 23 | 1.23247,0,8.14,0,0.538,6.142,91.7,3.9769,4,307,21,396.9,18.72,15.2 24 | 0.98843,0,8.14,0,0.538,5.813,100.0,4.0952,4,307,21,394.54,19.88,14.5 25 | 0.75026,0,8.14,0,0.538,5.924,94.1,4.3996,4,307,21,394.33,16.3,15.6 26 | 0.84054,0,8.14,0,0.538,5.599,85.7,4.4546,4,307,21,303.42,16.51,13.9 27 | 0.67191,0,8.14,0,0.538,5.813,90.3,4.682,4,307,21,376.88,14.81,16.6 28 | 0.95577,0,8.14,0,0.538,6.047,88.8,4.4534,4,307,21,306.38,17.28,14.8 29 | 0.77299,0,8.14,0,0.538,6.495,94.4,4.4547,4,307,21,387.94,12.8,18.4 30 | 1.00245,0,8.14,0,0.538,6.674,87.3,4.239,4,307,21,380.23,11.98,21.0 31 | 1.13081,0,8.14,0,0.538,5.713,94.1,4.233,4,307,21,360.17,22.6,12.7 32 | 1.35472,0,8.14,0,0.538,6.072,100.0,4.175,4,307,21,376.73,13.04,14.5 33 | 1.38799,0,8.14,0,0.538,5.95,82.0,3.99,4,307,21,232.6,27.71,13.2 34 | 1.15172,0,8.14,0,0.538,5.701,95.0,3.7872,4,307,21,358.77,18.35,13.1 35 | 1.61282,0,8.14,0,0.538,6.096,96.9,3.7598,4,307,21,248.31,20.34,13.5 36 | 0.06417,0,5.96,0,0.499,5.933,68.2,3.3603,5,279,19,396.9,9.68,18.9 37 | 0.09744,0,5.96,0,0.499,5.841,61.4,3.3779,5,279,19,377.56,11.41,20.0 38 | 0.08014,0,5.96,0,0.499,5.85,41.5,3.9342,5,279,19,396.9,8.77,21.0 39 | 0.17505,0,5.96,0,0.499,5.966,30.2,3.8473,5,279,19,393.43,10.13,24.7 40 | 0.02763,75,2.95,0,0.428,6.595,21.8,5.4011,3,252,18,395.63,4.32,30.8 41 | 0.03359,75,2.95,0,0.428,7.024,15.8,5.4011,3,252,18,395.62,1.98,34.9 42 | 0.12744,0,6.91,0,0.448,6.77,2.9,5.7209,3,233,17,385.41,4.84,26.6 43 | 0.1415,0,6.91,0,0.448,6.169,6.6,5.7209,3,233,17,383.37,5.81,25.3 44 | 0.15936,0,6.91,0,0.448,6.211,6.5,5.7209,3,233,17,394.46,7.44,24.7 45 | 0.12269,0,6.91,0,0.448,6.069,40.0,5.7209,3,233,17,389.39,9.55,21.2 46 | 0.17142,0,6.91,0,0.448,5.682,33.8,5.1004,3,233,17,396.9,10.21,19.3 47 | 0.18836,0,6.91,0,0.448,5.786,33.3,5.1004,3,233,17,396.9,14.15,20.0 48 | 0.22927,0,6.91,0,0.448,6.03,85.5,5.6894,3,233,17,392.74,18.8,16.6 49 | 0.25387,0,6.91,0,0.448,5.399,95.3,5.87,3,233,17,396.9,30.81,14.4 50 | 0.21977,0,6.91,0,0.448,5.602,62.0,6.0877,3,233,17,396.9,16.2,19.4 51 | 0.08873,21,5.64,0,0.439,5.963,45.7,6.8147,4,243,16,395.56,13.45,19.7 52 | 0.04337,21,5.64,0,0.439,6.115,63.0,6.8147,4,243,16,393.97,9.43,20.5 53 | 0.0536,21,5.64,0,0.439,6.511,21.1,6.8147,4,243,16,396.9,5.28,25.0 54 | 0.04981,21,5.64,0,0.439,5.998,21.4,6.8147,4,243,16,396.9,8.43,23.4 55 | 0.0136,75,4.0,0,0.41,5.888,47.6,7.3197,3,469,21,396.9,14.8,18.9 56 | 0.01311,90,1.22,0,0.403,7.249,21.9,8.6966,5,226,17,395.93,4.81,35.4 57 | 0.02055,85,0.74,0,0.41,6.383,35.7,9.1876,2,313,17,396.9,5.77,24.7 58 | 0.01432,100,1.32,0,0.411,6.816,40.5,8.3248,5,256,15,392.9,3.95,31.6 59 | 0.15445,25,5.13,0,0.453,6.145,29.2,7.8148,8,284,19,390.68,6.86,23.3 60 | 0.10328,25,5.13,0,0.453,5.927,47.2,6.932,8,284,19,396.9,9.22,19.6 61 | 0.14932,25,5.13,0,0.453,5.741,66.2,7.2254,8,284,19,395.11,13.15,18.7 62 | 0.17171,25,5.13,0,0.453,5.966,93.4,6.8185,8,284,19,378.08,14.44,16.0 63 | 0.11027,25,5.13,0,0.453,6.456,67.8,7.2255,8,284,19,396.9,6.73,22.2 64 | 0.1265,25,5.13,0,0.453,6.762,43.4,7.9809,8,284,19,395.58,9.5,25.0 65 | 0.01951,17,1.38,0,0.4161,7.104,59.5,9.2229,3,216,18,393.24,8.05,33.0 66 | 0.03584,80,3.37,0,0.398,6.29,17.8,6.6115,4,337,16,396.9,4.67,23.5 67 | 0.04379,80,3.37,0,0.398,5.787,31.1,6.6115,4,337,16,396.9,10.24,19.4 68 | 0.05789,12,6.07,0,0.409,5.878,21.4,6.498,4,345,18,396.21,8.1,22.0 69 | 0.13554,12,6.07,0,0.409,5.594,36.8,6.498,4,345,18,396.9,13.09,17.4 70 | 0.12816,12,6.07,0,0.409,5.885,33.0,6.498,4,345,18,396.9,8.79,20.9 71 | 0.08826,0,10.81,0,0.413,6.417,6.6,5.2873,4,305,19,383.73,6.72,24.2 72 | 0.15876,0,10.81,0,0.413,5.961,17.5,5.2873,4,305,19,376.94,9.88,21.7 73 | 0.09164,0,10.81,0,0.413,6.065,7.8,5.2873,4,305,19,390.91,5.52,22.8 74 | 0.19539,0,10.81,0,0.413,6.245,6.2,5.2873,4,305,19,377.17,7.54,23.4 75 | 0.07896,0,12.83,0,0.437,6.273,6.0,4.2515,5,398,18,394.92,6.78,24.1 76 | 0.09512,0,12.83,0,0.437,6.286,45.0,4.5026,5,398,18,383.23,8.94,21.4 77 | 0.10153,0,12.83,0,0.437,6.279,74.5,4.0522,5,398,18,373.66,11.97,20.0 78 | 0.08707,0,12.83,0,0.437,6.14,45.8,4.0905,5,398,18,386.96,10.27,20.8 79 | 0.05646,0,12.83,0,0.437,6.232,53.7,5.0141,5,398,18,386.4,12.34,21.2 80 | 0.08387,0,12.83,0,0.437,5.874,36.6,4.5026,5,398,18,396.06,9.1,20.3 81 | 0.04113,25,4.86,0,0.426,6.727,33.5,5.4007,4,281,19,396.9,5.29,28.0 82 | 0.04462,25,4.86,0,0.426,6.619,70.4,5.4007,4,281,19,395.63,7.22,23.9 83 | 0.03659,25,4.86,0,0.426,6.302,32.2,5.4007,4,281,19,396.9,6.72,24.8 84 | 0.03551,25,4.86,0,0.426,6.167,46.7,5.4007,4,281,19,390.64,7.51,22.9 85 | 0.05059,0,4.49,0,0.449,6.389,48.0,4.7794,3,247,18,396.9,9.62,23.9 86 | 0.05735,0,4.49,0,0.449,6.63,56.1,4.4377,3,247,18,392.3,6.53,26.6 87 | 0.05188,0,4.49,0,0.449,6.015,45.1,4.4272,3,247,18,395.99,12.86,22.5 88 | 0.07151,0,4.49,0,0.449,6.121,56.8,3.7476,3,247,18,395.15,8.44,22.2 89 | 0.0566,0,3.41,0,0.489,7.007,86.3,3.4217,2,270,17,396.9,5.5,23.6 90 | 0.05302,0,3.41,0,0.489,7.079,63.1,3.4145,2,270,17,396.06,5.7,28.7 91 | 0.04684,0,3.41,0,0.489,6.417,66.1,3.0923,2,270,17,392.18,8.81,22.6 92 | 0.03932,0,3.41,0,0.489,6.405,73.9,3.0921,2,270,17,393.55,8.2,22.0 93 | 0.04203,28,15.04,0,0.464,6.442,53.6,3.6659,4,270,18,395.01,8.16,22.9 94 | 0.02875,28,15.04,0,0.464,6.211,28.9,3.6659,4,270,18,396.33,6.21,25.0 95 | 0.04294,28,15.04,0,0.464,6.249,77.3,3.615,4,270,18,396.9,10.59,20.6 96 | 0.12204,0,2.89,0,0.445,6.625,57.8,3.4952,2,276,18,357.98,6.65,28.4 97 | 0.11504,0,2.89,0,0.445,6.163,69.6,3.4952,2,276,18,391.83,11.34,21.4 98 | 0.12083,0,2.89,0,0.445,8.069,76.0,3.4952,2,276,18,396.9,4.21,38.7 99 | 0.08187,0,2.89,0,0.445,7.82,36.9,3.4952,2,276,18,393.53,3.57,43.8 100 | 0.0686,0,2.89,0,0.445,7.416,62.5,3.4952,2,276,18,396.9,6.19,33.2 101 | 0.14866,0,8.56,0,0.52,6.727,79.9,2.7778,5,384,20,394.76,9.42,27.5 102 | 0.11432,0,8.56,0,0.52,6.781,71.3,2.8561,5,384,20,395.58,7.67,26.5 103 | 0.22876,0,8.56,0,0.52,6.405,85.4,2.7147,5,384,20,70.8,10.63,18.6 104 | 0.21161,0,8.56,0,0.52,6.137,87.4,2.7147,5,384,20,394.47,13.44,19.3 105 | 0.1396,0,8.56,0,0.52,6.167,90.0,2.421,5,384,20,392.69,12.33,20.1 106 | 0.13262,0,8.56,0,0.52,5.851,96.7,2.1069,5,384,20,394.05,16.47,19.5 107 | 0.1712,0,8.56,0,0.52,5.836,91.9,2.211,5,384,20,395.67,18.66,19.5 108 | 0.13117,0,8.56,0,0.52,6.127,85.2,2.1224,5,384,20,387.69,14.09,20.4 109 | 0.12802,0,8.56,0,0.52,6.474,97.1,2.4329,5,384,20,395.24,12.27,19.8 110 | 0.26363,0,8.56,0,0.52,6.229,91.2,2.5451,5,384,20,391.23,15.55,19.4 111 | 0.10793,0,8.56,0,0.52,6.195,54.4,2.7778,5,384,20,393.49,13.0,21.7 112 | 0.10084,0,10.01,0,0.547,6.715,81.6,2.6775,6,432,17,395.59,10.16,22.8 113 | 0.12329,0,10.01,0,0.547,5.913,92.9,2.3534,6,432,17,394.95,16.21,18.8 114 | 0.22212,0,10.01,0,0.547,6.092,95.4,2.548,6,432,17,396.9,17.09,18.7 115 | 0.14231,0,10.01,0,0.547,6.254,84.2,2.2565,6,432,17,388.74,10.45,18.5 116 | 0.17134,0,10.01,0,0.547,5.928,88.2,2.4631,6,432,17,344.91,15.76,18.3 117 | 0.13158,0,10.01,0,0.547,6.176,72.5,2.7301,6,432,17,393.3,12.04,21.2 118 | 0.15098,0,10.01,0,0.547,6.021,82.6,2.7474,6,432,17,394.51,10.3,19.2 119 | 0.13058,0,10.01,0,0.547,5.872,73.1,2.4775,6,432,17,338.63,15.37,20.4 120 | 0.14476,0,10.01,0,0.547,5.731,65.2,2.7592,6,432,17,391.5,13.61,19.3 121 | 0.06899,0,25.65,0,0.581,5.87,69.7,2.2577,2,188,19,389.15,14.37,22.0 122 | 0.07165,0,25.65,0,0.581,6.004,84.1,2.1974,2,188,19,377.67,14.27,20.3 123 | 0.09299,0,25.65,0,0.581,5.961,92.9,2.0869,2,188,19,378.09,17.93,20.5 124 | 0.15038,0,25.65,0,0.581,5.856,97.0,1.9444,2,188,19,370.31,25.41,17.3 125 | 0.09849,0,25.65,0,0.581,5.879,95.8,2.0063,2,188,19,379.38,17.58,18.8 126 | 0.16902,0,25.65,0,0.581,5.986,88.4,1.9929,2,188,19,385.02,14.81,21.4 127 | 0.38735,0,25.65,0,0.581,5.613,95.6,1.7572,2,188,19,359.29,27.26,15.7 128 | 0.25915,0,21.89,0,0.624,5.693,96.0,1.7883,4,437,21,392.11,17.19,16.2 129 | 0.32543,0,21.89,0,0.624,6.431,98.8,1.8125,4,437,21,396.9,15.39,18.0 130 | 0.88125,0,21.89,0,0.624,5.637,94.7,1.9799,4,437,21,396.9,18.34,14.3 131 | 0.34006,0,21.89,0,0.624,6.458,98.9,2.1185,4,437,21,395.04,12.6,19.2 132 | 1.19294,0,21.89,0,0.624,6.326,97.7,2.271,4,437,21,396.9,12.26,19.6 133 | 0.59005,0,21.89,0,0.624,6.372,97.9,2.3274,4,437,21,385.76,11.12,23.0 134 | 0.32982,0,21.89,0,0.624,5.822,95.4,2.4699,4,437,21,388.69,15.03,18.4 135 | 0.97617,0,21.89,0,0.624,5.757,98.4,2.346,4,437,21,262.76,17.31,15.6 136 | 0.55778,0,21.89,0,0.624,6.335,98.2,2.1107,4,437,21,394.67,16.96,18.1 137 | 0.32264,0,21.89,0,0.624,5.942,93.5,1.9669,4,437,21,378.25,16.9,17.4 138 | 0.35233,0,21.89,0,0.624,6.454,98.4,1.8498,4,437,21,394.08,14.59,17.1 139 | 0.2498,0,21.89,0,0.624,5.857,98.2,1.6686,4,437,21,392.04,21.32,13.3 140 | 0.54452,0,21.89,0,0.624,6.151,97.9,1.6687,4,437,21,396.9,18.46,17.8 141 | 0.2909,0,21.89,0,0.624,6.174,93.6,1.6119,4,437,21,388.08,24.16,14.0 142 | 1.62864,0,21.89,0,0.624,5.019,100.0,1.4394,4,437,21,396.9,34.41,14.4 143 | 3.32105,0,19.58,1,0.871,5.403,100.0,1.3216,5,403,14,396.9,26.82,13.4 144 | 4.0974,0,19.58,0,0.871,5.468,100.0,1.4118,5,403,14,396.9,26.42,15.6 145 | 2.77974,0,19.58,0,0.871,4.903,97.8,1.3459,5,403,14,396.9,29.29,11.8 146 | 2.37934,0,19.58,0,0.871,6.13,100.0,1.4191,5,403,14,172.91,27.8,13.8 147 | 2.15505,0,19.58,0,0.871,5.628,100.0,1.5166,5,403,14,169.27,16.65,15.6 148 | 2.36862,0,19.58,0,0.871,4.926,95.7,1.4608,5,403,14,391.71,29.53,14.6 149 | 2.33099,0,19.58,0,0.871,5.186,93.8,1.5296,5,403,14,356.99,28.32,17.8 150 | 2.73397,0,19.58,0,0.871,5.597,94.9,1.5257,5,403,14,351.85,21.45,15.4 151 | 1.6566,0,19.58,0,0.871,6.122,97.3,1.618,5,403,14,372.8,14.1,21.5 152 | 1.49632,0,19.58,0,0.871,5.404,100.0,1.5916,5,403,14,341.6,13.28,19.6 153 | 1.12658,0,19.58,1,0.871,5.012,88.0,1.6102,5,403,14,343.28,12.12,15.3 154 | 2.14918,0,19.58,0,0.871,5.709,98.5,1.6232,5,403,14,261.95,15.79,19.4 155 | 1.41385,0,19.58,1,0.871,6.129,96.0,1.7494,5,403,14,321.02,15.12,17.0 156 | 3.53501,0,19.58,1,0.871,6.152,82.6,1.7455,5,403,14,88.01,15.02,15.6 157 | 2.44668,0,19.58,0,0.871,5.272,94.0,1.7364,5,403,14,88.63,16.14,13.1 158 | 1.22358,0,19.58,0,0.605,6.943,97.4,1.8773,5,403,14,363.43,4.59,41.3 159 | 1.34284,0,19.58,0,0.605,6.066,100.0,1.7573,5,403,14,353.89,6.43,24.3 160 | 1.42502,0,19.58,0,0.871,6.51,100.0,1.7659,5,403,14,364.31,7.39,23.3 161 | 1.27346,0,19.58,1,0.605,6.25,92.6,1.7984,5,403,14,338.92,5.5,27.0 162 | 1.46336,0,19.58,0,0.605,7.489,90.8,1.9709,5,403,14,374.43,1.73,50.0 163 | 1.83377,0,19.58,1,0.605,7.802,98.2,2.0407,5,403,14,389.61,1.92,50.0 164 | 1.51902,0,19.58,1,0.605,8.375,93.9,2.162,5,403,14,388.45,3.32,50.0 165 | 2.24236,0,19.58,0,0.605,5.854,91.8,2.422,5,403,14,395.11,11.64,22.7 166 | 2.924,0,19.58,0,0.605,6.101,93.0,2.2834,5,403,14,240.16,9.81,25.0 167 | 2.01019,0,19.58,0,0.605,7.929,96.2,2.0459,5,403,14,369.3,3.7,50.0 168 | 1.80028,0,19.58,0,0.605,5.877,79.2,2.4259,5,403,14,227.61,12.14,23.8 169 | 2.3004,0,19.58,0,0.605,6.319,96.1,2.1,5,403,14,297.09,11.1,23.8 170 | 2.44953,0,19.58,0,0.605,6.402,95.2,2.2625,5,403,14,330.04,11.32,22.3 171 | 1.20742,0,19.58,0,0.605,5.875,94.6,2.4259,5,403,14,292.29,14.43,17.4 172 | 2.3139,0,19.58,0,0.605,5.88,97.3,2.3887,5,403,14,348.13,12.03,19.1 173 | 0.13914,0,4.05,0,0.51,5.572,88.5,2.5961,5,296,16,396.9,14.69,23.1 174 | 0.09178,0,4.05,0,0.51,6.416,84.1,2.6463,5,296,16,395.5,9.04,23.6 175 | 0.08447,0,4.05,0,0.51,5.859,68.7,2.7019,5,296,16,393.23,9.64,22.6 176 | 0.06664,0,4.05,0,0.51,6.546,33.1,3.1323,5,296,16,390.96,5.33,29.4 177 | 0.07022,0,4.05,0,0.51,6.02,47.2,3.5549,5,296,16,393.23,10.11,23.2 178 | 0.05425,0,4.05,0,0.51,6.315,73.4,3.3175,5,296,16,395.6,6.29,24.6 179 | 0.06642,0,4.05,0,0.51,6.86,74.4,2.9153,5,296,16,391.27,6.92,29.9 180 | 0.0578,0,2.46,0,0.488,6.98,58.4,2.829,3,193,17,396.9,5.04,37.2 181 | 0.06588,0,2.46,0,0.488,7.765,83.3,2.741,3,193,17,395.56,7.56,39.8 182 | 0.06888,0,2.46,0,0.488,6.144,62.2,2.5979,3,193,17,396.9,9.45,36.2 183 | 0.09103,0,2.46,0,0.488,7.155,92.2,2.7006,3,193,17,394.12,4.82,37.9 184 | 0.10008,0,2.46,0,0.488,6.563,95.6,2.847,3,193,17,396.9,5.68,32.5 185 | 0.08308,0,2.46,0,0.488,5.604,89.8,2.9879,3,193,17,391.0,13.98,26.4 186 | 0.06047,0,2.46,0,0.488,6.153,68.8,3.2797,3,193,17,387.11,13.15,29.6 187 | 0.05602,0,2.46,0,0.488,7.831,53.6,3.1992,3,193,17,392.63,4.45,50.0 188 | 0.07875,45,3.44,0,0.437,6.782,41.1,3.7886,5,398,15,393.87,6.68,32.0 189 | 0.12579,45,3.44,0,0.437,6.556,29.1,4.5667,5,398,15,382.84,4.56,29.8 190 | 0.0837,45,3.44,0,0.437,7.185,38.9,4.5667,5,398,15,396.9,5.39,34.9 191 | 0.09068,45,3.44,0,0.437,6.951,21.5,6.4798,5,398,15,377.68,5.1,37.0 192 | 0.06911,45,3.44,0,0.437,6.739,30.8,6.4798,5,398,15,389.71,4.69,30.5 193 | 0.08664,45,3.44,0,0.437,7.178,26.3,6.4798,5,398,15,390.49,2.87,36.4 194 | 0.02187,60,2.93,0,0.401,6.8,9.9,6.2196,1,265,15,393.37,5.03,31.1 195 | 0.01439,60,2.93,0,0.401,6.604,18.8,6.2196,1,265,15,376.7,4.38,29.1 196 | 0.01381,80,0.46,0,0.422,7.875,32.0,5.6484,4,255,14,394.23,2.97,50.0 197 | 0.04011,80,1.52,0,0.404,7.287,34.1,7.309,2,329,12,396.9,4.08,33.3 198 | 0.04666,80,1.52,0,0.404,7.107,36.6,7.309,2,329,12,354.31,8.61,30.3 199 | 0.03768,80,1.52,0,0.404,7.274,38.3,7.309,2,329,12,392.2,6.62,34.6 200 | 0.0315,95,1.47,0,0.403,6.975,15.3,7.6534,3,402,17,396.9,4.56,34.9 201 | 0.01778,95,1.47,0,0.403,7.135,13.9,7.6534,3,402,17,384.3,4.45,32.9 202 | 0.03445,82,2.03,0,0.415,6.162,38.4,6.27,2,348,14,393.77,7.43,24.1 203 | 0.02177,82,2.03,0,0.415,7.61,15.7,6.27,2,348,14,395.38,3.11,42.3 204 | 0.0351,95,2.68,0,0.4161,7.853,33.2,5.118,4,224,14,392.78,3.81,48.5 205 | 0.02009,95,2.68,0,0.4161,8.034,31.9,5.118,4,224,14,390.55,2.88,50.0 206 | 0.13642,0,10.59,0,0.489,5.891,22.3,3.9454,4,277,18,396.9,10.87,22.6 207 | 0.22969,0,10.59,0,0.489,6.326,52.5,4.3549,4,277,18,394.87,10.97,24.4 208 | 0.25199,0,10.59,0,0.489,5.783,72.7,4.3549,4,277,18,389.43,18.06,22.5 209 | 0.13587,0,10.59,1,0.489,6.064,59.1,4.2392,4,277,18,381.32,14.66,24.4 210 | 0.43571,0,10.59,1,0.489,5.344,100.0,3.875,4,277,18,396.9,23.09,20.0 211 | 0.17446,0,10.59,1,0.489,5.96,92.1,3.8771,4,277,18,393.25,17.27,21.7 212 | 0.37578,0,10.59,1,0.489,5.404,88.6,3.665,4,277,18,395.24,23.98,19.3 213 | 0.21719,0,10.59,1,0.489,5.807,53.8,3.6526,4,277,18,390.94,16.03,22.4 214 | 0.14052,0,10.59,0,0.489,6.375,32.3,3.9454,4,277,18,385.81,9.38,28.1 215 | 0.28955,0,10.59,0,0.489,5.412,9.8,3.5875,4,277,18,348.93,29.55,23.7 216 | 0.19802,0,10.59,0,0.489,6.182,42.4,3.9454,4,277,18,393.63,9.47,25.0 217 | 0.0456,0,13.89,1,0.55,5.888,56.0,3.1121,5,276,16,392.8,13.51,23.3 218 | 0.07013,0,13.89,0,0.55,6.642,85.1,3.4211,5,276,16,392.78,9.69,28.7 219 | 0.11069,0,13.89,1,0.55,5.951,93.8,2.8893,5,276,16,396.9,17.92,21.5 220 | 0.11425,0,13.89,1,0.55,6.373,92.4,3.3633,5,276,16,393.74,10.5,23.0 221 | 0.35809,0,6.2,1,0.507,6.951,88.5,2.8617,8,307,17,391.7,9.71,26.7 222 | 0.40771,0,6.2,1,0.507,6.164,91.3,3.048,8,307,17,395.24,21.46,21.7 223 | 0.62356,0,6.2,1,0.507,6.879,77.7,3.2721,8,307,17,390.39,9.93,27.5 224 | 0.6147,0,6.2,0,0.507,6.618,80.8,3.2721,8,307,17,396.9,7.6,30.1 225 | 0.31533,0,6.2,0,0.504,8.266,78.3,2.8944,8,307,17,385.05,4.14,44.8 226 | 0.52693,0,6.2,0,0.504,8.725,83.0,2.8944,8,307,17,382.0,4.63,50.0 227 | 0.38214,0,6.2,0,0.504,8.04,86.5,3.2157,8,307,17,387.38,3.13,37.6 228 | 0.41238,0,6.2,0,0.504,7.163,79.9,3.2157,8,307,17,372.08,6.36,31.6 229 | 0.29819,0,6.2,0,0.504,7.686,17.0,3.3751,8,307,17,377.51,3.92,46.7 230 | 0.44178,0,6.2,0,0.504,6.552,21.4,3.3751,8,307,17,380.34,3.76,31.5 231 | 0.537,0,6.2,0,0.504,5.981,68.1,3.6715,8,307,17,378.35,11.65,24.3 232 | 0.46296,0,6.2,0,0.504,7.412,76.9,3.6715,8,307,17,376.14,5.25,31.7 233 | 0.57529,0,6.2,0,0.507,8.337,73.3,3.8384,8,307,17,385.91,2.47,41.7 234 | 0.33147,0,6.2,0,0.507,8.247,70.4,3.6519,8,307,17,378.95,3.95,48.3 235 | 0.44791,0,6.2,1,0.507,6.726,66.5,3.6519,8,307,17,360.2,8.05,29.0 236 | 0.33045,0,6.2,0,0.507,6.086,61.5,3.6519,8,307,17,376.75,10.88,24.0 237 | 0.52058,0,6.2,1,0.507,6.631,76.5,4.148,8,307,17,388.45,9.54,25.1 238 | 0.51183,0,6.2,0,0.507,7.358,71.6,4.148,8,307,17,390.07,4.73,31.5 239 | 0.08244,30,4.93,0,0.428,6.481,18.5,6.1899,6,300,16,379.41,6.36,23.7 240 | 0.09252,30,4.93,0,0.428,6.606,42.2,6.1899,6,300,16,383.78,7.37,23.3 241 | 0.11329,30,4.93,0,0.428,6.897,54.3,6.3361,6,300,16,391.25,11.38,22.0 242 | 0.10612,30,4.93,0,0.428,6.095,65.1,6.3361,6,300,16,394.62,12.4,20.1 243 | 0.1029,30,4.93,0,0.428,6.358,52.9,7.0355,6,300,16,372.75,11.22,22.2 244 | 0.12757,30,4.93,0,0.428,6.393,7.8,7.0355,6,300,16,374.71,5.19,23.7 245 | 0.20608,22,5.86,0,0.431,5.593,76.5,7.9549,7,330,19,372.49,12.5,17.6 246 | 0.19133,22,5.86,0,0.431,5.605,70.2,7.9549,7,330,19,389.13,18.46,18.5 247 | 0.33983,22,5.86,0,0.431,6.108,34.9,8.0555,7,330,19,390.18,9.16,24.3 248 | 0.19657,22,5.86,0,0.431,6.226,79.2,8.0555,7,330,19,376.14,10.15,20.5 249 | 0.16439,22,5.86,0,0.431,6.433,49.1,7.8265,7,330,19,374.71,9.52,24.5 250 | 0.19073,22,5.86,0,0.431,6.718,17.5,7.8265,7,330,19,393.74,6.56,26.2 251 | 0.1403,22,5.86,0,0.431,6.487,13.0,7.3967,7,330,19,396.28,5.9,24.4 252 | 0.21409,22,5.86,0,0.431,6.438,8.9,7.3967,7,330,19,377.07,3.59,24.8 253 | 0.08221,22,5.86,0,0.431,6.957,6.8,8.9067,7,330,19,386.09,3.53,29.6 254 | 0.36894,22,5.86,0,0.431,8.259,8.4,8.9067,7,330,19,396.9,3.54,42.8 255 | 0.04819,80,3.64,0,0.392,6.108,32.0,9.2203,1,315,16,392.89,6.57,21.9 256 | 0.03548,80,3.64,0,0.392,5.876,19.1,9.2203,1,315,16,395.18,9.25,20.9 257 | 0.01538,90,3.75,0,0.394,7.454,34.2,6.3361,3,244,15,386.34,3.11,44.0 258 | 0.61154,20,3.97,0,0.647,8.704,86.9,1.801,5,264,13,389.7,5.12,50.0 259 | 0.66351,20,3.97,0,0.647,7.333,100.0,1.8946,5,264,13,383.29,7.79,36.0 260 | 0.65665,20,3.97,0,0.647,6.842,100.0,2.0107,5,264,13,391.93,6.9,30.1 261 | 0.54011,20,3.97,0,0.647,7.203,81.8,2.1121,5,264,13,392.8,9.59,33.8 262 | 0.53412,20,3.97,0,0.647,7.52,89.4,2.1398,5,264,13,388.37,7.26,43.1 263 | 0.52014,20,3.97,0,0.647,8.398,91.5,2.2885,5,264,13,386.86,5.91,48.8 264 | 0.82526,20,3.97,0,0.647,7.327,94.5,2.0788,5,264,13,393.42,11.25,31.0 265 | 0.55007,20,3.97,0,0.647,7.206,91.6,1.9301,5,264,13,387.89,8.1,36.5 266 | 0.76162,20,3.97,0,0.647,5.56,62.8,1.9865,5,264,13,392.4,10.45,22.8 267 | 0.7857,20,3.97,0,0.647,7.014,84.6,2.1329,5,264,13,384.07,14.79,30.7 268 | 0.57834,20,3.97,0,0.575,8.297,67.0,2.4216,5,264,13,384.54,7.44,50.0 269 | 0.5405,20,3.97,0,0.575,7.47,52.6,2.872,5,264,13,390.3,3.16,43.5 270 | 0.09065,20,6.96,1,0.464,5.92,61.5,3.9175,3,223,18,391.34,13.65,20.7 271 | 0.29916,20,6.96,0,0.464,5.856,42.1,4.429,3,223,18,388.65,13.0,21.1 272 | 0.16211,20,6.96,0,0.464,6.24,16.3,4.429,3,223,18,396.9,6.59,25.2 273 | 0.1146,20,6.96,0,0.464,6.538,58.7,3.9175,3,223,18,394.96,7.73,24.4 274 | 0.22188,20,6.96,1,0.464,7.691,51.8,4.3665,3,223,18,390.77,6.58,35.2 275 | 0.05644,40,6.41,1,0.447,6.758,32.9,4.0776,4,254,17,396.9,3.53,32.4 276 | 0.09604,40,6.41,0,0.447,6.854,42.8,4.2673,4,254,17,396.9,2.98,32.0 277 | 0.10469,40,6.41,1,0.447,7.267,49.0,4.7872,4,254,17,389.25,6.05,33.2 278 | 0.06127,40,6.41,1,0.447,6.826,27.6,4.8628,4,254,17,393.45,4.16,33.1 279 | 0.07978,40,6.41,0,0.447,6.482,32.1,4.1403,4,254,17,396.9,7.19,29.1 280 | 0.21038,20,3.33,0,0.4429,6.812,32.2,4.1007,5,216,14,396.9,4.85,35.1 281 | 0.03578,20,3.33,0,0.4429,7.82,64.5,4.6947,5,216,14,387.31,3.76,45.4 282 | 0.03705,20,3.33,0,0.4429,6.968,37.2,5.2447,5,216,14,392.23,4.59,35.4 283 | 0.06129,20,3.33,1,0.4429,7.645,49.7,5.2119,5,216,14,377.07,3.01,46.0 284 | 0.01501,90,1.21,1,0.401,7.923,24.8,5.885,1,198,13,395.52,3.16,50.0 285 | 0.00906,90,2.97,0,0.4,7.088,20.8,7.3073,1,285,15,394.72,7.85,32.2 286 | 0.01096,55,2.25,0,0.389,6.453,31.9,7.3073,1,300,15,394.72,8.23,22.0 287 | 0.01965,80,1.76,0,0.385,6.23,31.5,9.0892,1,241,18,341.6,12.93,20.1 288 | 0.03871,52,5.32,0,0.405,6.209,31.3,7.3172,6,293,16,396.9,7.14,23.2 289 | 0.0459,52,5.32,0,0.405,6.315,45.6,7.3172,6,293,16,396.9,7.6,22.3 290 | 0.04297,52,5.32,0,0.405,6.565,22.9,7.3172,6,293,16,371.72,9.51,24.8 291 | 0.03502,80,4.95,0,0.411,6.861,27.9,5.1167,4,245,19,396.9,3.33,28.5 292 | 0.07886,80,4.95,0,0.411,7.148,27.7,5.1167,4,245,19,396.9,3.56,37.3 293 | 0.03615,80,4.95,0,0.411,6.63,23.4,5.1167,4,245,19,396.9,4.7,27.9 294 | 0.08265,0,13.92,0,0.437,6.127,18.4,5.5027,4,289,16,396.9,8.58,23.9 295 | 0.08199,0,13.92,0,0.437,6.009,42.3,5.5027,4,289,16,396.9,10.4,21.7 296 | 0.12932,0,13.92,0,0.437,6.678,31.1,5.9604,4,289,16,396.9,6.27,28.6 297 | 0.05372,0,13.92,0,0.437,6.549,51.0,5.9604,4,289,16,392.85,7.39,27.1 298 | 0.14103,0,13.92,0,0.437,5.79,58.0,6.32,4,289,16,396.9,15.84,20.3 299 | 0.06466,70,2.24,0,0.4,6.345,20.1,7.8278,5,358,14,368.24,4.97,22.5 300 | 0.05561,70,2.24,0,0.4,7.041,10.0,7.8278,5,358,14,371.58,4.74,29.0 301 | 0.04417,70,2.24,0,0.4,6.871,47.4,7.8278,5,358,14,390.86,6.07,24.8 302 | 0.03537,34,6.09,0,0.433,6.59,40.4,5.4917,7,329,16,395.75,9.5,22.0 303 | 0.09266,34,6.09,0,0.433,6.495,18.4,5.4917,7,329,16,383.61,8.67,26.4 304 | 0.1,34,6.09,0,0.433,6.982,17.7,5.4917,7,329,16,390.43,4.86,33.1 305 | 0.05515,33,2.18,0,0.472,7.236,41.1,4.022,7,222,18,393.68,6.93,36.1 306 | 0.05479,33,2.18,0,0.472,6.616,58.1,3.37,7,222,18,393.36,8.93,28.4 307 | 0.07503,33,2.18,0,0.472,7.42,71.9,3.0992,7,222,18,396.9,6.47,33.4 308 | 0.04932,33,2.18,0,0.472,6.849,70.3,3.1827,7,222,18,396.9,7.53,28.2 309 | 0.49298,0,9.9,0,0.544,6.635,82.5,3.3175,4,304,18,396.9,4.54,22.8 310 | 0.3494,0,9.9,0,0.544,5.972,76.7,3.1025,4,304,18,396.24,9.97,20.3 311 | 2.63548,0,9.9,0,0.544,4.973,37.8,2.5194,4,304,18,350.45,12.64,16.1 312 | 0.79041,0,9.9,0,0.544,6.122,52.8,2.6403,4,304,18,396.9,5.98,22.1 313 | 0.26169,0,9.9,0,0.544,6.023,90.4,2.834,4,304,18,396.3,11.72,19.4 314 | 0.26938,0,9.9,0,0.544,6.266,82.8,3.2628,4,304,18,393.39,7.9,21.6 315 | 0.3692,0,9.9,0,0.544,6.567,87.3,3.6023,4,304,18,395.69,9.28,23.8 316 | 0.25356,0,9.9,0,0.544,5.705,77.7,3.945,4,304,18,396.42,11.5,16.2 317 | 0.31827,0,9.9,0,0.544,5.914,83.2,3.9986,4,304,18,390.7,18.33,17.8 318 | 0.24522,0,9.9,0,0.544,5.782,71.7,4.0317,4,304,18,396.9,15.94,19.8 319 | 0.40202,0,9.9,0,0.544,6.382,67.2,3.5325,4,304,18,395.21,10.36,23.1 320 | 0.47547,0,9.9,0,0.544,6.113,58.8,4.0019,4,304,18,396.23,12.73,21.0 321 | 0.1676,0,7.38,0,0.493,6.426,52.3,4.5404,5,287,19,396.9,7.2,23.8 322 | 0.18159,0,7.38,0,0.493,6.376,54.3,4.5404,5,287,19,396.9,6.87,23.1 323 | 0.35114,0,7.38,0,0.493,6.041,49.9,4.7211,5,287,19,396.9,7.7,20.4 324 | 0.28392,0,7.38,0,0.493,5.708,74.3,4.7211,5,287,19,391.13,11.74,18.5 325 | 0.34109,0,7.38,0,0.493,6.415,40.1,4.7211,5,287,19,396.9,6.12,25.0 326 | 0.19186,0,7.38,0,0.493,6.431,14.7,5.4159,5,287,19,393.68,5.08,24.6 327 | 0.30347,0,7.38,0,0.493,6.312,28.9,5.4159,5,287,19,396.9,6.15,23.0 328 | 0.24103,0,7.38,0,0.493,6.083,43.7,5.4159,5,287,19,396.9,12.79,22.2 329 | 0.06617,0,3.24,0,0.46,5.868,25.8,5.2146,4,430,16,382.44,9.97,19.3 330 | 0.06724,0,3.24,0,0.46,6.333,17.2,5.2146,4,430,16,375.21,7.34,22.6 331 | 0.04544,0,3.24,0,0.46,6.144,32.2,5.8736,4,430,16,368.57,9.09,19.8 332 | 0.05023,35,6.06,0,0.4379,5.706,28.4,6.6407,1,304,16,394.02,12.43,17.1 333 | 0.03466,35,6.06,0,0.4379,6.031,23.3,6.6407,1,304,16,362.25,7.83,19.4 334 | 0.05083,0,5.19,0,0.515,6.316,38.1,6.4584,5,224,20,389.71,5.68,22.2 335 | 0.03738,0,5.19,0,0.515,6.31,38.5,6.4584,5,224,20,389.4,6.75,20.7 336 | 0.03961,0,5.19,0,0.515,6.037,34.5,5.9853,5,224,20,396.9,8.01,21.1 337 | 0.03427,0,5.19,0,0.515,5.869,46.3,5.2311,5,224,20,396.9,9.8,19.5 338 | 0.03041,0,5.19,0,0.515,5.895,59.6,5.615,5,224,20,394.81,10.56,18.5 339 | 0.03306,0,5.19,0,0.515,6.059,37.3,4.8122,5,224,20,396.14,8.51,20.6 340 | 0.05497,0,5.19,0,0.515,5.985,45.4,4.8122,5,224,20,396.9,9.74,19.0 341 | 0.06151,0,5.19,0,0.515,5.968,58.5,4.8122,5,224,20,396.9,9.29,18.7 342 | 0.01301,35,1.52,0,0.442,7.241,49.3,7.0379,1,284,15,394.74,5.49,32.7 343 | 0.02498,0,1.89,0,0.518,6.54,59.7,6.2669,1,422,15,389.96,8.65,16.5 344 | 0.02543,55,3.78,0,0.484,6.696,56.4,5.7321,5,370,17,396.9,7.18,23.9 345 | 0.03049,55,3.78,0,0.484,6.874,28.1,6.4654,5,370,17,387.97,4.61,31.2 346 | 0.03113,0,4.39,0,0.442,6.014,48.5,8.0136,3,352,18,385.64,10.53,17.5 347 | 0.06162,0,4.39,0,0.442,5.898,52.3,8.0136,3,352,18,364.61,12.67,17.2 348 | 0.0187,85,4.15,0,0.429,6.516,27.7,8.5353,4,351,17,392.43,6.36,23.1 349 | 0.01501,80,2.01,0,0.435,6.635,29.7,8.344,4,280,17,390.94,5.99,24.5 350 | 0.02899,40,1.25,0,0.429,6.939,34.5,8.7921,1,335,19,389.85,5.89,26.6 351 | 0.06211,40,1.25,0,0.429,6.49,44.4,8.7921,1,335,19,396.9,5.98,22.9 352 | 0.0795,60,1.69,0,0.411,6.579,35.9,10.7103,4,411,18,370.78,5.49,24.1 353 | 0.07244,60,1.69,0,0.411,5.884,18.5,10.7103,4,411,18,392.33,7.79,18.6 354 | 0.01709,90,2.02,0,0.41,6.728,36.1,12.1265,5,187,17,384.46,4.5,30.1 355 | 0.04301,80,1.91,0,0.413,5.663,21.9,10.5857,4,334,22,382.8,8.05,18.2 356 | 0.10659,80,1.91,0,0.413,5.936,19.5,10.5857,4,334,22,376.04,5.57,20.6 357 | 8.98296,0,18.1,1,0.77,6.212,97.4,2.1222,24,666,20,377.73,17.6,17.8 358 | 3.8497,0,18.1,1,0.77,6.395,91.0,2.5052,24,666,20,391.34,13.27,21.7 359 | 5.20177,0,18.1,1,0.77,6.127,83.4,2.7227,24,666,20,395.43,11.48,22.7 360 | 4.26131,0,18.1,0,0.77,6.112,81.3,2.5091,24,666,20,390.74,12.67,22.6 361 | 4.54192,0,18.1,0,0.77,6.398,88.0,2.5182,24,666,20,374.56,7.79,25.0 362 | 3.83684,0,18.1,0,0.77,6.251,91.1,2.2955,24,666,20,350.65,14.19,19.9 363 | 3.67822,0,18.1,0,0.77,5.362,96.2,2.1036,24,666,20,380.79,10.19,20.8 364 | 4.22239,0,18.1,1,0.77,5.803,89.0,1.9047,24,666,20,353.04,14.64,16.8 365 | 3.47428,0,18.1,1,0.718,8.78,82.9,1.9047,24,666,20,354.55,5.29,21.9 366 | 4.55587,0,18.1,0,0.718,3.561,87.9,1.6132,24,666,20,354.7,7.12,27.5 367 | 3.69695,0,18.1,0,0.718,4.963,91.4,1.7523,24,666,20,316.03,14.0,21.9 368 | 13.5222,0,18.1,0,0.631,3.863,100.0,1.5106,24,666,20,131.42,13.33,23.1 369 | 4.89822,0,18.1,0,0.631,4.97,100.0,1.3325,24,666,20,375.52,3.26,50.0 370 | 5.66998,0,18.1,1,0.631,6.683,96.8,1.3567,24,666,20,375.33,3.73,50.0 371 | 6.53876,0,18.1,1,0.631,7.016,97.5,1.2024,24,666,20,392.05,2.96,50.0 372 | 9.2323,0,18.1,0,0.631,6.216,100.0,1.1691,24,666,20,366.15,9.53,50.0 373 | 8.26725,0,18.1,1,0.668,5.875,89.6,1.1296,24,666,20,347.88,8.88,50.0 374 | 11.1081,0,18.1,0,0.668,4.906,100.0,1.1742,24,666,20,396.9,34.77,13.8 375 | 18.4982,0,18.1,0,0.668,4.138,100.0,1.137,24,666,20,396.9,37.97,13.8 376 | 19.6091,0,18.1,0,0.671,7.313,97.9,1.3163,24,666,20,396.9,13.44,15.0 377 | 15.288,0,18.1,0,0.671,6.649,93.3,1.3449,24,666,20,363.02,23.24,13.9 378 | 9.82349,0,18.1,0,0.671,6.794,98.8,1.358,24,666,20,396.9,21.24,13.3 379 | 23.6482,0,18.1,0,0.671,6.38,96.2,1.3861,24,666,20,396.9,23.69,13.1 380 | 17.8667,0,18.1,0,0.671,6.223,100.0,1.3861,24,666,20,393.74,21.78,10.2 381 | 88.9762,0,18.1,0,0.671,6.968,91.9,1.4165,24,666,20,396.9,17.21,10.4 382 | 15.8744,0,18.1,0,0.671,6.545,99.1,1.5192,24,666,20,396.9,21.08,10.9 383 | 9.18702,0,18.1,0,0.7,5.536,100.0,1.5804,24,666,20,396.9,23.6,11.3 384 | 7.99248,0,18.1,0,0.7,5.52,100.0,1.5331,24,666,20,396.9,24.56,12.3 385 | 20.0849,0,18.1,0,0.7,4.368,91.2,1.4395,24,666,20,285.83,30.63,8.8 386 | 16.8118,0,18.1,0,0.7,5.277,98.1,1.4261,24,666,20,396.9,30.81,7.2 387 | 24.3938,0,18.1,0,0.7,4.652,100.0,1.4672,24,666,20,396.9,28.28,10.5 388 | 22.5971,0,18.1,0,0.7,5.0,89.5,1.5184,24,666,20,396.9,31.99,7.4 389 | 14.3337,0,18.1,0,0.7,4.88,100.0,1.5895,24,666,20,372.92,30.62,10.2 390 | 8.15174,0,18.1,0,0.7,5.39,98.9,1.7281,24,666,20,396.9,20.85,11.5 391 | 6.96215,0,18.1,0,0.7,5.713,97.0,1.9265,24,666,20,394.43,17.11,15.1 392 | 5.29305,0,18.1,0,0.7,6.051,82.5,2.1678,24,666,20,378.38,18.76,23.2 393 | 11.5779,0,18.1,0,0.7,5.036,97.0,1.77,24,666,20,396.9,25.68,9.7 394 | 8.64476,0,18.1,0,0.693,6.193,92.6,1.7912,24,666,20,396.9,15.17,13.8 395 | 13.3598,0,18.1,0,0.693,5.887,94.7,1.7821,24,666,20,396.9,16.35,12.7 396 | 8.71675,0,18.1,0,0.693,6.471,98.8,1.7257,24,666,20,391.98,17.12,13.1 397 | 5.87205,0,18.1,0,0.693,6.405,96.0,1.6768,24,666,20,396.9,19.37,12.5 398 | 7.67202,0,18.1,0,0.693,5.747,98.9,1.6334,24,666,20,393.1,19.92,8.5 399 | 38.3518,0,18.1,0,0.693,5.453,100.0,1.4896,24,666,20,396.9,30.59,5.0 400 | 9.91655,0,18.1,0,0.693,5.852,77.8,1.5004,24,666,20,338.16,29.97,6.3 401 | 25.0461,0,18.1,0,0.693,5.987,100.0,1.5888,24,666,20,396.9,26.77,5.6 402 | 14.2362,0,18.1,0,0.693,6.343,100.0,1.5741,24,666,20,396.9,20.32,7.2 403 | 9.59571,0,18.1,0,0.693,6.404,100.0,1.639,24,666,20,376.11,20.31,12.1 404 | 24.8017,0,18.1,0,0.693,5.349,96.0,1.7028,24,666,20,396.9,19.77,8.3 405 | 41.5292,0,18.1,0,0.693,5.531,85.4,1.6074,24,666,20,329.46,27.38,8.5 406 | 67.9208,0,18.1,0,0.693,5.683,100.0,1.4254,24,666,20,384.97,22.98,5.0 407 | 20.7162,0,18.1,0,0.659,4.138,100.0,1.1781,24,666,20,370.22,23.34,11.9 408 | 11.9511,0,18.1,0,0.659,5.608,100.0,1.2852,24,666,20,332.09,12.13,27.9 409 | 7.40389,0,18.1,0,0.597,5.617,97.9,1.4547,24,666,20,314.64,26.4,17.2 410 | 14.4383,0,18.1,0,0.597,6.852,100.0,1.4655,24,666,20,179.36,19.78,27.5 411 | 51.1358,0,18.1,0,0.597,5.757,100.0,1.413,24,666,20,2.6,10.11,15.0 412 | 14.0507,0,18.1,0,0.597,6.657,100.0,1.5275,24,666,20,35.05,21.22,17.2 413 | 18.811,0,18.1,0,0.597,4.628,100.0,1.5539,24,666,20,28.79,34.37,17.9 414 | 28.6558,0,18.1,0,0.597,5.155,100.0,1.5894,24,666,20,210.97,20.08,16.3 415 | 45.7461,0,18.1,0,0.693,4.519,100.0,1.6582,24,666,20,88.27,36.98,7.0 416 | 18.0846,0,18.1,0,0.679,6.434,100.0,1.8347,24,666,20,27.25,29.05,7.2 417 | 10.8342,0,18.1,0,0.679,6.782,90.8,1.8195,24,666,20,21.57,25.79,7.5 418 | 25.9406,0,18.1,0,0.679,5.304,89.1,1.6475,24,666,20,127.36,26.64,10.4 419 | 73.5341,0,18.1,0,0.679,5.957,100.0,1.8026,24,666,20,16.45,20.62,8.8 420 | 11.8123,0,18.1,0,0.718,6.824,76.5,1.794,24,666,20,48.45,22.74,8.4 421 | 11.0874,0,18.1,0,0.718,6.411,100.0,1.8589,24,666,20,318.75,15.02,16.7 422 | 7.02259,0,18.1,0,0.718,6.006,95.3,1.8746,24,666,20,319.98,15.7,14.2 423 | 12.0482,0,18.1,0,0.614,5.648,87.6,1.9512,24,666,20,291.55,14.1,20.8 424 | 7.05042,0,18.1,0,0.614,6.103,85.1,2.0218,24,666,20,2.52,23.29,13.4 425 | 8.79212,0,18.1,0,0.584,5.565,70.6,2.0635,24,666,20,3.65,17.16,11.7 426 | 15.8603,0,18.1,0,0.679,5.896,95.4,1.9096,24,666,20,7.68,24.39,8.3 427 | 12.2472,0,18.1,0,0.584,5.837,59.7,1.9976,24,666,20,24.65,15.69,10.2 428 | 37.6619,0,18.1,0,0.679,6.202,78.7,1.8629,24,666,20,18.82,14.52,10.9 429 | 7.36711,0,18.1,0,0.679,6.193,78.1,1.9356,24,666,20,96.73,21.52,11.0 430 | 9.33889,0,18.1,0,0.679,6.38,95.6,1.9682,24,666,20,60.72,24.08,9.5 431 | 8.49213,0,18.1,0,0.584,6.348,86.1,2.0527,24,666,20,83.45,17.64,14.5 432 | 10.0623,0,18.1,0,0.584,6.833,94.3,2.0882,24,666,20,81.33,19.69,14.1 433 | 6.44405,0,18.1,0,0.584,6.425,74.8,2.2004,24,666,20,97.95,12.03,16.1 434 | 5.58107,0,18.1,0,0.713,6.436,87.9,2.3158,24,666,20,100.19,16.22,14.3 435 | 13.9134,0,18.1,0,0.713,6.208,95.0,2.2222,24,666,20,100.63,15.17,11.7 436 | 11.1604,0,18.1,0,0.74,6.629,94.6,2.1247,24,666,20,109.85,23.27,13.4 437 | 14.4208,0,18.1,0,0.74,6.461,93.3,2.0026,24,666,20,27.49,18.05,9.6 438 | 15.1772,0,18.1,0,0.74,6.152,100.0,1.9142,24,666,20,9.32,26.45,8.7 439 | 13.6781,0,18.1,0,0.74,5.935,87.9,1.8206,24,666,20,68.95,34.02,8.4 440 | 9.39063,0,18.1,0,0.74,5.627,93.9,1.8172,24,666,20,396.9,22.88,12.8 441 | 22.0511,0,18.1,0,0.74,5.818,92.4,1.8662,24,666,20,391.45,22.11,10.5 442 | 9.72418,0,18.1,0,0.74,6.406,97.2,2.0651,24,666,20,385.96,19.52,17.1 443 | 5.66637,0,18.1,0,0.74,6.219,100.0,2.0048,24,666,20,395.69,16.59,18.4 444 | 9.96654,0,18.1,0,0.74,6.485,100.0,1.9784,24,666,20,386.73,18.85,15.4 445 | 12.8023,0,18.1,0,0.74,5.854,96.6,1.8956,24,666,20,240.52,23.79,10.8 446 | 10.6718,0,18.1,0,0.74,6.459,94.8,1.9879,24,666,20,43.06,23.98,11.8 447 | 6.28807,0,18.1,0,0.74,6.341,96.4,2.072,24,666,20,318.01,17.79,14.9 448 | 9.92485,0,18.1,0,0.74,6.251,96.6,2.198,24,666,20,388.52,16.44,12.6 449 | 9.32909,0,18.1,0,0.713,6.185,98.7,2.2616,24,666,20,396.9,18.13,14.1 450 | 7.52601,0,18.1,0,0.713,6.417,98.3,2.185,24,666,20,304.21,19.31,13.0 451 | 6.71772,0,18.1,0,0.713,6.749,92.6,2.3236,24,666,20,0.32,17.44,13.4 452 | 5.44114,0,18.1,0,0.713,6.655,98.2,2.3552,24,666,20,355.29,17.73,15.2 453 | 5.09017,0,18.1,0,0.713,6.297,91.8,2.3682,24,666,20,385.09,17.27,16.1 454 | 8.24809,0,18.1,0,0.713,7.393,99.3,2.4527,24,666,20,375.87,16.74,17.8 455 | 9.51363,0,18.1,0,0.713,6.728,94.1,2.4961,24,666,20,6.68,18.71,14.9 456 | 4.75237,0,18.1,0,0.713,6.525,86.5,2.4358,24,666,20,50.92,18.13,14.1 457 | 4.66883,0,18.1,0,0.713,5.976,87.9,2.5806,24,666,20,10.48,19.01,12.7 458 | 8.20058,0,18.1,0,0.713,5.936,80.3,2.7792,24,666,20,3.5,16.94,13.5 459 | 7.75223,0,18.1,0,0.713,6.301,83.7,2.7831,24,666,20,272.21,16.23,14.9 460 | 6.80117,0,18.1,0,0.713,6.081,84.4,2.7175,24,666,20,396.9,14.7,20.0 461 | 4.81213,0,18.1,0,0.713,6.701,90.0,2.5975,24,666,20,255.23,16.42,16.4 462 | 3.69311,0,18.1,0,0.713,6.376,88.4,2.5671,24,666,20,391.43,14.65,17.7 463 | 6.65492,0,18.1,0,0.713,6.317,83.0,2.7344,24,666,20,396.9,13.99,19.5 464 | 5.82115,0,18.1,0,0.713,6.513,89.9,2.8016,24,666,20,393.82,10.29,20.2 465 | 7.83932,0,18.1,0,0.655,6.209,65.4,2.9634,24,666,20,396.9,13.22,21.4 466 | 3.1636,0,18.1,0,0.655,5.759,48.2,3.0665,24,666,20,334.4,14.13,19.9 467 | 3.77498,0,18.1,0,0.655,5.952,84.7,2.8715,24,666,20,22.01,17.15,19.0 468 | 4.42228,0,18.1,0,0.584,6.003,94.5,2.5403,24,666,20,331.29,21.32,19.1 469 | 15.5757,0,18.1,0,0.58,5.926,71.0,2.9084,24,666,20,368.74,18.13,19.1 470 | 13.0751,0,18.1,0,0.58,5.713,56.7,2.8237,24,666,20,396.9,14.76,20.1 471 | 4.34879,0,18.1,0,0.58,6.167,84.0,3.0334,24,666,20,396.9,16.29,19.9 472 | 4.03841,0,18.1,0,0.532,6.229,90.7,3.0993,24,666,20,395.33,12.87,19.6 473 | 3.56868,0,18.1,0,0.58,6.437,75.0,2.8965,24,666,20,393.37,14.36,23.2 474 | 4.64689,0,18.1,0,0.614,6.98,67.6,2.5329,24,666,20,374.68,11.66,29.8 475 | 8.05579,0,18.1,0,0.584,5.427,95.4,2.4298,24,666,20,352.58,18.14,13.8 476 | 6.39312,0,18.1,0,0.584,6.162,97.4,2.206,24,666,20,302.76,24.1,13.3 477 | 4.87141,0,18.1,0,0.614,6.484,93.6,2.3053,24,666,20,396.21,18.68,16.7 478 | 15.0234,0,18.1,0,0.614,5.304,97.3,2.1007,24,666,20,349.48,24.91,12.0 479 | 10.233,0,18.1,0,0.614,6.185,96.7,2.1705,24,666,20,379.7,18.03,14.6 480 | 14.3337,0,18.1,0,0.614,6.229,88.0,1.9512,24,666,20,383.32,13.11,21.4 481 | 5.82401,0,18.1,0,0.532,6.242,64.7,3.4242,24,666,20,396.9,10.74,23.0 482 | 5.70818,0,18.1,0,0.532,6.75,74.9,3.3317,24,666,20,393.07,7.74,23.7 483 | 5.73116,0,18.1,0,0.532,7.061,77.0,3.4106,24,666,20,395.28,7.01,25.0 484 | 2.81838,0,18.1,0,0.532,5.762,40.3,4.0983,24,666,20,392.92,10.42,21.8 485 | 2.37857,0,18.1,0,0.583,5.871,41.9,3.724,24,666,20,370.73,13.34,20.6 486 | 3.67367,0,18.1,0,0.583,6.312,51.9,3.9917,24,666,20,388.62,10.58,21.2 487 | 5.69175,0,18.1,0,0.583,6.114,79.8,3.5459,24,666,20,392.68,14.98,19.1 488 | 4.83567,0,18.1,0,0.583,5.905,53.2,3.1523,24,666,20,388.22,11.45,20.6 489 | 0.15086,0,27.74,0,0.609,5.454,92.7,1.8209,4,711,20,395.09,18.06,15.2 490 | 0.18337,0,27.74,0,0.609,5.414,98.3,1.7554,4,711,20,344.05,23.97,7.0 491 | 0.20746,0,27.74,0,0.609,5.093,98.0,1.8226,4,711,20,318.43,29.68,8.1 492 | 0.10574,0,27.74,0,0.609,5.983,98.8,1.8681,4,711,20,390.11,18.07,13.6 493 | 0.11132,0,27.74,0,0.609,5.983,83.5,2.1099,4,711,20,396.9,13.35,20.1 494 | 0.17331,0,9.69,0,0.585,5.707,54.0,2.3817,6,391,19,396.9,12.01,21.8 495 | 0.27957,0,9.69,0,0.585,5.926,42.6,2.3817,6,391,19,396.9,13.59,24.5 496 | 0.17899,0,9.69,0,0.585,5.67,28.8,2.7986,6,391,19,393.29,17.6,23.1 497 | 0.2896,0,9.69,0,0.585,5.39,72.9,2.7986,6,391,19,396.9,21.14,19.7 498 | 0.26838,0,9.69,0,0.585,5.794,70.6,2.8927,6,391,19,396.9,14.1,18.3 499 | 0.23912,0,9.69,0,0.585,6.019,65.3,2.4091,6,391,19,396.9,12.92,21.2 500 | 0.17783,0,9.69,0,0.585,5.569,73.5,2.3999,6,391,19,395.77,15.1,17.5 501 | 0.22438,0,9.69,0,0.585,6.027,79.7,2.4982,6,391,19,396.9,14.33,16.8 502 | 0.06263,0,11.93,0,0.573,6.593,69.1,2.4786,1,273,21,391.99,9.67,22.4 503 | 0.04527,0,11.93,0,0.573,6.12,76.7,2.2875,1,273,21,396.9,9.08,20.6 504 | 0.06076,0,11.93,0,0.573,6.976,91.0,2.1675,1,273,21,396.9,5.64,23.9 505 | 0.10959,0,11.93,0,0.573,6.794,89.3,2.3889,1,273,21,393.45,6.48,22.0 506 | 0.04741,0,11.93,0,0.573,6.03,80.8,2.505,1,273,21,396.9,7.88,11.9 507 | -------------------------------------------------------------------------------- /Section02/a_loading_example_1.csv: -------------------------------------------------------------------------------- 1 | Date,Temperature_city_1,Temperature_city_2,Temperature_city_3,Which_destination 2 | 20140910,80,32,40,1 3 | 20140911,100,50,36,2 4 | 20140912,102,55,46,1 5 | 20140913,60,20,35,3 6 | 20140914,60,,32,3 7 | 20140915,,57,42,2 -------------------------------------------------------------------------------- /Section02/a_loading_example_2.csv: -------------------------------------------------------------------------------- 1 | Val1,Val2,Val3 2 | 0,0,0 3 | 1,1,1 4 | 2,2,2,2 5 | 3,3,3 -------------------------------------------------------------------------------- /Section02/a_preprocessing_example_1.csv: -------------------------------------------------------------------------------- 1 | -1.85628901e-01 2 | -7.92423800e-02 3 | -7.88260714e-02 4 | -4.83158246e-02 5 | 2.59205760e-01 6 | 1.05402740e+00 7 | 1.12624149e+00 8 | 4.68185524e-01 9 | 5.88427391e-01 10 | 1.25932547e+00 11 | 1.38128205e+00 12 | 4.90871074e-01 13 | 7.29114730e-01 14 | 1.29651394e+00 15 | 1.21513409e+00 16 | 1.23895984e+00 17 | 5.13962693e-01 18 | 1.15297141e+00 19 | 1.15366125e+00 20 | 2.96134478e-01 21 | 7.22603953e-01 22 | 1.71718551e-01 23 | 7.28317306e-01 24 | 1.44527666e-01 25 | 3.23348505e-01 26 | 3.64472534e-01 27 | -1.36799633e-03 28 | -4.71698541e-01 29 | -5.56529861e-01 30 | -2.02594828e-01 31 | -8.77917525e-01 32 | -1.17821653e+00 33 | -8.52952044e-01 34 | -4.61380710e-01 35 | -7.80148153e-01 36 | -1.03307782e+00 37 | -1.24530692e+00 38 | -5.24939741e-01 39 | -1.32733116e+00 40 | -7.79119470e-01 41 | -4.80625177e-01 42 | -7.96520528e-01 43 | -1.25946270e+00 44 | -6.96078043e-01 45 | -1.13978310e+00 46 | -5.11905428e-01 47 | -2.80752657e-02 48 | -8.04218109e-01 49 | -3.48803380e-01 50 | -2.06970369e-01 51 | -3.24731843e-02 52 | 4.82331630e-01 53 | -1.71344894e-01 54 | 1.41969617e-01 55 | 6.69545954e-01 56 | 9.39000592e-01 57 | 3.90362819e-01 58 | 3.05017150e-01 59 | 1.31008390e+00 60 | 7.92284810e-01 61 | 9.57323075e-01 62 | 9.06564318e-01 63 | 7.74952035e-01 64 | 8.19816769e-01 65 | 1.04681352e+00 66 | 1.15238407e+00 67 | 7.26883044e-01 68 | 4.00497745e-01 69 | 4.39017107e-01 70 | 9.02082076e-01 71 | 3.80416584e-01 72 | 3.80108316e-01 73 | 4.51395114e-01 74 | -1.19991377e-01 75 | -1.56604008e-01 76 | 2.09754137e-01 77 | -1.17161764e-01 78 | 1.20992548e-01 79 | -5.71337891e-02 80 | -4.59951601e-01 81 | -1.02113719e+00 82 | -7.17426279e-01 83 | -1.02802263e+00 84 | -9.19694505e-01 85 | -1.14234212e+00 86 | -1.30157560e+00 87 | -9.74651859e-01 88 | -9.49110772e-01 89 | -5.69529922e-01 90 | -1.28473428e+00 91 | -7.08085095e-01 92 | -7.95006581e-01 93 | -1.10945192e+00 94 | -7.09324270e-01 95 | -6.18100653e-01 96 | -6.80711393e-01 97 | -7.44098294e-01 98 | -5.66205429e-01 99 | 2.37146651e-01 100 | 3.07718119e-01 -------------------------------------------------------------------------------- /Section02/a_selection_example_1.csv: -------------------------------------------------------------------------------- 1 | n,val1,val2,val3 2 | 100,10,10,C 3 | 101,10,20,C 4 | 102,10,30,B 5 | 103,10,40,B 6 | 104,10,50,A 7 | -------------------------------------------------------------------------------- /Section02/datasets-uci-iris.csv: -------------------------------------------------------------------------------- 1 | 5.1,3.5,1.4,0.2,Iris-setosa 2 | 4.9,3.0,1.4,0.2,Iris-setosa 3 | 4.7,3.2,1.3,0.2,Iris-setosa 4 | 4.6,3.1,1.5,0.2,Iris-setosa 5 | 5.0,3.6,1.4,0.2,Iris-setosa 6 | 5.4,3.9,1.7,0.4,Iris-setosa 7 | 4.6,3.4,1.4,0.3,Iris-setosa 8 | 5.0,3.4,1.5,0.2,Iris-setosa 9 | 4.4,2.9,1.4,0.2,Iris-setosa 10 | 4.9,3.1,1.5,0.1,Iris-setosa 11 | 5.4,3.7,1.5,0.2,Iris-setosa 12 | 4.8,3.4,1.6,0.2,Iris-setosa 13 | 4.8,3.0,1.4,0.1,Iris-setosa 14 | 4.3,3.0,1.1,0.1,Iris-setosa 15 | 5.8,4.0,1.2,0.2,Iris-setosa 16 | 5.7,4.4,1.5,0.4,Iris-setosa 17 | 5.4,3.9,1.3,0.4,Iris-setosa 18 | 5.1,3.5,1.4,0.3,Iris-setosa 19 | 5.7,3.8,1.7,0.3,Iris-setosa 20 | 5.1,3.8,1.5,0.3,Iris-setosa 21 | 5.4,3.4,1.7,0.2,Iris-setosa 22 | 5.1,3.7,1.5,0.4,Iris-setosa 23 | 4.6,3.6,1.0,0.2,Iris-setosa 24 | 5.1,3.3,1.7,0.5,Iris-setosa 25 | 4.8,3.4,1.9,0.2,Iris-setosa 26 | 5.0,3.0,1.6,0.2,Iris-setosa 27 | 5.0,3.4,1.6,0.4,Iris-setosa 28 | 5.2,3.5,1.5,0.2,Iris-setosa 29 | 5.2,3.4,1.4,0.2,Iris-setosa 30 | 4.7,3.2,1.6,0.2,Iris-setosa 31 | 4.8,3.1,1.6,0.2,Iris-setosa 32 | 5.4,3.4,1.5,0.4,Iris-setosa 33 | 5.2,4.1,1.5,0.1,Iris-setosa 34 | 5.5,4.2,1.4,0.2,Iris-setosa 35 | 4.9,3.1,1.5,0.1,Iris-setosa 36 | 5.0,3.2,1.2,0.2,Iris-setosa 37 | 5.5,3.5,1.3,0.2,Iris-setosa 38 | 4.9,3.1,1.5,0.1,Iris-setosa 39 | 4.4,3.0,1.3,0.2,Iris-setosa 40 | 5.1,3.4,1.5,0.2,Iris-setosa 41 | 5.0,3.5,1.3,0.3,Iris-setosa 42 | 4.5,2.3,1.3,0.3,Iris-setosa 43 | 4.4,3.2,1.3,0.2,Iris-setosa 44 | 5.0,3.5,1.6,0.6,Iris-setosa 45 | 5.1,3.8,1.9,0.4,Iris-setosa 46 | 4.8,3.0,1.4,0.3,Iris-setosa 47 | 5.1,3.8,1.6,0.2,Iris-setosa 48 | 4.6,3.2,1.4,0.2,Iris-setosa 49 | 5.3,3.7,1.5,0.2,Iris-setosa 50 | 5.0,3.3,1.4,0.2,Iris-setosa 51 | 7.0,3.2,4.7,1.4,Iris-versicolor 52 | 6.4,3.2,4.5,1.5,Iris-versicolor 53 | 6.9,3.1,4.9,1.5,Iris-versicolor 54 | 5.5,2.3,4.0,1.3,Iris-versicolor 55 | 6.5,2.8,4.6,1.5,Iris-versicolor 56 | 5.7,2.8,4.5,1.3,Iris-versicolor 57 | 6.3,3.3,4.7,1.6,Iris-versicolor 58 | 4.9,2.4,3.3,1.0,Iris-versicolor 59 | 6.6,2.9,4.6,1.3,Iris-versicolor 60 | 5.2,2.7,3.9,1.4,Iris-versicolor 61 | 5.0,2.0,3.5,1.0,Iris-versicolor 62 | 5.9,3.0,4.2,1.5,Iris-versicolor 63 | 6.0,2.2,4.0,1.0,Iris-versicolor 64 | 6.1,2.9,4.7,1.4,Iris-versicolor 65 | 5.6,2.9,3.6,1.3,Iris-versicolor 66 | 6.7,3.1,4.4,1.4,Iris-versicolor 67 | 5.6,3.0,4.5,1.5,Iris-versicolor 68 | 5.8,2.7,4.1,1.0,Iris-versicolor 69 | 6.2,2.2,4.5,1.5,Iris-versicolor 70 | 5.6,2.5,3.9,1.1,Iris-versicolor 71 | 5.9,3.2,4.8,1.8,Iris-versicolor 72 | 6.1,2.8,4.0,1.3,Iris-versicolor 73 | 6.3,2.5,4.9,1.5,Iris-versicolor 74 | 6.1,2.8,4.7,1.2,Iris-versicolor 75 | 6.4,2.9,4.3,1.3,Iris-versicolor 76 | 6.6,3.0,4.4,1.4,Iris-versicolor 77 | 6.8,2.8,4.8,1.4,Iris-versicolor 78 | 6.7,3.0,5.0,1.7,Iris-versicolor 79 | 6.0,2.9,4.5,1.5,Iris-versicolor 80 | 5.7,2.6,3.5,1.0,Iris-versicolor 81 | 5.5,2.4,3.8,1.1,Iris-versicolor 82 | 5.5,2.4,3.7,1.0,Iris-versicolor 83 | 5.8,2.7,3.9,1.2,Iris-versicolor 84 | 6.0,2.7,5.1,1.6,Iris-versicolor 85 | 5.4,3.0,4.5,1.5,Iris-versicolor 86 | 6.0,3.4,4.5,1.6,Iris-versicolor 87 | 6.7,3.1,4.7,1.5,Iris-versicolor 88 | 6.3,2.3,4.4,1.3,Iris-versicolor 89 | 5.6,3.0,4.1,1.3,Iris-versicolor 90 | 5.5,2.5,4.0,1.3,Iris-versicolor 91 | 5.5,2.6,4.4,1.2,Iris-versicolor 92 | 6.1,3.0,4.6,1.4,Iris-versicolor 93 | 5.8,2.6,4.0,1.2,Iris-versicolor 94 | 5.0,2.3,3.3,1.0,Iris-versicolor 95 | 5.6,2.7,4.2,1.3,Iris-versicolor 96 | 5.7,3.0,4.2,1.2,Iris-versicolor 97 | 5.7,2.9,4.2,1.3,Iris-versicolor 98 | 6.2,2.9,4.3,1.3,Iris-versicolor 99 | 5.1,2.5,3.0,1.1,Iris-versicolor 100 | 5.7,2.8,4.1,1.3,Iris-versicolor 101 | 6.3,3.3,6.0,2.5,Iris-virginica 102 | 5.8,2.7,5.1,1.9,Iris-virginica 103 | 7.1,3.0,5.9,2.1,Iris-virginica 104 | 6.3,2.9,5.6,1.8,Iris-virginica 105 | 6.5,3.0,5.8,2.2,Iris-virginica 106 | 7.6,3.0,6.6,2.1,Iris-virginica 107 | 4.9,2.5,4.5,1.7,Iris-virginica 108 | 7.3,2.9,6.3,1.8,Iris-virginica 109 | 6.7,2.5,5.8,1.8,Iris-virginica 110 | 7.2,3.6,6.1,2.5,Iris-virginica 111 | 6.5,3.2,5.1,2.0,Iris-virginica 112 | 6.4,2.7,5.3,1.9,Iris-virginica 113 | 6.8,3.0,5.5,2.1,Iris-virginica 114 | 5.7,2.5,5.0,2.0,Iris-virginica 115 | 5.8,2.8,5.1,2.4,Iris-virginica 116 | 6.4,3.2,5.3,2.3,Iris-virginica 117 | 6.5,3.0,5.5,1.8,Iris-virginica 118 | 7.7,3.8,6.7,2.2,Iris-virginica 119 | 7.7,2.6,6.9,2.3,Iris-virginica 120 | 6.0,2.2,5.0,1.5,Iris-virginica 121 | 6.9,3.2,5.7,2.3,Iris-virginica 122 | 5.6,2.8,4.9,2.0,Iris-virginica 123 | 7.7,2.8,6.7,2.0,Iris-virginica 124 | 6.3,2.7,4.9,1.8,Iris-virginica 125 | 6.7,3.3,5.7,2.1,Iris-virginica 126 | 7.2,3.2,6.0,1.8,Iris-virginica 127 | 6.2,2.8,4.8,1.8,Iris-virginica 128 | 6.1,3.0,4.9,1.8,Iris-virginica 129 | 6.4,2.8,5.6,2.1,Iris-virginica 130 | 7.2,3.0,5.8,1.6,Iris-virginica 131 | 7.4,2.8,6.1,1.9,Iris-virginica 132 | 7.9,3.8,6.4,2.0,Iris-virginica 133 | 6.4,2.8,5.6,2.2,Iris-virginica 134 | 6.3,2.8,5.1,1.5,Iris-virginica 135 | 6.1,2.6,5.6,1.4,Iris-virginica 136 | 7.7,3.0,6.1,2.3,Iris-virginica 137 | 6.3,3.4,5.6,2.4,Iris-virginica 138 | 6.4,3.1,5.5,1.8,Iris-virginica 139 | 6.0,3.0,4.8,1.8,Iris-virginica 140 | 6.9,3.1,5.4,2.1,Iris-virginica 141 | 6.7,3.1,5.6,2.4,Iris-virginica 142 | 6.9,3.1,5.1,2.3,Iris-virginica 143 | 5.8,2.7,5.1,1.9,Iris-virginica 144 | 6.8,3.2,5.9,2.3,Iris-virginica 145 | 6.7,3.3,5.7,2.5,Iris-virginica 146 | 6.7,3.0,5.2,2.3,Iris-virginica 147 | 6.3,2.5,5.0,1.9,Iris-virginica 148 | 6.5,3.0,5.2,2.0,Iris-virginica 149 | 6.2,3.4,5.4,2.3,Iris-virginica 150 | 5.9,3.0,5.1,1.8,Iris-virginica 151 | -------------------------------------------------------------------------------- /Section02/regression-datasets-housing.csv: -------------------------------------------------------------------------------- 1 | 0.00632,18,2.31,0,0.538,6.575,65.2,4.09,1,296,15,396.9,4.98,24.0 2 | 0.02731,0,7.07,0,0.469,6.421,78.9,4.9671,2,242,17,396.9,9.14,21.6 3 | 0.02729,0,7.07,0,0.469,7.185,61.1,4.9671,2,242,17,392.83,4.03,34.7 4 | 0.03237,0,2.18,0,0.458,6.998,45.8,6.0622,3,222,18,394.63,2.94,33.4 5 | 0.06905,0,2.18,0,0.458,7.147,54.2,6.0622,3,222,18,396.9,5.33,36.2 6 | 0.02985,0,2.18,0,0.458,6.43,58.7,6.0622,3,222,18,394.12,5.21,28.7 7 | 0.08829,12,7.87,0,0.524,6.012,66.6,5.5605,5,311,15,395.6,12.43,22.9 8 | 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0.05188,0,4.49,0,0.449,6.015,45.1,4.4272,3,247,18,395.99,12.86,22.5 88 | 0.07151,0,4.49,0,0.449,6.121,56.8,3.7476,3,247,18,395.15,8.44,22.2 89 | 0.0566,0,3.41,0,0.489,7.007,86.3,3.4217,2,270,17,396.9,5.5,23.6 90 | 0.05302,0,3.41,0,0.489,7.079,63.1,3.4145,2,270,17,396.06,5.7,28.7 91 | 0.04684,0,3.41,0,0.489,6.417,66.1,3.0923,2,270,17,392.18,8.81,22.6 92 | 0.03932,0,3.41,0,0.489,6.405,73.9,3.0921,2,270,17,393.55,8.2,22.0 93 | 0.04203,28,15.04,0,0.464,6.442,53.6,3.6659,4,270,18,395.01,8.16,22.9 94 | 0.02875,28,15.04,0,0.464,6.211,28.9,3.6659,4,270,18,396.33,6.21,25.0 95 | 0.04294,28,15.04,0,0.464,6.249,77.3,3.615,4,270,18,396.9,10.59,20.6 96 | 0.12204,0,2.89,0,0.445,6.625,57.8,3.4952,2,276,18,357.98,6.65,28.4 97 | 0.11504,0,2.89,0,0.445,6.163,69.6,3.4952,2,276,18,391.83,11.34,21.4 98 | 0.12083,0,2.89,0,0.445,8.069,76.0,3.4952,2,276,18,396.9,4.21,38.7 99 | 0.08187,0,2.89,0,0.445,7.82,36.9,3.4952,2,276,18,393.53,3.57,43.8 100 | 0.0686,0,2.89,0,0.445,7.416,62.5,3.4952,2,276,18,396.9,6.19,33.2 101 | 0.14866,0,8.56,0,0.52,6.727,79.9,2.7778,5,384,20,394.76,9.42,27.5 102 | 0.11432,0,8.56,0,0.52,6.781,71.3,2.8561,5,384,20,395.58,7.67,26.5 103 | 0.22876,0,8.56,0,0.52,6.405,85.4,2.7147,5,384,20,70.8,10.63,18.6 104 | 0.21161,0,8.56,0,0.52,6.137,87.4,2.7147,5,384,20,394.47,13.44,19.3 105 | 0.1396,0,8.56,0,0.52,6.167,90.0,2.421,5,384,20,392.69,12.33,20.1 106 | 0.13262,0,8.56,0,0.52,5.851,96.7,2.1069,5,384,20,394.05,16.47,19.5 107 | 0.1712,0,8.56,0,0.52,5.836,91.9,2.211,5,384,20,395.67,18.66,19.5 108 | 0.13117,0,8.56,0,0.52,6.127,85.2,2.1224,5,384,20,387.69,14.09,20.4 109 | 0.12802,0,8.56,0,0.52,6.474,97.1,2.4329,5,384,20,395.24,12.27,19.8 110 | 0.26363,0,8.56,0,0.52,6.229,91.2,2.5451,5,384,20,391.23,15.55,19.4 111 | 0.10793,0,8.56,0,0.52,6.195,54.4,2.7778,5,384,20,393.49,13.0,21.7 112 | 0.10084,0,10.01,0,0.547,6.715,81.6,2.6775,6,432,17,395.59,10.16,22.8 113 | 0.12329,0,10.01,0,0.547,5.913,92.9,2.3534,6,432,17,394.95,16.21,18.8 114 | 0.22212,0,10.01,0,0.547,6.092,95.4,2.548,6,432,17,396.9,17.09,18.7 115 | 0.14231,0,10.01,0,0.547,6.254,84.2,2.2565,6,432,17,388.74,10.45,18.5 116 | 0.17134,0,10.01,0,0.547,5.928,88.2,2.4631,6,432,17,344.91,15.76,18.3 117 | 0.13158,0,10.01,0,0.547,6.176,72.5,2.7301,6,432,17,393.3,12.04,21.2 118 | 0.15098,0,10.01,0,0.547,6.021,82.6,2.7474,6,432,17,394.51,10.3,19.2 119 | 0.13058,0,10.01,0,0.547,5.872,73.1,2.4775,6,432,17,338.63,15.37,20.4 120 | 0.14476,0,10.01,0,0.547,5.731,65.2,2.7592,6,432,17,391.5,13.61,19.3 121 | 0.06899,0,25.65,0,0.581,5.87,69.7,2.2577,2,188,19,389.15,14.37,22.0 122 | 0.07165,0,25.65,0,0.581,6.004,84.1,2.1974,2,188,19,377.67,14.27,20.3 123 | 0.09299,0,25.65,0,0.581,5.961,92.9,2.0869,2,188,19,378.09,17.93,20.5 124 | 0.15038,0,25.65,0,0.581,5.856,97.0,1.9444,2,188,19,370.31,25.41,17.3 125 | 0.09849,0,25.65,0,0.581,5.879,95.8,2.0063,2,188,19,379.38,17.58,18.8 126 | 0.16902,0,25.65,0,0.581,5.986,88.4,1.9929,2,188,19,385.02,14.81,21.4 127 | 0.38735,0,25.65,0,0.581,5.613,95.6,1.7572,2,188,19,359.29,27.26,15.7 128 | 0.25915,0,21.89,0,0.624,5.693,96.0,1.7883,4,437,21,392.11,17.19,16.2 129 | 0.32543,0,21.89,0,0.624,6.431,98.8,1.8125,4,437,21,396.9,15.39,18.0 130 | 0.88125,0,21.89,0,0.624,5.637,94.7,1.9799,4,437,21,396.9,18.34,14.3 131 | 0.34006,0,21.89,0,0.624,6.458,98.9,2.1185,4,437,21,395.04,12.6,19.2 132 | 1.19294,0,21.89,0,0.624,6.326,97.7,2.271,4,437,21,396.9,12.26,19.6 133 | 0.59005,0,21.89,0,0.624,6.372,97.9,2.3274,4,437,21,385.76,11.12,23.0 134 | 0.32982,0,21.89,0,0.624,5.822,95.4,2.4699,4,437,21,388.69,15.03,18.4 135 | 0.97617,0,21.89,0,0.624,5.757,98.4,2.346,4,437,21,262.76,17.31,15.6 136 | 0.55778,0,21.89,0,0.624,6.335,98.2,2.1107,4,437,21,394.67,16.96,18.1 137 | 0.32264,0,21.89,0,0.624,5.942,93.5,1.9669,4,437,21,378.25,16.9,17.4 138 | 0.35233,0,21.89,0,0.624,6.454,98.4,1.8498,4,437,21,394.08,14.59,17.1 139 | 0.2498,0,21.89,0,0.624,5.857,98.2,1.6686,4,437,21,392.04,21.32,13.3 140 | 0.54452,0,21.89,0,0.624,6.151,97.9,1.6687,4,437,21,396.9,18.46,17.8 141 | 0.2909,0,21.89,0,0.624,6.174,93.6,1.6119,4,437,21,388.08,24.16,14.0 142 | 1.62864,0,21.89,0,0.624,5.019,100.0,1.4394,4,437,21,396.9,34.41,14.4 143 | 3.32105,0,19.58,1,0.871,5.403,100.0,1.3216,5,403,14,396.9,26.82,13.4 144 | 4.0974,0,19.58,0,0.871,5.468,100.0,1.4118,5,403,14,396.9,26.42,15.6 145 | 2.77974,0,19.58,0,0.871,4.903,97.8,1.3459,5,403,14,396.9,29.29,11.8 146 | 2.37934,0,19.58,0,0.871,6.13,100.0,1.4191,5,403,14,172.91,27.8,13.8 147 | 2.15505,0,19.58,0,0.871,5.628,100.0,1.5166,5,403,14,169.27,16.65,15.6 148 | 2.36862,0,19.58,0,0.871,4.926,95.7,1.4608,5,403,14,391.71,29.53,14.6 149 | 2.33099,0,19.58,0,0.871,5.186,93.8,1.5296,5,403,14,356.99,28.32,17.8 150 | 2.73397,0,19.58,0,0.871,5.597,94.9,1.5257,5,403,14,351.85,21.45,15.4 151 | 1.6566,0,19.58,0,0.871,6.122,97.3,1.618,5,403,14,372.8,14.1,21.5 152 | 1.49632,0,19.58,0,0.871,5.404,100.0,1.5916,5,403,14,341.6,13.28,19.6 153 | 1.12658,0,19.58,1,0.871,5.012,88.0,1.6102,5,403,14,343.28,12.12,15.3 154 | 2.14918,0,19.58,0,0.871,5.709,98.5,1.6232,5,403,14,261.95,15.79,19.4 155 | 1.41385,0,19.58,1,0.871,6.129,96.0,1.7494,5,403,14,321.02,15.12,17.0 156 | 3.53501,0,19.58,1,0.871,6.152,82.6,1.7455,5,403,14,88.01,15.02,15.6 157 | 2.44668,0,19.58,0,0.871,5.272,94.0,1.7364,5,403,14,88.63,16.14,13.1 158 | 1.22358,0,19.58,0,0.605,6.943,97.4,1.8773,5,403,14,363.43,4.59,41.3 159 | 1.34284,0,19.58,0,0.605,6.066,100.0,1.7573,5,403,14,353.89,6.43,24.3 160 | 1.42502,0,19.58,0,0.871,6.51,100.0,1.7659,5,403,14,364.31,7.39,23.3 161 | 1.27346,0,19.58,1,0.605,6.25,92.6,1.7984,5,403,14,338.92,5.5,27.0 162 | 1.46336,0,19.58,0,0.605,7.489,90.8,1.9709,5,403,14,374.43,1.73,50.0 163 | 1.83377,0,19.58,1,0.605,7.802,98.2,2.0407,5,403,14,389.61,1.92,50.0 164 | 1.51902,0,19.58,1,0.605,8.375,93.9,2.162,5,403,14,388.45,3.32,50.0 165 | 2.24236,0,19.58,0,0.605,5.854,91.8,2.422,5,403,14,395.11,11.64,22.7 166 | 2.924,0,19.58,0,0.605,6.101,93.0,2.2834,5,403,14,240.16,9.81,25.0 167 | 2.01019,0,19.58,0,0.605,7.929,96.2,2.0459,5,403,14,369.3,3.7,50.0 168 | 1.80028,0,19.58,0,0.605,5.877,79.2,2.4259,5,403,14,227.61,12.14,23.8 169 | 2.3004,0,19.58,0,0.605,6.319,96.1,2.1,5,403,14,297.09,11.1,23.8 170 | 2.44953,0,19.58,0,0.605,6.402,95.2,2.2625,5,403,14,330.04,11.32,22.3 171 | 1.20742,0,19.58,0,0.605,5.875,94.6,2.4259,5,403,14,292.29,14.43,17.4 172 | 2.3139,0,19.58,0,0.605,5.88,97.3,2.3887,5,403,14,348.13,12.03,19.1 173 | 0.13914,0,4.05,0,0.51,5.572,88.5,2.5961,5,296,16,396.9,14.69,23.1 174 | 0.09178,0,4.05,0,0.51,6.416,84.1,2.6463,5,296,16,395.5,9.04,23.6 175 | 0.08447,0,4.05,0,0.51,5.859,68.7,2.7019,5,296,16,393.23,9.64,22.6 176 | 0.06664,0,4.05,0,0.51,6.546,33.1,3.1323,5,296,16,390.96,5.33,29.4 177 | 0.07022,0,4.05,0,0.51,6.02,47.2,3.5549,5,296,16,393.23,10.11,23.2 178 | 0.05425,0,4.05,0,0.51,6.315,73.4,3.3175,5,296,16,395.6,6.29,24.6 179 | 0.06642,0,4.05,0,0.51,6.86,74.4,2.9153,5,296,16,391.27,6.92,29.9 180 | 0.0578,0,2.46,0,0.488,6.98,58.4,2.829,3,193,17,396.9,5.04,37.2 181 | 0.06588,0,2.46,0,0.488,7.765,83.3,2.741,3,193,17,395.56,7.56,39.8 182 | 0.06888,0,2.46,0,0.488,6.144,62.2,2.5979,3,193,17,396.9,9.45,36.2 183 | 0.09103,0,2.46,0,0.488,7.155,92.2,2.7006,3,193,17,394.12,4.82,37.9 184 | 0.10008,0,2.46,0,0.488,6.563,95.6,2.847,3,193,17,396.9,5.68,32.5 185 | 0.08308,0,2.46,0,0.488,5.604,89.8,2.9879,3,193,17,391.0,13.98,26.4 186 | 0.06047,0,2.46,0,0.488,6.153,68.8,3.2797,3,193,17,387.11,13.15,29.6 187 | 0.05602,0,2.46,0,0.488,7.831,53.6,3.1992,3,193,17,392.63,4.45,50.0 188 | 0.07875,45,3.44,0,0.437,6.782,41.1,3.7886,5,398,15,393.87,6.68,32.0 189 | 0.12579,45,3.44,0,0.437,6.556,29.1,4.5667,5,398,15,382.84,4.56,29.8 190 | 0.0837,45,3.44,0,0.437,7.185,38.9,4.5667,5,398,15,396.9,5.39,34.9 191 | 0.09068,45,3.44,0,0.437,6.951,21.5,6.4798,5,398,15,377.68,5.1,37.0 192 | 0.06911,45,3.44,0,0.437,6.739,30.8,6.4798,5,398,15,389.71,4.69,30.5 193 | 0.08664,45,3.44,0,0.437,7.178,26.3,6.4798,5,398,15,390.49,2.87,36.4 194 | 0.02187,60,2.93,0,0.401,6.8,9.9,6.2196,1,265,15,393.37,5.03,31.1 195 | 0.01439,60,2.93,0,0.401,6.604,18.8,6.2196,1,265,15,376.7,4.38,29.1 196 | 0.01381,80,0.46,0,0.422,7.875,32.0,5.6484,4,255,14,394.23,2.97,50.0 197 | 0.04011,80,1.52,0,0.404,7.287,34.1,7.309,2,329,12,396.9,4.08,33.3 198 | 0.04666,80,1.52,0,0.404,7.107,36.6,7.309,2,329,12,354.31,8.61,30.3 199 | 0.03768,80,1.52,0,0.404,7.274,38.3,7.309,2,329,12,392.2,6.62,34.6 200 | 0.0315,95,1.47,0,0.403,6.975,15.3,7.6534,3,402,17,396.9,4.56,34.9 201 | 0.01778,95,1.47,0,0.403,7.135,13.9,7.6534,3,402,17,384.3,4.45,32.9 202 | 0.03445,82,2.03,0,0.415,6.162,38.4,6.27,2,348,14,393.77,7.43,24.1 203 | 0.02177,82,2.03,0,0.415,7.61,15.7,6.27,2,348,14,395.38,3.11,42.3 204 | 0.0351,95,2.68,0,0.4161,7.853,33.2,5.118,4,224,14,392.78,3.81,48.5 205 | 0.02009,95,2.68,0,0.4161,8.034,31.9,5.118,4,224,14,390.55,2.88,50.0 206 | 0.13642,0,10.59,0,0.489,5.891,22.3,3.9454,4,277,18,396.9,10.87,22.6 207 | 0.22969,0,10.59,0,0.489,6.326,52.5,4.3549,4,277,18,394.87,10.97,24.4 208 | 0.25199,0,10.59,0,0.489,5.783,72.7,4.3549,4,277,18,389.43,18.06,22.5 209 | 0.13587,0,10.59,1,0.489,6.064,59.1,4.2392,4,277,18,381.32,14.66,24.4 210 | 0.43571,0,10.59,1,0.489,5.344,100.0,3.875,4,277,18,396.9,23.09,20.0 211 | 0.17446,0,10.59,1,0.489,5.96,92.1,3.8771,4,277,18,393.25,17.27,21.7 212 | 0.37578,0,10.59,1,0.489,5.404,88.6,3.665,4,277,18,395.24,23.98,19.3 213 | 0.21719,0,10.59,1,0.489,5.807,53.8,3.6526,4,277,18,390.94,16.03,22.4 214 | 0.14052,0,10.59,0,0.489,6.375,32.3,3.9454,4,277,18,385.81,9.38,28.1 215 | 0.28955,0,10.59,0,0.489,5.412,9.8,3.5875,4,277,18,348.93,29.55,23.7 216 | 0.19802,0,10.59,0,0.489,6.182,42.4,3.9454,4,277,18,393.63,9.47,25.0 217 | 0.0456,0,13.89,1,0.55,5.888,56.0,3.1121,5,276,16,392.8,13.51,23.3 218 | 0.07013,0,13.89,0,0.55,6.642,85.1,3.4211,5,276,16,392.78,9.69,28.7 219 | 0.11069,0,13.89,1,0.55,5.951,93.8,2.8893,5,276,16,396.9,17.92,21.5 220 | 0.11425,0,13.89,1,0.55,6.373,92.4,3.3633,5,276,16,393.74,10.5,23.0 221 | 0.35809,0,6.2,1,0.507,6.951,88.5,2.8617,8,307,17,391.7,9.71,26.7 222 | 0.40771,0,6.2,1,0.507,6.164,91.3,3.048,8,307,17,395.24,21.46,21.7 223 | 0.62356,0,6.2,1,0.507,6.879,77.7,3.2721,8,307,17,390.39,9.93,27.5 224 | 0.6147,0,6.2,0,0.507,6.618,80.8,3.2721,8,307,17,396.9,7.6,30.1 225 | 0.31533,0,6.2,0,0.504,8.266,78.3,2.8944,8,307,17,385.05,4.14,44.8 226 | 0.52693,0,6.2,0,0.504,8.725,83.0,2.8944,8,307,17,382.0,4.63,50.0 227 | 0.38214,0,6.2,0,0.504,8.04,86.5,3.2157,8,307,17,387.38,3.13,37.6 228 | 0.41238,0,6.2,0,0.504,7.163,79.9,3.2157,8,307,17,372.08,6.36,31.6 229 | 0.29819,0,6.2,0,0.504,7.686,17.0,3.3751,8,307,17,377.51,3.92,46.7 230 | 0.44178,0,6.2,0,0.504,6.552,21.4,3.3751,8,307,17,380.34,3.76,31.5 231 | 0.537,0,6.2,0,0.504,5.981,68.1,3.6715,8,307,17,378.35,11.65,24.3 232 | 0.46296,0,6.2,0,0.504,7.412,76.9,3.6715,8,307,17,376.14,5.25,31.7 233 | 0.57529,0,6.2,0,0.507,8.337,73.3,3.8384,8,307,17,385.91,2.47,41.7 234 | 0.33147,0,6.2,0,0.507,8.247,70.4,3.6519,8,307,17,378.95,3.95,48.3 235 | 0.44791,0,6.2,1,0.507,6.726,66.5,3.6519,8,307,17,360.2,8.05,29.0 236 | 0.33045,0,6.2,0,0.507,6.086,61.5,3.6519,8,307,17,376.75,10.88,24.0 237 | 0.52058,0,6.2,1,0.507,6.631,76.5,4.148,8,307,17,388.45,9.54,25.1 238 | 0.51183,0,6.2,0,0.507,7.358,71.6,4.148,8,307,17,390.07,4.73,31.5 239 | 0.08244,30,4.93,0,0.428,6.481,18.5,6.1899,6,300,16,379.41,6.36,23.7 240 | 0.09252,30,4.93,0,0.428,6.606,42.2,6.1899,6,300,16,383.78,7.37,23.3 241 | 0.11329,30,4.93,0,0.428,6.897,54.3,6.3361,6,300,16,391.25,11.38,22.0 242 | 0.10612,30,4.93,0,0.428,6.095,65.1,6.3361,6,300,16,394.62,12.4,20.1 243 | 0.1029,30,4.93,0,0.428,6.358,52.9,7.0355,6,300,16,372.75,11.22,22.2 244 | 0.12757,30,4.93,0,0.428,6.393,7.8,7.0355,6,300,16,374.71,5.19,23.7 245 | 0.20608,22,5.86,0,0.431,5.593,76.5,7.9549,7,330,19,372.49,12.5,17.6 246 | 0.19133,22,5.86,0,0.431,5.605,70.2,7.9549,7,330,19,389.13,18.46,18.5 247 | 0.33983,22,5.86,0,0.431,6.108,34.9,8.0555,7,330,19,390.18,9.16,24.3 248 | 0.19657,22,5.86,0,0.431,6.226,79.2,8.0555,7,330,19,376.14,10.15,20.5 249 | 0.16439,22,5.86,0,0.431,6.433,49.1,7.8265,7,330,19,374.71,9.52,24.5 250 | 0.19073,22,5.86,0,0.431,6.718,17.5,7.8265,7,330,19,393.74,6.56,26.2 251 | 0.1403,22,5.86,0,0.431,6.487,13.0,7.3967,7,330,19,396.28,5.9,24.4 252 | 0.21409,22,5.86,0,0.431,6.438,8.9,7.3967,7,330,19,377.07,3.59,24.8 253 | 0.08221,22,5.86,0,0.431,6.957,6.8,8.9067,7,330,19,386.09,3.53,29.6 254 | 0.36894,22,5.86,0,0.431,8.259,8.4,8.9067,7,330,19,396.9,3.54,42.8 255 | 0.04819,80,3.64,0,0.392,6.108,32.0,9.2203,1,315,16,392.89,6.57,21.9 256 | 0.03548,80,3.64,0,0.392,5.876,19.1,9.2203,1,315,16,395.18,9.25,20.9 257 | 0.01538,90,3.75,0,0.394,7.454,34.2,6.3361,3,244,15,386.34,3.11,44.0 258 | 0.61154,20,3.97,0,0.647,8.704,86.9,1.801,5,264,13,389.7,5.12,50.0 259 | 0.66351,20,3.97,0,0.647,7.333,100.0,1.8946,5,264,13,383.29,7.79,36.0 260 | 0.65665,20,3.97,0,0.647,6.842,100.0,2.0107,5,264,13,391.93,6.9,30.1 261 | 0.54011,20,3.97,0,0.647,7.203,81.8,2.1121,5,264,13,392.8,9.59,33.8 262 | 0.53412,20,3.97,0,0.647,7.52,89.4,2.1398,5,264,13,388.37,7.26,43.1 263 | 0.52014,20,3.97,0,0.647,8.398,91.5,2.2885,5,264,13,386.86,5.91,48.8 264 | 0.82526,20,3.97,0,0.647,7.327,94.5,2.0788,5,264,13,393.42,11.25,31.0 265 | 0.55007,20,3.97,0,0.647,7.206,91.6,1.9301,5,264,13,387.89,8.1,36.5 266 | 0.76162,20,3.97,0,0.647,5.56,62.8,1.9865,5,264,13,392.4,10.45,22.8 267 | 0.7857,20,3.97,0,0.647,7.014,84.6,2.1329,5,264,13,384.07,14.79,30.7 268 | 0.57834,20,3.97,0,0.575,8.297,67.0,2.4216,5,264,13,384.54,7.44,50.0 269 | 0.5405,20,3.97,0,0.575,7.47,52.6,2.872,5,264,13,390.3,3.16,43.5 270 | 0.09065,20,6.96,1,0.464,5.92,61.5,3.9175,3,223,18,391.34,13.65,20.7 271 | 0.29916,20,6.96,0,0.464,5.856,42.1,4.429,3,223,18,388.65,13.0,21.1 272 | 0.16211,20,6.96,0,0.464,6.24,16.3,4.429,3,223,18,396.9,6.59,25.2 273 | 0.1146,20,6.96,0,0.464,6.538,58.7,3.9175,3,223,18,394.96,7.73,24.4 274 | 0.22188,20,6.96,1,0.464,7.691,51.8,4.3665,3,223,18,390.77,6.58,35.2 275 | 0.05644,40,6.41,1,0.447,6.758,32.9,4.0776,4,254,17,396.9,3.53,32.4 276 | 0.09604,40,6.41,0,0.447,6.854,42.8,4.2673,4,254,17,396.9,2.98,32.0 277 | 0.10469,40,6.41,1,0.447,7.267,49.0,4.7872,4,254,17,389.25,6.05,33.2 278 | 0.06127,40,6.41,1,0.447,6.826,27.6,4.8628,4,254,17,393.45,4.16,33.1 279 | 0.07978,40,6.41,0,0.447,6.482,32.1,4.1403,4,254,17,396.9,7.19,29.1 280 | 0.21038,20,3.33,0,0.4429,6.812,32.2,4.1007,5,216,14,396.9,4.85,35.1 281 | 0.03578,20,3.33,0,0.4429,7.82,64.5,4.6947,5,216,14,387.31,3.76,45.4 282 | 0.03705,20,3.33,0,0.4429,6.968,37.2,5.2447,5,216,14,392.23,4.59,35.4 283 | 0.06129,20,3.33,1,0.4429,7.645,49.7,5.2119,5,216,14,377.07,3.01,46.0 284 | 0.01501,90,1.21,1,0.401,7.923,24.8,5.885,1,198,13,395.52,3.16,50.0 285 | 0.00906,90,2.97,0,0.4,7.088,20.8,7.3073,1,285,15,394.72,7.85,32.2 286 | 0.01096,55,2.25,0,0.389,6.453,31.9,7.3073,1,300,15,394.72,8.23,22.0 287 | 0.01965,80,1.76,0,0.385,6.23,31.5,9.0892,1,241,18,341.6,12.93,20.1 288 | 0.03871,52,5.32,0,0.405,6.209,31.3,7.3172,6,293,16,396.9,7.14,23.2 289 | 0.0459,52,5.32,0,0.405,6.315,45.6,7.3172,6,293,16,396.9,7.6,22.3 290 | 0.04297,52,5.32,0,0.405,6.565,22.9,7.3172,6,293,16,371.72,9.51,24.8 291 | 0.03502,80,4.95,0,0.411,6.861,27.9,5.1167,4,245,19,396.9,3.33,28.5 292 | 0.07886,80,4.95,0,0.411,7.148,27.7,5.1167,4,245,19,396.9,3.56,37.3 293 | 0.03615,80,4.95,0,0.411,6.63,23.4,5.1167,4,245,19,396.9,4.7,27.9 294 | 0.08265,0,13.92,0,0.437,6.127,18.4,5.5027,4,289,16,396.9,8.58,23.9 295 | 0.08199,0,13.92,0,0.437,6.009,42.3,5.5027,4,289,16,396.9,10.4,21.7 296 | 0.12932,0,13.92,0,0.437,6.678,31.1,5.9604,4,289,16,396.9,6.27,28.6 297 | 0.05372,0,13.92,0,0.437,6.549,51.0,5.9604,4,289,16,392.85,7.39,27.1 298 | 0.14103,0,13.92,0,0.437,5.79,58.0,6.32,4,289,16,396.9,15.84,20.3 299 | 0.06466,70,2.24,0,0.4,6.345,20.1,7.8278,5,358,14,368.24,4.97,22.5 300 | 0.05561,70,2.24,0,0.4,7.041,10.0,7.8278,5,358,14,371.58,4.74,29.0 301 | 0.04417,70,2.24,0,0.4,6.871,47.4,7.8278,5,358,14,390.86,6.07,24.8 302 | 0.03537,34,6.09,0,0.433,6.59,40.4,5.4917,7,329,16,395.75,9.5,22.0 303 | 0.09266,34,6.09,0,0.433,6.495,18.4,5.4917,7,329,16,383.61,8.67,26.4 304 | 0.1,34,6.09,0,0.433,6.982,17.7,5.4917,7,329,16,390.43,4.86,33.1 305 | 0.05515,33,2.18,0,0.472,7.236,41.1,4.022,7,222,18,393.68,6.93,36.1 306 | 0.05479,33,2.18,0,0.472,6.616,58.1,3.37,7,222,18,393.36,8.93,28.4 307 | 0.07503,33,2.18,0,0.472,7.42,71.9,3.0992,7,222,18,396.9,6.47,33.4 308 | 0.04932,33,2.18,0,0.472,6.849,70.3,3.1827,7,222,18,396.9,7.53,28.2 309 | 0.49298,0,9.9,0,0.544,6.635,82.5,3.3175,4,304,18,396.9,4.54,22.8 310 | 0.3494,0,9.9,0,0.544,5.972,76.7,3.1025,4,304,18,396.24,9.97,20.3 311 | 2.63548,0,9.9,0,0.544,4.973,37.8,2.5194,4,304,18,350.45,12.64,16.1 312 | 0.79041,0,9.9,0,0.544,6.122,52.8,2.6403,4,304,18,396.9,5.98,22.1 313 | 0.26169,0,9.9,0,0.544,6.023,90.4,2.834,4,304,18,396.3,11.72,19.4 314 | 0.26938,0,9.9,0,0.544,6.266,82.8,3.2628,4,304,18,393.39,7.9,21.6 315 | 0.3692,0,9.9,0,0.544,6.567,87.3,3.6023,4,304,18,395.69,9.28,23.8 316 | 0.25356,0,9.9,0,0.544,5.705,77.7,3.945,4,304,18,396.42,11.5,16.2 317 | 0.31827,0,9.9,0,0.544,5.914,83.2,3.9986,4,304,18,390.7,18.33,17.8 318 | 0.24522,0,9.9,0,0.544,5.782,71.7,4.0317,4,304,18,396.9,15.94,19.8 319 | 0.40202,0,9.9,0,0.544,6.382,67.2,3.5325,4,304,18,395.21,10.36,23.1 320 | 0.47547,0,9.9,0,0.544,6.113,58.8,4.0019,4,304,18,396.23,12.73,21.0 321 | 0.1676,0,7.38,0,0.493,6.426,52.3,4.5404,5,287,19,396.9,7.2,23.8 322 | 0.18159,0,7.38,0,0.493,6.376,54.3,4.5404,5,287,19,396.9,6.87,23.1 323 | 0.35114,0,7.38,0,0.493,6.041,49.9,4.7211,5,287,19,396.9,7.7,20.4 324 | 0.28392,0,7.38,0,0.493,5.708,74.3,4.7211,5,287,19,391.13,11.74,18.5 325 | 0.34109,0,7.38,0,0.493,6.415,40.1,4.7211,5,287,19,396.9,6.12,25.0 326 | 0.19186,0,7.38,0,0.493,6.431,14.7,5.4159,5,287,19,393.68,5.08,24.6 327 | 0.30347,0,7.38,0,0.493,6.312,28.9,5.4159,5,287,19,396.9,6.15,23.0 328 | 0.24103,0,7.38,0,0.493,6.083,43.7,5.4159,5,287,19,396.9,12.79,22.2 329 | 0.06617,0,3.24,0,0.46,5.868,25.8,5.2146,4,430,16,382.44,9.97,19.3 330 | 0.06724,0,3.24,0,0.46,6.333,17.2,5.2146,4,430,16,375.21,7.34,22.6 331 | 0.04544,0,3.24,0,0.46,6.144,32.2,5.8736,4,430,16,368.57,9.09,19.8 332 | 0.05023,35,6.06,0,0.4379,5.706,28.4,6.6407,1,304,16,394.02,12.43,17.1 333 | 0.03466,35,6.06,0,0.4379,6.031,23.3,6.6407,1,304,16,362.25,7.83,19.4 334 | 0.05083,0,5.19,0,0.515,6.316,38.1,6.4584,5,224,20,389.71,5.68,22.2 335 | 0.03738,0,5.19,0,0.515,6.31,38.5,6.4584,5,224,20,389.4,6.75,20.7 336 | 0.03961,0,5.19,0,0.515,6.037,34.5,5.9853,5,224,20,396.9,8.01,21.1 337 | 0.03427,0,5.19,0,0.515,5.869,46.3,5.2311,5,224,20,396.9,9.8,19.5 338 | 0.03041,0,5.19,0,0.515,5.895,59.6,5.615,5,224,20,394.81,10.56,18.5 339 | 0.03306,0,5.19,0,0.515,6.059,37.3,4.8122,5,224,20,396.14,8.51,20.6 340 | 0.05497,0,5.19,0,0.515,5.985,45.4,4.8122,5,224,20,396.9,9.74,19.0 341 | 0.06151,0,5.19,0,0.515,5.968,58.5,4.8122,5,224,20,396.9,9.29,18.7 342 | 0.01301,35,1.52,0,0.442,7.241,49.3,7.0379,1,284,15,394.74,5.49,32.7 343 | 0.02498,0,1.89,0,0.518,6.54,59.7,6.2669,1,422,15,389.96,8.65,16.5 344 | 0.02543,55,3.78,0,0.484,6.696,56.4,5.7321,5,370,17,396.9,7.18,23.9 345 | 0.03049,55,3.78,0,0.484,6.874,28.1,6.4654,5,370,17,387.97,4.61,31.2 346 | 0.03113,0,4.39,0,0.442,6.014,48.5,8.0136,3,352,18,385.64,10.53,17.5 347 | 0.06162,0,4.39,0,0.442,5.898,52.3,8.0136,3,352,18,364.61,12.67,17.2 348 | 0.0187,85,4.15,0,0.429,6.516,27.7,8.5353,4,351,17,392.43,6.36,23.1 349 | 0.01501,80,2.01,0,0.435,6.635,29.7,8.344,4,280,17,390.94,5.99,24.5 350 | 0.02899,40,1.25,0,0.429,6.939,34.5,8.7921,1,335,19,389.85,5.89,26.6 351 | 0.06211,40,1.25,0,0.429,6.49,44.4,8.7921,1,335,19,396.9,5.98,22.9 352 | 0.0795,60,1.69,0,0.411,6.579,35.9,10.7103,4,411,18,370.78,5.49,24.1 353 | 0.07244,60,1.69,0,0.411,5.884,18.5,10.7103,4,411,18,392.33,7.79,18.6 354 | 0.01709,90,2.02,0,0.41,6.728,36.1,12.1265,5,187,17,384.46,4.5,30.1 355 | 0.04301,80,1.91,0,0.413,5.663,21.9,10.5857,4,334,22,382.8,8.05,18.2 356 | 0.10659,80,1.91,0,0.413,5.936,19.5,10.5857,4,334,22,376.04,5.57,20.6 357 | 8.98296,0,18.1,1,0.77,6.212,97.4,2.1222,24,666,20,377.73,17.6,17.8 358 | 3.8497,0,18.1,1,0.77,6.395,91.0,2.5052,24,666,20,391.34,13.27,21.7 359 | 5.20177,0,18.1,1,0.77,6.127,83.4,2.7227,24,666,20,395.43,11.48,22.7 360 | 4.26131,0,18.1,0,0.77,6.112,81.3,2.5091,24,666,20,390.74,12.67,22.6 361 | 4.54192,0,18.1,0,0.77,6.398,88.0,2.5182,24,666,20,374.56,7.79,25.0 362 | 3.83684,0,18.1,0,0.77,6.251,91.1,2.2955,24,666,20,350.65,14.19,19.9 363 | 3.67822,0,18.1,0,0.77,5.362,96.2,2.1036,24,666,20,380.79,10.19,20.8 364 | 4.22239,0,18.1,1,0.77,5.803,89.0,1.9047,24,666,20,353.04,14.64,16.8 365 | 3.47428,0,18.1,1,0.718,8.78,82.9,1.9047,24,666,20,354.55,5.29,21.9 366 | 4.55587,0,18.1,0,0.718,3.561,87.9,1.6132,24,666,20,354.7,7.12,27.5 367 | 3.69695,0,18.1,0,0.718,4.963,91.4,1.7523,24,666,20,316.03,14.0,21.9 368 | 13.5222,0,18.1,0,0.631,3.863,100.0,1.5106,24,666,20,131.42,13.33,23.1 369 | 4.89822,0,18.1,0,0.631,4.97,100.0,1.3325,24,666,20,375.52,3.26,50.0 370 | 5.66998,0,18.1,1,0.631,6.683,96.8,1.3567,24,666,20,375.33,3.73,50.0 371 | 6.53876,0,18.1,1,0.631,7.016,97.5,1.2024,24,666,20,392.05,2.96,50.0 372 | 9.2323,0,18.1,0,0.631,6.216,100.0,1.1691,24,666,20,366.15,9.53,50.0 373 | 8.26725,0,18.1,1,0.668,5.875,89.6,1.1296,24,666,20,347.88,8.88,50.0 374 | 11.1081,0,18.1,0,0.668,4.906,100.0,1.1742,24,666,20,396.9,34.77,13.8 375 | 18.4982,0,18.1,0,0.668,4.138,100.0,1.137,24,666,20,396.9,37.97,13.8 376 | 19.6091,0,18.1,0,0.671,7.313,97.9,1.3163,24,666,20,396.9,13.44,15.0 377 | 15.288,0,18.1,0,0.671,6.649,93.3,1.3449,24,666,20,363.02,23.24,13.9 378 | 9.82349,0,18.1,0,0.671,6.794,98.8,1.358,24,666,20,396.9,21.24,13.3 379 | 23.6482,0,18.1,0,0.671,6.38,96.2,1.3861,24,666,20,396.9,23.69,13.1 380 | 17.8667,0,18.1,0,0.671,6.223,100.0,1.3861,24,666,20,393.74,21.78,10.2 381 | 88.9762,0,18.1,0,0.671,6.968,91.9,1.4165,24,666,20,396.9,17.21,10.4 382 | 15.8744,0,18.1,0,0.671,6.545,99.1,1.5192,24,666,20,396.9,21.08,10.9 383 | 9.18702,0,18.1,0,0.7,5.536,100.0,1.5804,24,666,20,396.9,23.6,11.3 384 | 7.99248,0,18.1,0,0.7,5.52,100.0,1.5331,24,666,20,396.9,24.56,12.3 385 | 20.0849,0,18.1,0,0.7,4.368,91.2,1.4395,24,666,20,285.83,30.63,8.8 386 | 16.8118,0,18.1,0,0.7,5.277,98.1,1.4261,24,666,20,396.9,30.81,7.2 387 | 24.3938,0,18.1,0,0.7,4.652,100.0,1.4672,24,666,20,396.9,28.28,10.5 388 | 22.5971,0,18.1,0,0.7,5.0,89.5,1.5184,24,666,20,396.9,31.99,7.4 389 | 14.3337,0,18.1,0,0.7,4.88,100.0,1.5895,24,666,20,372.92,30.62,10.2 390 | 8.15174,0,18.1,0,0.7,5.39,98.9,1.7281,24,666,20,396.9,20.85,11.5 391 | 6.96215,0,18.1,0,0.7,5.713,97.0,1.9265,24,666,20,394.43,17.11,15.1 392 | 5.29305,0,18.1,0,0.7,6.051,82.5,2.1678,24,666,20,378.38,18.76,23.2 393 | 11.5779,0,18.1,0,0.7,5.036,97.0,1.77,24,666,20,396.9,25.68,9.7 394 | 8.64476,0,18.1,0,0.693,6.193,92.6,1.7912,24,666,20,396.9,15.17,13.8 395 | 13.3598,0,18.1,0,0.693,5.887,94.7,1.7821,24,666,20,396.9,16.35,12.7 396 | 8.71675,0,18.1,0,0.693,6.471,98.8,1.7257,24,666,20,391.98,17.12,13.1 397 | 5.87205,0,18.1,0,0.693,6.405,96.0,1.6768,24,666,20,396.9,19.37,12.5 398 | 7.67202,0,18.1,0,0.693,5.747,98.9,1.6334,24,666,20,393.1,19.92,8.5 399 | 38.3518,0,18.1,0,0.693,5.453,100.0,1.4896,24,666,20,396.9,30.59,5.0 400 | 9.91655,0,18.1,0,0.693,5.852,77.8,1.5004,24,666,20,338.16,29.97,6.3 401 | 25.0461,0,18.1,0,0.693,5.987,100.0,1.5888,24,666,20,396.9,26.77,5.6 402 | 14.2362,0,18.1,0,0.693,6.343,100.0,1.5741,24,666,20,396.9,20.32,7.2 403 | 9.59571,0,18.1,0,0.693,6.404,100.0,1.639,24,666,20,376.11,20.31,12.1 404 | 24.8017,0,18.1,0,0.693,5.349,96.0,1.7028,24,666,20,396.9,19.77,8.3 405 | 41.5292,0,18.1,0,0.693,5.531,85.4,1.6074,24,666,20,329.46,27.38,8.5 406 | 67.9208,0,18.1,0,0.693,5.683,100.0,1.4254,24,666,20,384.97,22.98,5.0 407 | 20.7162,0,18.1,0,0.659,4.138,100.0,1.1781,24,666,20,370.22,23.34,11.9 408 | 11.9511,0,18.1,0,0.659,5.608,100.0,1.2852,24,666,20,332.09,12.13,27.9 409 | 7.40389,0,18.1,0,0.597,5.617,97.9,1.4547,24,666,20,314.64,26.4,17.2 410 | 14.4383,0,18.1,0,0.597,6.852,100.0,1.4655,24,666,20,179.36,19.78,27.5 411 | 51.1358,0,18.1,0,0.597,5.757,100.0,1.413,24,666,20,2.6,10.11,15.0 412 | 14.0507,0,18.1,0,0.597,6.657,100.0,1.5275,24,666,20,35.05,21.22,17.2 413 | 18.811,0,18.1,0,0.597,4.628,100.0,1.5539,24,666,20,28.79,34.37,17.9 414 | 28.6558,0,18.1,0,0.597,5.155,100.0,1.5894,24,666,20,210.97,20.08,16.3 415 | 45.7461,0,18.1,0,0.693,4.519,100.0,1.6582,24,666,20,88.27,36.98,7.0 416 | 18.0846,0,18.1,0,0.679,6.434,100.0,1.8347,24,666,20,27.25,29.05,7.2 417 | 10.8342,0,18.1,0,0.679,6.782,90.8,1.8195,24,666,20,21.57,25.79,7.5 418 | 25.9406,0,18.1,0,0.679,5.304,89.1,1.6475,24,666,20,127.36,26.64,10.4 419 | 73.5341,0,18.1,0,0.679,5.957,100.0,1.8026,24,666,20,16.45,20.62,8.8 420 | 11.8123,0,18.1,0,0.718,6.824,76.5,1.794,24,666,20,48.45,22.74,8.4 421 | 11.0874,0,18.1,0,0.718,6.411,100.0,1.8589,24,666,20,318.75,15.02,16.7 422 | 7.02259,0,18.1,0,0.718,6.006,95.3,1.8746,24,666,20,319.98,15.7,14.2 423 | 12.0482,0,18.1,0,0.614,5.648,87.6,1.9512,24,666,20,291.55,14.1,20.8 424 | 7.05042,0,18.1,0,0.614,6.103,85.1,2.0218,24,666,20,2.52,23.29,13.4 425 | 8.79212,0,18.1,0,0.584,5.565,70.6,2.0635,24,666,20,3.65,17.16,11.7 426 | 15.8603,0,18.1,0,0.679,5.896,95.4,1.9096,24,666,20,7.68,24.39,8.3 427 | 12.2472,0,18.1,0,0.584,5.837,59.7,1.9976,24,666,20,24.65,15.69,10.2 428 | 37.6619,0,18.1,0,0.679,6.202,78.7,1.8629,24,666,20,18.82,14.52,10.9 429 | 7.36711,0,18.1,0,0.679,6.193,78.1,1.9356,24,666,20,96.73,21.52,11.0 430 | 9.33889,0,18.1,0,0.679,6.38,95.6,1.9682,24,666,20,60.72,24.08,9.5 431 | 8.49213,0,18.1,0,0.584,6.348,86.1,2.0527,24,666,20,83.45,17.64,14.5 432 | 10.0623,0,18.1,0,0.584,6.833,94.3,2.0882,24,666,20,81.33,19.69,14.1 433 | 6.44405,0,18.1,0,0.584,6.425,74.8,2.2004,24,666,20,97.95,12.03,16.1 434 | 5.58107,0,18.1,0,0.713,6.436,87.9,2.3158,24,666,20,100.19,16.22,14.3 435 | 13.9134,0,18.1,0,0.713,6.208,95.0,2.2222,24,666,20,100.63,15.17,11.7 436 | 11.1604,0,18.1,0,0.74,6.629,94.6,2.1247,24,666,20,109.85,23.27,13.4 437 | 14.4208,0,18.1,0,0.74,6.461,93.3,2.0026,24,666,20,27.49,18.05,9.6 438 | 15.1772,0,18.1,0,0.74,6.152,100.0,1.9142,24,666,20,9.32,26.45,8.7 439 | 13.6781,0,18.1,0,0.74,5.935,87.9,1.8206,24,666,20,68.95,34.02,8.4 440 | 9.39063,0,18.1,0,0.74,5.627,93.9,1.8172,24,666,20,396.9,22.88,12.8 441 | 22.0511,0,18.1,0,0.74,5.818,92.4,1.8662,24,666,20,391.45,22.11,10.5 442 | 9.72418,0,18.1,0,0.74,6.406,97.2,2.0651,24,666,20,385.96,19.52,17.1 443 | 5.66637,0,18.1,0,0.74,6.219,100.0,2.0048,24,666,20,395.69,16.59,18.4 444 | 9.96654,0,18.1,0,0.74,6.485,100.0,1.9784,24,666,20,386.73,18.85,15.4 445 | 12.8023,0,18.1,0,0.74,5.854,96.6,1.8956,24,666,20,240.52,23.79,10.8 446 | 10.6718,0,18.1,0,0.74,6.459,94.8,1.9879,24,666,20,43.06,23.98,11.8 447 | 6.28807,0,18.1,0,0.74,6.341,96.4,2.072,24,666,20,318.01,17.79,14.9 448 | 9.92485,0,18.1,0,0.74,6.251,96.6,2.198,24,666,20,388.52,16.44,12.6 449 | 9.32909,0,18.1,0,0.713,6.185,98.7,2.2616,24,666,20,396.9,18.13,14.1 450 | 7.52601,0,18.1,0,0.713,6.417,98.3,2.185,24,666,20,304.21,19.31,13.0 451 | 6.71772,0,18.1,0,0.713,6.749,92.6,2.3236,24,666,20,0.32,17.44,13.4 452 | 5.44114,0,18.1,0,0.713,6.655,98.2,2.3552,24,666,20,355.29,17.73,15.2 453 | 5.09017,0,18.1,0,0.713,6.297,91.8,2.3682,24,666,20,385.09,17.27,16.1 454 | 8.24809,0,18.1,0,0.713,7.393,99.3,2.4527,24,666,20,375.87,16.74,17.8 455 | 9.51363,0,18.1,0,0.713,6.728,94.1,2.4961,24,666,20,6.68,18.71,14.9 456 | 4.75237,0,18.1,0,0.713,6.525,86.5,2.4358,24,666,20,50.92,18.13,14.1 457 | 4.66883,0,18.1,0,0.713,5.976,87.9,2.5806,24,666,20,10.48,19.01,12.7 458 | 8.20058,0,18.1,0,0.713,5.936,80.3,2.7792,24,666,20,3.5,16.94,13.5 459 | 7.75223,0,18.1,0,0.713,6.301,83.7,2.7831,24,666,20,272.21,16.23,14.9 460 | 6.80117,0,18.1,0,0.713,6.081,84.4,2.7175,24,666,20,396.9,14.7,20.0 461 | 4.81213,0,18.1,0,0.713,6.701,90.0,2.5975,24,666,20,255.23,16.42,16.4 462 | 3.69311,0,18.1,0,0.713,6.376,88.4,2.5671,24,666,20,391.43,14.65,17.7 463 | 6.65492,0,18.1,0,0.713,6.317,83.0,2.7344,24,666,20,396.9,13.99,19.5 464 | 5.82115,0,18.1,0,0.713,6.513,89.9,2.8016,24,666,20,393.82,10.29,20.2 465 | 7.83932,0,18.1,0,0.655,6.209,65.4,2.9634,24,666,20,396.9,13.22,21.4 466 | 3.1636,0,18.1,0,0.655,5.759,48.2,3.0665,24,666,20,334.4,14.13,19.9 467 | 3.77498,0,18.1,0,0.655,5.952,84.7,2.8715,24,666,20,22.01,17.15,19.0 468 | 4.42228,0,18.1,0,0.584,6.003,94.5,2.5403,24,666,20,331.29,21.32,19.1 469 | 15.5757,0,18.1,0,0.58,5.926,71.0,2.9084,24,666,20,368.74,18.13,19.1 470 | 13.0751,0,18.1,0,0.58,5.713,56.7,2.8237,24,666,20,396.9,14.76,20.1 471 | 4.34879,0,18.1,0,0.58,6.167,84.0,3.0334,24,666,20,396.9,16.29,19.9 472 | 4.03841,0,18.1,0,0.532,6.229,90.7,3.0993,24,666,20,395.33,12.87,19.6 473 | 3.56868,0,18.1,0,0.58,6.437,75.0,2.8965,24,666,20,393.37,14.36,23.2 474 | 4.64689,0,18.1,0,0.614,6.98,67.6,2.5329,24,666,20,374.68,11.66,29.8 475 | 8.05579,0,18.1,0,0.584,5.427,95.4,2.4298,24,666,20,352.58,18.14,13.8 476 | 6.39312,0,18.1,0,0.584,6.162,97.4,2.206,24,666,20,302.76,24.1,13.3 477 | 4.87141,0,18.1,0,0.614,6.484,93.6,2.3053,24,666,20,396.21,18.68,16.7 478 | 15.0234,0,18.1,0,0.614,5.304,97.3,2.1007,24,666,20,349.48,24.91,12.0 479 | 10.233,0,18.1,0,0.614,6.185,96.7,2.1705,24,666,20,379.7,18.03,14.6 480 | 14.3337,0,18.1,0,0.614,6.229,88.0,1.9512,24,666,20,383.32,13.11,21.4 481 | 5.82401,0,18.1,0,0.532,6.242,64.7,3.4242,24,666,20,396.9,10.74,23.0 482 | 5.70818,0,18.1,0,0.532,6.75,74.9,3.3317,24,666,20,393.07,7.74,23.7 483 | 5.73116,0,18.1,0,0.532,7.061,77.0,3.4106,24,666,20,395.28,7.01,25.0 484 | 2.81838,0,18.1,0,0.532,5.762,40.3,4.0983,24,666,20,392.92,10.42,21.8 485 | 2.37857,0,18.1,0,0.583,5.871,41.9,3.724,24,666,20,370.73,13.34,20.6 486 | 3.67367,0,18.1,0,0.583,6.312,51.9,3.9917,24,666,20,388.62,10.58,21.2 487 | 5.69175,0,18.1,0,0.583,6.114,79.8,3.5459,24,666,20,392.68,14.98,19.1 488 | 4.83567,0,18.1,0,0.583,5.905,53.2,3.1523,24,666,20,388.22,11.45,20.6 489 | 0.15086,0,27.74,0,0.609,5.454,92.7,1.8209,4,711,20,395.09,18.06,15.2 490 | 0.18337,0,27.74,0,0.609,5.414,98.3,1.7554,4,711,20,344.05,23.97,7.0 491 | 0.20746,0,27.74,0,0.609,5.093,98.0,1.8226,4,711,20,318.43,29.68,8.1 492 | 0.10574,0,27.74,0,0.609,5.983,98.8,1.8681,4,711,20,390.11,18.07,13.6 493 | 0.11132,0,27.74,0,0.609,5.983,83.5,2.1099,4,711,20,396.9,13.35,20.1 494 | 0.17331,0,9.69,0,0.585,5.707,54.0,2.3817,6,391,19,396.9,12.01,21.8 495 | 0.27957,0,9.69,0,0.585,5.926,42.6,2.3817,6,391,19,396.9,13.59,24.5 496 | 0.17899,0,9.69,0,0.585,5.67,28.8,2.7986,6,391,19,393.29,17.6,23.1 497 | 0.2896,0,9.69,0,0.585,5.39,72.9,2.7986,6,391,19,396.9,21.14,19.7 498 | 0.26838,0,9.69,0,0.585,5.794,70.6,2.8927,6,391,19,396.9,14.1,18.3 499 | 0.23912,0,9.69,0,0.585,6.019,65.3,2.4091,6,391,19,396.9,12.92,21.2 500 | 0.17783,0,9.69,0,0.585,5.569,73.5,2.3999,6,391,19,395.77,15.1,17.5 501 | 0.22438,0,9.69,0,0.585,6.027,79.7,2.4982,6,391,19,396.9,14.33,16.8 502 | 0.06263,0,11.93,0,0.573,6.593,69.1,2.4786,1,273,21,391.99,9.67,22.4 503 | 0.04527,0,11.93,0,0.573,6.12,76.7,2.2875,1,273,21,396.9,9.08,20.6 504 | 0.06076,0,11.93,0,0.573,6.976,91.0,2.1675,1,273,21,396.9,5.64,23.9 505 | 0.10959,0,11.93,0,0.573,6.794,89.3,2.3889,1,273,21,393.45,6.48,22.0 506 | 0.04741,0,11.93,0,0.573,6.03,80.8,2.505,1,273,21,396.9,7.88,11.9 507 | -------------------------------------------------------------------------------- /Section03/datasets-uci-iris.csv: -------------------------------------------------------------------------------- 1 | 5.1,3.5,1.4,0.2,Iris-setosa 2 | 4.9,3.0,1.4,0.2,Iris-setosa 3 | 4.7,3.2,1.3,0.2,Iris-setosa 4 | 4.6,3.1,1.5,0.2,Iris-setosa 5 | 5.0,3.6,1.4,0.2,Iris-setosa 6 | 5.4,3.9,1.7,0.4,Iris-setosa 7 | 4.6,3.4,1.4,0.3,Iris-setosa 8 | 5.0,3.4,1.5,0.2,Iris-setosa 9 | 4.4,2.9,1.4,0.2,Iris-setosa 10 | 4.9,3.1,1.5,0.1,Iris-setosa 11 | 5.4,3.7,1.5,0.2,Iris-setosa 12 | 4.8,3.4,1.6,0.2,Iris-setosa 13 | 4.8,3.0,1.4,0.1,Iris-setosa 14 | 4.3,3.0,1.1,0.1,Iris-setosa 15 | 5.8,4.0,1.2,0.2,Iris-setosa 16 | 5.7,4.4,1.5,0.4,Iris-setosa 17 | 5.4,3.9,1.3,0.4,Iris-setosa 18 | 5.1,3.5,1.4,0.3,Iris-setosa 19 | 5.7,3.8,1.7,0.3,Iris-setosa 20 | 5.1,3.8,1.5,0.3,Iris-setosa 21 | 5.4,3.4,1.7,0.2,Iris-setosa 22 | 5.1,3.7,1.5,0.4,Iris-setosa 23 | 4.6,3.6,1.0,0.2,Iris-setosa 24 | 5.1,3.3,1.7,0.5,Iris-setosa 25 | 4.8,3.4,1.9,0.2,Iris-setosa 26 | 5.0,3.0,1.6,0.2,Iris-setosa 27 | 5.0,3.4,1.6,0.4,Iris-setosa 28 | 5.2,3.5,1.5,0.2,Iris-setosa 29 | 5.2,3.4,1.4,0.2,Iris-setosa 30 | 4.7,3.2,1.6,0.2,Iris-setosa 31 | 4.8,3.1,1.6,0.2,Iris-setosa 32 | 5.4,3.4,1.5,0.4,Iris-setosa 33 | 5.2,4.1,1.5,0.1,Iris-setosa 34 | 5.5,4.2,1.4,0.2,Iris-setosa 35 | 4.9,3.1,1.5,0.1,Iris-setosa 36 | 5.0,3.2,1.2,0.2,Iris-setosa 37 | 5.5,3.5,1.3,0.2,Iris-setosa 38 | 4.9,3.1,1.5,0.1,Iris-setosa 39 | 4.4,3.0,1.3,0.2,Iris-setosa 40 | 5.1,3.4,1.5,0.2,Iris-setosa 41 | 5.0,3.5,1.3,0.3,Iris-setosa 42 | 4.5,2.3,1.3,0.3,Iris-setosa 43 | 4.4,3.2,1.3,0.2,Iris-setosa 44 | 5.0,3.5,1.6,0.6,Iris-setosa 45 | 5.1,3.8,1.9,0.4,Iris-setosa 46 | 4.8,3.0,1.4,0.3,Iris-setosa 47 | 5.1,3.8,1.6,0.2,Iris-setosa 48 | 4.6,3.2,1.4,0.2,Iris-setosa 49 | 5.3,3.7,1.5,0.2,Iris-setosa 50 | 5.0,3.3,1.4,0.2,Iris-setosa 51 | 7.0,3.2,4.7,1.4,Iris-versicolor 52 | 6.4,3.2,4.5,1.5,Iris-versicolor 53 | 6.9,3.1,4.9,1.5,Iris-versicolor 54 | 5.5,2.3,4.0,1.3,Iris-versicolor 55 | 6.5,2.8,4.6,1.5,Iris-versicolor 56 | 5.7,2.8,4.5,1.3,Iris-versicolor 57 | 6.3,3.3,4.7,1.6,Iris-versicolor 58 | 4.9,2.4,3.3,1.0,Iris-versicolor 59 | 6.6,2.9,4.6,1.3,Iris-versicolor 60 | 5.2,2.7,3.9,1.4,Iris-versicolor 61 | 5.0,2.0,3.5,1.0,Iris-versicolor 62 | 5.9,3.0,4.2,1.5,Iris-versicolor 63 | 6.0,2.2,4.0,1.0,Iris-versicolor 64 | 6.1,2.9,4.7,1.4,Iris-versicolor 65 | 5.6,2.9,3.6,1.3,Iris-versicolor 66 | 6.7,3.1,4.4,1.4,Iris-versicolor 67 | 5.6,3.0,4.5,1.5,Iris-versicolor 68 | 5.8,2.7,4.1,1.0,Iris-versicolor 69 | 6.2,2.2,4.5,1.5,Iris-versicolor 70 | 5.6,2.5,3.9,1.1,Iris-versicolor 71 | 5.9,3.2,4.8,1.8,Iris-versicolor 72 | 6.1,2.8,4.0,1.3,Iris-versicolor 73 | 6.3,2.5,4.9,1.5,Iris-versicolor 74 | 6.1,2.8,4.7,1.2,Iris-versicolor 75 | 6.4,2.9,4.3,1.3,Iris-versicolor 76 | 6.6,3.0,4.4,1.4,Iris-versicolor 77 | 6.8,2.8,4.8,1.4,Iris-versicolor 78 | 6.7,3.0,5.0,1.7,Iris-versicolor 79 | 6.0,2.9,4.5,1.5,Iris-versicolor 80 | 5.7,2.6,3.5,1.0,Iris-versicolor 81 | 5.5,2.4,3.8,1.1,Iris-versicolor 82 | 5.5,2.4,3.7,1.0,Iris-versicolor 83 | 5.8,2.7,3.9,1.2,Iris-versicolor 84 | 6.0,2.7,5.1,1.6,Iris-versicolor 85 | 5.4,3.0,4.5,1.5,Iris-versicolor 86 | 6.0,3.4,4.5,1.6,Iris-versicolor 87 | 6.7,3.1,4.7,1.5,Iris-versicolor 88 | 6.3,2.3,4.4,1.3,Iris-versicolor 89 | 5.6,3.0,4.1,1.3,Iris-versicolor 90 | 5.5,2.5,4.0,1.3,Iris-versicolor 91 | 5.5,2.6,4.4,1.2,Iris-versicolor 92 | 6.1,3.0,4.6,1.4,Iris-versicolor 93 | 5.8,2.6,4.0,1.2,Iris-versicolor 94 | 5.0,2.3,3.3,1.0,Iris-versicolor 95 | 5.6,2.7,4.2,1.3,Iris-versicolor 96 | 5.7,3.0,4.2,1.2,Iris-versicolor 97 | 5.7,2.9,4.2,1.3,Iris-versicolor 98 | 6.2,2.9,4.3,1.3,Iris-versicolor 99 | 5.1,2.5,3.0,1.1,Iris-versicolor 100 | 5.7,2.8,4.1,1.3,Iris-versicolor 101 | 6.3,3.3,6.0,2.5,Iris-virginica 102 | 5.8,2.7,5.1,1.9,Iris-virginica 103 | 7.1,3.0,5.9,2.1,Iris-virginica 104 | 6.3,2.9,5.6,1.8,Iris-virginica 105 | 6.5,3.0,5.8,2.2,Iris-virginica 106 | 7.6,3.0,6.6,2.1,Iris-virginica 107 | 4.9,2.5,4.5,1.7,Iris-virginica 108 | 7.3,2.9,6.3,1.8,Iris-virginica 109 | 6.7,2.5,5.8,1.8,Iris-virginica 110 | 7.2,3.6,6.1,2.5,Iris-virginica 111 | 6.5,3.2,5.1,2.0,Iris-virginica 112 | 6.4,2.7,5.3,1.9,Iris-virginica 113 | 6.8,3.0,5.5,2.1,Iris-virginica 114 | 5.7,2.5,5.0,2.0,Iris-virginica 115 | 5.8,2.8,5.1,2.4,Iris-virginica 116 | 6.4,3.2,5.3,2.3,Iris-virginica 117 | 6.5,3.0,5.5,1.8,Iris-virginica 118 | 7.7,3.8,6.7,2.2,Iris-virginica 119 | 7.7,2.6,6.9,2.3,Iris-virginica 120 | 6.0,2.2,5.0,1.5,Iris-virginica 121 | 6.9,3.2,5.7,2.3,Iris-virginica 122 | 5.6,2.8,4.9,2.0,Iris-virginica 123 | 7.7,2.8,6.7,2.0,Iris-virginica 124 | 6.3,2.7,4.9,1.8,Iris-virginica 125 | 6.7,3.3,5.7,2.1,Iris-virginica 126 | 7.2,3.2,6.0,1.8,Iris-virginica 127 | 6.2,2.8,4.8,1.8,Iris-virginica 128 | 6.1,3.0,4.9,1.8,Iris-virginica 129 | 6.4,2.8,5.6,2.1,Iris-virginica 130 | 7.2,3.0,5.8,1.6,Iris-virginica 131 | 7.4,2.8,6.1,1.9,Iris-virginica 132 | 7.9,3.8,6.4,2.0,Iris-virginica 133 | 6.4,2.8,5.6,2.2,Iris-virginica 134 | 6.3,2.8,5.1,1.5,Iris-virginica 135 | 6.1,2.6,5.6,1.4,Iris-virginica 136 | 7.7,3.0,6.1,2.3,Iris-virginica 137 | 6.3,3.4,5.6,2.4,Iris-virginica 138 | 6.4,3.1,5.5,1.8,Iris-virginica 139 | 6.0,3.0,4.8,1.8,Iris-virginica 140 | 6.9,3.1,5.4,2.1,Iris-virginica 141 | 6.7,3.1,5.6,2.4,Iris-virginica 142 | 6.9,3.1,5.1,2.3,Iris-virginica 143 | 5.8,2.7,5.1,1.9,Iris-virginica 144 | 6.8,3.2,5.9,2.3,Iris-virginica 145 | 6.7,3.3,5.7,2.5,Iris-virginica 146 | 6.7,3.0,5.2,2.3,Iris-virginica 147 | 6.3,2.5,5.0,1.9,Iris-virginica 148 | 6.5,3.0,5.2,2.0,Iris-virginica 149 | 6.2,3.4,5.4,2.3,Iris-virginica 150 | 5.9,3.0,5.1,1.8,Iris-virginica 151 | -------------------------------------------------------------------------------- /Section04/cadata.pickle: -------------------------------------------------------------------------------- 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