├── README.md ├── linear_regression.cpp ├── test_data.txt └── train_data.txt /README.md: -------------------------------------------------------------------------------- 1 | # linear_regression 2 | 多元变量的线性回归——梯度下降（房价预测） 3 | -------------------------------------------------------------------------------- /linear_regression.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jaheel/linear_regression/HEAD/linear_regression.cpp -------------------------------------------------------------------------------- /test_data.txt: -------------------------------------------------------------------------------- 1 | 0.693 5.987 1.5888 20.2 5.6 2 | 0.693 6.343 1.5741 20.2 7.2 3 | 0.693 6.404 1.639 20.2 12.1 4 | 0.693 5.349 1.7028 20.2 8.3 5 | 0.693 5.531 1.6074 20.2 8.5 6 | 0.693 5.683 1.4254 20.2 5 7 | 0.659 4.138 1.1781 20.2 11.9 8 | 0.659 5.608 1.2852 20.2 27.9 9 | 0.597 5.617 1.4547 20.2 17.2 10 | 0.597 6.852 1.4655 20.2 27.5 11 | 0.597 5.757 1.413 20.2 15 12 | 0.597 6.657 1.5275 20.2 17.2 13 | 0.597 4.628 1.5539 20.2 17.9 14 | 0.597 5.155 1.5894 20.2 16.3 15 | 0.693 4.519 1.6582 20.2 7 16 | 0.679 6.434 1.8347 20.2 7.2 17 | 0.679 6.782 1.8195 20.2 7.5 18 | 0.679 5.304 1.6475 20.2 10.4 19 | 0.679 5.957 1.8026 20.2 8.8 20 | 0.718 6.824 1.794 20.2 8.4 21 | 0.718 6.411 1.8589 20.2 16.7 22 | 0.718 6.006 1.8746 20.2 14.2 23 | 0.614 5.648 1.9512 20.2 20.8 24 | 0.614 6.103 2.0218 20.2 13.4 25 | 0.584 5.565 2.0635 20.2 11.7 26 | 0.679 5.896 1.9096 20.2 8.3 27 | 0.584 5.837 1.9976 20.2 10.2 28 | 0.679 6.202 1.8629 20.2 10.9 29 | 0.679 6.193 1.9356 20.2 11 30 | 0.679 6.38 1.9682 20.2 9.5 31 | 0.584 6.348 2.0527 20.2 14.5 32 | 0.584 6.833 2.0882 20.2 14.1 33 | 0.584 6.425 2.2004 20.2 16.1 34 | 0.713 6.436 2.3158 20.2 14.3 35 | 0.713 6.208 2.2222 20.2 11.7 36 | 0.74 6.629 2.1247 20.2 13.4 37 | 0.74 6.461 2.0026 20.2 9.6 38 | 0.74 6.152 1.9142 20.2 8.7 39 | 0.74 5.935 1.8206 20.2 8.4 40 | 0.74 5.627 1.8172 20.2 12.8 41 | 0.74 5.818 1.8662 20.2 10.5 42 | 0.74 6.406 2.0651 20.2 17.1 43 | 0.74 6.219 2.0048 20.2 18.4 44 | 0.74 6.485 1.9784 20.2 15.4 45 | 0.74 5.854 1.8956 20.2 10.8 46 | 0.74 6.459 1.9879 20.2 11.8 47 | 0.74 6.341 2.072 20.2 14.9 48 | 0.74 6.251 2.198 20.2 12.6 49 | 0.713 6.185 2.2616 20.2 14.1 50 | 0.713 6.417 2.185 20.2 13 51 | 0.713 6.749 2.3236 20.2 13.4 52 | 0.713 6.655 2.3552 20.2 15.2 53 | 0.713 6.297 2.3682 20.2 16.1 54 | 0.713 7.393 2.4527 20.2 17.8 55 | 0.713 6.728 2.4961 20.2 14.9 56 | 0.713 6.525 2.4358 20.2 14.1 57 | 0.713 5.976 2.5806 20.2 12.7 58 | 0.713 5.936 2.7792 20.2 13.5 59 | 0.713 6.301 2.7831 20.2 14.9 60 | 0.713 6.081 2.7175 20.2 20 61 | 0.713 6.701 2.5975 20.2 16.4 62 | 0.713 6.376 2.5671 20.2 17.7 63 | 0.713 6.317 2.7344 20.2 19.5 64 | 0.713 6.513 2.8016 20.2 20.2 65 | 0.655 6.209 2.9634 20.2 21.4 66 | 0.655 5.759 3.0665 20.2 19.9 67 | 0.655 5.952 2.8715 20.2 19 68 | 0.584 6.003 2.5403 20.2 19.1 69 | 0.58 5.926 2.9084 20.2 19.1 70 | 0.58 5.713 2.8237 20.2 20.1 71 | 0.58 6.167 3.0334 20.2 19.9 72 | 0.532 6.229 3.0993 20.2 19.6 73 | 0.58 6.437 2.8965 20.2 23.2 74 | 0.614 6.98 2.5329 20.2 29.8 75 | 0.584 5.427 2.4298 20.2 13.8 76 | 0.584 6.162 2.206 20.2 13.3 77 | 0.614 6.484 2.3053 20.2 16.7 78 | 0.614 5.304 2.1007 20.2 12 79 | 0.614 6.185 2.1705 20.2 14.6 80 | 0.614 6.229 1.9512 20.2 21.4 81 | 0.532 6.242 3.4242 20.2 23 82 | 0.532 6.75 3.3317 20.2 23.7 83 | 0.532 7.061 3.4106 20.2 25 84 | 0.532 5.762 4.0983 20.2 21.8 85 | 0.583 5.871 3.724 20.2 20.6 86 | 0.583 6.312 3.9917 20.2 21.2 87 | 0.583 6.114 3.5459 20.2 19.1 88 | 0.583 5.905 3.1523 20.2 20.6 89 | 0.609 5.454 1.8209 20.1 15.2 90 | 0.609 5.414 1.7554 20.1 7 91 | 0.609 5.093 1.8226 20.1 8.1 92 | 0.609 5.983 1.8681 20.1 13.6 93 | 0.609 5.983 2.1099 20.1 20.1 94 | 0.585 5.707 2.3817 19.2 21.8 95 | 0.585 5.926 2.3817 19.2 24.5 96 | 0.585 5.67 2.7986 19.2 23.1 97 | 0.585 5.39 2.7986 19.2 19.7 98 | 0.585 5.794 2.8927 19.2 18.3 99 | 0.585 6.019 2.4091 19.2 21.2 100 | 0.585 5.569 2.3999 19.2 17.5 -------------------------------------------------------------------------------- /train_data.txt: -------------------------------------------------------------------------------- 1 | 0.538 6.575 4.09 15.3 24 2 | 0.469 6.421 4.9671 17.8 21.6 3 | 0.469 7.185 4.9671 17.8 34.7 4 | 0.458 6.998 6.0622 18.7 33.4 5 | 0.458 7.147 6.0622 18.7 36.2 6 | 0.458 6.43 6.0622 18.7 28.7 7 | 0.524 6.012 5.5605 15.2 22.9 8 | 0.524 6.172 5.9505 15.2 27.1 9 | 0.524 5.631 6.0821 15.2 16.5 10 | 0.524 6.004 6.5921 15.2 18.9 11 | 0.524 6.377 6.3467 15.2 15 12 | 0.524 6.009 6.2267 15.2 18.9 13 | 0.524 5.889 5.4509 15.2 21.7 14 | 0.538 5.949 4.7075 21 20.4 15 | 0.538 6.096 4.4619 21 18.2 16 | 0.538 5.834 4.4986 21 19.9 17 | 0.538 5.935 4.4986 21 23.1 18 | 0.538 5.99 4.2579 21 17.5 19 | 0.538 5.456 3.7965 21 20.2 20 | 0.538 5.727 3.7965 21 18.2 21 | 0.538 5.57 3.7979 21 13.6 22 | 0.538 5.965 4.0123 21 19.6 23 | 0.538 6.142 3.9769 21 15.2 24 | 0.538 5.813 4.0952 21 14.5 25 | 0.538 5.924 4.3996 21 15.6 26 | 0.538 5.599 4.4546 21 13.9 27 | 0.538 5.813 4.682 21 16.6 28 | 0.538 6.047 4.4534 21 14.8 29 | 0.538 6.495 4.4547 21 18.4 30 | 0.538 6.674 4.239 21 21 31 | 0.538 5.713 4.233 21 12.7 32 | 0.538 6.072 4.175 21 14.5 33 | 0.538 5.95 3.99 21 13.2 34 | 0.538 5.701 3.7872 21 13.1 35 | 0.538 6.096 3.7598 21 13.5 36 | 0.499 5.933 3.3603 19.2 18.9 37 | 0.499 5.841 3.3779 19.2 20 38 | 0.499 5.85 3.9342 19.2 21 39 | 0.499 5.966 3.8473 19.2 24.7 40 | 0.428 6.595 5.4011 18.3 30.8 41 | 0.428 7.024 5.4011 18.3 34.9 42 | 0.448 6.77 5.7209 17.9 26.6 43 | 0.448 6.169 5.7209 17.9 25.3 44 | 0.448 6.211 5.7209 17.9 24.7 45 | 0.448 6.069 5.7209 17.9 21.2 46 | 0.448 5.682 5.1004 17.9 19.3 47 | 0.448 5.786 5.1004 17.9 20 48 | 0.448 6.03 5.6894 17.9 16.6 49 | 0.448 5.399 5.87 17.9 14.4 50 | 0.448 5.602 6.0877 17.9 19.4 51 | 0.439 5.963 6.8147 16.8 19.7 52 | 0.439 6.115 6.8147 16.8 20.5 53 | 0.439 6.511 6.8147 16.8 25 54 | 0.439 5.998 6.8147 16.8 23.4 55 | 0.41 5.888 7.3197 21.1 18.9 56 | 0.403 7.249 8.6966 17.9 35.4 57 | 0.41 6.383 9.1876 17.3 24.7 58 | 0.411 6.816 8.3248 15.1 31.6 59 | 0.453 6.145 7.8148 19.7 23.3 60 | 0.453 5.927 6.932 19.7 19.6 61 | 0.453 5.741 7.2254 19.7 18.7 62 | 0.453 5.966 6.8185 19.7 16 63 | 0.453 6.456 7.2255 19.7 22.2 64 | 0.453 6.762 7.9809 19.7 25 65 | 0.4161 7.104 9.2229 18.6 33 66 | 0.398 6.29 6.6115 16.1 23.5 67 | 0.398 5.787 6.6115 16.1 19.4 68 | 0.409 5.878 6.498 18.9 22 69 | 0.409 5.594 6.498 18.9 17.4 70 | 0.409 5.885 6.498 18.9 20.9 71 | 0.413 6.417 5.2873 19.2 24.2 72 | 0.413 5.961 5.2873 19.2 21.7 73 | 0.413 6.065 5.2873 19.2 22.8 74 | 0.413 6.245 5.2873 19.2 23.4 75 | 0.437 6.273 4.2515 18.7 24.1 76 | 0.437 6.286 4.5026 18.7 21.4 77 | 0.437 6.279 4.0522 18.7 20 78 | 0.437 6.14 4.0905 18.7 20.8 79 | 0.437 6.232 5.0141 18.7 21.2 80 | 0.437 5.874 4.5026 18.7 20.3 81 | 0.426 6.727 5.4007 19 28 82 | 0.426 6.619 5.4007 19 23.9 83 | 0.426 6.302 5.4007 19 24.8 84 | 0.426 6.167 5.4007 19 22.9 85 | 0.449 6.389 4.7794 18.5 23.9 86 | 0.449 6.63 4.4377 18.5 26.6 87 | 0.449 6.015 4.4272 18.5 22.5 88 | 0.449 6.121 3.7476 18.5 22.2 89 | 0.489 7.007 3.4217 17.8 23.6 90 | 0.489 7.079 3.4145 17.8 28.7 91 | 0.489 6.417 3.0923 17.8 22.6 92 | 0.489 6.405 3.0921 17.8 22 93 | 0.464 6.442 3.6659 18.2 22.9 94 | 0.464 6.211 3.6659 18.2 25 95 | 0.464 6.249 3.615 18.2 20.6 96 | 0.445 6.625 3.4952 18 28.4 97 | 0.445 6.163 3.4952 18 21.4 98 | 0.445 8.069 3.4952 18 38.7 99 | 0.445 7.82 3.4952 18 43.8 100 | 0.445 7.416 3.4952 18 33.2 101 | 0.52 6.727 2.7778 20.9 27.5 102 | 0.52 6.781 2.8561 20.9 26.5 103 | 0.52 6.405 2.7147 20.9 18.6 104 | 0.52 6.137 2.7147 20.9 19.3 105 | 0.52 6.167 2.421 20.9 20.1 106 | 0.52 5.851 2.1069 20.9 19.5 107 | 0.52 5.836 2.211 20.9 19.5 108 | 0.52 6.127 2.1224 20.9 20.4 109 | 0.52 6.474 2.4329 20.9 19.8 110 | 0.52 6.229 2.5451 20.9 19.4 111 | 0.52 6.195 2.7778 20.9 21.7 112 | 0.547 6.715 2.6775 17.8 22.8 113 | 0.547 5.913 2.3534 17.8 18.8 114 | 0.547 6.092 2.548 17.8 18.7 115 | 0.547 6.254 2.2565 17.8 18.5 116 | 0.547 5.928 2.4631 17.8 18.3 117 | 0.547 6.176 2.7301 17.8 21.2 118 | 0.547 6.021 2.7474 17.8 19.2 119 | 0.547 5.872 2.4775 17.8 20.4 120 | 0.547 5.731 2.7592 17.8 19.3 121 | 0.581 5.87 2.2577 19.1 22 122 | 0.581 6.004 2.1974 19.1 20.3 123 | 0.581 5.961 2.0869 19.1 20.5 124 | 0.581 5.856 1.9444 19.1 17.3 125 | 0.581 5.879 2.0063 19.1 18.8 126 | 0.581 5.986 1.9929 19.1 21.4 127 | 0.581 5.613 1.7572 19.1 15.7 128 | 0.624 5.693 1.7883 21.2 16.2 129 | 0.624 6.431 1.8125 21.2 18 130 | 0.624 5.637 1.9799 21.2 14.3 131 | 0.624 6.458 2.1185 21.2 19.2 132 | 0.624 6.326 2.271 21.2 19.6 133 | 0.624 6.372 2.3274 21.2 23 134 | 0.624 5.822 2.4699 21.2 18.4 135 | 0.624 5.757 2.346 21.2 15.6 136 | 0.624 6.335 2.1107 21.2 18.1 137 | 0.624 5.942 1.9669 21.2 17.4 138 | 0.624 6.454 1.8498 21.2 17.1 139 | 0.624 5.857 1.6686 21.2 13.3 140 | 0.624 6.151 1.6687 21.2 17.8 141 | 0.624 6.174 1.6119 21.2 14 142 | 0.624 5.019 1.4394 21.2 14.4 143 | 0.871 5.403 1.3216 14.7 13.4 144 | 0.871 5.468 1.4118 14.7 15.6 145 | 0.871 4.903 1.3459 14.7 11.8 146 | 0.871 6.13 1.4191 14.7 13.8 147 | 0.871 5.628 1.5166 14.7 15.6 148 | 0.871 4.926 1.4608 14.7 14.6 149 | 0.871 5.186 1.5296 14.7 17.8 150 | 0.871 5.597 1.5257 14.7 15.4 151 | 0.871 6.122 1.618 14.7 21.5 152 | 0.871 5.404 1.5916 14.7 19.6 153 | 0.871 5.012 1.6102 14.7 15.3 154 | 0.871 5.709 1.6232 14.7 19.4 155 | 0.871 6.129 1.7494 14.7 17 156 | 0.871 6.152 1.7455 14.7 15.6 157 | 0.871 5.272 1.7364 14.7 13.1 158 | 0.605 6.943 1.8773 14.7 41.3 159 | 0.605 6.066 1.7573 14.7 24.3 160 | 0.871 6.51 1.7659 14.7 23.3 161 | 0.605 6.25 1.7984 14.7 27 162 | 0.605 7.489 1.9709 14.7 50 163 | 0.605 7.802 2.0407 14.7 50 164 | 0.605 8.375 2.162 14.7 50 165 | 0.605 5.854 2.422 14.7 22.7 166 | 0.605 6.101 2.2834 14.7 25 167 | 0.605 7.929 2.0459 14.7 50 168 | 0.605 5.877 2.4259 14.7 23.8 169 | 0.605 6.319 2.1 14.7 23.8 170 | 0.605 6.402 2.2625 14.7 22.3 171 | 0.605 5.875 2.4259 14.7 17.4 172 | 0.605 5.88 2.3887 14.7 19.1 173 | 0.51 5.572 2.5961 16.6 23.1 174 | 0.51 6.416 2.6463 16.6 23.6 175 | 0.51 5.859 2.7019 16.6 22.6 176 | 0.51 6.546 3.1323 16.6 29.4 177 | 0.51 6.02 3.5549 16.6 23.2 178 | 0.51 6.315 3.3175 16.6 24.6 179 | 0.51 6.86 2.9153 16.6 29.9 180 | 0.488 6.98 2.829 17.8 37.2 181 | 0.488 7.765 2.741 17.8 39.8 182 | 0.488 6.144 2.5979 17.8 36.2 183 | 0.488 7.155 2.7006 17.8 37.9 184 | 0.488 6.563 2.847 17.8 32.5 185 | 0.488 5.604 2.9879 17.8 26.4 186 | 0.488 6.153 3.2797 17.8 29.6 187 | 0.488 7.831 3.1992 17.8 50 188 | 0.437 6.782 3.7886 15.2 32 189 | 0.437 6.556 4.5667 15.2 29.8 190 | 0.437 7.185 4.5667 15.2 34.9 191 | 0.437 6.951 6.4798 15.2 37 192 | 0.437 6.739 6.4798 15.2 30.5 193 | 0.437 7.178 6.4798 15.2 36.4 194 | 0.401 6.8 6.2196 15.6 31.1 195 | 0.401 6.604 6.2196 15.6 29.1 196 | 0.422 7.875 5.6484 14.4 50 197 | 0.404 7.287 7.309 12.6 33.3 198 | 0.404 7.107 7.309 12.6 30.3 199 | 0.404 7.274 7.309 12.6 34.6 200 | 0.403 6.975 7.6534 17 34.9 201 | 0.403 7.135 7.6534 17 32.9 202 | 0.415 6.162 6.27 14.7 24.1 203 | 0.415 7.61 6.27 14.7 42.3 204 | 0.4161 7.853 5.118 14.7 48.5 205 | 0.4161 8.034 5.118 14.7 50 206 | 0.489 5.891 3.9454 18.6 22.6 207 | 0.489 6.326 4.3549 18.6 24.4 208 | 0.489 5.783 4.3549 18.6 22.5 209 | 0.489 6.064 4.2392 18.6 24.4 210 | 0.489 5.344 3.875 18.6 20 211 | 0.489 5.96 3.8771 18.6 21.7 212 | 0.489 5.404 3.665 18.6 19.3 213 | 0.489 5.807 3.6526 18.6 22.4 214 | 0.489 6.375 3.9454 18.6 28.1 215 | 0.489 5.412 3.5875 18.6 23.7 216 | 0.489 6.182 3.9454 18.6 25 217 | 0.55 5.888 3.1121 16.4 23.3 218 | 0.55 6.642 3.4211 16.4 28.7 219 | 0.55 5.951 2.8893 16.4 21.5 220 | 0.55 6.373 3.3633 16.4 23 221 | 0.507 6.951 2.8617 17.4 26.7 222 | 0.507 6.164 3.048 17.4 21.7 223 | 0.507 6.879 3.2721 17.4 27.5 224 | 0.507 6.618 3.2721 17.4 30.1 225 | 0.504 8.266 2.8944 17.4 44.8 226 | 0.504 8.725 2.8944 17.4 50 227 | 0.504 8.04 3.2157 17.4 37.6 228 | 0.504 7.163 3.2157 17.4 31.6 229 | 0.504 7.686 3.3751 17.4 46.7 230 | 0.504 6.552 3.3751 17.4 31.5 231 | 0.504 5.981 3.6715 17.4 24.3 232 | 0.504 7.412 3.6715 17.4 31.7 233 | 0.507 8.337 3.8384 17.4 41.7 234 | 0.507 8.247 3.6519 17.4 48.3 235 | 0.507 6.726 3.6519 17.4 29 236 | 0.507 6.086 3.6519 17.4 24 237 | 0.507 6.631 4.148 17.4 25.1 238 | 0.507 7.358 4.148 17.4 31.5 239 | 0.428 6.481 6.1899 16.6 23.7 240 | 0.428 6.606 6.1899 16.6 23.3 241 | 0.428 6.897 6.3361 16.6 22 242 | 0.428 6.095 6.3361 16.6 20.1 243 | 0.428 6.358 7.0355 16.6 22.2 244 | 0.428 6.393 7.0355 16.6 23.7 245 | 0.431 5.593 7.9549 19.1 17.6 246 | 0.431 5.605 7.9549 19.1 18.5 247 | 0.431 6.108 8.0555 19.1 24.3 248 | 0.431 6.226 8.0555 19.1 20.5 249 | 0.431 6.433 7.8265 19.1 24.5 250 | 0.431 6.718 7.8265 19.1 26.2 251 | 0.431 6.487 7.3967 19.1 24.4 252 | 0.431 6.438 7.3967 19.1 24.8 253 | 0.431 6.957 8.9067 19.1 29.6 254 | 0.431 8.259 8.9067 19.1 42.8 255 | 0.392 6.108 9.2203 16.4 21.9 256 | 0.392 5.876 9.2203 16.4 20.9 257 | 0.394 7.454 6.3361 15.9 44 258 | 0.647 8.704 1.801 13 50 259 | 0.647 7.333 1.8946 13 36 260 | 0.647 6.842 2.0107 13 30.1 261 | 0.647 7.203 2.1121 13 33.8 262 | 0.647 7.52 2.1398 13 43.1 263 | 0.647 8.398 2.2885 13 48.8 264 | 0.647 7.327 2.0788 13 31 265 | 0.647 7.206 1.9301 13 36.5 266 | 0.647 5.56 1.9865 13 22.8 267 | 0.647 7.014 2.1329 13 30.7 268 | 0.575 8.297 2.4216 13 50 269 | 0.575 7.47 2.872 13 43.5 270 | 0.464 5.92 3.9175 18.6 20.7 271 | 0.464 5.856 4.429 18.6 21.1 272 | 0.464 6.24 4.429 18.6 25.2 273 | 0.464 6.538 3.9175 18.6 24.4 274 | 0.464 7.691 4.3665 18.6 35.2 275 | 0.447 6.758 4.0776 17.6 32.4 276 | 0.447 6.854 4.2673 17.6 32 277 | 0.447 7.267 4.7872 17.6 33.2 278 | 0.447 6.826 4.8628 17.6 33.1 279 | 0.447 6.482 4.1403 17.6 29.1 280 | 0.4429 6.812 4.1007 14.9 35.1 281 | 0.4429 7.82 4.6947 14.9 45.4 282 | 0.4429 6.968 5.2447 14.9 35.4 283 | 0.4429 7.645 5.2119 14.9 46 284 | 0.401 7.923 5.885 13.6 50 285 | 0.4 7.088 7.3073 15.3 32.2 286 | 0.389 6.453 7.3073 15.3 22 287 | 0.385 6.23 9.0892 18.2 20.1 288 | 0.405 6.209 7.3172 16.6 23.2 289 | 0.405 6.315 7.3172 16.6 22.3 290 | 0.405 6.565 7.3172 16.6 24.8 291 | 0.411 6.861 5.1167 19.2 28.5 292 | 0.411 7.148 5.1167 19.2 37.3 293 | 0.411 6.63 5.1167 19.2 27.9 294 | 0.437 6.127 5.5027 16 23.9 295 | 0.437 6.009 5.5027 16 21.7 296 | 0.437 6.678 5.9604 16 28.6 297 | 0.437 6.549 5.9604 16 27.1 298 | 0.437 5.79 6.32 16 20.3 299 | 0.4 6.345 7.8278 14.8 22.5 300 | 0.4 7.041 7.8278 14.8 29 301 | 0.4 6.871 7.8278 14.8 24.8 302 | 0.433 6.59 5.4917 16.1 22 303 | 0.433 6.495 5.4917 16.1 26.4 304 | 0.433 6.982 5.4917 16.1 33.1 305 | 0.472 7.236 4.022 18.4 36.1 306 | 0.472 6.616 3.37 18.4 28.4 307 | 0.472 7.42 3.0992 18.4 33.4 308 | 0.472 6.849 3.1827 18.4 28.2 309 | 0.544 6.635 3.3175 18.4 22.8 310 | 0.544 5.972 3.1025 18.4 20.3 311 | 0.544 4.973 2.5194 18.4 16.1 312 | 0.544 6.122 2.6403 18.4 22.1 313 | 0.544 6.023 2.834 18.4 19.4 314 | 0.544 6.266 3.2628 18.4 21.6 315 | 0.544 6.567 3.6023 18.4 23.8 316 | 0.544 5.705 3.945 18.4 16.2 317 | 0.544 5.914 3.9986 18.4 17.8 318 | 0.544 5.782 4.0317 18.4 19.8 319 | 0.544 6.382 3.5325 18.4 23.1 320 | 0.544 6.113 4.0019 18.4 21 321 | 0.493 6.426 4.5404 19.6 23.8 322 | 0.493 6.376 4.5404 19.6 23.1 323 | 0.493 6.041 4.7211 19.6 20.4 324 | 0.493 5.708 4.7211 19.6 18.5 325 | 0.493 6.415 4.7211 19.6 25 326 | 0.493 6.431 5.4159 19.6 24.6 327 | 0.493 6.312 5.4159 19.6 23 328 | 0.493 6.083 5.4159 19.6 22.2 329 | 0.46 5.868 5.2146 16.9 19.3 330 | 0.46 6.333 5.2146 16.9 22.6 331 | 0.46 6.144 5.8736 16.9 19.8 332 | 0.4379 5.706 6.6407 16.9 17.1 333 | 0.4379 6.031 6.6407 16.9 19.4 334 | 0.515 6.316 6.4584 20.2 22.2 335 | 0.515 6.31 6.4584 20.2 20.7 336 | 0.515 6.037 5.9853 20.2 21.1 337 | 0.515 5.869 5.2311 20.2 19.5 338 | 0.515 5.895 5.615 20.2 18.5 339 | 0.515 6.059 4.8122 20.2 20.6 340 | 0.515 5.985 4.8122 20.2 19 341 | 0.515 5.968 4.8122 20.2 18.7 342 | 0.442 7.241 7.0379 15.5 32.7 343 | 0.518 6.54 6.2669 15.9 16.5 344 | 0.484 6.696 5.7321 17.6 23.9 345 | 0.484 6.874 6.4654 17.6 31.2 346 | 0.442 6.014 8.0136 18.8 17.5 347 | 0.442 5.898 8.0136 18.8 17.2 348 | 0.429 6.516 8.5353 17.9 23.1 349 | 0.435 6.635 8.344 17 24.5 350 | 0.429 6.939 8.7921 19.7 26.6 351 | 0.429 6.49 8.7921 19.7 22.9 352 | 0.411 6.579 10.7103 18.3 24.1 353 | 0.411 5.884 10.7103 18.3 18.6 354 | 0.41 6.728 12.1265 17 30.1 355 | 0.413 5.663 10.5857 22 18.2 356 | 0.413 5.936 10.5857 22 20.6 357 | 0.77 6.212 2.1222 20.2 17.8 358 | 0.77 6.395 2.5052 20.2 21.7 359 | 0.77 6.127 2.7227 20.2 22.7 360 | 0.77 6.112 2.5091 20.2 22.6 361 | 0.77 6.398 2.5182 20.2 25 362 | 0.77 6.251 2.2955 20.2 19.9 363 | 0.77 5.362 2.1036 20.2 20.8 364 | 0.77 5.803 1.9047 20.2 16.8 365 | 0.718 8.78 1.9047 20.2 21.9 366 | 0.718 3.561 1.6132 20.2 27.5 367 | 0.718 4.963 1.7523 20.2 21.9 368 | 0.631 3.863 1.5106 20.2 23.1 369 | 0.631 4.97 1.3325 20.2 50 370 | 0.631 6.683 1.3567 20.2 50 371 | 0.631 7.016 1.2024 20.2 50 372 | 0.631 6.216 1.1691 20.2 50 373 | 0.668 5.875 1.1296 20.2 50 374 | 0.668 4.906 1.1742 20.2 13.8 375 | 0.668 4.138 1.137 20.2 13.8 376 | 0.671 7.313 1.3163 20.2 15 377 | 0.671 6.649 1.3449 20.2 13.9 378 | 0.671 6.794 1.358 20.2 13.3 379 | 0.671 6.38 1.3861 20.2 13.1 380 | 0.671 6.223 1.3861 20.2 10.2 381 | 0.671 6.968 1.4165 20.2 10.4 382 | 0.671 6.545 1.5192 20.2 10.9 383 | 0.7 5.536 1.5804 20.2 11.3 384 | 0.7 5.52 1.5331 20.2 12.3 385 | 0.7 4.368 1.4395 20.2 8.8 386 | 0.7 5.277 1.4261 20.2 7.2 387 | 0.7 4.652 1.4672 20.2 10.5 388 | 0.7 5 1.5184 20.2 7.4 389 | 0.7 4.88 1.5895 20.2 10.2 390 | 0.7 5.39 1.7281 20.2 11.5 391 | 0.7 5.713 1.9265 20.2 15.1 392 | 0.7 6.051 2.1678 20.2 23.2 393 | 0.7 5.036 1.77 20.2 9.7 394 | 0.693 6.193 1.7912 20.2 13.8 395 | 0.693 5.887 1.7821 20.2 12.7 396 | 0.693 6.471 1.7257 20.2 13.1 397 | 0.693 6.405 1.6768 20.2 12.5 398 | 0.693 5.747 1.6334 20.2 8.5 399 | 0.693 5.453 1.4896 20.2 5 400 | 0.693 5.852 1.5004 20.2 6.3 --------------------------------------------------------------------------------