"1. Title: Boston Housing Data 2. Sources: (a) Origin: This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University. (b) Creator: Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the demand for clean air', J. Environ. Economics & Management, vol.5, 81-102, 1978. (c) Date: July 7, 1993 3. Past Usage: - Used in Belsley, Kuh & Welsch, 'Regression diagnostics ...', Wiley, 1980. N.B. Various transformations are used in the table on pages 244-261. - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann. 4. Relevant Information: Concerns housing values in suburbs of Boston. 5. Number of Instances: 506 6. Number of Attributes: 13 continuous attributes (including \"class\" attribute \"MEDV\"), 1 binary-valued attribute. 7. Attribute Information: 1. CRIM per capita crime rate by town 2. ZN proportion of residential land zoned for lots over 25,000 sq.ft. 3. INDUS proportion of non-retail business acres per town 4. CHAS Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) 5. NOX nitric oxides concentration (parts per 10 million) 6. RM average number of rooms per dwelling 7. AGE proportion of owner-occupied units built prior to 1940 8. DIS weighted distances to five Boston employment centres 9. RAD index of accessibility to radial highways 10. TAX full-value property-tax rate per $10,000 11. PTRATIO pupil-teacher ratio by town 12. B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town 13. LSTAT % lower status of the population 14. MEDV Median value of owner-occupied homes in $1000's 8. Missing Attribute Values: None. " "0" "'housing'" 0.00632 0.02731 0.02729 0.03237 0.06905 0.02985 0.08829 0.14455 0.21124 0.17004 0.22489 0.11747 0.09378 0.62976 0.63796 0.62739 1.05393 0.7842 0.80271 0.7258 1.25179 0.85204 1.23247 0.98843 0.75026 0.84054 0.67191 0.95577 0.77299 1.00245 1.13081 1.35472 1.38799 1.15172 1.61282 0.06417 0.09744 0.08014 0.17505 0.02763 0.03359 0.12744 0.1415 0.15936 0.12269 0.17142 0.18836 0.22927 0.25387 0.21977 0.08873 0.04337 0.0536 0.04981 0.0136 0.01311 0.02055 0.01432 0.15445 0.10328 0.14932 0.17171 0.11027 0.1265 0.01951 0.03584 0.04379 0.05789 0.13554 0.12816 0.08826 0.15876 0.09164 0.19539 0.07896 0.09512 0.10153 0.08707 0.05646 0.08387 0.04113 0.04462 0.03659 0.03551 0.05059 0.05735 0.05188 0.07151 0.0566 0.05302 0.04684 0.03932 0.04203 0.02875 0.04294 0.12204 0.11504 0.12083 0.08187 0.0686 0.14866 0.11432 0.22876 0.21161 0.1396 0.13262 0.1712 0.13117 0.12802 0.26363 0.10793 0.10084 0.12329 0.22212 0.14231 0.17134 0.13158 0.15098 0.13058 0.14476 0.06899 0.07165 0.09299 0.15038 0.09849 0.16902 0.38735 0.25915 0.32543 0.88125 0.34006 1.19294 0.59005 0.32982 0.97617 0.55778 0.32264 0.35233 0.2498 0.54452 0.2909 1.62864 3.32105 4.0974 2.77974 2.37934 2.15505 2.36862 2.33099 2.73397 1.6566 1.49632 1.12658 2.14918 1.41385 3.53501 2.44668 1.22358 1.34284 1.42502 1.27346 1.46336 1.83377 1.51902 2.24236 2.924 2.01019 1.80028 2.3004 2.44953 1.20742 2.3139 0.13914 0.09178 0.08447 0.06664 0.07022 0.05425 0.06642 0.0578 0.06588 0.06888 0.09103 0.10008 0.08308 0.06047 0.05602 0.07875 0.12579 0.0837 0.09068 0.06911 0.08664 0.02187 0.01439 0.01381 0.04011 0.04666 0.03768 0.0315 0.01778 0.03445 0.02177 0.0351 0.02009 0.13642 0.22969 0.25199 0.13587 0.43571 0.17446 0.37578 0.21719 0.14052 0.28955 0.19802 0.0456 0.07013 0.11069 0.11425 0.35809 0.40771 0.62356 0.6147 0.31533 0.52693 0.38214 0.41238 0.29819 0.44178 0.537 0.46296 0.57529 0.33147 0.44791 0.33045 0.52058 0.51183 0.08244 0.09252 0.11329 0.10612 0.1029 0.12757 0.20608 0.19133 0.33983 0.19657 0.16439 0.19073 0.1403 0.21409 0.08221 0.36894 0.04819 0.03548 0.01538 0.61154 0.66351 0.65665 0.54011 0.53412 0.52014 0.82526 0.55007 0.76162 0.7857 0.57834 0.5405 0.09065 0.29916 0.16211 0.1146 0.22188 0.05644 0.09604 0.10469 0.06127 0.07978 0.21038 0.03578 0.03705 0.06129 0.01501 0.00906 0.01096 0.01965 0.03871 0.0459 0.04297 0.03502 0.07886 0.03615 0.08265 0.08199 0.12932 0.05372 0.14103 0.06466 0.05561 0.04417 0.03537 0.09266 0.1 0.05515 0.05479 0.07503 0.04932 0.49298 0.3494 2.63548 0.79041 0.26169 0.26938 0.3692 0.25356 0.31827 0.24522 0.40202 0.47547 0.1676 0.18159 0.35114 0.28392 0.34109 0.19186 0.30347 0.24103 0.06617 0.06724 0.04544 0.05023 0.03466 0.05083 0.03738 0.03961 0.03427 0.03041 0.03306 0.05497 0.06151 0.01301 0.02498 0.02543 0.03049 0.03113 0.06162 0.0187 0.01501 0.02899 0.06211 0.0795 0.07244 0.01709 0.04301 0.10659 8.98296 3.8497 5.20177 4.26131 4.54192 3.83684 3.67822 4.22239 3.47428 4.55587 3.69695 13.5222 4.89822 5.66998 6.53876 9.2323 8.26725 11.1081 18.4982 19.6091 15.288 9.82349 23.6482 17.8667 88.9762 15.8744 9.18702 7.99248 20.0849 16.8118 24.3938 22.5971 14.3337 8.15174 6.96215 5.29305 11.5779 8.64476 13.3598 8.71675 5.87205 7.67202 38.3518 9.91655 25.0461 14.2362 9.59571 24.8017 41.5292 67.9208 20.7162 11.9511 7.40389 14.4383 51.1358 14.0507 18.811 28.6558 45.7461 18.0846 10.8342 25.9406 73.5341 11.8123 11.0874 7.02259 12.0482 7.05042 8.79212 15.8603 12.2472 37.6619 7.36711 9.33889 8.49213 10.0623 6.44405 5.58107 13.9134 11.1604 14.4208 15.1772 13.6781 9.39063 22.0511 9.72418 5.66637 9.96654 12.8023 10.6718 6.28807 9.92485 9.32909 7.52601 6.71772 5.44114 5.09017 8.24809 9.51363 4.75237 4.66883 8.20058 7.75223 6.80117 4.81213 3.69311 6.65492 5.82115 7.83932 3.1636 3.77498 4.42228 15.5757 13.0751 4.34879 4.03841 3.56868 4.64689 8.05579 6.39312 4.87141 15.0234 10.233 14.3337 5.82401 5.70818 5.73116 2.81838 2.37857 3.67367 5.69175 4.83567 0.15086 0.18337 0.20746 0.10574 0.11132 0.17331 0.27957 0.17899 0.2896 0.26838 0.23912 0.17783 0.22438 0.06263 0.04527 0.06076 0.10959 0.04741 2.31 7.07 7.07 2.18 2.18 2.18 7.87 7.87 7.87 7.87 7.87 7.87 7.87 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 8.14 5.96 5.96 5.96 5.96 2.95 2.95 6.91 6.91 6.91 6.91 6.91 6.91 6.91 6.91 6.91 5.64 5.64 5.64 5.64 4 1.22 0.74 1.32 5.13 5.13 5.13 5.13 5.13 5.13 1.38 3.37 3.37 6.07 6.07 6.07 10.81 10.81 10.81 10.81 12.83 12.83 12.83 12.83 12.83 12.83 4.86 4.86 4.86 4.86 4.49 4.49 4.49 4.49 3.41 3.41 3.41 3.41 15.04 15.04 15.04 2.89 2.89 2.89 2.89 2.89 8.56 8.56 8.56 8.56 8.56 8.56 8.56 8.56 8.56 8.56 8.56 10.01 10.01 10.01 10.01 10.01 10.01 10.01 10.01 10.01 25.65 25.65 25.65 25.65 25.65 25.65 25.65 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 21.89 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 19.58 4.05 4.05 4.05 4.05 4.05 4.05 4.05 2.46 2.46 2.46 2.46 2.46 2.46 2.46 2.46 3.44 3.44 3.44 3.44 3.44 3.44 2.93 2.93 0.46 1.52 1.52 1.52 1.47 1.47 2.03 2.03 2.68 2.68 10.59 10.59 10.59 10.59 10.59 10.59 10.59 10.59 10.59 10.59 10.59 13.89 13.89 13.89 13.89 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 6.2 4.93 4.93 4.93 4.93 4.93 4.93 5.86 5.86 5.86 5.86 5.86 5.86 5.86 5.86 5.86 5.86 3.64 3.64 3.75 3.97 3.97 3.97 3.97 3.97 3.97 3.97 3.97 3.97 3.97 3.97 3.97 6.96 6.96 6.96 6.96 6.96 6.41 6.41 6.41 6.41 6.41 3.33 3.33 3.33 3.33 1.21 2.97 2.25 1.76 5.32 5.32 5.32 4.95 4.95 4.95 13.92 13.92 13.92 13.92 13.92 2.24 2.24 2.24 6.09 6.09 6.09 2.18 2.18 2.18 2.18 9.9 9.9 9.9 9.9 9.9 9.9 9.9 9.9 9.9 9.9 9.9 9.9 7.38 7.38 7.38 7.38 7.38 7.38 7.38 7.38 3.24 3.24 3.24 6.06 6.06 5.19 5.19 5.19 5.19 5.19 5.19 5.19 5.19 1.52 1.89 3.78 3.78 4.39 4.39 4.15 2.01 1.25 1.25 1.69 1.69 2.02 1.91 1.91 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 18.1 27.74 27.74 27.74 27.74 27.74 9.69 9.69 9.69 9.69 9.69 9.69 9.69 9.69 11.93 11.93 11.93 11.93 11.93 0.538 0.469 0.469 0.458 0.458 0.458 0.524 0.524 0.524 0.524 0.524 0.524 0.524 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.538 0.499 0.499 0.499 0.499 0.428 0.428 0.448 0.448 0.448 0.448 0.448 0.448 0.448 0.448 0.448 0.439 0.439 0.439 0.439 0.41 0.403 0.41 0.411 0.453 0.453 0.453 0.453 0.453 0.453 0.4161 0.398 0.398 0.409 0.409 0.409 0.413 0.413 0.413 0.413 0.437 0.437 0.437 0.437 0.437 0.437 0.426 0.426 0.426 0.426 0.449 0.449 0.449 0.449 0.489 0.489 0.489 0.489 0.464 0.464 0.464 0.445 0.445 0.445 0.445 0.445 0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.52 0.547 0.547 0.547 0.547 0.547 0.547 0.547 0.547 0.547 0.581 0.581 0.581 0.581 0.581 0.581 0.581 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.624 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.871 0.605 0.605 0.871 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.605 0.51 0.51 0.51 0.51 0.51 0.51 0.51 0.488 0.488 0.488 0.488 0.488 0.488 0.488 0.488 0.437 0.437 0.437 0.437 0.437 0.437 0.401 0.401 0.422 0.404 0.404 0.404 0.403 0.403 0.415 0.415 0.4161 0.4161 0.489 0.489 0.489 0.489 0.489 0.489 0.489 0.489 0.489 0.489 0.489 0.55 0.55 0.55 0.55 0.507 0.507 0.507 0.507 0.504 0.504 0.504 0.504 0.504 0.504 0.504 0.504 0.507 0.507 0.507 0.507 0.507 0.507 0.428 0.428 0.428 0.428 0.428 0.428 0.431 0.431 0.431 0.431 0.431 0.431 0.431 0.431 0.431 0.431 0.392 0.392 0.394 0.647 0.647 0.647 0.647 0.647 0.647 0.647 0.647 0.647 0.647 0.575 0.575 0.464 0.464 0.464 0.464 0.464 0.447 0.447 0.447 0.447 0.447 0.4429 0.4429 0.4429 0.4429 0.401 0.4 0.389 0.385 0.405 0.405 0.405 0.411 0.411 0.411 0.437 0.437 0.437 0.437 0.437 0.4 0.4 0.4 0.433 0.433 0.433 0.472 0.472 0.472 0.472 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.544 0.493 0.493 0.493 0.493 0.493 0.493 0.493 0.493 0.46 0.46 0.46 0.4379 0.4379 0.515 0.515 0.515 0.515 0.515 0.515 0.515 0.515 0.442 0.518 0.484 0.484 0.442 0.442 0.429 0.435 0.429 0.429 0.411 0.411 0.41 0.413 0.413 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.77 0.718 0.718 0.718 0.631 0.631 0.631 0.631 0.631 0.668 0.668 0.668 0.671 0.671 0.671 0.671 0.671 0.671 0.671 0.7 0.7 0.7 0.7 0.7 0.7 0.7 0.7 0.7 0.7 0.7 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.693 0.659 0.659 0.597 0.597 0.597 0.597 0.597 0.597 0.693 0.679 0.679 0.679 0.679 0.718 0.718 0.718 0.614 0.614 0.584 0.679 0.584 0.679 0.679 0.679 0.584 0.584 0.584 0.713 0.713 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.74 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.713 0.655 0.655 0.655 0.584 0.58 0.58 0.58 0.532 0.58 0.614 0.584 0.584 0.614 0.614 0.614 0.614 0.532 0.532 0.532 0.532 0.583 0.583 0.583 0.583 0.609 0.609 0.609 0.609 0.609 0.585 0.585 0.585 0.585 0.585 0.585 0.585 0.585 0.573 0.573 0.573 0.573 0.573 6.575 6.421 7.185 6.998 7.147 6.43 6.012 6.172 5.631 6.004 6.377 6.009 5.889 5.949 6.096 5.834 5.935 5.99 5.456 5.727 5.57 5.965 6.142 5.813 5.924 5.599 5.813 6.047 6.495 6.674 5.713 6.072 5.95 5.701 6.096 5.933 5.841 5.85 5.966 6.595 7.024 6.77 6.169 6.211 6.069 5.682 5.786 6.03 5.399 5.602 5.963 6.115 6.511 5.998 5.888 7.249 6.383 6.816 6.145 5.927 5.741 5.966 6.456 6.762 7.104 6.29 5.787 5.878 5.594 5.885 6.417 5.961 6.065 6.245 6.273 6.286 6.279 6.14 6.232 5.874 6.727 6.619 6.302 6.167 6.389 6.63 6.015 6.121 7.007 7.079 6.417 6.405 6.442 6.211 6.249 6.625 6.163 8.069 7.82 7.416 6.727 6.781 6.405 6.137 6.167 5.851 5.836 6.127 6.474 6.229 6.195 6.715 5.913 6.092 6.254 5.928 6.176 6.021 5.872 5.731 5.87 6.004 5.961 5.856 5.879 5.986 5.613 5.693 6.431 5.637 6.458 6.326 6.372 5.822 5.757 6.335 5.942 6.454 5.857 6.151 6.174 5.019 5.403 5.468 4.903 6.13 5.628 4.926 5.186 5.597 6.122 5.404 5.012 5.709 6.129 6.152 5.272 6.943 6.066 6.51 6.25 7.489 7.802 8.375 5.854 6.101 7.929 5.877 6.319 6.402 5.875 5.88 5.572 6.416 5.859 6.546 6.02 6.315 6.86 6.98 7.765 6.144 7.155 6.563 5.604 6.153 7.831 6.782 6.556 7.185 6.951 6.739 7.178 6.8 6.604 7.875 7.287 7.107 7.274 6.975 7.135 6.162 7.61 7.853 8.034 5.891 6.326 5.783 6.064 5.344 5.96 5.404 5.807 6.375 5.412 6.182 5.888 6.642 5.951 6.373 6.951 6.164 6.879 6.618 8.266 8.725 8.04 7.163 7.686 6.552 5.981 7.412 8.337 8.247 6.726 6.086 6.631 7.358 6.481 6.606 6.897 6.095 6.358 6.393 5.593 5.605 6.108 6.226 6.433 6.718 6.487 6.438 6.957 8.259 6.108 5.876 7.454 8.704 7.333 6.842 7.203 7.52 8.398 7.327 7.206 5.56 7.014 8.297 7.47 5.92 5.856 6.24 6.538 7.691 6.758 6.854 7.267 6.826 6.482 6.812 7.82 6.968 7.645 7.923 7.088 6.453 6.23 6.209 6.315 6.565 6.861 7.148 6.63 6.127 6.009 6.678 6.549 5.79 6.345 7.041 6.871 6.59 6.495 6.982 7.236 6.616 7.42 6.849 6.635 5.972 4.973 6.122 6.023 6.266 6.567 5.705 5.914 5.782 6.382 6.113 6.426 6.376 6.041 5.708 6.415 6.431 6.312 6.083 5.868 6.333 6.144 5.706 6.031 6.316 6.31 6.037 5.869 5.895 6.059 5.985 5.968 7.241 6.54 6.696 6.874 6.014 5.898 6.516 6.635 6.939 6.49 6.579 5.884 6.728 5.663 5.936 6.212 6.395 6.127 6.112 6.398 6.251 5.362 5.803 8.78 3.561 4.963 3.863 4.97 6.683 7.016 6.216 5.875 4.906 4.138 7.313 6.649 6.794 6.38 6.223 6.968 6.545 5.536 5.52 4.368 5.277 4.652 5 4.88 5.39 5.713 6.051 5.036 6.193 5.887 6.471 6.405 5.747 5.453 5.852 5.987 6.343 6.404 5.349 5.531 5.683 4.138 5.608 5.617 6.852 5.757 6.657 4.628 5.155 4.519 6.434 6.782 5.304 5.957 6.824 6.411 6.006 5.648 6.103 5.565 5.896 5.837 6.202 6.193 6.38 6.348 6.833 6.425 6.436 6.208 6.629 6.461 6.152 5.935 5.627 5.818 6.406 6.219 6.485 5.854 6.459 6.341 6.251 6.185 6.417 6.749 6.655 6.297 7.393 6.728 6.525 5.976 5.936 6.301 6.081 6.701 6.376 6.317 6.513 6.209 5.759 5.952 6.003 5.926 5.713 6.167 6.229 6.437 6.98 5.427 6.162 6.484 5.304 6.185 6.229 6.242 6.75 7.061 5.762 5.871 6.312 6.114 5.905 5.454 5.414 5.093 5.983 5.983 5.707 5.926 5.67 5.39 5.794 6.019 5.569 6.027 6.593 6.12 6.976 6.794 6.03 65.2 78.9 61.1 45.8 54.2 58.7 66.6 96.1 100 85.9 94.3 82.9 39 61.8 84.5 56.5 29.3 81.7 36.6 69.5 98.1 89.2 91.7 100 94.1 85.7 90.3 88.8 94.4 87.3 94.1 100 82 95 96.9 68.2 61.4 41.5 30.2 21.8 15.8 2.9 6.6 6.5 40 33.8 33.3 85.5 95.3 62 45.7 63 21.1 21.4 47.6 21.9 35.7 40.5 29.2 47.2 66.2 93.4 67.8 43.4 59.5 17.8 31.1 21.4 36.8 33 6.6 17.5 7.8 6.2 6 45 74.5 45.8 53.7 36.6 33.5 70.4 32.2 46.7 48 56.1 45.1 56.8 86.3 63.1 66.1 73.9 53.6 28.9 77.3 57.8 69.6 76 36.9 62.5 79.9 71.3 85.4 87.4 90 96.7 91.9 85.2 97.1 91.2 54.4 81.6 92.9 95.4 84.2 88.2 72.5 82.6 73.1 65.2 69.7 84.1 92.9 97 95.8 88.4 95.6 96 98.8 94.7 98.9 97.7 97.9 95.4 98.4 98.2 93.5 98.4 98.2 97.9 93.6 100 100 100 97.8 100 100 95.7 93.8 94.9 97.3 100 88 98.5 96 82.6 94 97.4 100 100 92.6 90.8 98.2 93.9 91.8 93 96.2 79.2 96.1 95.2 94.6 97.3 88.5 84.1 68.7 33.1 47.2 73.4 74.4 58.4 83.3 62.2 92.2 95.6 89.8 68.8 53.6 41.1 29.1 38.9 21.5 30.8 26.3 9.9 18.8 32 34.1 36.6 38.3 15.3 13.9 38.4 15.7 33.2 31.9 22.3 52.5 72.7 59.1 100 92.1 88.6 53.8 32.3 9.8 42.4 56 85.1 93.8 92.4 88.5 91.3 77.7 80.8 78.3 83 86.5 79.9 17 21.4 68.1 76.9 73.3 70.4 66.5 61.5 76.5 71.6 18.5 42.2 54.3 65.1 52.9 7.8 76.5 70.2 34.9 79.2 49.1 17.5 13 8.9 6.8 8.4 32 19.1 34.2 86.9 100 100 81.8 89.4 91.5 94.5 91.6 62.8 84.6 67 52.6 61.5 42.1 16.3 58.7 51.8 32.9 42.8 49 27.6 32.1 32.2 64.5 37.2 49.7 24.8 20.8 31.9 31.5 31.3 45.6 22.9 27.9 27.7 23.4 18.4 42.3 31.1 51 58 20.1 10 47.4 40.4 18.4 17.7 41.1 58.1 71.9 70.3 82.5 76.7 37.8 52.8 90.4 82.8 87.3 77.7 83.2 71.7 67.2 58.8 52.3 54.3 49.9 74.3 40.1 14.7 28.9 43.7 25.8 17.2 32.2 28.4 23.3 38.1 38.5 34.5 46.3 59.6 37.3 45.4 58.5 49.3 59.7 56.4 28.1 48.5 52.3 27.7 29.7 34.5 44.4 35.9 18.5 36.1 21.9 19.5 97.4 91 83.4 81.3 88 91.1 96.2 89 82.9 87.9 91.4 100 100 96.8 97.5 100 89.6 100 100 97.9 93.3 98.8 96.2 100 91.9 99.1 100 100 91.2 98.1 100 89.5 100 98.9 97 82.5 97 92.6 94.7 98.8 96 98.9 100 77.8 100 100 100 96 85.4 100 100 100 97.9 100 100 100 100 100 100 100 90.8 89.1 100 76.5 100 95.3 87.6 85.1 70.6 95.4 59.7 78.7 78.1 95.6 86.1 94.3 74.8 87.9 95 94.6 93.3 100 87.9 93.9 92.4 97.2 100 100 96.6 94.8 96.4 96.6 98.7 98.3 92.6 98.2 91.8 99.3 94.1 86.5 87.9 80.3 83.7 84.4 90 88.4 83 89.9 65.4 48.2 84.7 94.5 71 56.7 84 90.7 75 67.6 95.4 97.4 93.6 97.3 96.7 88 64.7 74.9 77 40.3 41.9 51.9 79.8 53.2 92.7 98.3 98 98.8 83.5 54 42.6 28.8 72.9 70.6 65.3 73.5 79.7 69.1 76.7 91 89.3 80.8 4.09 4.9671 4.9671 6.0622 6.0622 6.0622 5.5605 5.9505 6.0821 6.5921 6.3467 6.2267 5.4509 4.7075 4.4619 4.4986 4.4986 4.2579 3.7965 3.7965 3.7979 4.0123 3.9769 4.0952 4.3996 4.4546 4.682 4.4534 4.4547 4.239 4.233 4.175 3.99 3.7872 3.7598 3.3603 3.3779 3.9342 3.8473 5.4011 5.4011 5.7209 5.7209 5.7209 5.7209 5.1004 5.1004 5.6894 5.87 6.0877 6.8147 6.8147 6.8147 6.8147 7.3197 8.6966 9.1876 8.3248 7.8148 6.932 7.2254 6.8185 7.2255 7.9809 9.2229 6.6115 6.6115 6.498 6.498 6.498 5.2873 5.2873 5.2873 5.2873 4.2515 4.5026 4.0522 4.0905 5.0141 4.5026 5.4007 5.4007 5.4007 5.4007 4.7794 4.4377 4.4272 3.7476 3.4217 3.4145 3.0923 3.0921 3.6659 3.6659 3.615 3.4952 3.4952 3.4952 3.4952 3.4952 2.7778 2.8561 2.7147 2.7147 2.421 2.1069 2.211 2.1224 2.4329 2.5451 2.7778 2.6775 2.3534 2.548 2.2565 2.4631 2.7301 2.7474 2.4775 2.7592 2.2577 2.1974 2.0869 1.9444 2.0063 1.9929 1.7572 1.7883 1.8125 1.9799 2.1185 2.271 2.3274 2.4699 2.346 2.1107 1.9669 1.8498 1.6686 1.6687 1.6119 1.4394 1.3216 1.4118 1.3459 1.4191 1.5166 1.4608 1.5296 1.5257 1.618 1.5916 1.6102 1.6232 1.7494 1.7455 1.7364 1.8773 1.7573 1.7659 1.7984 1.9709 2.0407 2.162 2.422 2.2834 2.0459 2.4259 2.1 2.2625 2.4259 2.3887 2.5961 2.6463 2.7019 3.1323 3.5549 3.3175 2.9153 2.829 2.741 2.5979 2.7006 2.847 2.9879 3.2797 3.1992 3.7886 4.5667 4.5667 6.4798 6.4798 6.4798 6.2196 6.2196 5.6484 7.309 7.309 7.309 7.6534 7.6534 6.27 6.27 5.118 5.118 3.9454 4.3549 4.3549 4.2392 3.875 3.8771 3.665 3.6526 3.9454 3.5875 3.9454 3.1121 3.4211 2.8893 3.3633 2.8617 3.048 3.2721 3.2721 2.8944 2.8944 3.2157 3.2157 3.3751 3.3751 3.6715 3.6715 3.8384 3.6519 3.6519 3.6519 4.148 4.148 6.1899 6.1899 6.3361 6.3361 7.0355 7.0355 7.9549 7.9549 8.0555 8.0555 7.8265 7.8265 7.3967 7.3967 8.9067 8.9067 9.2203 9.2203 6.3361 1.801 1.8946 2.0107 2.1121 2.1398 2.2885 2.0788 1.9301 1.9865 2.1329 2.4216 2.872 3.9175 4.429 4.429 3.9175 4.3665 4.0776 4.2673 4.7872 4.8628 4.1403 4.1007 4.6947 5.2447 5.2119 5.885 7.3073 7.3073 9.0892 7.3172 7.3172 7.3172 5.1167 5.1167 5.1167 5.5027 5.5027 5.9604 5.9604 6.32 7.8278 7.8278 7.8278 5.4917 5.4917 5.4917 4.022 3.37 3.0992 3.1827 3.3175 3.1025 2.5194 2.6403 2.834 3.2628 3.6023 3.945 3.9986 4.0317 3.5325 4.0019 4.5404 4.5404 4.7211 4.7211 4.7211 5.4159 5.4159 5.4159 5.2146 5.2146 5.8736 6.6407 6.6407 6.4584 6.4584 5.9853 5.2311 5.615 4.8122 4.8122 4.8122 7.0379 6.2669 5.7321 6.4654 8.0136 8.0136 8.5353 8.344 8.7921 8.7921 10.7103 10.7103 12.1265 10.5857 10.5857 2.1222 2.5052 2.7227 2.5091 2.5182 2.2955 2.1036 1.9047 1.9047 1.6132 1.7523 1.5106 1.3325 1.3567 1.2024 1.1691 1.1296 1.1742 1.137 1.3163 1.3449 1.358 1.3861 1.3861 1.4165 1.5192 1.5804 1.5331 1.4395 1.4261 1.4672 1.5184 1.5895 1.7281 1.9265 2.1678 1.77 1.7912 1.7821 1.7257 1.6768 1.6334 1.4896 1.5004 1.5888 1.5741 1.639 1.7028 1.6074 1.4254 1.1781 1.2852 1.4547 1.4655 1.413 1.5275 1.5539 1.5894 1.6582 1.8347 1.8195 1.6475 1.8026 1.794 1.8589 1.8746 1.9512 2.0218 2.0635 1.9096 1.9976 1.8629 1.9356 1.9682 2.0527 2.0882 2.2004 2.3158 2.2222 2.1247 2.0026 1.9142 1.8206 1.8172 1.8662 2.0651 2.0048 1.9784 1.8956 1.9879 2.072 2.198 2.2616 2.185 2.3236 2.3552 2.3682 2.4527 2.4961 2.4358 2.5806 2.7792 2.7831 2.7175 2.5975 2.5671 2.7344 2.8016 2.9634 3.0665 2.8715 2.5403 2.9084 2.8237 3.0334 3.0993 2.8965 2.5329 2.4298 2.206 2.3053 2.1007 2.1705 1.9512 3.4242 3.3317 3.4106 4.0983 3.724 3.9917 3.5459 3.1523 1.8209 1.7554 1.8226 1.8681 2.1099 2.3817 2.3817 2.7986 2.7986 2.8927 2.4091 2.3999 2.4982 2.4786 2.2875 2.1675 2.3889 2.505 396.9 396.9 392.83 394.63 396.9 394.12 395.6 396.9 386.63 386.71 392.52 396.9 390.5 396.9 380.02 395.62 386.85 386.75 288.99 390.95 376.57 392.53 396.9 394.54 394.33 303.42 376.88 306.38 387.94 380.23 360.17 376.73 232.6 358.77 248.31 396.9 377.56 396.9 393.43 395.63 395.62 385.41 383.37 394.46 389.39 396.9 396.9 392.74 396.9 396.9 395.56 393.97 396.9 396.9 396.9 395.93 396.9 392.9 390.68 396.9 395.11 378.08 396.9 395.58 393.24 396.9 396.9 396.21 396.9 396.9 383.73 376.94 390.91 377.17 394.92 383.23 373.66 386.96 386.4 396.06 396.9 395.63 396.9 390.64 396.9 392.3 395.99 395.15 396.9 396.06 392.18 393.55 395.01 396.33 396.9 357.98 391.83 396.9 393.53 396.9 394.76 395.58 70.8 394.47 392.69 394.05 395.67 387.69 395.24 391.23 393.49 395.59 394.95 396.9 388.74 344.91 393.3 394.51 338.63 391.5 389.15 377.67 378.09 370.31 379.38 385.02 359.29 392.11 396.9 396.9 395.04 396.9 385.76 388.69 262.76 394.67 378.25 394.08 392.04 396.9 388.08 396.9 396.9 396.9 396.9 172.91 169.27 391.71 356.99 351.85 372.8 341.6 343.28 261.95 321.02 88.01 88.63 363.43 353.89 364.31 338.92 374.43 389.61 388.45 395.11 240.16 369.3 227.61 297.09 330.04 292.29 348.13 396.9 395.5 393.23 390.96 393.23 395.6 391.27 396.9 395.56 396.9 394.12 396.9 391 387.11 392.63 393.87 382.84 396.9 377.68 389.71 390.49 393.37 376.7 394.23 396.9 354.31 392.2 396.9 384.3 393.77 395.38 392.78 390.55 396.9 394.87 389.43 381.32 396.9 393.25 395.24 390.94 385.81 348.93 393.63 392.8 392.78 396.9 393.74 391.7 395.24 390.39 396.9 385.05 382 387.38 372.08 377.51 380.34 378.35 376.14 385.91 378.95 360.2 376.75 388.45 390.07 379.41 383.78 391.25 394.62 372.75 374.71 372.49 389.13 390.18 376.14 374.71 393.74 396.28 377.07 386.09 396.9 392.89 395.18 386.34 389.7 383.29 391.93 392.8 388.37 386.86 393.42 387.89 392.4 384.07 384.54 390.3 391.34 388.65 396.9 394.96 390.77 396.9 396.9 389.25 393.45 396.9 396.9 387.31 392.23 377.07 395.52 394.72 394.72 341.6 396.9 396.9 371.72 396.9 396.9 396.9 396.9 396.9 396.9 392.85 396.9 368.24 371.58 390.86 395.75 383.61 390.43 393.68 393.36 396.9 396.9 396.9 396.24 350.45 396.9 396.3 393.39 395.69 396.42 390.7 396.9 395.21 396.23 396.9 396.9 396.9 391.13 396.9 393.68 396.9 396.9 382.44 375.21 368.57 394.02 362.25 389.71 389.4 396.9 396.9 394.81 396.14 396.9 396.9 394.74 389.96 396.9 387.97 385.64 364.61 392.43 390.94 389.85 396.9 370.78 392.33 384.46 382.8 376.04 377.73 391.34 395.43 390.74 374.56 350.65 380.79 353.04 354.55 354.7 316.03 131.42 375.52 375.33 392.05 366.15 347.88 396.9 396.9 396.9 363.02 396.9 396.9 393.74 396.9 396.9 396.9 396.9 285.83 396.9 396.9 396.9 372.92 396.9 394.43 378.38 396.9 396.9 396.9 391.98 396.9 393.1 396.9 338.16 396.9 396.9 376.11 396.9 329.46 384.97 370.22 332.09 314.64 179.36 2.6 35.05 28.79 210.97 88.27 27.25 21.57 127.36 16.45 48.45 318.75 319.98 291.55 2.52 3.65 7.68 24.65 18.82 96.73 60.72 83.45 81.33 97.95 100.19 100.63 109.85 27.49 9.32 68.95 396.9 391.45 385.96 395.69 386.73 240.52 43.06 318.01 388.52 396.9 304.21 0.32 355.29 385.09 375.87 6.68 50.92 10.48 3.5 272.21 396.9 255.23 391.43 396.9 393.82 396.9 334.4 22.01 331.29 368.74 396.9 396.9 395.33 393.37 374.68 352.58 302.76 396.21 349.48 379.7 383.32 396.9 393.07 395.28 392.92 370.73 388.62 392.68 388.22 395.09 344.05 318.43 390.11 396.9 396.9 396.9 393.29 396.9 396.9 396.9 395.77 396.9 391.99 396.9 396.9 393.45 396.9 4.98 9.14 4.03 2.94 5.33 5.21 12.43 19.15 29.93 17.1 20.45 13.27 15.71 8.26 10.26 8.47 6.58 14.67 11.69 11.28 21.02 13.83 18.72 19.88 16.3 16.51 14.81 17.28 12.8 11.98 22.6 13.04 27.71 18.35 20.34 9.68 11.41 8.77 10.13 4.32 1.98 4.84 5.81 7.44 9.55 10.21 14.15 18.8 30.81 16.2 13.45 9.43 5.28 8.43 14.8 4.81 5.77 3.95 6.86 9.22 13.15 14.44 6.73 9.5 8.05 4.67 10.24 8.1 13.09 8.79 6.72 9.88 5.52 7.54 6.78 8.94 11.97 10.27 12.34 9.1 5.29 7.22 6.72 7.51 9.62 6.53 12.86 8.44 5.5 5.7 8.81 8.2 8.16 6.21 10.59 6.65 11.34 4.21 3.57 6.19 9.42 7.67 10.63 13.44 12.33 16.47 18.66 14.09 12.27 15.55 13 10.16 16.21 17.09 10.45 15.76 12.04 10.3 15.37 13.61 14.37 14.27 17.93 25.41 17.58 14.81 27.26 17.19 15.39 18.34 12.6 12.26 11.12 15.03 17.31 16.96 16.9 14.59 21.32 18.46 24.16 34.41 26.82 26.42 29.29 27.8 16.65 29.53 28.32 21.45 14.1 13.28 12.12 15.79 15.12 15.02 16.14 4.59 6.43 7.39 5.5 1.73 1.92 3.32 11.64 9.81 3.7 12.14 11.1 11.32 14.43 12.03 14.69 9.04 9.64 5.33 10.11 6.29 6.92 5.04 7.56 9.45 4.82 5.68 13.98 13.15 4.45 6.68 4.56 5.39 5.1 4.69 2.87 5.03 4.38 2.97 4.08 8.61 6.62 4.56 4.45 7.43 3.11 3.81 2.88 10.87 10.97 18.06 14.66 23.09 17.27 23.98 16.03 9.38 29.55 9.47 13.51 9.69 17.92 10.5 9.71 21.46 9.93 7.6 4.14 4.63 3.13 6.36 3.92 3.76 11.65 5.25 2.47 3.95 8.05 10.88 9.54 4.73 6.36 7.37 11.38 12.4 11.22 5.19 12.5 18.46 9.16 10.15 9.52 6.56 5.9 3.59 3.53 3.54 6.57 9.25 3.11 5.12 7.79 6.9 9.59 7.26 5.91 11.25 8.1 10.45 14.79 7.44 3.16 13.65 13 6.59 7.73 6.58 3.53 2.98 6.05 4.16 7.19 4.85 3.76 4.59 3.01 3.16 7.85 8.23 12.93 7.14 7.6 9.51 3.33 3.56 4.7 8.58 10.4 6.27 7.39 15.84 4.97 4.74 6.07 9.5 8.67 4.86 6.93 8.93 6.47 7.53 4.54 9.97 12.64 5.98 11.72 7.9 9.28 11.5 18.33 15.94 10.36 12.73 7.2 6.87 7.7 11.74 6.12 5.08 6.15 12.79 9.97 7.34 9.09 12.43 7.83 5.68 6.75 8.01 9.8 10.56 8.51 9.74 9.29 5.49 8.65 7.18 4.61 10.53 12.67 6.36 5.99 5.89 5.98 5.49 7.79 4.5 8.05 5.57 17.6 13.27 11.48 12.67 7.79 14.19 10.19 14.64 5.29 7.12 14 13.33 3.26 3.73 2.96 9.53 8.88 34.77 37.97 13.44 23.24 21.24 23.69 21.78 17.21 21.08 23.6 24.56 30.63 30.81 28.28 31.99 30.62 20.85 17.11 18.76 25.68 15.17 16.35 17.12 19.37 19.92 30.59 29.97 26.77 20.32 20.31 19.77 27.38 22.98 23.34 12.13 26.4 19.78 10.11 21.22 34.37 20.08 36.98 29.05 25.79 26.64 20.62 22.74 15.02 15.7 14.1 23.29 17.16 24.39 15.69 14.52 21.52 24.08 17.64 19.69 12.03 16.22 15.17 23.27 18.05 26.45 34.02 22.88 22.11 19.52 16.59 18.85 23.79 23.98 17.79 16.44 18.13 19.31 17.44 17.73 17.27 16.74 18.71 18.13 19.01 16.94 16.23 14.7 16.42 14.65 13.99 10.29 13.22 14.13 17.15 21.32 18.13 14.76 16.29 12.87 14.36 11.66 18.14 24.1 18.68 24.91 18.03 13.11 10.74 7.74 7.01 10.42 13.34 10.58 14.98 11.45 18.06 23.97 29.68 18.07 13.35 12.01 13.59 17.6 21.14 14.1 12.92 15.1 14.33 9.67 9.08 5.64 6.48 7.88 24 21.6 34.7 33.4 36.2 28.7 22.9 27.1 16.5 18.9 15 18.9 21.7 20.4 18.2 19.9 23.1 17.5 20.2 18.2 13.6 19.6 15.2 14.5 15.6 13.9 16.6 14.8 18.4 21 12.7 14.5 13.2 13.1 13.5 18.9 20 21 24.7 30.8 34.9 26.6 25.3 24.7 21.2 19.3 20 16.6 14.4 19.4 19.7 20.5 25 23.4 18.9 35.4 24.7 31.6 23.3 19.6 18.7 16 22.2 25 33 23.5 19.4 22 17.4 20.9 24.2 21.7 22.8 23.4 24.1 21.4 20 20.8 21.2 20.3 28 23.9 24.8 22.9 23.9 26.6 22.5 22.2 23.6 28.7 22.6 22 22.9 25 20.6 28.4 21.4 38.7 43.8 33.2 27.5 26.5 18.6 19.3 20.1 19.5 19.5 20.4 19.8 19.4 21.7 22.8 18.8 18.7 18.5 18.3 21.2 19.2 20.4 19.3 22 20.3 20.5 17.3 18.8 21.4 15.7 16.2 18 14.3 19.2 19.6 23 18.4 15.6 18.1 17.4 17.1 13.3 17.8 14 14.4 13.4 15.6 11.8 13.8 15.6 14.6 17.8 15.4 21.5 19.6 15.3 19.4 17 15.6 13.1 41.3 24.3 23.3 27 50 50 50 22.7 25 50 23.8 23.8 22.3 17.4 19.1 23.1 23.6 22.6 29.4 23.2 24.6 29.9 37.2 39.8 36.2 37.9 32.5 26.4 29.6 50 32 29.8 34.9 37 30.5 36.4 31.1 29.1 50 33.3 30.3 34.6 34.9 32.9 24.1 42.3 48.5 50 22.6 24.4 22.5 24.4 20 21.7 19.3 22.4 28.1 23.7 25 23.3 28.7 21.5 23 26.7 21.7 27.5 30.1 44.8 50 37.6 31.6 46.7 31.5 24.3 31.7 41.7 48.3 29 24 25.1 31.5 23.7 23.3 22 20.1 22.2 23.7 17.6 18.5 24.3 20.5 24.5 26.2 24.4 24.8 29.6 42.8 21.9 20.9 44 50 36 30.1 33.8 43.1 48.8 31 36.5 22.8 30.7 50 43.5 20.7 21.1 25.2 24.4 35.2 32.4 32 33.2 33.1 29.1 35.1 45.4 35.4 46 50 32.2 22 20.1 23.2 22.3 24.8 28.5 37.3 27.9 23.9 21.7 28.6 27.1 20.3 22.5 29 24.8 22 26.4 33.1 36.1 28.4 33.4 28.2 22.8 20.3 16.1 22.1 19.4 21.6 23.8 16.2 17.8 19.8 23.1 21 23.8 23.1 20.4 18.5 25 24.6 23 22.2 19.3 22.6 19.8 17.1 19.4 22.2 20.7 21.1 19.5 18.5 20.6 19 18.7 32.7 16.5 23.9 31.2 17.5 17.2 23.1 24.5 26.6 22.9 24.1 18.6 30.1 18.2 20.6 17.8 21.7 22.7 22.6 25 19.9 20.8 16.8 21.9 27.5 21.9 23.1 50 50 50 50 50 13.8 13.8 15 13.9 13.3 13.1 10.2 10.4 10.9 11.3 12.3 8.8 7.2 10.5 7.4 10.2 11.5 15.1 23.2 9.7 13.8 12.7 13.1 12.5 8.5 5 6.3 5.6 7.2 12.1 8.3 8.5 5 11.9 27.9 17.2 27.5 15 17.2 17.9 16.3 7 7.2 7.5 10.4 8.8 8.4 16.7 14.2 20.8 13.4 11.7 8.3 10.2 10.9 11 9.5 14.5 14.1 16.1 14.3 11.7 13.4 9.6 8.7 8.4 12.8 10.5 17.1 18.4 15.4 10.8 11.8 14.9 12.6 14.1 13 13.4 15.2 16.1 17.8 14.9 14.1 12.7 13.5 14.9 20 16.4 17.7 19.5 20.2 21.4 19.9 19 19.1 19.1 20.1 19.9 19.6 23.2 29.8 13.8 13.3 16.7 12 14.6 21.4 23 23.7 25 21.8 20.6 21.2 19.1 20.6 15.2 7 8.1 13.6 20.1 21.8 24.5 23.1 19.7 18.3 21.2 17.5 16.8 22.4 20.6 23.9 22 11.9 18 0 0 0 0 0 12 12 12 12 12 12 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 75 75 0 0 0 0 0 0 0 0 0 21 21 21 21 75 90 85 100 25 25 25 25 25 25 17 80 80 12 12 12 0 0 0 0 0 0 0 0 0 0 25 25 25 25 0 0 0 0 0 0 0 0 28 28 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 45 45 45 45 45 60 60 80 80 80 80 95 95 82 82 95 95 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 30 30 30 30 30 30 22 22 22 22 22 22 22 22 22 22 80 80 90 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 40 40 40 40 40 20 20 20 20 90 90 55 80 52 52 52 80 80 80 0 0 0 0 0 70 70 70 34 34 34 33 33 33 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 35 0 0 0 0 0 0 0 0 35 0 55 55 0 0 85 80 40 40 60 60 90 80 80 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 1 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 1 1 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 3 3 3 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 3 5 2 5 8 8 8 8 8 8 3 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 4 3 3 3 3 2 2 2 2 4 4 4 2 2 2 2 2 5 5 5 5 5 5 5 5 5 5 5 6 6 6 6 6 6 6 6 6 2 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 3 3 3 3 3 3 3 3 5 5 5 5 5 5 1 1 4 2 2 2 3 3 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 1 1 3 5 5 5 5 5 5 5 5 5 5 5 5 3 3 3 3 3 4 4 4 4 4 5 5 5 5 1 1 1 1 6 6 6 4 4 4 4 4 4 4 4 5 5 5 7 7 7 7 7 7 7 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 1 1 5 5 5 5 5 5 5 5 1 1 5 5 3 3 4 4 1 1 4 4 5 4 4 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 4 4 4 4 4 6 6 6 6 6 6 6 6 1 1 1 1 1 296 242 242 222 222 222 311 311 311 311 311 311 311 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 279 279 279 279 252 252 233 233 233 233 233 233 233 233 233 243 243 243 243 469 226 313 256 284 284 284 284 284 284 216 337 337 345 345 345 305 305 305 305 398 398 398 398 398 398 281 281 281 281 247 247 247 247 270 270 270 270 270 270 270 276 276 276 276 276 384 384 384 384 384 384 384 384 384 384 384 432 432 432 432 432 432 432 432 432 188 188 188 188 188 188 188 437 437 437 437 437 437 437 437 437 437 437 437 437 437 437 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 403 296 296 296 296 296 296 296 193 193 193 193 193 193 193 193 398 398 398 398 398 398 265 265 255 329 329 329 402 402 348 348 224 224 277 277 277 277 277 277 277 277 277 277 277 276 276 276 276 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 307 300 300 300 300 300 300 330 330 330 330 330 330 330 330 330 330 315 315 244 264 264 264 264 264 264 264 264 264 264 264 264 223 223 223 223 223 254 254 254 254 254 216 216 216 216 198 285 300 241 293 293 293 245 245 245 289 289 289 289 289 358 358 358 329 329 329 222 222 222 222 304 304 304 304 304 304 304 304 304 304 304 304 287 287 287 287 287 287 287 287 430 430 430 304 304 224 224 224 224 224 224 224 224 284 422 370 370 352 352 351 280 335 335 411 411 187 334 334 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 666 711 711 711 711 711 391 391 391 391 391 391 391 391 273 273 273 273 273 15 17 17 18 18 18 15 15 15 15 15 15 15 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 19 19 19 19 18 18 17 17 17 17 17 17 17 17 17 16 16 16 16 21 17 17 15 19 19 19 19 19 19 18 16 16 18 18 18 19 19 19 19 18 18 18 18 18 18 19 19 19 19 18 18 18 18 17 17 17 17 18 18 18 18 18 18 18 18 20 20 20 20 20 20 20 20 20 20 20 17 17 17 17 17 17 17 17 17 19 19 19 19 19 19 19 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 16 16 16 16 16 16 16 17 17 17 17 17 17 17 17 15 15 15 15 15 15 15 15 14 12 12 12 17 17 14 14 14 14 18 18 18 18 18 18 18 18 18 18 18 16 16 16 16 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 16 16 16 16 16 16 19 19 19 19 19 19 19 19 19 19 16 16 15 13 13 13 13 13 13 13 13 13 13 13 13 18 18 18 18 18 17 17 17 17 17 14 14 14 14 13 15 15 18 16 16 16 19 19 19 16 16 16 16 16 14 14 14 16 16 16 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 19 19 19 19 19 19 19 19 16 16 16 16 16 20 20 20 20 20 20 20 20 15 15 17 17 18 18 17 17 19 19 18 18 17 22 22 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 19 19 19 19 19 19 19 19 21 21 21 21 21 "CRIM" "ZN" "INDUS" "CHAS" "NOX" "RM" "AGE" "DIS" "RAD" "TAX" "PTRATIO" "B" "LSTAT" "class" "double0" "int1" "double2" "int3" "double4" "int5" "double6" "numeric" "numeric" "numeric" "nominal:0,1" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"