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Train.csv
| # | mass_npea | size_npear | malign_ratio | damage_size | exposed_area | std_dev_malign | err_malign | malign_penalty | damage_ratio | tumor_size |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 6930.9 | 2919.02 | 0.42116000000000003 | 51.8298 | 988829.407 | 109.48700000000001 | 2758.76 | 72 | 39.361999999999995 | 14.103 |
| 2 | 15635.7 | 4879.36 | 0.31206 | 223.55 | 2058426.3009 | 248.88099999999997 | 5952.53 | 240 | 22.0253 | 2.648 |
| 3 | 10376.2 | 2613.88 | 0.25190999999999997 | 127.337 | 1434676.1 | 160.093 | 4635.26 | 73 | 29.9963 | 1.6880000000000002 |
| 4 | 13093.8 | 4510.06 | 0.34444 | 155.44 | 1812195.1833 | 173.015 | 5273.87 | 32 | 28.1354 | 3.7960000000000003 |
| 5 | 7545.21 | 2882.36 | 0.38201 | 85.1237 | 1043917.5012 | 124.414 | 3263.35 | 57 | 35.02 | 18.023 |
| 6 | 6851.09 | 2195.18 | 0.32041 | 72.8283 | 948446.7021 | 97.1881 | 3688.57 | 40 | 36.3481 | 1.709 |
| 7 | 7069.24 | 1886.09 | 0.2668 | 58.2686 | 1024783.1169 | 76.9447 | 3168.44 | 22 | 39.9961 | 9.937000000000001 |
| 8 | 16446.1 | 5115.45 | 0.31104 | 204.97400000000002 | 2167355.3462 | 265.881 | 6425.91 | 242 | 22.9533 | 2.51 |
| 9 | 6814.73 | 2043.78 | 0.2999 | 90.0889 | 966983.4622 | 99.6286 | 3428.54 | 27 | 37.1642 | 12.568 |
| 10 | 5049.75 | 949.82 | 0.18809 | 41.2957 | 690622.9283 | 70.4142 | 2734.59 | 27 | 41.1366 | 13.427999999999999 |
| 11 | 7786.91 | 2288.1 | 0.29383000000000004 | 72.8165 | 1078552.8272 | 117.321 | 3353.9 | 63 | 37.7183 | 14.597000000000001 |
| 12 | 12730.7 | 4139.31 | 0.32514 | 152.332 | 1781595.2829 | 170.425 | 5202.67 | 29 | 27.9358 | 3.5839999999999996 |
| 13 | 12433.6 | 3151.09 | 0.25343000000000004 | 112.381 | 1734490.1045 | 165.43 | 4718.09 | 40 | 29.0498 | 17.823 |
| 14 | 9205.53 | 2649.05 | 0.28776 | 85.2738 | 1314309.5978 | 133.593 | 3997.23 | 4 | 36.2856 | 2.11 |
| 15 | 9037.9 | 2387.35 | 0.26414 | 85.9327 | 1221154.3243 | 112.059 | 3616.39 | 9 | 35.6783 | 15.329 |
| 16 | 7056.91 | 3216.19 | 0.45575 | 46.1277 | 1020513.3559999999 | 115.01 | 3482.17 | 34 | 41.6588 | 13.200999999999999 |
| 17 | 7036.05 | 1705.42 | 0.24238 | 75.8096 | 953375.4296 | 91.4481 | 3346.91 | 31 | 33.0085 | 7.846 |
| 18 | 8039.25 | 2297.18 | 0.28574 | 87.4432 | 1110305.5335 | 113.54 | 3103.93 | 21 | 37.5014 | 0.5770000000000001 |
| 19 | 5267.57 | 1318.31 | 0.25026 | 48.7657 | 696798.2859 | 80.8711 | 3318.9 | 17 | 41.3319 | 1.8659999999999999 |
| 20 | 7239.39 | 2107.87 | 0.29116 | 75.8913 | 987175.4424 | 114.99799999999999 | 3070.11 | 80 | 39.4591 | 0.701 |
| 21 | 10407.0 | 2554.78 | 0.24548000000000003 | 98.1753 | 1438440.3539 | 126.09899999999999 | 4555.51 | 57 | 31.8817 | 8.781 |
| 22 | 9063.17 | 3153.9 | 0.34799 | 70.0488 | 1250262.9685 | 121.13799999999999 | 4065.02 | 54 | 36.4082 | 15.424000000000001 |
| 23 | 8179.4 | 2377.25 | 0.29063 | 88.7948 | 1123891.9364 | 111.321 | 4011.43 | 42 | 35.4349 | 2.042 |
| 24 | 8678.15 | 2173.17 | 0.25040999999999997 | 90.8517 | 1221102.112 | 111.09700000000001 | 3974.47 | 102 | 33.2897 | 4.495 |
| 25 | 5914.92 | 1775.23 | 0.30012 | 68.6229 | 812495.0052 | 86.9694 | 3013.42 | 42 | 40.0965 | 1.63 |
| 26 | 11279.7 | 4100.33 | 0.36351 | 87.6859 | 1525076.1430000002 | 176.94400000000002 | 4687.25 | 93 | 31.1364 | 17.426 |
| 27 | 12116.7 | 3842.98 | 0.31716 | 156.68200000000002 | 1670988.9058 | 231.58700000000002 | 5156.58 | 122 | 29.1395 | 6.013 |
| 28 | 10972.8 | 3930.01 | 0.35815 | 121.557 | 1539331.3318 | 177.72099999999998 | 4180.65 | 51 | 30.7948 | 2.177 |
| 29 | 6475.22 | 1732.13 | 0.2675 | 41.3433 | 894975.5643 | 102.4 | 3737.26 | 26 | 38.1665 | 15.882 |
| 30 | 7926.35 | 2855.66 | 0.36027 | 84.8904 | 1053556.165 | 127.617 | 3212.3 | 47 | 37.4768 | 1.499 |
| 31 | 8811.49 | 2320.81 | 0.26338 | 86.2664 | 1253603.5071 | 119.51299999999999 | 3977.9 | 2 | 33.9912 | 1.756 |
| 32 | 5157.24 | 1502.02 | 0.29124 | 43.4188 | 717216.9247 | 62.7612 | 2023.82 | 18 | 43.4557 | 1.67 |
| 33 | 13652.3 | 4265.02 | 0.3124 | 158.226 | 1889470.0043 | 230.641 | 4897.02 | 99 | 28.0479 | 17.694000000000003 |
| 34 | 7326.45 | 2482.54 | 0.33884000000000003 | 60.61600000000001 | 1015947.3999 | 93.5577 | 3394.77 | 28 | 37.9674 | 3.824 |
| 35 | 12233.8 | 2564.55 | 0.20961999999999997 | 151.895 | 1668126.8308 | 200.114 | 4906.34 | 138 | 29.8088 | 0.682 |
| 36 | 11123.0 | 2873.65 | 0.25835 | 126.93700000000001 | 1528620.9404 | 142.273 | 3682.51 | 28 | 34.5009 | 2.246 |
| 37 | 7304.09 | 1924.49 | 0.26348 | 71.4054 | 996581.1882 | 95.6124 | 3490.81 | 57 | 35.907 | 7.895 |
| 38 | 15128.5 | 4566.02 | 0.30180999999999997 | 189.47 | 2047836.3069 | 199.765 | 5498.23 | 88 | 28.0911 | 6.01 |
| 39 | 11794.4 | 3290.06 | 0.27895 | 140.697 | 1647422.5424 | 168.28799999999998 | 4715.97 | 168 | 28.5439 | 0.89 |
| 40 | 6002.51 | 2059.6 | 0.34312 | 60.148999999999994 | 787340.1778 | 100.221 | 2712.01 | 5 | 40.2786 | 14.429 |
| 41 | 7153.13 | 1712.57 | 0.23940999999999998 | 63.118 | 993271.0784 | 100.963 | 3162.44 | 61 | 39.1586 | 14.442 |
| 42 | 8939.69 | 3184.66 | 0.35623 | 76.0695 | 1244065.4683 | 139.977 | 4011.53 | 10 | 32.7489 | 18.212 |
| 43 | 6844.59 | 2295.75 | 0.33541 | 70.9603 | 943280.3846 | 90.2443 | 3715.35 | 36 | 36.4811 | 1.825 |
| 44 | 8600.63 | 3022.18 | 0.35139000000000004 | 101.904 | 1199264.3167 | 128.667 | 3296.21 | 41 | 36.5472 | 11.886 |
| 45 | 10106.3 | 4493.51 | 0.44461999999999996 | 76.0744 | 1370399.7042 | 168.30200000000002 | 3521.15 | 25 | 36.1037 | 17.352999999999998 |
| 46 | 8713.09 | 2540.82 | 0.2916 | 98.1442 | 1197292.0025 | 146.267 | 3320.25 | 9 | 36.3144 | 1.389 |
| 47 | 4317.07 | 854.6 | 0.19795 | 40.2203 | 568657.2871 | 61.0276 | 2591.28 | 11 | 43.3766 | 2.217 |
| 48 | 8264.21 | 2828.19 | 0.34221999999999997 | 94.6972 | 1172818.2954 | 107.213 | 3528.24 | 40 | 36.8657 | 12.264000000000001 |
| 49 | 14851.9 | 3486.0 | 0.23471 | 212.80900000000003 | 2053400.6052 | 244.054 | 5101.51 | 148 | 25.3752 | 4.019 |
| 50 | 7969.49 | 2065.17 | 0.25913 | 74.4118 | 1113411.5054 | 96.7717 | 3341.83 | 47 | 37.7659 | 13.763 |
| 51 | 7582.92 | 2465.7 | 0.32516 | 61.0791 | 957441.6808 | 106.288 | 3197.22 | 47 | 39.4562 | 11.065999999999999 |
| 52 | 6574.86 | 1876.75 | 0.28544 | 63.9989 | 891750.3145 | 92.9272 | 3319.31 | 63 | 38.9576 | 8.49 |
| 53 | 6557.7 | 1753.51 | 0.26739 | 69.8978 | 922687.8909 | 91.7585 | 3058.99 | 41 | 38.052 | 10.823 |
| 54 | 7472.55 | 2159.6 | 0.289 | 75.1159 | 1033109.7554 | 90.7223 | 3659.75 | 28 | 36.0344 | 2.2430000000000003 |
| 55 | 11954.7 | 4121.92 | 0.34479 | 135.658 | 1649277.1888 | 175.138 | 5014.86 | 63 | 28.8394 | 6.449 |
| 56 | 5327.42 | 1562.44 | 0.29328000000000004 | 45.7765 | 738872.8686 | 66.8525 | 2024.59 | 19 | 43.1706 | 1.871 |
| 57 | 6147.86 | 1484.81 | 0.24151 | 70.3562 | 870371.0631 | 73.7482 | 2837.85 | 72 | 39.3322 | 7.85 |
| 58 | 13071.2 | 3760.96 | 0.28772 | 163.793 | 1795923.1026 | 212.43 | 4762.48 | 132 | 28.3224 | 4.86 |
| 59 | 16836.7 | 5110.77 | 0.30354000000000003 | 238.31400000000002 | 2340965.0179 | 294.767 | 4797.0 | 164 | 27.1881 | 6.45 |
| 60 | 8967.49 | 3702.0 | 0.41281999999999996 | 76.2737 | 1249691.1747 | 138.05 | 3484.53 | 58 | 36.9176 | 13.91 |
| 61 | 9445.21 | 3242.73 | 0.34331999999999996 | 102.811 | 1329507.3037 | 153.57399999999998 | 4037.75 | 72 | 34.1247 | 17.358 |
| 62 | 7221.03 | 1717.82 | 0.23789000000000002 | 81.7402 | 1000348.4008 | 102.89 | 3841.76 | 22 | 35.9714 | 1.3230000000000002 |
| 63 | 14201.7 | 5019.13 | 0.35341 | 176.19099999999997 | 1978045.0028 | 207.53099999999998 | 4919.91 | 110 | 27.8001 | 3.04 |
| 64 | 21206.0 | 7246.53 | 0.34171999999999997 | 224.13299999999998 | 2910333.3405 | 336.06199999999995 | 5318.8 | 141 | 24.6343 | 14.442 |
| 65 | 7694.91 | 1718.52 | 0.22333000000000003 | 67.7695 | 1034761.7708 | 89.5007 | 3512.08 | 30 | 36.6438 | 13.069 |
| 66 | 13561.6 | 3855.99 | 0.28433 | 162.262 | 1897666.4558 | 232.47799999999998 | 4423.79 | 78 | 30.0728 | 1.595 |
| 67 | 14293.5 | 4041.28 | 0.28273000000000004 | 161.803 | 2032394.8366 | 249.18099999999998 | 5108.58 | 91 | 25.6214 | 4.919 |
| 68 | 9006.71 | 2287.6 | 0.25398000000000004 | 99.8184 | 1248556.2771 | 130.649 | 3532.09 | 11 | 36.5898 | 1.32 |
| 69 | 16124.5 | 3981.11 | 0.24689 | 228.39700000000002 | 2267632.5664 | 257.988 | 5566.98 | 101 | 22.1022 | 2.717 |
| 70 | 6849.23 | 1854.16 | 0.27071 | 70.1307 | 940941.3327 | 84.8655 | 2934.96 | 22 | 39.1215 | 4.093999999999999 |
| 71 | 6903.07 | 2524.52 | 0.3657 | 64.7621 | 988881.9140000001 | 91.6068 | 3602.81 | 67 | 37.0488 | 13.113 |
| 72 | 12311.8 | 3673.26 | 0.29835 | 110.56200000000001 | 1702364.2629 | 149.07399999999998 | 4802.58 | 89 | 30.9668 | 16.453 |
| 73 | 4366.25 | 746.98 | 0.17107999999999998 | 46.1248 | 550255.8179 | 55.9318 | 1945.93 | 25 | 43.5877 | 6.742999999999999 |
| 74 | 6518.72 | 1528.74 | 0.23451 | 65.4739 | 908313.9782 | 86.2448 | 3348.97 | 28 | 37.8532 | 5.199 |
| 75 | 23370.4 | 7009.24 | 0.29991 | 302.995 | 3253168.3742 | 375.782 | 6288.69 | 104 | 17.8998 | 3.1260000000000003 |
| 76 | 21468.5 | 7069.47 | 0.32929 | 245.68 | 2984987.6513 | 339.707 | 5602.67 | 96 | 23.0561 | 3.833 |
| 77 | 9036.74 | 2786.13 | 0.30831 | 92.2406 | 1245253.4852 | 101.689 | 3810.94 | 29 | 36.314 | 11.775 |
| 78 | 8386.29 | 2029.94 | 0.24205 | 80.4292 | 1166084.2761 | 109.62200000000001 | 4065.18 | 39 | 34.933 | 9.971 |
| 79 | 15182.4 | 4794.4 | 0.31578 | 164.084 | 2109154.4121 | 230.861 | 5337.03 | 182 | 26.4739 | 1.4580000000000002 |
| 80 | 4936.12 | 1305.33 | 0.26444 | 54.5627 | 649788.4259 | 77.7755 | 3181.54 | 23 | 38.6152 | 2.892 |
| 81 | 9851.81 | 2690.08 | 0.27305 | 111.399 | 1381311.4047 | 142.91899999999998 | 4289.23 | 75 | 33.5083 | 3.05 |
| 82 | 18490.8 | 5486.06 | 0.29669 | 252.706 | 2512851.878 | 313.078 | 5704.67 | 326 | 20.9738 | 2.574 |
| 83 | 5011.16 | 1205.04 | 0.24047 | 49.8648 | 646250.8611 | 57.0972 | 2082.19 | 18 | 42.7831 | 3.627 |
| 84 | 16872.6 | 5345.4 | 0.3168 | 177.15200000000002 | 2264389.4775 | 272.772 | 5436.4 | 143 | 24.6077 | 13.732999999999999 |
| 85 | 6831.38 | 2028.21 | 0.29689 | 61.4277 | 920966.0813 | 94.9999 | 3321.08 | 59 | 38.4546 | 15.056 |
| 86 | 12284.5 | 3169.07 | 0.25797 | 155.959 | 1703823.7119 | 199.168 | 4194.91 | 69 | 31.7219 | 1.955 |
| 87 | 6521.96 | 1706.06 | 0.26158000000000003 | 69.6504 | 860826.1316 | 95.0981 | 3437.69 | 77 | 37.9354 | 1.4780000000000002 |
| 88 | 8679.99 | 2245.36 | 0.25868 | 82.7754 | 1225963.7533 | 109.186 | 4014.85 | 41 | 34.8825 | 2.405 |
| 89 | 21475.6 | 6801.02 | 0.31668 | 244.62599999999998 | 3003361.038 | 334.656 | 5539.45 | 70 | 23.171999999999997 | 3.5810000000000004 |
| 90 | 5784.03 | 1829.82 | 0.31635 | 57.9836 | 826579.3783 | 78.6622 | 2579.09 | 67 | 41.3245 | 1.899 |
| 91 | 30970.4 | 10658.9 | 0.34415999999999997 | 273.558 | 4256876.1162 | 387.042 | 6701.17 | 205 | 19.5778 | 19.347 |
| 92 | 7593.43 | 2519.3 | 0.33177 | 64.6824 | 1095221.7877 | 96.4547 | 3011.21 | 75 | 38.6377 | 16.567999999999998 |
| 93 | 12851.1 | 4457.27 | 0.34683 | 163.472 | 1869189.3256 | 269.073 | 4723.91 | 87 | 25.7712 | 3.2460000000000004 |
| 94 | 7200.27 | 1699.9 | 0.23608 | 65.361 | 1027663.0958 | 97.6585 | 3439.46 | 16 | 32.751999999999995 | 11.998 |
| 95 | 10673.6 | 2950.67 | 0.27644 | 105.44200000000001 | 1490548.3943 | 163.341 | 4353.87 | 55 | 32.9378 | 3.9139999999999997 |
| 96 | 6448.58 | 2268.02 | 0.3517 | 60.443000000000005 | 904327.4677 | 80.7277 | 2747.1 | 48 | 40.2075 | 2.6 |
| 97 | 8993.44 | 3126.25 | 0.34761 | 90.1403 | 1271111.7820000001 | 137.882 | 3240.17 | 19 | 36.9694 | 0.0 |
| 98 | 6227.83 | 1459.73 | 0.23438 | 53.9644 | 820928.6521 | 72.4476 | 3246.72 | 45 | 39.8668 | 5.922000000000001 |
| 99 | 11697.8 | 4836.3 | 0.41343 | 94.4883 | 1643583.1345 | 180.042 | 5400.86 | 102 | 36.5896 | 20.127 |
| 100 | 11506.1 | 2996.34 | 0.26041 | 151.325 | 1633778.6025 | 160.95600000000002 | 4709.07 | 33 | 29.1294 | 2.497 |