乳腺癌 (breast_cancer)
来源:内置 · 行数:569 · 列数:31
数据预览(前 20 行 + 列类型 + 缺失率)
| mean radius 数值 · 缺失 0.0% |
mean texture 数值 · 缺失 0.0% |
mean perimeter 数值 · 缺失 0.0% |
mean area 数值 · 缺失 0.0% |
mean smoothness 数值 · 缺失 0.0% |
mean compactness 数值 · 缺失 0.0% |
mean concavity 数值 · 缺失 0.0% |
mean concave points 数值 · 缺失 0.0% |
mean symmetry 数值 · 缺失 0.0% |
mean fractal dimension 数值 · 缺失 0.0% |
radius error 数值 · 缺失 0.0% |
texture error 数值 · 缺失 0.0% |
perimeter error 数值 · 缺失 0.0% |
area error 数值 · 缺失 0.0% |
smoothness error 数值 · 缺失 0.0% |
compactness error 数值 · 缺失 0.0% |
concavity error 数值 · 缺失 0.0% |
concave points error 数值 · 缺失 0.0% |
symmetry error 数值 · 缺失 0.0% |
fractal dimension error 数值 · 缺失 0.0% |
worst radius 数值 · 缺失 0.0% |
worst texture 数值 · 缺失 0.0% |
worst perimeter 数值 · 缺失 0.0% |
worst area 数值 · 缺失 0.0% |
worst smoothness 数值 · 缺失 0.0% |
worst compactness 数值 · 缺失 0.0% |
worst concavity 数值 · 缺失 0.0% |
worst concave points 数值 · 缺失 0.0% |
worst symmetry 数值 · 缺失 0.0% |
worst fractal dimension 数值 · 缺失 0.0% |
target 文本 · 缺失 0.0% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17.99 | 10.38 | 122.8 | 1001.0 | 0.1184 | 0.2776 | 0.3001 | 0.1471 | 0.2419 | 0.07871 | 1.095 | 0.9053 | 8.589 | 153.4 | 0.006399 | 0.04904 | 0.05373 | 0.01587 | 0.03003 | 0.006193 | 25.38 | 17.33 | 184.6 | 2019.0 | 0.1622 | 0.6656 | 0.7119 | 0.2654 | 0.4601 | 0.1189 | malignant |
| 20.57 | 17.77 | 132.9 | 1326.0 | 0.08474 | 0.07864 | 0.0869 | 0.07017 | 0.1812 | 0.05667 | 0.5435 | 0.7339 | 3.398 | 74.08 | 0.005225 | 0.01308 | 0.0186 | 0.0134 | 0.01389 | 0.003532 | 24.99 | 23.41 | 158.8 | 1956.0 | 0.1238 | 0.1866 | 0.2416 | 0.186 | 0.275 | 0.08902 | malignant |
| 19.69 | 21.25 | 130.0 | 1203.0 | 0.1096 | 0.1599 | 0.1974 | 0.1279 | 0.2069 | 0.05999 | 0.7456 | 0.7869 | 4.585 | 94.03 | 0.00615 | 0.04006 | 0.03832 | 0.02058 | 0.0225 | 0.004571 | 23.57 | 25.53 | 152.5 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.243 | 0.3613 | 0.08758 | malignant |
| 11.42 | 20.38 | 77.58 | 386.1 | 0.1425 | 0.2839 | 0.2414 | 0.1052 | 0.2597 | 0.09744 | 0.4956 | 1.156 | 3.445 | 27.23 | 0.00911 | 0.07458 | 0.05661 | 0.01867 | 0.05963 | 0.009208 | 14.91 | 26.5 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.173 | malignant |
| 20.29 | 14.34 | 135.1 | 1297.0 | 0.1003 | 0.1328 | 0.198 | 0.1043 | 0.1809 | 0.05883 | 0.7572 | 0.7813 | 5.438 | 94.44 | 0.01149 | 0.02461 | 0.05688 | 0.01885 | 0.01756 | 0.005115 | 22.54 | 16.67 | 152.2 | 1575.0 | 0.1374 | 0.205 | 0.4 | 0.1625 | 0.2364 | 0.07678 | malignant |
| 12.45 | 15.7 | 82.57 | 477.1 | 0.1278 | 0.17 | 0.1578 | 0.08089 | 0.2087 | 0.07613 | 0.3345 | 0.8902 | 2.217 | 27.19 | 0.00751 | 0.03345 | 0.03672 | 0.01137 | 0.02165 | 0.005082 | 15.47 | 23.75 | 103.4 | 741.6 | 0.1791 | 0.5249 | 0.5355 | 0.1741 | 0.3985 | 0.1244 | malignant |
| 18.25 | 19.98 | 119.6 | 1040.0 | 0.09463 | 0.109 | 0.1127 | 0.074 | 0.1794 | 0.05742 | 0.4467 | 0.7732 | 3.18 | 53.91 | 0.004314 | 0.01382 | 0.02254 | 0.01039 | 0.01369 | 0.002179 | 22.88 | 27.66 | 153.2 | 1606.0 | 0.1442 | 0.2576 | 0.3784 | 0.1932 | 0.3063 | 0.08368 | malignant |
| 13.71 | 20.83 | 90.2 | 577.9 | 0.1189 | 0.1645 | 0.09366 | 0.05985 | 0.2196 | 0.07451 | 0.5835 | 1.377 | 3.856 | 50.96 | 0.008805 | 0.03029 | 0.02488 | 0.01448 | 0.01486 | 0.005412 | 17.06 | 28.14 | 110.6 | 897.0 | 0.1654 | 0.3682 | 0.2678 | 0.1556 | 0.3196 | 0.1151 | malignant |
| 13.0 | 21.82 | 87.5 | 519.8 | 0.1273 | 0.1932 | 0.1859 | 0.09353 | 0.235 | 0.07389 | 0.3063 | 1.002 | 2.406 | 24.32 | 0.005731 | 0.03502 | 0.03553 | 0.01226 | 0.02143 | 0.003749 | 15.49 | 30.73 | 106.2 | 739.3 | 0.1703 | 0.5401 | 0.539 | 0.206 | 0.4378 | 0.1072 | malignant |
| 12.46 | 24.04 | 83.97 | 475.9 | 0.1186 | 0.2396 | 0.2273 | 0.08543 | 0.203 | 0.08243 | 0.2976 | 1.599 | 2.039 | 23.94 | 0.007149 | 0.07217 | 0.07743 | 0.01432 | 0.01789 | 0.01008 | 15.09 | 40.68 | 97.65 | 711.4 | 0.1853 | 1.058 | 1.105 | 0.221 | 0.4366 | 0.2075 | malignant |
| 16.02 | 23.24 | 102.7 | 797.8 | 0.08206 | 0.06669 | 0.03299 | 0.03323 | 0.1528 | 0.05697 | 0.3795 | 1.187 | 2.466 | 40.51 | 0.004029 | 0.009269 | 0.01101 | 0.007591 | 0.0146 | 0.003042 | 19.19 | 33.88 | 123.8 | 1150.0 | 0.1181 | 0.1551 | 0.1459 | 0.09975 | 0.2948 | 0.08452 | malignant |
| 15.78 | 17.89 | 103.6 | 781.0 | 0.0971 | 0.1292 | 0.09954 | 0.06606 | 0.1842 | 0.06082 | 0.5058 | 0.9849 | 3.564 | 54.16 | 0.005771 | 0.04061 | 0.02791 | 0.01282 | 0.02008 | 0.004144 | 20.42 | 27.28 | 136.5 | 1299.0 | 0.1396 | 0.5609 | 0.3965 | 0.181 | 0.3792 | 0.1048 | malignant |
| 19.17 | 24.8 | 132.4 | 1123.0 | 0.0974 | 0.2458 | 0.2065 | 0.1118 | 0.2397 | 0.078 | 0.9555 | 3.568 | 11.07 | 116.2 | 0.003139 | 0.08297 | 0.0889 | 0.0409 | 0.04484 | 0.01284 | 20.96 | 29.94 | 151.7 | 1332.0 | 0.1037 | 0.3903 | 0.3639 | 0.1767 | 0.3176 | 0.1023 | malignant |
| 15.85 | 23.95 | 103.7 | 782.7 | 0.08401 | 0.1002 | 0.09938 | 0.05364 | 0.1847 | 0.05338 | 0.4033 | 1.078 | 2.903 | 36.58 | 0.009769 | 0.03126 | 0.05051 | 0.01992 | 0.02981 | 0.003002 | 16.84 | 27.66 | 112.0 | 876.5 | 0.1131 | 0.1924 | 0.2322 | 0.1119 | 0.2809 | 0.06287 | malignant |
| 13.73 | 22.61 | 93.6 | 578.3 | 0.1131 | 0.2293 | 0.2128 | 0.08025 | 0.2069 | 0.07682 | 0.2121 | 1.169 | 2.061 | 19.21 | 0.006429 | 0.05936 | 0.05501 | 0.01628 | 0.01961 | 0.008093 | 15.03 | 32.01 | 108.8 | 697.7 | 0.1651 | 0.7725 | 0.6943 | 0.2208 | 0.3596 | 0.1431 | malignant |
| 14.54 | 27.54 | 96.73 | 658.8 | 0.1139 | 0.1595 | 0.1639 | 0.07364 | 0.2303 | 0.07077 | 0.37 | 1.033 | 2.879 | 32.55 | 0.005607 | 0.0424 | 0.04741 | 0.0109 | 0.01857 | 0.005466 | 17.46 | 37.13 | 124.1 | 943.2 | 0.1678 | 0.6577 | 0.7026 | 0.1712 | 0.4218 | 0.1341 | malignant |
| 14.68 | 20.13 | 94.74 | 684.5 | 0.09867 | 0.072 | 0.07395 | 0.05259 | 0.1586 | 0.05922 | 0.4727 | 1.24 | 3.195 | 45.4 | 0.005718 | 0.01162 | 0.01998 | 0.01109 | 0.0141 | 0.002085 | 19.07 | 30.88 | 123.4 | 1138.0 | 0.1464 | 0.1871 | 0.2914 | 0.1609 | 0.3029 | 0.08216 | malignant |
| 16.13 | 20.68 | 108.1 | 798.8 | 0.117 | 0.2022 | 0.1722 | 0.1028 | 0.2164 | 0.07356 | 0.5692 | 1.073 | 3.854 | 54.18 | 0.007026 | 0.02501 | 0.03188 | 0.01297 | 0.01689 | 0.004142 | 20.96 | 31.48 | 136.8 | 1315.0 | 0.1789 | 0.4233 | 0.4784 | 0.2073 | 0.3706 | 0.1142 | malignant |
| 19.81 | 22.15 | 130.0 | 1260.0 | 0.09831 | 0.1027 | 0.1479 | 0.09498 | 0.1582 | 0.05395 | 0.7582 | 1.017 | 5.865 | 112.4 | 0.006494 | 0.01893 | 0.03391 | 0.01521 | 0.01356 | 0.001997 | 27.32 | 30.88 | 186.8 | 2398.0 | 0.1512 | 0.315 | 0.5372 | 0.2388 | 0.2768 | 0.07615 | malignant |
| 13.54 | 14.36 | 87.46 | 566.3 | 0.09779 | 0.08129 | 0.06664 | 0.04781 | 0.1885 | 0.05766 | 0.2699 | 0.7886 | 2.058 | 23.56 | 0.008462 | 0.0146 | 0.02387 | 0.01315 | 0.0198 | 0.0023 | 15.11 | 19.26 | 99.7 | 711.2 | 0.144 | 0.1773 | 0.239 | 0.1288 | 0.2977 | 0.07259 | benign |