radius_mean float64 4.28 25.6 | texture_mean float64 6.92 31.8 | perimeter_mean float64 30.2 169 | area_mean float64 173 1.14k | smoothness_mean float64 0.04 0.16 | compactness_mean float64 -0.01 0.33 | concavity_mean float64 -0.11 0.47 | concave_points_mean float64 -0.01 0.23 | symmetry_mean float64 0.06 0.27 | fractal_dimension_mean float64 0.03 0.09 | radius_se float64 0.12 0.73 | texture_se float64 0.28 2.23 | perimeter_se float64 -0.04 4.7 | area_se float64 10.7 84.8 | smoothness_se float64 0 0.01 | radius_worst float64 3.66 32.8 | texture_worst float64 5.72 43 | perimeter_worst float64 34.7 178 | area_worst float64 169 1.62k | concavity_worst float64 0.02 0.61 | concave_points_worst float64 -0.02 0.3 | diagnosis stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
15.490142 | 19.500898 | 75.565249 | 526.409677 | 0.11014 | 0.094296 | 0.211172 | 0.109355 | 0.114075 | 0.054322 | 0.517481 | 1.25009 | 2.462022 | 42.305337 | 0.011282 | 18.287341 | 22.645848 | 101.643449 | 980.949501 | 0.300743 | 0.116431 | B |
13.585207 | 17.282378 | 93.536417 | 542.133582 | 0.098852 | 0.118453 | 0.205202 | 0.1466 | 0.218061 | 0.065125 | 0.212102 | 1.638204 | 1.592161 | 32.253159 | 0.007029 | 13.874569 | 27.706897 | 120.003792 | 734.421427 | 0.292429 | 0.11431 | B |
15.943066 | 19.48919 | 79.066398 | 957.471814 | 0.072091 | 0.102897 | 0.265062 | 0.125013 | 0.185707 | 0.062901 | 0.36722 | 1.016771 | 3.109572 | 61.42711 | 0.007098 | 19.765426 | 23.100544 | 165.333024 | 865.634991 | 0.138234 | 0.22127 | B |
18.56909 | 21.173192 | 84.566898 | 650.102423 | 0.085842 | 0.1226 | 0.132492 | 0.093229 | 0.168611 | 0.060439 | 0.395834 | 1.232001 | 3.020457 | 54.395979 | 0.005667 | 14.638553 | 25.579304 | 101.911156 | 808.19535 | 0.218719 | 0.243221 | M |
13.29754 | 19.19544 | 123.469042 | 767.3195 | 0.094745 | 0.139292 | 0.060506 | 0.154095 | 0.205715 | 0.069305 | 0.401591 | 1.424118 | 2.027102 | 32.581794 | 0.007993 | 19.99822 | 25.872578 | 89.016818 | 987.071625 | 0.520519 | 0.103556 | M |
13.297589 | 19.162367 | 116.809221 | 531.365093 | 0.068082 | 0.191858 | 0.212546 | 0.005406 | 0.225739 | 0.053392 | 0.41805 | 0.803637 | 2.995241 | 38.726423 | 0.004684 | 15.903554 | 23.238476 | 86.645139 | 1,010.060735 | 0.323838 | 0.11655 | M |
18.737638 | 16.192033 | 64.008375 | 533.022058 | 0.085219 | 0.133942 | 0.222498 | 0.182083 | 0.095943 | 0.054248 | 0.461044 | 2.128977 | 2.762435 | 42.445981 | 0.01133 | 10.115811 | 25.314725 | 109.561765 | 1,078.215735 | 0.28244 | 0.207126 | B |
16.302304 | 16.348396 | 106.594648 | 812.297721 | 0.113047 | 0.070719 | 0.319168 | 0.031762 | 0.193028 | 0.059881 | 0.396459 | 1.20857 | 1.603571 | 48.634141 | 0.009635 | 13.070335 | 23.123524 | 89.913198 | 969.639766 | 0.481289 | 0.176676 | M |
12.591577 | 13.389579 | 106.227931 | 447.563568 | 0.128546 | 0.207003 | 0.098371 | 0.074916 | 0.137201 | 0.053599 | 0.363194 | 1.242597 | 1.90225 | 40.291519 | 0.008969 | 15.278341 | 23.101344 | 156.850486 | 934.330754 | 0.260376 | 0.183821 | B |
15.62768 | 25.998307 | 67.034734 | 587.717935 | 0.091611 | 0.108145 | 0.292376 | 0.098363 | 0.194973 | 0.06508 | 0.359241 | 1.577063 | 3.296797 | 29.751051 | 0.004219 | 22.472756 | 30.383323 | 120.408913 | 1,270.80476 | 0.290858 | 0.19483 | M |
12.609747 | 14.024547 | 106.375553 | 655.104112 | 0.11513 | 0.147064 | 0.389393 | 0.094141 | 0.183838 | 0.052868 | 0.338848 | 1.474487 | 2.716591 | 32.824414 | 0.007411 | 20.604575 | 25.877068 | 139.293158 | 595.128186 | 0.39908 | 0.137963 | M |
12.602811 | 16.228379 | 120.758638 | 666.70589 | 0.061719 | 0.172327 | 0.169779 | 0.140256 | 0.199072 | 0.062263 | 0.478754 | 1.211423 | 2.104988 | 39.955182 | 0.009418 | 23.495446 | 26.735331 | 107.533365 | 1,239.121972 | 0.259926 | 0.166498 | B |
14.725887 | 16.126371 | 67.549104 | 623.136007 | 0.113189 | 0.159981 | 0.096725 | 0.057687 | 0.165023 | 0.058998 | 0.335347 | 1.239039 | 1.899067 | 52.34457 | 0.008186 | 23.614541 | 17.713476 | 86.49507 | 842.035618 | 0.225348 | 0.16261 | M |
8.260159 | 22.579698 | 71.649944 | 709.372967 | 0.083921 | 0.204709 | 0.167442 | 0.110431 | 0.123803 | 0.062149 | 0.484677 | 0.748755 | 2.139224 | 44.278379 | 0.004996 | 14.860997 | 27.117292 | 82.265151 | 1,014.178317 | 0.074624 | 0.107075 | B |
8.825247 | 17.820201 | 110.353229 | 753.928363 | 0.106147 | 0.17395 | 0.20112 | 0.076872 | 0.166489 | 0.055403 | 0.4019 | 1.03306 | 2.188864 | 32.265851 | 0.0057 | 16.246053 | 27.652117 | 92.300206 | 834.868064 | 0.20635 | 0.165755 | M |
12.313137 | 23.990968 | 95.429906 | 760.195632 | 0.095045 | 0.106935 | 0.245103 | 0.111806 | 0.192205 | 0.056609 | 0.347875 | 1.355163 | 1.907826 | 46.483728 | 0.006096 | 15.35488 | 23.008307 | 123.688137 | 759.491674 | 0.205397 | 0.211886 | B |
10.961507 | 16.306038 | 101.029526 | 502.129429 | 0.126408 | 0.258928 | 0.152688 | 0.097409 | 0.210462 | 0.06096 | 0.461841 | 1.333168 | 1.280765 | 36.130152 | 0.005793 | 14.313958 | 35.425148 | 127.997073 | 996.915439 | 0.315857 | 0.133293 | B |
14.942742 | 20.115977 | 96.811784 | 607.376735 | 0.082511 | 0.159717 | 0.324416 | 0.103717 | 0.144845 | 0.062021 | 0.327255 | 1.56635 | 3.298009 | 48.90408 | 0.010058 | 9.634021 | 13.553864 | 130.079902 | 1,108.425662 | 0.238954 | 0.157628 | B |
11.275928 | 15.658612 | 97.813918 | 829.214429 | 0.112552 | 0.142633 | 0.110837 | 0.078003 | 0.210812 | 0.059958 | 0.463818 | 1.16385 | 3.179444 | 65.270104 | 0.003158 | 16.941009 | 28.921836 | 77.783183 | 994.601591 | 0.515802 | 0.160335 | B |
9.763089 | 27.580597 | 63.470557 | 784.197078 | 0.09441 | 0.198196 | 0.060864 | 0.079597 | 0.160564 | 0.077054 | 0.421273 | 0.783814 | 1.608721 | 36.411736 | 0.008312 | 11.857738 | 28.564024 | 114.98977 | 791.576843 | 0.194237 | 0.135767 | M |
18.396946 | 14.249606 | 110.946354 | 444.071082 | 0.096834 | 0.162473 | 0.288537 | 0.111491 | 0.190873 | 0.050093 | 0.340368 | 1.517019 | 2.595418 | 48.016052 | 0.004415 | 16.863312 | 27.707915 | 89.348454 | 1,622.270013 | 0.440065 | 0.183845 | B |
13.322671 | 20.239283 | 113.3918 | 702.721985 | 0.096323 | 0.169961 | 0.01803 | 0.137749 | 0.164703 | 0.059358 | 0.452863 | 1.630827 | 1.868433 | 32.546067 | 0.005077 | 25.463083 | 25.881064 | 125.036649 | 1,139.714734 | 0.321975 | 0.115997 | M |
14.202585 | 21.535108 | 85.412185 | 353.266213 | 0.083087 | 0.274609 | 0.18367 | 0.076069 | 0.185465 | 0.044264 | 0.454659 | 1.469473 | 2.316903 | 38.877362 | 0.002981 | 14.96262 | 27.753397 | 126.976926 | 1,086.668461 | 0.380677 | 0.216632 | B |
9.725755 | 20.655196 | 89.130461 | 657.040235 | 0.099718 | 0.136244 | 0.449414 | 0.065249 | 0.206756 | 0.063721 | 0.515752 | 1.15091 | 2.258663 | 40.295623 | 0.005902 | 17.779096 | 29.340877 | 85.695674 | 829.407154 | 0.374602 | 0.18131 | B |
12.366852 | 18.258849 | 59.37785 | 934.665053 | 0.098747 | 0.134112 | 0.199037 | 0.124538 | 0.14319 | 0.048848 | 0.496615 | 1.513316 | 2.200516 | 38.063163 | 0.010021 | 20.626594 | 21.370562 | 139.20074 | 774.966842 | 0.078176 | 0.103162 | B |
14.332768 | 18.480717 | 100.285095 | 507.816092 | 0.104825 | 0.155829 | 0.110339 | 0.0987 | 0.159603 | 0.057217 | 0.449127 | 2.228673 | 3.902063 | 64.630137 | 0.00753 | 18.121165 | 26.495978 | 173.470574 | 844.032185 | 0.298845 | 0.2349 | B |
10.547019 | 19.175246 | 101.441149 | 524.851543 | 0.10169 | 0.203576 | 0.195408 | 0.13322 | 0.185549 | 0.056279 | 0.287241 | 1.234546 | 2.191772 | 36.934069 | 0.004603 | 18.169937 | 24.083416 | 135.870893 | 1,116.281309 | 0.273777 | 0.158405 | M |
15.127094 | 18.411992 | 88.75618 | 764.604467 | 0.11596 | 0.074673 | 0.195936 | 0.063768 | 0.252048 | 0.062809 | 0.644859 | 0.806479 | 1.934215 | 45.868515 | 0.009034 | 15.55039 | 19.531158 | 110.929149 | 701.879133 | 0.186702 | 0.113853 | M |
12.198084 | 22.855516 | 112.487067 | 418.579773 | 0.11847 | 0.051722 | 0.212852 | 0.028822 | 0.154104 | 0.054472 | 0.259638 | 1.024114 | 1.966193 | 20.699131 | 0.009463 | 16.072488 | 28.58585 | 107.086357 | 686.359234 | 0.345963 | 0.205228 | B |
13.124919 | 27.842092 | 83.318455 | 555.086746 | 0.078988 | 0.120644 | 0.252981 | 0.07868 | 0.241204 | 0.054047 | 0.494926 | 1.387643 | 3.230644 | 44.319966 | 0.007208 | 13.159958 | 22.178198 | 109.7734 | 1,007.909507 | 0.471654 | 0.174734 | M |
12.19488 | 16.770033 | 101.292119 | 739.466171 | 0.117375 | 0.068304 | 0.116871 | 0.069346 | 0.240133 | 0.074359 | 0.443128 | 0.718559 | 1.343528 | 51.420546 | 0.011069 | 20.38418 | 17.510707 | 95.981654 | 963.839289 | 0.0327 | 0.061402 | M |
19.556835 | 13.520788 | 69.606713 | 554.857123 | 0.076273 | 0.128758 | 0.335004 | 0.096848 | 0.177081 | 0.062846 | 0.282586 | 1.250821 | 1.966164 | 34.724027 | 0.008643 | 10.034033 | 22.304447 | 121.309955 | 745.937292 | 0.246553 | 0.123717 | B |
13.959508 | 18.646872 | 89.528957 | 614.604502 | 0.111757 | 0.175125 | 0.219609 | 0.074526 | 0.171055 | 0.054389 | 0.38757 | 1.314101 | 3.512776 | 14.897779 | 0.008365 | 20.884353 | 21.005506 | 86.538435 | 681.759284 | 0.175423 | 0.163955 | M |
10.826867 | 29.318837 | 86.512915 | 761.627857 | 0.112395 | 0.105463 | 0.258144 | 0.129641 | 0.159238 | 0.057492 | 0.392125 | 1.660537 | 2.67079 | 39.613482 | 0.005393 | 11.385206 | 30.142395 | 67.757555 | 1,187.579399 | 0.307178 | 0.042022 | B |
16.467635 | 15.785302 | 94.506158 | 713.231913 | 0.061774 | 0.078659 | 0.149748 | 0.088474 | 0.177954 | 0.076454 | 0.530558 | 1.593058 | 2.634345 | 40.171839 | 0.008255 | 20.850429 | 25.765966 | 120.490042 | 971.400885 | 0.267438 | 0.154254 | B |
10.337469 | 25.556467 | 82.609461 | 690.022759 | 0.10186 | 0.153467 | 0.302911 | 0.106019 | 0.137798 | 0.057648 | 0.328669 | 1.459375 | 3.992503 | 47.240751 | 0.007434 | 15.58473 | 31.911914 | 115.530827 | 627.292827 | 0.239432 | 0.157899 | M |
14.626591 | 25.710803 | 87.370548 | 599.131658 | 0.09063 | 0.193127 | 0.179436 | 0.106305 | 0.177713 | 0.053107 | 0.373805 | 0.551196 | 2.672444 | 60.10903 | 0.00804 | 12.072525 | 21.667219 | 100.72075 | 641.274893 | 0.368951 | 0.090825 | M |
8.12099 | 16.785647 | 106.520943 | 705.509167 | 0.084825 | 0.065251 | 0.222204 | 0.107798 | 0.224906 | 0.05315 | 0.166393 | 1.476316 | 2.00427 | 36.199463 | 0.005631 | 19.317195 | 29.370849 | 82.932584 | 827.697606 | 0.463618 | 0.163532 | B |
10.015442 | 21.275932 | 81.264715 | 631.440098 | 0.127017 | 0.191012 | 0.125352 | 0.099035 | 0.161667 | 0.054509 | 0.573476 | 1.411654 | 2.302546 | 31.437119 | 0.007256 | 20.71507 | 39.198115 | 122.243601 | 1,046.568361 | 0.566132 | 0.150373 | B |
14.590584 | 25.513586 | 57.868458 | 718.670841 | 0.086926 | 0.190865 | 0.120245 | 0.120424 | 0.172778 | 0.054055 | 0.292953 | 1.276783 | 1.705197 | 28.330822 | 0.005366 | 15.247685 | 26.780162 | 90.245624 | 1,019.00176 | 0.226037 | 0.090435 | B |
16.2154 | 17.483489 | 124.991678 | 575.460196 | 0.083872 | 0.197704 | 0.255056 | 0.068174 | 0.128966 | 0.047204 | 0.432691 | 0.680933 | 3.379156 | 41.980786 | 0.002706 | 19.882442 | 29.308244 | 111.526391 | 1,126.335707 | 0.117912 | 0.195978 | M |
14.514105 | 18.185679 | 117.629082 | 622.614654 | 0.101514 | 0.210924 | 0.164511 | 0.155977 | 0.191222 | 0.048758 | 0.389859 | 0.966968 | 2.902193 | 44.793543 | 0.008997 | 7.859662 | 28.467588 | 159.124296 | 601.930039 | 0.35592 | 0.191893 | B |
13.653055 | 16.673276 | 64.154746 | 501.506331 | 0.113712 | 0.260101 | 0.131694 | 0.090539 | 0.187934 | 0.051707 | 0.3902 | 0.849953 | 3.28709 | 34.543446 | 0.003995 | 11.717615 | 17.889623 | 131.279744 | 944.769338 | 0.461048 | 0.135513 | B |
13.096689 | 14.940973 | 103.794156 | 644.748858 | 0.097167 | 0.132195 | 0.148545 | 0.047538 | 0.181911 | 0.065916 | 0.480986 | 0.595497 | 3.349089 | 47.786827 | 0.007214 | 22.169636 | 27.929086 | 80.771683 | 1,185.182066 | 0.381369 | 0.140071 | B |
9.564434 | 16.40289 | 79.940505 | 528.34987 | 0.123327 | 0.155479 | 0.255916 | 0.107523 | 0.173495 | 0.056188 | 0.567126 | 1.199125 | 2.210052 | 44.653841 | 0.007666 | 16.105323 | 26.532282 | 83.128711 | 1,166.560346 | 0.460635 | 0.186313 | B |
11.840467 | 14.104239 | 95.269744 | 482.893032 | 0.11062 | 0.129178 | 0.149677 | 0.065953 | 0.171217 | 0.057928 | 0.425149 | 0.960653 | 1.838673 | 40.432317 | 0.007653 | 9.551147 | 23.701263 | 118.795477 | 971.781996 | 0.277451 | 0.139967 | B |
12.618084 | 19.136334 | 95.884483 | 688.799172 | 0.056436 | 0.150099 | 0.190588 | 0.126613 | 0.195057 | 0.072701 | 0.465508 | 1.987592 | 2.463801 | 30.975853 | 0.006434 | 14.204535 | 20.579818 | 80.616983 | 1,369.603702 | 0.239043 | 0.053455 | M |
17.171367 | 15.920107 | 85.311844 | 681.910966 | 0.089411 | 0.226644 | 0.201202 | 0.188384 | 0.179136 | 0.07295 | 0.432889 | 1.149368 | 1.889067 | 35.181357 | 0.007542 | 13.306398 | 28.469916 | 64.956863 | 1,021.857023 | 0.311544 | 0.174347 | M |
15.030855 | 19.935144 | 74.324687 | 767.43106 | 0.088763 | 0.082749 | 0.046612 | 0.068537 | 0.189449 | 0.057179 | 0.501753 | 1.588126 | 2.61547 | 15.702447 | 0.007942 | 16.336153 | 20.137981 | 128.3093 | 1,108.549327 | 0.266945 | 0.109337 | M |
8.71088 | 12.776417 | 76.189179 | 585.331165 | 0.109587 | 0.106948 | 0.08231 | 0.113295 | 0.186449 | 0.053691 | 0.353708 | 0.72927 | 3.292468 | 42.357871 | 0.00847 | 15.516996 | 35.668228 | 123.023394 | 908.889584 | 0.366309 | 0.130508 | M |
14.972252 | 20.323521 | 71.676162 | 711.207927 | 0.047504 | 0.218859 | 0.226902 | 0.02978 | 0.213703 | 0.051356 | 0.507539 | 1.040973 | 2.382302 | 40.263413 | 0.010467 | 17.715727 | 25.570845 | 126.264958 | 743.804941 | 0.396977 | 0.222894 | M |
12.844753 | 22.334116 | 73.363556 | 732.619636 | 0.15098 | 0.201002 | 0.141038 | 0.118156 | 0.20031 | 0.066928 | 0.51105 | 1.229069 | 2.604997 | 41.88479 | 0.007468 | 16.722136 | 18.883465 | 121.57588 | 724.95816 | 0.404808 | 0.143301 | B |
11.969234 | 11.025057 | 88.656434 | 716.716071 | 0.110621 | 0.131843 | 0.284538 | 0.064571 | 0.185786 | 0.057953 | 0.508254 | 0.927554 | 2.434308 | 45.04319 | 0.007128 | 22.438957 | 22.430019 | 113.367232 | 936.323043 | 0.351059 | 0.150087 | M |
15.835029 | 20.496226 | 75.6848 | 526.151948 | 0.102978 | 0.19272 | 0.277345 | 0.075007 | 0.225553 | 0.056135 | 0.333985 | 1.07334 | 3.061909 | 43.858215 | 0.005187 | 18.698194 | 23.609328 | 98.445286 | 857.699599 | 0.324582 | 0.175483 | B |
17.092999 | 23.910676 | 103.641041 | 672.404522 | 0.123631 | 0.167061 | 0.257533 | 0.055949 | 0.192608 | 0.051863 | 0.383166 | 1.134615 | 2.032552 | 38.896168 | 0.007872 | 18.830686 | 37.061883 | 127.903374 | 546.282866 | 0.379443 | 0.175267 | M |
16.79384 | 14.161436 | 119.744923 | 704.621044 | 0.146873 | 0.225014 | 0.345582 | 0.129286 | 0.219149 | 0.052303 | 0.423947 | 1.129828 | 0.962488 | 40.48668 | 0.008335 | 21.660628 | 20.577055 | 153.247087 | 694.841283 | 0.103701 | 0.10404 | M |
11.482347 | 25.69029 | 78.398935 | 651.07677 | 0.117415 | 0.153725 | 0.193353 | 0.140292 | 0.198208 | 0.063201 | 0.262916 | 1.756536 | 2.829608 | 25.956836 | 0.006615 | 15.444925 | 24.418914 | 102.469275 | 836.319285 | 0.321057 | 0.146985 | B |
13.072363 | 20.676076 | 94.78809 | 337.028351 | 0.118976 | 0.201282 | 0.251911 | 0.100935 | 0.124742 | 0.046846 | 0.559492 | 1.313468 | 3.191484 | 34.162794 | 0.008089 | 11.95249 | 22.310858 | 89.481495 | 1,045.455875 | 0.305248 | 0.151808 | M |
14.99379 | 16.179953 | 99.993702 | 674.073444 | 0.102614 | 0.282101 | 0.153248 | 0.065423 | 0.219145 | 0.069949 | 0.398772 | 1.343853 | 2.812462 | 40.504711 | 0.006415 | 21.827881 | 27.496292 | 86.622015 | 896.785223 | 0.321308 | 0.163601 | M |
16.926635 | 18.776924 | 99.440045 | 981.879656 | 0.097169 | 0.179905 | 0.39619 | 0.163581 | 0.184055 | 0.054662 | 0.428393 | 1.361896 | 2.051839 | 32.641464 | 0.008342 | 17.543367 | 22.390583 | 93.331744 | 885.587158 | 0.291238 | 0.164461 | B |
12.562477 | 21.233308 | 91.519105 | 595.99411 | 0.090484 | 0.152466 | 0.358691 | 0.069984 | 0.178441 | 0.058504 | 0.3423 | 1.383788 | 1.705492 | 48.601508 | 0.008825 | 17.557405 | 19.304717 | 120.064963 | 702.617475 | 0.343186 | 0.279372 | M |
13.443023 | 19.304022 | 104.853648 | 540.788435 | 0.083478 | 0.186122 | 0.20095 | 0.013519 | 0.18844 | 0.04663 | 0.267312 | 1.175134 | 2.846148 | 33.413679 | 0.008797 | 14.46668 | 24.023527 | 61.509311 | 904.633216 | 0.24254 | 0.091207 | M |
10.680995 | 21.155024 | 99.644979 | 706.002284 | 0.08626 | 0.131736 | 0.230927 | 0.118336 | 0.169651 | 0.059876 | 0.339597 | 1.103776 | 2.599035 | 42.163054 | 0.007236 | 14.532579 | 23.503031 | 125.979261 | 1,163.820205 | 0.412952 | 0.199005 | M |
10.41138 | 15.317306 | 65.246752 | 696.856732 | 0.072989 | 0.269398 | 0.308744 | 0.055809 | 0.186811 | 0.056717 | 0.42192 | 1.250045 | 2.411945 | 41.165657 | 0.00492 | 20.386889 | 22.038778 | 131.097825 | 931.115023 | 0.347365 | 0.209169 | B |
16.437577 | 19.677443 | 107.383121 | 828.910275 | 0.098483 | 0.159004 | 0.188229 | 0.139544 | 0.162244 | 0.059499 | 0.467343 | 1.547041 | 3.775724 | 47.462776 | 0.005776 | 20.938623 | 22.305948 | 70.048041 | 598.537284 | 0.315069 | 0.174639 | M |
18.06872 | 13.345142 | 107.745817 | 461.319777 | 0.066307 | 0.136353 | 0.14747 | 0.084754 | 0.218228 | 0.074717 | 0.416179 | 1.537871 | 1.83724 | 49.007912 | 0.00819 | 20.135294 | 30.923479 | 90.520489 | 649.695441 | 0.230248 | 0.117484 | M |
13.78397 | 18.555096 | 74.734278 | 759.707038 | 0.103818 | 0.108216 | 0.269919 | 0.124149 | 0.176592 | 0.061777 | 0.434672 | 1.12788 | 3.742526 | 46.940326 | 0.011898 | 20.171846 | 23.401299 | 116.992024 | 1,017.757775 | 0.381532 | 0.233233 | B |
17.010599 | 15.384369 | 90.758757 | 738.563309 | 0.099273 | 0.204861 | 0.206275 | 0.15606 | 0.168522 | 0.052053 | 0.366297 | 1.430353 | 2.522249 | 18.939938 | 0.006319 | 19.276118 | 19.329362 | 111.413257 | 855.136905 | 0.320666 | 0.040401 | M |
15.084908 | 16.05788 | 103.66658 | 628.678019 | 0.102939 | 0.193359 | 0.21464 | 0.051646 | 0.152252 | 0.052887 | 0.449625 | 1.141625 | 1.215101 | 51.941481 | 0.007912 | 17.526091 | 22.68942 | 127.990937 | 885.083954 | 0.224452 | 0.115837 | B |
12.064641 | 23.944373 | 85.813724 | 700.803098 | 0.089557 | 0.125132 | 0.133258 | 0.077363 | 0.188063 | 0.065951 | 0.548283 | 1.210161 | 2.374558 | 55.273082 | 0.005888 | 16.298481 | 25.271678 | 111.471579 | 777.453165 | 0.294334 | 0.208584 | B |
15.084187 | 23.36524 | 111.459561 | 804.418622 | 0.161537 | 0.178823 | 0.062586 | 0.096973 | 0.185613 | 0.072987 | 0.470479 | 1.057943 | 3.171647 | 35.178757 | 0.005052 | 21.841295 | 18.318652 | 146.619238 | 1,000.682442 | 0.362908 | 0.131494 | B |
18.61411 | 21.436552 | 137.27745 | 780.847307 | 0.127202 | 0.074572 | 0.218891 | 0.161502 | 0.191653 | 0.062819 | 0.480954 | 1.145506 | 2.244461 | 42.366469 | 0.005647 | 15.505117 | 33.12989 | 106.970765 | 839.816457 | 0.355157 | 0.229823 | B |
13.892522 | 14.630749 | 74.280279 | 478.547103 | 0.075109 | 0.159249 | 0.272397 | 0.073665 | 0.149182 | 0.066887 | 0.429402 | 1.602399 | 1.467655 | 31.091683 | 0.002835 | 18.479917 | 29.337897 | 90.424175 | 862.677356 | 0.348701 | 0.07441 | M |
18.693931 | 17.734366 | 62.379108 | 773.023728 | 0.104657 | 0.172638 | 0.181935 | 0.07622 | 0.131965 | 0.066097 | 0.249684 | 1.227726 | 2.38484 | 20.516215 | 0.009707 | 13.783948 | 32.150864 | 88.413953 | 729.755322 | 0.309253 | 0.094395 | M |
6.140765 | 23.852391 | 96.076372 | 640.296709 | 0.08784 | 0.235366 | 0.314914 | 0.119126 | 0.198768 | 0.074191 | 0.295533 | 1.240585 | 1.899979 | 32.612847 | 0.00254 | 14.362804 | 26.960641 | 133.386713 | 1,084.33826 | 0.402582 | 0.123418 | B |
16.465708 | 19.566868 | 104.43125 | 660.931115 | 0.07971 | 0.111459 | 0.143687 | 0.076911 | 0.224539 | 0.040504 | 0.445488 | 0.765835 | 2.84427 | 34.59861 | 0.006472 | 16.055382 | 14.531513 | 115.740529 | 855.773442 | 0.42378 | 0.17087 | M |
14.261141 | 28.277318 | 85.382673 | 660.979549 | 0.073199 | 0.086082 | 0.115624 | 0.106101 | 0.149209 | 0.066672 | 0.398906 | 1.107227 | 3.04138 | 36.451493 | 0.004644 | 13.784246 | 32.676669 | 130.842898 | 1,021.576067 | 0.373732 | 0.138899 | M |
13.102978 | 20.573271 | 119.065213 | 627.463552 | 0.108644 | 0.105229 | 0.194622 | 0.037939 | 0.227683 | 0.069837 | 0.443984 | 1.127606 | 1.760611 | 30.410859 | 0.005231 | 20.191407 | 20.682158 | 130.328062 | 661.281687 | 0.241255 | 0.12548 | M |
14.275282 | 19.768196 | 63.227884 | 828.756125 | 0.086372 | 0.083172 | 0.193393 | 0.188573 | 0.188517 | 0.046613 | 0.567642 | 0.951257 | 2.005937 | 32.665748 | 0.009753 | 11.607863 | 21.089066 | 64.503754 | 1,246.776628 | 0.194194 | 0.22102 | B |
8.037293 | 17.763534 | 103.858372 | 637.442306 | 0.119357 | 0.216833 | 0.261597 | 0.046092 | 0.179788 | 0.051143 | 0.472604 | 1.2065 | 3.02965 | 39.889937 | 0.007402 | 17.396918 | 25.781626 | 86.497935 | 1,155.474808 | 0.245606 | 0.225672 | M |
13.340984 | 19.534164 | 77.882784 | 482.068081 | 0.119876 | 0.227432 | 0.138003 | 0.08713 | 0.168074 | 0.051492 | 0.525889 | 1.071245 | 1.898809 | 32.29773 | 0.005069 | 17.530032 | 31.891149 | 89.484374 | 518.040466 | 0.495366 | 0.129281 | B |
15.071338 | 18.390121 | 124.387558 | 590.970522 | 0.127478 | 0.166011 | 0.309448 | 0.098701 | 0.138464 | 0.052712 | 0.409468 | 1.223999 | 1.742489 | 45.435243 | 0.005821 | 9.756802 | 30.266436 | 94.598395 | 739.612505 | 0.32817 | 0.064512 | B |
18.433682 | 21.832435 | 129.850307 | 676.804208 | 0.082952 | 0.211065 | 0.357353 | 0.176508 | 0.209632 | 0.055183 | 0.319278 | 1.236451 | 1.674916 | 46.816607 | 0.005469 | 15.235905 | 29.531406 | 104.491117 | 995.526878 | 0.512644 | 0.042126 | M |
12.445189 | 22.826809 | 74.666868 | 834.382218 | 0.109507 | 0.156698 | 0.196868 | 0.047006 | 0.156732 | 0.062426 | 0.394213 | 0.913274 | 2.746427 | 63.803877 | 0.006913 | 18.022798 | 23.440865 | 139.97874 | 636.054269 | 0.28798 | 0.161965 | M |
11.574519 | 15.856042 | 79.008857 | 740.464203 | 0.112649 | 0.145244 | 0.299977 | 0.179348 | 0.156606 | 0.068657 | 0.319525 | 1.080389 | 2.71641 | 51.256799 | 0.007346 | 18.714912 | 23.361962 | 144.962059 | 873.681184 | 0.274119 | 0.182798 | B |
12.494729 | 13.675068 | 107.191758 | 522.419708 | 0.090516 | 0.133348 | 0.11548 | 0.130287 | 0.209758 | 0.070813 | 0.555829 | 1.223212 | 2.021168 | 42.431031 | 0.010791 | 16.182771 | 26.729718 | 107.677729 | 985.326357 | 0.292594 | 0.15315 | B |
16.746206 | 11.655179 | 82.257387 | 1,022.778488 | 0.084565 | 0.13448 | 0.286018 | 0.116684 | 0.12351 | 0.051622 | 0.479039 | 1.55529 | 2.50356 | 33.797357 | 0.003167 | 19.707553 | 24.349646 | 108.717978 | 863.054818 | 0.290783 | 0.146455 | B |
14.986253 | 21.031965 | 89.091776 | 689.716297 | 0.13219 | 0.07261 | 0.283782 | 0.060615 | 0.134292 | 0.051553 | 0.452051 | 1.277016 | 3.568993 | 42.937474 | 0.00693 | 16.562735 | 29.44659 | 97.364157 | 1,007.767741 | 0.222635 | 0.109773 | M |
12.410719 | 14.586534 | 90.507768 | 841.308611 | 0.10455 | 0.163213 | 0.269075 | 0.122846 | 0.179456 | 0.073158 | 0.523594 | 1.001419 | 1.818158 | 43.26596 | 0.006369 | 17.054612 | 29.150588 | 117.229692 | 761.334019 | 0.185115 | 0.182749 | B |
15.539802 | 10.388438 | 51.606537 | 627.242835 | 0.112719 | 0.147983 | 0.198755 | 0.071061 | 0.188799 | 0.066467 | 0.197994 | 1.319701 | 1.13378 | 34.866869 | 0.008893 | 18.006615 | 27.956707 | 120.063022 | 451.163692 | 0.350134 | 0.233909 | M |
14.291233 | 20.554314 | 89.723245 | 730.003887 | 0.083558 | 0.187268 | -0.03634 | 0.150666 | 0.194542 | 0.060829 | 0.458814 | 1.712265 | 2.818553 | 47.837314 | 0.00771 | 20.707999 | 12.370194 | 135.161889 | 1,096.423062 | 0.40549 | 0.039156 | M |
16.905935 | 28.971998 | 76.205445 | 775.920276 | 0.075614 | 0.154676 | 0.148662 | 0.061158 | 0.170946 | 0.064733 | 0.268935 | 1.475012 | 2.422719 | 26.01902 | 0.008181 | 14.297128 | 25.639942 | 134.960968 | 1,095.162931 | 0.544498 | 0.146125 | M |
11.893841 | 18.975716 | 80.137544 | 832.729207 | 0.088611 | 0.141865 | 0.149927 | 0.095474 | 0.255911 | 0.059702 | 0.399274 | 1.364258 | 2.002982 | 37.556002 | 0.00769 | 15.052713 | 24.455731 | 57.447049 | 1,400.727328 | 0.256629 | 0.101483 | M |
13.017014 | 22.353963 | 118.87264 | 808.605246 | 0.09752 | 0.10644 | 0.12174 | 0.077789 | 0.173163 | 0.065246 | 0.368829 | 1.417677 | 2.956456 | 45.558585 | 0.005136 | 14.324414 | 25.840128 | 111.186376 | 458.562696 | 0.264734 | 0.075477 | B |
12.823676 | 19.327317 | 64.869862 | 780.82955 | 0.078716 | 0.153608 | 0.209779 | 0.060499 | 0.173076 | 0.056639 | 0.466174 | 1.631986 | 3.087458 | 37.124159 | 0.009423 | 15.671209 | 21.228377 | 149.602501 | 1,050.166422 | 0.222877 | 0.093501 | B |
9.609455 | 18.604441 | 106.264104 | 602.73699 | 0.099803 | 0.186912 | 0.166483 | 0.129653 | 0.15609 | 0.062688 | 0.422819 | 1.522688 | 0.954205 | 37.932456 | 0.008597 | 22.704937 | 18.37607 | 104.047127 | 506.263572 | 0.412573 | 0.168984 | B |
14.888361 | 22.676306 | 84.420741 | 564.238094 | 0.06623 | 0.092833 | 0.134031 | 0.121418 | 0.183717 | 0.044895 | 0.534512 | 1.370028 | 2.043181 | 38.622141 | 0.008831 | 19.290901 | 27.315692 | 143.481045 | 1,251.298656 | 0.381499 | 0.170248 | B |
14.783166 | 17.838902 | 84.404797 | 699.891127 | 0.077599 | 0.154374 | 0.115296 | 0.14836 | 0.198449 | 0.053122 | 0.33981 | 1.520593 | 4.122261 | 31.643988 | 0.009528 | 12.475641 | 23.218493 | 107.338705 | 997.573367 | 0.212307 | 0.223014 | B |
14.01534 | 20.069569 | 105.807438 | 789.969211 | 0.113418 | 0.161652 | 0.142759 | 0.028805 | 0.216107 | 0.05323 | 0.470911 | 0.875505 | 2.908383 | 51.739009 | 0.007835 | 14.598212 | 27.873465 | 119.373087 | 709.61423 | 0.20978 | 0.150439 | B |
13.296239 | 20.286791 | 96.801026 | 616.591895 | 0.112076 | 0.114097 | 0.28972 | 0.142567 | 0.135321 | 0.056256 | 0.416222 | 0.74932 | 2.973273 | 29.819623 | 0.009962 | 18.491069 | 21.645428 | 86.577733 | 1,056.044495 | 0.395251 | 0.062089 | B |
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Advanced Breast Tumor Classification Dataset
High-Dimensional Tumor Metrics for AI-Based Cancer Detection
Dataset Info
- Source: Kaggle
- Original Size: 0.22 MB
- Kaggle Downloads: 77
- Files: 1
Files
Breast_cancer_Reseach.csv
Mirrored from Kaggle
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