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cancer

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Id Diagnosis Radius__mean_ Texture__mean_ Perimeter__mean_ Area__mean_ Smoothness__mean_ Compactness__mean_ Concavity__mean_ Concave_points__mean_ Symmetry__mean_ Fractal_dimension__mean_ Radius__se_ Texture__se_ Perimeter__se_ Area__se_ Smoothness__se_ Compactness__se_ Concavity__se_ Concave_points__se_ Symmetry__se_ Fractal_dimension__se_ Radius__worst_ Texture__worst_ Perimeter__worst_ Area__worst_ Smoothness__worst_ Compactness__worst_ Concavity__worst_ Concave_points__worst_ Symmetry__worst_ Fractal_dimension__worst_
0 8510426 B 13.540 14.36 87.46 566.3 0.09779 0.08129 0.066640 0.047810 0.1885 0.05766 0.2699 0.7886 2.0580 23.560 0.008462 0.014600 0.023870 0.013150 0.01980 0.002300 15.110 19.26 99.70 711.2 0.14400 0.17730 0.239000 0.128800 0.2977 0.07259
1 8510653 B 13.080 15.71 85.63 520.0 0.10750 0.12700 0.045680 0.031100 0.1967 0.06811 0.1852 0.7477 1.3830 14.670 0.004097 0.018980 0.016980 0.006490 0.01678 0.002425 14.500 20.49 96.09 630.5 0.13120 0.27760 0.189000 0.072830 0.3184 0.08183
2 8510824 B 9.504 12.44 60.34 273.9 0.10240 0.06492 0.029560 0.020760 0.1815 0.06905 0.2773 0.9768 1.9090 15.700 0.009606 0.014320 0.019850 0.014210 0.02027 0.002968 10.230 15.66 65.13 314.9 0.13240 0.11480 0.088670 0.062270 0.2450 0.07773
3 854941 B 13.030 18.42 82.61 523.8 0.08983 0.03766 0.025620 0.029230 0.1467 0.05863 0.1839 2.3420 1.1700 14.160 0.004352 0.004899 0.013430 0.011640 0.02671 0.001777 13.300 22.81 84.46 545.9 0.09701 0.04619 0.048330 0.050130 0.1987 0.06169
4 85713702 B 8.196 16.84 51.71 201.9 0.08600 0.05943 0.015880 0.005917 0.1769 0.06503 0.1563 0.9567 1.0940 8.205 0.008968 0.016460 0.015880 0.005917 0.02574 0.002582 8.964 21.96 57.26 242.2 0.12970 0.13570 0.068800 0.025640 0.3105 0.07409
5 857155 B 12.050 14.63 78.04 449.3 0.10310 0.09092 0.065920 0.027490 0.1675 0.06043 0.2636 0.7294 1.8480 19.870 0.005488 0.014270 0.023220 0.005660 0.01428 0.002422 13.760 20.70 89.88 582.6 0.14940 0.21560 0.305000 0.065480 0.2747 0.08301
6 857156 B 13.490 22.30 86.91 561.0 0.08752 0.07698 0.047510 0.033840 0.1809 0.05718 0.2338 1.3530 1.7350 20.200 0.004455 0.013820 0.020950 0.011840 0.01641 0.001956 15.150 31.82 99.00 698.8 0.11620 0.17110 0.228200 0.128200 0.2871 0.06917
7 857343 B 11.760 21.60 74.72 427.9 0.08637 0.04966 0.016570 0.011150 0.1495 0.05888 0.4062 1.2100 2.6350 28.470 0.005857 0.009758 0.011680 0.007445 0.02406 0.001769 12.980 25.72 82.98 516.5 0.10850 0.08615 0.055230 0.037150 0.2433 0.06563
8 857373 B 13.640 16.34 87.21 571.8 0.07685 0.06059 0.018570 0.017230 0.1353 0.05953 0.1872 0.9234 1.4490 14.550 0.004477 0.011770 0.010790 0.007956 0.01325 0.002551 14.670 23.19 96.08 656.7 0.10890 0.15820 0.105000 0.085860 0.2346 0.08025
9 857374 B 11.940 18.24 75.71 437.6 0.08261 0.04751 0.019720 0.013490 0.1868 0.06110 0.2273 0.6329 1.5200 17.470 0.007210 0.008380 0.013110 0.008000 0.01996 0.002635 13.100 21.33 83.67 527.2 0.11440 0.08906 0.092030 0.062960 0.2785 0.07408
10 85759902 B 11.520 18.75 73.34 409.0 0.09524 0.05473 0.030360 0.022780 0.1920 0.05907 0.3249 0.9591 2.1830 23.470 0.008328 0.008722 0.013490 0.008670 0.03218 0.002386 12.840 22.47 81.81 506.2 0.12490 0.08720 0.090760 0.063160 0.3306 0.07036
11 857810 B 13.050 19.31 82.61 527.2 0.08060 0.03789 0.000692 0.004167 0.1819 0.05501 0.4040 1.2140 2.5950 32.960 0.007491 0.008593 0.000692 0.004167 0.02190 0.002990 14.230 22.25 90.24 624.1 0.10210 0.06191 0.001845 0.011110 0.2439 0.06289
12 858477 B 8.618 11.79 54.34 224.5 0.09752 0.05272 0.020610 0.007799 0.1683 0.07187 0.1559 0.5796 1.0460 8.322 0.010110 0.010550 0.019810 0.005742 0.02090 0.002788 9.507 15.40 59.90 274.9 0.17330 0.12390 0.116800 0.044190 0.3220 0.09026
13 858970 B 10.170 14.88 64.55 311.9 0.11340 0.08061 0.010840 0.012900 0.2743 0.06960 0.5158 1.4410 3.3120 34.620 0.007514 0.010990 0.007665 0.008193 0.04183 0.005953 11.020 17.45 69.86 368.6 0.12750 0.09866 0.021680 0.025790 0.3557 0.08020
14 858981 B 8.598 20.98 54.66 221.8 0.12430 0.08963 0.030000 0.009259 0.1828 0.06757 0.3582 2.0670 2.4930 18.390 0.011930 0.031620 0.030000 0.009259 0.03357 0.003048 9.565 27.04 62.06 273.9 0.16390 0.16980 0.090010 0.027780 0.2972 0.07712
15 859196 B 9.173 13.86 59.20 260.9 0.07721 0.08751 0.059880 0.021800 0.2341 0.06963 0.4098 2.2650 2.6080 23.520 0.008738 0.039380 0.043120 0.015600 0.04192 0.005822 10.010 19.23 65.59 310.1 0.09836 0.16780 0.139700 0.050870 0.3282 0.08490
16 859464 B 9.465 21.01 60.11 269.4 0.10440 0.07773 0.021720 0.015040 0.1717 0.06899 0.2351 2.0110 1.6600 14.200 0.010520 0.017550 0.017140 0.009333 0.02279 0.004237 10.410 31.56 67.03 330.7 0.15480 0.16640 0.094120 0.065170 0.2878 0.09211
17 859465 B 11.310 19.04 71.80 394.1 0.08139 0.04701 0.037090 0.022300 0.1516 0.05667 0.2727 0.9429 1.8310 18.150 0.009282 0.009216 0.020630 0.008965 0.02183 0.002146 12.330 23.84 78.00 466.7 0.12900 0.09148 0.144400 0.069610 0.2400 0.06641
18 859471 B 9.029 17.33 58.79 250.5 0.10660 0.14130 0.313000 0.043750 0.2111 0.08046 0.3274 1.1940 1.8850 17.670 0.009549 0.086060 0.303800 0.033220 0.04197 0.009559 10.310 22.65 65.50 324.7 0.14820 0.43650 1.252000 0.175000 0.4228 0.11750
19 859487 B 12.780 16.49 81.37 502.5 0.09831 0.05234 0.036530 0.028640 0.1590 0.05653 0.2368 0.8732 1.4710 18.330 0.007962 0.005612 0.015850 0.008662 0.02254 0.001906 13.460 19.76 85.67 554.9 0.12960 0.07061 0.103900 0.058820 0.2383 0.06410
20 859711 B 8.888 14.64 58.79 244.0 0.09783 0.15310 0.086060 0.028720 0.1902 0.08980 0.5262 0.8522 3.1680 25.440 0.017210 0.093680 0.056710 0.017660 0.02541 0.021930 9.733 15.67 62.56 284.4 0.12070 0.24360 0.143400 0.047860 0.2254 0.10840
21 8610175 B 12.310 16.52 79.19 470.9 0.09172 0.06829 0.033720 0.022720 0.1720 0.05914 0.2505 1.0250 1.7400 19.680 0.004854 0.018190 0.018260 0.007965 0.01386 0.002304 14.110 23.21 89.71 611.1 0.11760 0.18430 0.170300 0.086600 0.2618 0.07609
22 8610629 B 13.530 10.94 87.91 559.2 0.12910 0.10470 0.068770 0.065560 0.2403 0.06641 0.4101 1.0140 2.6520 32.650 0.013400 0.028390 0.011620 0.008239 0.02572 0.006164 14.080 12.49 91.36 605.5 0.14510 0.13790 0.085390 0.074070 0.2710 0.07191
23 8610908 B 12.860 18.00 83.19 506.3 0.09934 0.09546 0.038890 0.023150 0.1718 0.05997 0.2655 1.0950 1.7780 20.350 0.005293 0.016610 0.020710 0.008179 0.01748 0.002848 14.240 24.82 91.88 622.1 0.12890 0.21410 0.173100 0.079260 0.2779 0.07918
24 861103 B 11.450 20.97 73.81 401.5 0.11020 0.09362 0.045910 0.022330 0.1842 0.07005 0.3251 2.1740 2.0770 24.620 0.010370 0.017060 0.025860 0.007506 0.01816 0.003976 13.110 32.16 84.53 525.1 0.15570 0.16760 0.175500 0.061270 0.2762 0.08851
25 8611161 B 13.340 15.86 86.49 520.0 0.10780 0.15350 0.116900 0.069870 0.1942 0.06902 0.2860 1.0160 1.5350 12.960 0.006794 0.035750 0.039800 0.013830 0.02134 0.004603 15.530 23.19 96.66 614.9 0.15360 0.47910 0.485800 0.170800 0.3527 0.10160
26 8612080 B 12.000 15.65 76.95 443.3 0.09723 0.07165 0.041510 0.018630 0.2079 0.05968 0.2271 1.2550 1.4410 16.160 0.005969 0.018120 0.020070 0.007027 0.01972 0.002607 13.670 24.90 87.78 567.9 0.13770 0.20030 0.226700 0.076320 0.3379 0.07924
27 861597 B 12.360 21.80 79.78 466.1 0.08772 0.09445 0.060150 0.037450 0.1930 0.06404 0.2978 1.5020 2.2030 20.950 0.007112 0.024930 0.027030 0.012930 0.01958 0.004463 13.830 30.50 91.46 574.7 0.13040 0.24630 0.243400 0.120500 0.2972 0.09261
28 861598 B 14.640 15.24 95.77 651.9 0.11320 0.13390 0.099660 0.070640 0.2116 0.06346 0.5115 0.7372 3.8140 42.760 0.005508 0.044120 0.044360 0.016230 0.02427 0.004841 16.340 18.24 109.40 803.6 0.12770 0.30890 0.260400 0.139700 0.3151 0.08473
29 861648 B 14.620 24.02 94.57 662.7 0.08974 0.08606 0.031020 0.029570 0.1685 0.05866 0.3721 1.1110 2.2790 33.760 0.004868 0.018180 0.011210 0.008606 0.02085 0.002893 16.110 29.11 102.90 803.7 0.11150 0.17660 0.091890 0.069460 0.2522 0.07246
30 861853 B 13.270 14.76 84.74 551.7 0.07355 0.05055 0.032610 0.026480 0.1386 0.05318 0.4057 1.1530 2.7010 36.350 0.004481 0.010380 0.013580 0.010820 0.01069 0.001435 16.360 22.35 104.50 830.6 0.10060 0.12380 0.135000 0.100100 0.2027 0.06206
31 862009 B 13.450 18.30 86.60 555.1 0.10220 0.08165 0.039740 0.027800 0.1638 0.05710 0.2950 1.3730 2.0990 25.220 0.005884 0.014910 0.018720 0.009366 0.01884 0.001817 15.100 25.94 97.59 699.4 0.13390 0.17510 0.138100 0.079110 0.2678 0.06603
32 86211 B 12.180 17.84 77.79 451.1 0.10450 0.07057 0.024900 0.029410 0.1900 0.06635 0.3661 1.5110 2.4100 24.440 0.005433 0.011790 0.011310 0.015190 0.02220 0.003408 12.830 20.92 82.14 495.2 0.11400 0.09358 0.049800 0.058820 0.2227 0.07376
33 862261 B 9.787 19.94 62.11 294.5 0.10240 0.05301 0.006829 0.007937 0.1350 0.06890 0.3350 2.0430 2.1320 20.050 0.011130 0.014630 0.005308 0.005250 0.01801 0.005667 10.920 26.29 68.81 366.1 0.13160 0.09473 0.020490 0.023810 0.1934 0.08988
34 862485 B 11.600 12.84 74.34 412.6 0.08983 0.07525 0.041960 0.033500 0.1620 0.06582 0.2315 0.5391 1.4750 15.750 0.006153 0.013300 0.016930 0.006884 0.01651 0.002551 13.060 17.16 82.96 512.5 0.14310 0.18510 0.192200 0.084490 0.2772 0.08756
35 862722 B 6.981 13.43 43.79 143.5 0.11700 0.07568 0.000000 0.000000 0.1930 0.07818 0.2241 1.5080 1.5530 9.833 0.010190 0.010840 0.000000 0.000000 0.02659 0.004100 7.930 19.54 50.41 185.2 0.15840 0.12020 0.000000 0.000000 0.2932 0.09382
36 862965 B 12.180 20.52 77.22 458.7 0.08013 0.04038 0.023830 0.017700 0.1739 0.05677 0.1924 1.5710 1.1830 14.680 0.005080 0.006098 0.010690 0.006797 0.01447 0.001532 13.340 32.84 84.58 547.8 0.11230 0.08862 0.114500 0.074310 0.2694 0.06878
37 862980 B 9.876 19.40 63.95 298.3 0.10050 0.09697 0.061540 0.030290 0.1945 0.06322 0.1803 1.2220 1.5280 11.770 0.009058 0.021960 0.030290 0.011120 0.01609 0.003570 10.760 26.83 72.22 361.2 0.15590 0.23020 0.264400 0.097490 0.2622 0.08490
38 862989 B 10.490 19.29 67.41 336.1 0.09989 0.08578 0.029950 0.012010 0.2217 0.06481 0.3550 1.5340 2.3020 23.130 0.007595 0.022190 0.028800 0.008614 0.02710 0.003451 11.540 23.31 74.22 402.8 0.12190 0.14860 0.079870 0.032030 0.2826 0.07552
39 863031 B 11.640 18.33 75.17 412.5 0.11420 0.10170 0.070700 0.034850 0.1801 0.06520 0.3060 1.6570 2.1550 20.620 0.008540 0.023100 0.029450 0.013980 0.01565 0.003840 13.140 29.26 85.51 521.7 0.16880 0.26600 0.287300 0.121800 0.2806 0.09097
40 863270 B 12.360 18.54 79.01 466.7 0.08477 0.06815 0.026430 0.019210 0.1602 0.06066 0.1199 0.8944 0.8484 9.227 0.003457 0.010470 0.011670 0.005558 0.01251 0.001356 13.290 27.49 85.56 544.1 0.11840 0.19630 0.193700 0.084420 0.2983 0.07185
41 864018 B 11.340 21.26 72.48 396.5 0.08759 0.06575 0.051330 0.018990 0.1487 0.06529 0.2344 0.9861 1.5970 16.410 0.009113 0.015570 0.024430 0.006435 0.01568 0.002477 13.010 29.15 83.99 518.1 0.16990 0.21960 0.312000 0.082780 0.2829 0.08832
42 864033 B 9.777 16.99 62.50 290.2 0.10370 0.08404 0.043340 0.017780 0.1584 0.07065 0.4030 1.4240 2.7470 22.870 0.013850 0.029320 0.027220 0.010230 0.03281 0.004638 11.050 21.47 71.68 367.0 0.14670 0.17650 0.130000 0.053340 0.2533 0.08468
43 86408 B 12.630 20.76 82.15 480.4 0.09933 0.12090 0.106500 0.060210 0.1735 0.07070 0.3424 1.8030 2.7110 20.480 0.012910 0.040420 0.051010 0.022950 0.02144 0.005891 13.330 25.47 89.00 527.4 0.12870 0.22500 0.221600 0.110500 0.2226 0.08486
44 86409 B 14.260 19.65 97.83 629.9 0.07837 0.22330 0.300300 0.077980 0.1704 0.07769 0.3628 1.4900 3.3990 29.250 0.005298 0.074460 0.143500 0.022920 0.02566 0.012980 15.300 23.73 107.00 709.0 0.08949 0.41930 0.678300 0.150500 0.2398 0.10820
45 864292 B 10.510 20.19 68.64 334.2 0.11220 0.13030 0.064760 0.030680 0.1922 0.07782 0.3336 1.8600 2.0410 19.910 0.011880 0.037470 0.045910 0.015440 0.02287 0.006792 11.160 22.75 72.62 374.4 0.13000 0.20490 0.129500 0.061360 0.2383 0.09026
46 864496 B 8.726 15.83 55.84 230.9 0.11500 0.08201 0.041320 0.019240 0.1649 0.07633 0.1665 0.5864 1.3540 8.966 0.008261 0.022130 0.032590 0.010400 0.01708 0.003806 9.628 19.62 64.48 284.4 0.17240 0.23640 0.245600 0.105000 0.2926 0.10170
47 864685 B 11.930 21.53 76.53 438.6 0.09768 0.07849 0.033280 0.020080 0.1688 0.06194 0.3118 0.9227 2.0000 24.790 0.007803 0.025070 0.018350 0.007711 0.01278 0.003856 13.670 26.15 87.54 583.0 0.15000 0.23990 0.150300 0.072470 0.2438 0.08541
48 864726 B 8.950 15.76 58.74 245.2 0.09462 0.12430 0.092630 0.023080 0.1305 0.07163 0.3132 0.9789 3.2800 16.940 0.018350 0.067600 0.092630 0.023080 0.02384 0.005601 9.414 17.07 63.34 270.0 0.11790 0.18790 0.154400 0.038460 0.1652 0.07722
49 865137 B 11.410 10.82 73.34 403.3 0.09373 0.06685 0.035120 0.026230 0.1667 0.06113 0.1408 0.4607 1.1030 10.500 0.006040 0.015290 0.015140 0.006460 0.01344 0.002206 12.820 15.97 83.74 510.5 0.15480 0.23900 0.210200 0.089580 0.3016 0.08523
50 865432 B 14.500 10.89 94.28 640.7 0.11010 0.10990 0.088420 0.057780 0.1856 0.06402 0.2929 0.8570 1.9280 24.190 0.003818 0.012760 0.028820 0.012000 0.01910 0.002808 15.700 15.98 102.80 745.5 0.13130 0.17880 0.256000 0.122100 0.2889 0.08006
51 865468 B 13.370 16.39 86.10 553.5 0.07115 0.07325 0.080920 0.028000 0.1422 0.05823 0.1639 1.1400 1.2230 14.660 0.005919 0.032700 0.049570 0.010380 0.01208 0.004076 14.260 22.75 91.99 632.1 0.10250 0.25310 0.330800 0.089780 0.2048 0.07628
52 86561 B 13.850 17.21 88.44 588.7 0.08785 0.06136 0.014200 0.011410 0.1614 0.05890 0.2185 0.8561 1.4950 17.910 0.004599 0.009169 0.009127 0.004814 0.01247 0.001708 15.490 23.58 100.30 725.9 0.11570 0.13500 0.081150 0.051040 0.2364 0.07182
53 866458 B 15.100 16.39 99.58 674.5 0.11500 0.18070 0.113800 0.085340 0.2001 0.06467 0.4309 1.0680 2.7960 39.840 0.009006 0.041850 0.032040 0.022580 0.02353 0.004984 16.110 18.33 105.90 762.6 0.13860 0.28830 0.196000 0.142300 0.2590 0.07779
54 866714 B 12.190 13.29 79.08 455.8 0.10660 0.09509 0.028550 0.028820 0.1880 0.06471 0.2005 0.8163 1.9730 15.240 0.006773 0.024560 0.010180 0.008094 0.02662 0.004143 13.340 17.81 91.38 545.2 0.14270 0.25850 0.099150 0.081870 0.3469 0.09241
55 867387 B 15.710 13.93 102.00 761.7 0.09462 0.09462 0.071350 0.059330 0.1816 0.05723 0.3117 0.8155 1.9720 27.940 0.005217 0.015150 0.016780 0.012680 0.01669 0.002330 17.500 19.25 114.30 922.8 0.12230 0.19490 0.170900 0.137400 0.2723 0.07071
56 868223 B 11.710 16.67 74.72 423.6 0.10510 0.06095 0.035920 0.026000 0.1339 0.05945 0.4489 2.5080 3.2580 34.370 0.006578 0.013800 0.026620 0.013070 0.01359 0.003707 13.330 25.48 86.16 546.7 0.12710 0.10280 0.104600 0.069680 0.1712 0.07343
57 868682 B 11.430 15.39 73.06 399.8 0.09639 0.06889 0.035030 0.028750 0.1734 0.05865 0.1759 0.9938 1.1430 12.670 0.005133 0.015210 0.014340 0.008602 0.01501 0.001588 12.320 22.02 79.93 462.0 0.11900 0.16480 0.139900 0.084760 0.2676 0.06765
58 868871 B 11.280 13.39 73.00 384.8 0.11640 0.11360 0.046350 0.047960 0.1771 0.06072 0.3384 1.3430 1.8510 26.330 0.011270 0.034980 0.021870 0.019650 0.01580 0.003442 11.920 15.77 76.53 434.0 0.13670 0.18220 0.086690 0.086110 0.2102 0.06784
59 868999 B 9.738 11.97 61.24 288.5 0.09250 0.04102 0.000000 0.000000 0.1903 0.06422 0.1988 0.4960 1.2180 12.260 0.006040 0.005656 0.000000 0.000000 0.02277 0.003220 10.620 14.10 66.53 342.9 0.12340 0.07204 0.000000 0.000000 0.3105 0.08151
60 869218 B 11.430 17.31 73.66 398.0 0.10920 0.09486 0.020310 0.018610 0.1645 0.06562 0.2843 1.9080 1.9370 21.380 0.006664 0.017350 0.011580 0.009520 0.02282 0.003526 12.780 26.76 82.66 503.0 0.14130 0.17920 0.077080 0.064020 0.2584 0.08096
61 869224 B 12.900 15.92 83.74 512.2 0.08677 0.09509 0.048940 0.030880 0.1778 0.06235 0.2143 0.7712 1.6890 16.640 0.005324 0.015630 0.015100 0.007584 0.02104 0.001887 14.480 21.82 97.17 643.8 0.13120 0.25480 0.209000 0.101200 0.3549 0.08118
62 869254 B 10.750 14.97 68.26 355.3 0.07793 0.05139 0.022510 0.007875 0.1399 0.05688 0.2525 1.2390 1.8060 17.740 0.006547 0.017810 0.020180 0.005612 0.01671 0.002360 11.950 20.72 77.79 441.2 0.10760 0.12230 0.097550 0.034130 0.2300 0.06769
63 869476 B 11.900 14.65 78.11 432.8 0.11520 0.12960 0.037100 0.030030 0.1995 0.07839 0.3962 0.6538 3.0210 25.030 0.010170 0.047410 0.027890 0.011100 0.03127 0.009423 13.150 16.51 86.26 509.6 0.14240 0.25170 0.094200 0.060420 0.2727 0.10360
64 86973701 B 14.950 18.77 97.84 689.5 0.08138 0.11670 0.090500 0.035620 0.1744 0.06493 0.4220 1.9090 3.2710 39.430 0.005790 0.048770 0.053030 0.015270 0.03356 0.009368 16.250 25.47 107.10 809.7 0.09970 0.25210 0.250000 0.084050 0.2852 0.09218
65 86973702 B 14.440 15.18 93.97 640.1 0.09970 0.10210 0.084870 0.055320 0.1724 0.06081 0.2406 0.7394 2.1200 21.200 0.005706 0.022970 0.031140 0.014930 0.01454 0.002528 15.850 19.85 108.60 766.9 0.13160 0.27350 0.310300 0.159900 0.2691 0.07683
66 869931 B 13.740 17.91 88.12 585.0 0.07944 0.06376 0.028810 0.013290 0.1473 0.05580 0.2500 0.7574 1.5730 21.470 0.002838 0.015920 0.017800 0.005828 0.01329 0.001976 15.340 22.46 97.19 725.9 0.09711 0.18240 0.156400 0.060190 0.2350 0.07014
67 871001501 B 13.000 20.78 83.51 519.4 0.11350 0.07589 0.031360 0.026450 0.2540 0.06087 0.4202 1.3220 2.8730 34.780 0.007017 0.011420 0.019490 0.011530 0.02951 0.001533 14.160 24.11 90.82 616.7 0.12970 0.11050 0.081120 0.062960 0.3196 0.06435
68 871001502 B 8.219 20.70 53.27 203.9 0.09405 0.13050 0.132100 0.021680 0.2222 0.08261 0.1935 1.9620 1.2430 10.210 0.012430 0.054160 0.077530 0.010220 0.02309 0.011780 9.092 29.72 58.08 249.8 0.16300 0.43100 0.538100 0.078790 0.3322 0.14860
69 8710441 B 9.731 15.34 63.78 300.2 0.10720 0.15990 0.410800 0.078570 0.2548 0.09296 0.8245 2.6640 4.0730 49.850 0.010970 0.095860 0.396000 0.052790 0.03546 0.029840 11.020 19.49 71.04 380.5 0.12920 0.27720 0.821600 0.157100 0.3108 0.12590
70 87106 B 11.150 13.08 70.87 381.9 0.09754 0.05113 0.019820 0.017860 0.1830 0.06105 0.2251 0.7815 1.4290 15.480 0.009019 0.008985 0.011960 0.008232 0.02388 0.001619 11.990 16.30 76.25 440.8 0.13410 0.08971 0.071160 0.055060 0.2859 0.06772
71 8711002 B 13.150 15.34 85.31 538.9 0.09384 0.08498 0.092930 0.034830 0.1822 0.06207 0.2710 0.7927 1.8190 22.790 0.008584 0.020170 0.030470 0.009536 0.02769 0.003479 14.770 20.50 97.67 677.3 0.14780 0.22560 0.300900 0.097220 0.3849 0.08633
72 8711003 B 12.250 17.94 78.27 460.3 0.08654 0.06679 0.038850 0.023310 0.1970 0.06228 0.2200 0.9823 1.4840 16.510 0.005518 0.015620 0.019940 0.007924 0.01799 0.002484 13.590 25.22 86.60 564.2 0.12170 0.17880 0.194300 0.082110 0.3113 0.08132
73 8711216 B 16.840 19.46 108.40 880.2 0.07445 0.07223 0.051500 0.027710 0.1844 0.05268 0.4789 2.0600 3.4790 46.610 0.003443 0.026610 0.030560 0.011100 0.01520 0.001519 18.220 28.07 120.30 1032.0 0.08774 0.17100 0.188200 0.084360 0.2527 0.05972
74 871122 B 12.060 12.74 76.84 448.6 0.09311 0.05241 0.019720 0.019630 0.1590 0.05907 0.1822 0.7285 1.1710 13.250 0.005528 0.009789 0.008342 0.006273 0.01465 0.002530 13.140 18.41 84.08 532.8 0.12750 0.12320 0.086360 0.070250 0.2514 0.07898
75 871149 B 10.900 12.96 68.69 366.8 0.07515 0.03718 0.003090 0.006588 0.1442 0.05743 0.2818 0.7614 1.8080 18.540 0.006142 0.006134 0.001835 0.003576 0.01637 0.002665 12.360 18.20 78.07 470.0 0.11710 0.08294 0.018540 0.039530 0.2738 0.07685
76 8711561 B 11.750 20.18 76.10 419.8 0.10890 0.11410 0.068430 0.037380 0.1993 0.06453 0.5018 1.6930 3.9260 38.340 0.009433 0.024050 0.041670 0.011520 0.03397 0.005061 13.320 26.21 88.91 543.9 0.13580 0.18920 0.195600 0.079090 0.3168 0.07987
77 8712064 B 12.340 22.22 79.85 464.5 0.10120 0.10150 0.053700 0.028220 0.1551 0.06761 0.2949 1.6560 1.9550 21.550 0.011340 0.031750 0.031250 0.011350 0.01879 0.005348 13.580 28.68 87.36 553.0 0.14520 0.23380 0.168800 0.081940 0.2268 0.09082
78 8712291 B 14.970 19.76 95.50 690.2 0.08421 0.05352 0.019470 0.019390 0.1515 0.05266 0.1840 1.0650 1.2860 16.640 0.003634 0.007983 0.008268 0.006432 0.01924 0.001520 15.980 25.82 102.30 782.1 0.10450 0.09995 0.077500 0.057540 0.2646 0.06085
79 87127 B 10.800 9.71 68.77 357.6 0.09594 0.05736 0.025310 0.016980 0.1381 0.06400 0.1728 0.4064 1.1260 11.480 0.007809 0.009816 0.010990 0.005344 0.01254 0.002120 11.600 12.02 73.66 414.0 0.14360 0.12570 0.104700 0.046030 0.2090 0.07699
80 8712853 B 14.970 16.95 96.22 685.9 0.09855 0.07885 0.026020 0.037810 0.1780 0.05650 0.2713 1.2170 1.8930 24.280 0.005080 0.013700 0.007276 0.009073 0.01350 0.001706 16.110 23.00 104.60 793.7 0.12160 0.16370 0.066480 0.084850 0.2404 0.06428
81 87139402 B 12.320 12.39 78.85 464.1 0.10280 0.06981 0.039870 0.037000 0.1959 0.05955 0.2360 0.6656 1.6700 17.430 0.008045 0.011800 0.016830 0.012410 0.01924 0.002248 13.500 15.64 86.97 549.1 0.13850 0.12660 0.124200 0.093910 0.2827 0.06771
82 871641 B 11.080 14.71 70.21 372.7 0.10060 0.05743 0.023630 0.025830 0.1566 0.06669 0.2073 1.8050 1.3770 19.080 0.014960 0.021210 0.014530 0.015830 0.03082 0.004785 11.350 16.82 72.01 396.5 0.12160 0.08240 0.039380 0.043060 0.1902 0.07313
83 871642 B 10.660 15.15 67.49 349.6 0.08792 0.04302 0.000000 0.000000 0.1928 0.05975 0.3309 1.9250 2.1550 21.980 0.008713 0.010170 0.000000 0.000000 0.03265 0.001002 11.540 19.20 73.20 408.3 0.10760 0.06791 0.000000 0.000000 0.2710 0.06164
84 872113 B 8.671 14.45 54.42 227.2 0.09138 0.04276 0.000000 0.000000 0.1722 0.06724 0.2204 0.7873 1.4350 11.360 0.009172 0.008007 0.000000 0.000000 0.02711 0.003399 9.262 17.04 58.36 259.2 0.11620 0.07057 0.000000 0.000000 0.2592 0.07848
85 872608 B 9.904 18.06 64.60 302.4 0.09699 0.12940 0.130700 0.037160 0.1669 0.08116 0.4311 2.2610 3.1320 27.480 0.012860 0.088080 0.119700 0.024600 0.03880 0.017920 11.260 24.39 73.07 390.2 0.13010 0.29500 0.348600 0.099100 0.2614 0.11620
86 873357 B 13.010 22.22 82.01 526.4 0.06251 0.01938 0.001595 0.001852 0.1395 0.05234 0.1731 1.1420 1.1010 14.340 0.003418 0.002252 0.001595 0.001852 0.01613 0.000968 14.000 29.02 88.18 608.8 0.08125 0.03432 0.007977 0.009259 0.2295 0.05843
87 873586 B 12.810 13.06 81.29 508.8 0.08739 0.03774 0.009193 0.013300 0.1466 0.06133 0.2889 0.9899 1.7780 21.790 0.008534 0.006364 0.006180 0.007408 0.01065 0.003351 13.630 16.15 86.70 570.7 0.11620 0.05445 0.027580 0.039900 0.1783 0.07319
88 873843 B 11.410 14.92 73.53 402.0 0.09059 0.08155 0.061810 0.023610 0.1167 0.06217 0.3344 1.1080 1.9020 22.770 0.007356 0.037280 0.059150 0.017120 0.02165 0.004784 12.370 17.70 79.12 467.2 0.11210 0.16100 0.164800 0.062960 0.1811 0.07427
89 874158 B 10.080 15.11 63.76 317.5 0.09267 0.04695 0.001597 0.002404 0.1703 0.06048 0.4245 1.2680 2.6800 26.430 0.014390 0.012000 0.001597 0.002404 0.02538 0.003470 11.870 21.18 75.39 437.0 0.15210 0.10190 0.006920 0.010420 0.2933 0.07697
90 874373 B 11.710 17.19 74.68 420.3 0.09774 0.06141 0.038090 0.032390 0.1516 0.06095 0.2451 0.7655 1.7420 17.860 0.006905 0.008704 0.019780 0.011850 0.01897 0.001671 13.010 21.39 84.42 521.5 0.13230 0.10400 0.152100 0.109900 0.2572 0.07097
91 874662 B 11.810 17.39 75.27 428.9 0.10070 0.05562 0.023530 0.015530 0.1718 0.05780 0.1859 1.9260 1.0110 14.470 0.007831 0.008776 0.015560 0.006240 0.03139 0.001988 12.570 26.48 79.57 489.5 0.13560 0.10000 0.088030 0.043060 0.3200 0.06576
92 874839 B 12.300 15.90 78.83 463.7 0.08080 0.07253 0.038440 0.016540 0.1667 0.05474 0.2382 0.8355 1.6870 18.320 0.005996 0.022120 0.021170 0.006433 0.02025 0.001725 13.350 19.59 86.65 546.7 0.10960 0.16500 0.142300 0.048150 0.2482 0.06306
93 875093 B 12.770 21.41 82.02 507.4 0.08749 0.06601 0.031120 0.028640 0.1694 0.06287 0.7311 1.7480 5.1180 53.650 0.004571 0.017900 0.021760 0.017570 0.03373 0.005875 13.750 23.50 89.04 579.5 0.09388 0.08978 0.051860 0.047730 0.2179 0.06871
94 875099 B 9.720 18.22 60.73 288.1 0.06950 0.02344 0.000000 0.000000 0.1653 0.06447 0.3539 4.8850 2.2300 21.690 0.001713 0.006736 0.000000 0.000000 0.03799 0.001688 9.968 20.83 62.25 303.8 0.07117 0.02729 0.000000 0.000000 0.1909 0.06559
95 875878 B 12.910 16.33 82.53 516.4 0.07941 0.05366 0.038730 0.023770 0.1829 0.05667 0.1942 0.9086 1.4930 15.750 0.005298 0.015870 0.023210 0.008420 0.01853 0.002152 13.880 22.00 90.81 600.6 0.10970 0.15060 0.176400 0.082350 0.3024 0.06949
96 877501 B 12.230 19.56 78.54 461.0 0.09586 0.08087 0.041870 0.041070 0.1979 0.06013 0.3534 1.3260 2.3080 27.240 0.007514 0.017790 0.014010 0.011400 0.01503 0.003338 14.440 28.36 92.15 638.4 0.14290 0.20420 0.137700 0.108000 0.2668 0.08174
97 87930 B 12.470 18.60 81.09 481.9 0.09965 0.10580 0.080050 0.038210 0.1925 0.06373 0.3961 1.0440 2.4970 30.290 0.006953 0.019110 0.027010 0.010370 0.01782 0.003586 14.970 24.64 96.05 677.9 0.14260 0.23780 0.267100 0.101500 0.3014 0.08750
98 879804 B 9.876 17.27 62.92 295.4 0.10890 0.07232 0.017560 0.019520 0.1934 0.06285 0.2137 1.3420 1.5170 12.330 0.009719 0.012490 0.007975 0.007527 0.02210 0.002472 10.420 23.22 67.08 331.6 0.14150 0.12470 0.062130 0.055880 0.2989 0.07380
99 8810158 B 13.110 22.54 87.02 529.4 0.10020 0.14830 0.087050 0.051020 0.1850 0.07310 0.1931 0.9223 1.4910 15.090 0.005251 0.030410 0.025260 0.008304 0.02514 0.004198 14.550 29.16 99.48 639.3 0.13490 0.44020 0.316200 0.112600 0.4128 0.10760
Group: Patient
23 ▼
Group: Identifier
1 ▼
Column: Id
1 ▼
Id Unique identifier for each patient
✓ Id Data Type: INT
✓ Id is Unique
! Id has unexpected range: It's expected be in: [0, 99999999], because: ID numbers range. However, its true range is: [8670, 911320502]
Group: Diagnosis
▼
Column: Diagnosis
▼
Diagnosis Breast mass diagnosis: B (benign) or M (malignant)
✓ Diagnosis Data Type: VARCHAR
Group: Cell_Nuclei_Measurements
22 ▼
Group: Mean_Values
7 ▼
Group: Size
▼
Column: Radius__mean_
▼
Radius__mean_ Mean value of cell radius
✓ Radius__mean_ Data Type: DECIMAL
Column: Perimeter__mean_
▼
Perimeter__mean_ Mean value of cell perimeter
✓ Perimeter__mean_ Data Type: DECIMAL
Column: Area__mean_
▼
Area__mean_ Mean value of cell area
✓ Area__mean_ Data Type: DECIMAL
Group: Shape
3 ▼
Column: Compactness__mean_
1 ▼
Compactness__mean_ Mean value of cell compactness
✓ Compactness__mean_ Data Type: DECIMAL
! Compactness__mean_ has unexpected range: It's expected be in: [0.01, 0.3], because: typical compactness. However, its true range is: [0.01938, 0.3454]
Column: Concavity__mean_
1 ▼
Concavity__mean_ Mean value of cell concavity
✓ Concavity__mean_ Data Type: DECIMAL
! Concavity__mean_ has unexpected range: It's expected be in: [0, 0.4], because: typical concavity. However, its true range is: [0.0, 0.4268]
Column: Concave_points__mean_
1 ▼
Concave_points__mean_ Mean value of cell concave points
✓ Concave_points__mean_ Data Type: DECIMAL
! Concave_points__mean_ has unexpected range: It's expected be in: [0, 0.2], because: typical concave points. However, its true range is: [0.0, 0.2012]
Group: Texture
1 ▼
Column: Texture__mean_
1 ▼
Texture__mean_ Mean value of cell texture
✓ Texture__mean_ Data Type: DECIMAL
! Texture__mean_ has unexpected range: It's expected be in: [10, 40], because: typical texture range. However, its true range is: [9.71, 39.28]
Group: Symmetry
1 ▼
Column: Symmetry__mean_
1 ▼
Symmetry__mean_ Mean value of cell symmetry
✓ Symmetry__mean_ Data Type: DECIMAL
! Symmetry__mean_ has unexpected range: It's expected be in: [0.1, 0.3], because: typical symmetry. However, its true range is: [0.106, 0.304]
Group: Smoothness
1 ▼
Column: Smoothness__mean_
1 ▼
Smoothness__mean_ Mean value of cell smoothness
✓ Smoothness__mean_ Data Type: DECIMAL
! Smoothness__mean_ has unexpected range: It's expected be in: [0.05, 0.15], because: typical smoothness. However, its true range is: [0.0526299999999999, 0.1634]
Group: Fractal_Dimension
1 ▼
Column: Fractal_dimension__mean_
1 ▼
Fractal_dimension__mean_ Mean value of cell fractal dimension
✓ Fractal_dimension__mean_ Data Type: DECIMAL
! Fractal_dimension__mean_ has unexpected range: It's expected be in: [0.05, 0.1], because: typical fractal dimension. However, its true range is: [0.04996, 0.09744]
Group: Standard_Error_Values
9 ▼
Group: Size
2 ▼
Column: Radius__se_
▼
Radius__se_ Standard error of cell radius
✓ Radius__se_ Data Type: DECIMAL
Column: Perimeter__se_
1 ▼
Perimeter__se_ Standard error of cell perimeter
✓ Perimeter__se_ Data Type: DECIMAL
! Perimeter__se_ has unexpected range: It's expected be in: [1, 30], because: typical perimeter SE. However, its true range is: [0.757, 21.98]
Column: Area__se_
1 ▼
Area__se_ Standard error of cell area
✓ Area__se_ Data Type: DECIMAL
! Area__se_ has unexpected range: It's expected be in: [5, 300], because: typical area SE. However, its true range is: [6.8020000000000005, 542.2]
Group: Shape
3 ▼
Column: Compactness__se_
1 ▼
Compactness__se_ Standard error of cell compactness
✓ Compactness__se_ Data Type: DECIMAL
! Compactness__se_ has unexpected range: It's expected be in: [0.001, 0.05], because: typical compactness SE. However, its true range is: [0.002252, 0.1354]
Column: Concavity__se_
1 ▼
Concavity__se_ Standard error of cell concavity
✓ Concavity__se_ Data Type: DECIMAL
! Concavity__se_ has unexpected range: It's expected be in: [0, 0.1], because: typical concavity SE. However, its true range is: [0.0, 0.396]
Column: Concave_points__se_
1 ▼
Concave_points__se_ Standard error of cell concave points
✓ Concave_points__se_ Data Type: DECIMAL
! Concave_points__se_ has unexpected range: It's expected be in: [0, 0.05], because: typical concave points SE. However, its true range is: [0.0, 0.05279]
Group: Texture
1 ▼
Column: Texture__se_
1 ▼
Texture__se_ Standard error of cell texture
✓ Texture__se_ Data Type: DECIMAL
! Texture__se_ has unexpected range: It's expected be in: [0.5, 5], because: typical texture SE. However, its true range is: [0.3602, 4.885]
Group: Symmetry
1 ▼
Column: Symmetry__se_
1 ▼
Symmetry__se_ Standard error of cell symmetry
✓ Symmetry__se_ Data Type: DECIMAL
! Symmetry__se_ has unexpected range: It's expected be in: [0.005, 0.03], because: typical symmetry SE. However, its true range is: [0.007882, 0.07895]
Group: Smoothness
1 ▼
Column: Smoothness__se_
1 ▼
Smoothness__se_ Standard error of cell smoothness
✓ Smoothness__se_ Data Type: DECIMAL
! Smoothness__se_ has unexpected range: It's expected be in: [0.001, 0.01], because: typical smoothness SE. However, its true range is: [0.001713, 0.03113]
Group: Fractal_Dimension
1 ▼
Column: Fractal_dimension__se_
1 ▼
Fractal_dimension__se_ Standard error of cell fractal dimension
✓ Fractal_dimension__se_ Data Type: DECIMAL
! Fractal_dimension__se_ has unexpected range: It's expected be in: [0.001, 0.01], because: typical fractal dimension SE. However, its true range is: [0.0008948, 0.02984]
Group: Worst_Values
6 ▼
Group: Size
1 ▼
Column: Radius__worst_
▼
Radius__worst_ Worst (largest) value of cell radius
✓ Radius__worst_ Data Type: DECIMAL
Column: Perimeter__worst_
▼
Perimeter__worst_ Worst (largest) value of cell perimeter
✓ Perimeter__worst_ Data Type: DECIMAL
Column: Area__worst_
1 ▼
Area__worst_ Worst (largest) value of cell area
✓ Area__worst_ Data Type: DECIMAL
! Area__worst_ has unexpected range: It's expected be in: [200, 4000], because: worst case area. However, its true range is: [185.2, 4254.0]
Group: Shape
2 ▼
Column: Compactness__worst_
1 ▼
Compactness__worst_ Worst (largest) value of cell compactness
✓ Compactness__worst_ Data Type: DECIMAL
! Compactness__worst_ has unexpected range: It's expected be in: [0.02, 0.6], because: worst case compactness. However, its true range is: [0.02729, 1.058]
Column: Concavity__worst_
1 ▼
Concavity__worst_ Worst (largest) value of cell concavity
✓ Concavity__worst_ Data Type: DECIMAL
! Concavity__worst_ has unexpected range: It's expected be in: [0, 0.6], because: worst case concavity. However, its true range is: [0.0, 1.252]
Column: Concave_points__worst_
▼
Concave_points__worst_ Worst (largest) value of cell concave points
✓ Concave_points__worst_ Data Type: DECIMAL
Group: Texture
▼
Column: Texture__worst_
▼
Texture__worst_ Worst (largest) value of cell texture
✓ Texture__worst_ Data Type: DECIMAL
Group: Symmetry
1 ▼
Column: Symmetry__worst_
1 ▼
Symmetry__worst_ Worst (largest) value of cell symmetry
✓ Symmetry__worst_ Data Type: DECIMAL
! Symmetry__worst_ has unexpected range: It's expected be in: [0.15, 0.5], because: worst case symmetry. However, its true range is: [0.1565, 0.6638]
Group: Smoothness
1 ▼
Column: Smoothness__worst_
1 ▼
Smoothness__worst_ Worst (largest) value of cell smoothness
✓ Smoothness__worst_ Data Type: DECIMAL
! Smoothness__worst_ has unexpected range: It's expected be in: [0.07, 0.2], because: worst case smoothness. However, its true range is: [0.07117, 0.2226]
Group: Fractal_Dimension
1 ▼
Column: Fractal_dimension__worst_
1 ▼
Fractal_dimension__worst_ Worst (largest) value of cell fractal dimension
✓ Fractal_dimension__worst_ Data Type: DECIMAL
! Fractal_dimension__worst_ has unexpected range: It's expected be in: [0.055, 0.15], because: worst case fractal dimension. However, its true range is: [0.05504, 0.2075]

Table Summary

The table is about breast cancer diagnosis, using various measurements of cell nuclei. The Id identifies each patient. The Diagnosis is either benign (B) or malignant (M). The attributes include mean values of cell radius (Radius__mean_), texture (Texture__mean_), perimeter (Perimeter__mean_), area (Area__mean_), smoothness (Smoothness__mean_), compactness (Compactness__mean_), concavity (Concavity__mean_), concave points (Concave_points__mean_), symmetry (Symmetry__mean_), and fractal dimension (Fractal_dimension__mean_). It also includes standard error (se) and worst (largest) values for these features, such as Radius__se_, Texture__se_, Perimeter__se_, Area__se_, Smoothness__se_, Compactness__se_, Concavity__se_, Concave_points__se_, Symmetry__se_, Fractal_dimension__se_, Radius__worst_, Texture__worst_, Perimeter__worst_, Area__worst_, Smoothness__worst_, Compactness__worst_, Concavity__worst_, Concave_points__worst_, Symmetry__worst_, and Fractal_dimension__worst_. These attributes help determine if a breast mass is benign or malignant.


Column Grouping

Column Summary

Column Summary
0 Id Unique identifier for each patient
1 Diagnosis Breast mass diagnosis: B (benign) or M (malignant)
2 Radius__mean_ Mean value of cell radius
3 Texture__mean_ Mean value of cell texture
4 Perimeter__mean_ Mean value of cell perimeter
5 Area__mean_ Mean value of cell area
6 Smoothness__mean_ Mean value of cell smoothness
7 Compactness__mean_ Mean value of cell compactness
8 Concavity__mean_ Mean value of cell concavity
9 Concave_points__mean_ Mean value of cell concave points
10 Symmetry__mean_ Mean value of cell symmetry
11 Fractal_dimension__mean_ Mean value of cell fractal dimension
12 Radius__se_ Standard error of cell radius
13 Texture__se_ Standard error of cell texture
14 Perimeter__se_ Standard error of cell perimeter
15 Area__se_ Standard error of cell area
16 Smoothness__se_ Standard error of cell smoothness
17 Compactness__se_ Standard error of cell compactness
18 Concavity__se_ Standard error of cell concavity
19 Concave_points__se_ Standard error of cell concave points
20 Symmetry__se_ Standard error of cell symmetry
21 Fractal_dimension__se_ Standard error of cell fractal dimension
22 Radius__worst_ Worst (largest) value of cell radius
23 Texture__worst_ Worst (largest) value of cell texture
24 Perimeter__worst_ Worst (largest) value of cell perimeter
25 Area__worst_ Worst (largest) value of cell area
26 Smoothness__worst_ Worst (largest) value of cell smoothness
27 Compactness__worst_ Worst (largest) value of cell compactness
28 Concavity__worst_ Worst (largest) value of cell concavity
29 Concave_points__worst_ Worst (largest) value of cell concave points
30 Symmetry__worst_ Worst (largest) value of cell symmetry
31 Fractal_dimension__worst_ Worst (largest) value of cell fractal dimension

Data Type

Column Current Type Target Type Matched?
0 Id INT INT ✔️ Yes
1 Diagnosis VARCHAR VARCHAR ✔️ Yes
2 Radius__mean_ DECIMAL DECIMAL ✔️ Yes
3 Texture__mean_ DECIMAL DECIMAL ✔️ Yes
4 Perimeter__mean_ DECIMAL DECIMAL ✔️ Yes
5 Area__mean_ DECIMAL DECIMAL ✔️ Yes
6 Smoothness__mean_ DECIMAL DECIMAL ✔️ Yes
7 Compactness__mean_ DECIMAL DECIMAL ✔️ Yes
8 Concavity__mean_ DECIMAL DECIMAL ✔️ Yes
9 Concave_points__mean_ DECIMAL DECIMAL ✔️ Yes
10 Symmetry__mean_ DECIMAL DECIMAL ✔️ Yes
11 Fractal_dimension__mean_ DECIMAL DECIMAL ✔️ Yes
12 Radius__se_ DECIMAL DECIMAL ✔️ Yes
13 Texture__se_ DECIMAL DECIMAL ✔️ Yes
14 Perimeter__se_ DECIMAL DECIMAL ✔️ Yes
15 Area__se_ DECIMAL DECIMAL ✔️ Yes
16 Smoothness__se_ DECIMAL DECIMAL ✔️ Yes
17 Compactness__se_ DECIMAL DECIMAL ✔️ Yes
18 Concavity__se_ DECIMAL DECIMAL ✔️ Yes
19 Concave_points__se_ DECIMAL DECIMAL ✔️ Yes
20 Symmetry__se_ DECIMAL DECIMAL ✔️ Yes
21 Fractal_dimension__se_ DECIMAL DECIMAL ✔️ Yes
22 Radius__worst_ DECIMAL DECIMAL ✔️ Yes
23 Texture__worst_ DECIMAL DECIMAL ✔️ Yes
24 Perimeter__worst_ DECIMAL DECIMAL ✔️ Yes
25 Area__worst_ DECIMAL DECIMAL ✔️ Yes
26 Smoothness__worst_ DECIMAL DECIMAL ✔️ Yes
27 Compactness__worst_ DECIMAL DECIMAL ✔️ Yes
28 Concavity__worst_ DECIMAL DECIMAL ✔️ Yes
29 Concave_points__worst_ DECIMAL DECIMAL ✔️ Yes
30 Symmetry__worst_ DECIMAL DECIMAL ✔️ Yes
31 Fractal_dimension__worst_ DECIMAL DECIMAL ✔️ Yes

Column Uniqueness

Column Is Unique Should be Unique? Explanation
0 Id True True Unique patient identifier.

Column Range

Column True Range Expected Range Explanation Within Range?
0 Id [8670, 911320502] [0, 99999999] ID numbers range ❌ No
1 Radius__mean_ [6.981, 28.11] [5, 30] typical tumor radius ✔️ Yes
2 Texture__mean_ [9.71, 39.28] [10, 40] typical texture range ❌ No
3 Perimeter__mean_ [43.79, 188.5] [40, 250] typical perimeter range ✔️ Yes
4 Area__mean_ [143.5, 2501.0] [100, 3000] typical area range ✔️ Yes
5 Smoothness__mean_ [0.0526299999999999, 0.1634] [0.05, 0.15] typical smoothness ❌ No
6 Compactness__mean_ [0.01938, 0.3454] [0.01, 0.3] typical compactness ❌ No
7 Concavity__mean_ [0.0, 0.4268] [0, 0.4] typical concavity ❌ No
8 Concave_points__mean_ [0.0, 0.2012] [0, 0.2] typical concave points ❌ No
9 Symmetry__mean_ [0.106, 0.304] [0.1, 0.3] typical symmetry ❌ No
10 Fractal_dimension__mean_ [0.04996, 0.09744] [0.05, 0.1] typical fractal dimension ❌ No
11 Radius__se_ [0.1115, 2.873] [0.1, 3] typical radius SE ✔️ Yes
12 Texture__se_ [0.3602, 4.885] [0.5, 5] typical texture SE ❌ No
13 Perimeter__se_ [0.757, 21.98] [1, 30] typical perimeter SE ❌ No
14 Area__se_ [6.8020000000000005, 542.2] [5, 300] typical area SE ❌ No
15 Smoothness__se_ [0.001713, 0.03113] [0.001, 0.01] typical smoothness SE ❌ No
16 Compactness__se_ [0.002252, 0.1354] [0.001, 0.05] typical compactness SE ❌ No
17 Concavity__se_ [0.0, 0.396] [0, 0.1] typical concavity SE ❌ No
18 Concave_points__se_ [0.0, 0.05279] [0, 0.05] typical concave points SE ❌ No
19 Symmetry__se_ [0.007882, 0.07895] [0.005, 0.03] typical symmetry SE ❌ No
20 Fractal_dimension__se_ [0.0008948, 0.02984] [0.001, 0.01] typical fractal dimension SE ❌ No
21 Radius__worst_ [7.93, 36.04] [5, 40] worst case radius ✔️ Yes
22 Texture__worst_ [12.02, 49.54] [10, 50] worst case texture ✔️ Yes
23 Perimeter__worst_ [50.41, 251.2] [50, 300] worst case perimeter ✔️ Yes
24 Area__worst_ [185.2, 4254.0] [200, 4000] worst case area ❌ No
25 Smoothness__worst_ [0.07117, 0.2226] [0.07, 0.2] worst case smoothness ❌ No
26 Compactness__worst_ [0.02729, 1.058] [0.02, 0.6] worst case compactness ❌ No
27 Concavity__worst_ [0.0, 1.252] [0, 0.6] worst case concavity ❌ No
28 Concave_points__worst_ [0.0, 0.291] [0, 0.3] worst case concave points ✔️ Yes
29 Symmetry__worst_ [0.1565, 0.6638] [0.15, 0.5] worst case symmetry ❌ No
30 Fractal_dimension__worst_ [0.05504, 0.2075] [0.055, 0.15] worst case fractal dimension ❌ No