@relation wisconsin-breast-cancer

@attribute Clump_Thickness numeric
@attribute Cell_Size_Uniformity numeric
@attribute Cell_Shape_Uniformity numeric
@attribute Marginal_Adhesion numeric
@attribute Single_Epi_Cell_Size numeric
@attribute Bare_Nuclei numeric
@attribute Bland_Chromatin numeric
@attribute Normal_Nucleoli numeric
@attribute Mitoses numeric
@attribute Class {benign,malignant}

@data

7.581819,9.745087,1,4.50341,7.03993,10,4.412282,10,5.055266,malignant
5.210921,8.169596,7.841875,6.033275,4.269619,10,4.236312,4.84535,1,malignant
4,4.594296,2.33038,2,3,1,10.701823,1.101305,1,benign
2.428871,1,1,1,4.099291,1,2,1,1,benign
8.855971,2.697539,6.047068,3.301891,3,1,5.297592,4.104791,3.115741,malignant
5.67169,1,1,1,2,1,7.379166,1,1,benign
4.796025,4.843227,5.301536,3.958731,2,10,9.051018,1,3,malignant
5.495371,1,1,1,2,1,2,1,1,benign
2.434349,1,1,3.819767,5.13645,1,1,1,1,benign
5.291842,4.324106,6.994368,6.268554,7.061781,5.051477,4.131026,8.935947,1,malignant
4,1,1,1,2,1,2,1,1,benign
3.43311,2.894917,2,2,2,1.91295,1,1,1,benign
5.156672,5.089085,3.492092,6.312608,7.28619,10,2,8.557897,1,benign
4,1,1,1,2,1,2,1,1,benign
3.117277,1,1,3.342747,2,1,1,1,1,benign
7.631379,7.65762,3.336069,2,4.981694,10,3.921643,10,1,malignant
4.534236,1,1,1,1,1,3,1,6.03779,benign
3.04334,1,1,2,2,3.545212,3,1,1,benign
3.32,1,1,1,2,2.336606,1,1,1,benign
8.645145,5.914056,3.10473,3.642353,3.749849,2.996986,9.364413,1,1,malignant
3.21564,1,1,1,2,1,3,1,1,benign
5.132903,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.394613,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.022209,1.914791,2,1,2,1,3,1,1,benign
5.132777,4.351766,10.163609,2,3,3.338051,4.439746,1,1,malignant
1,2.212013,3.235573,2,2,2.658451,2,1,1,benign
7.706948,9.902254,8.01677,6.839959,7.413964,10,8.686974,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
4.836514,1,1,1,2,1,2,1,1,benign
5.460461,1,3.428728,1,3,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.34784,1,1,1,2,1,1,1,1,benign
4.962788,1,3.358693,1,1,1,3,1,1,benign
9.844818,7.131575,4.083798,5.294464,5.095833,3.233658,4.749985,8.692627,3,malignant
5.090586,1,1,2,2,1,2,1,1,benign
1,7.63575,6.211021,6.494498,4.445369,10,3,8.270627,1,benign
1,2.061966,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.88639,2.059936,1,2,2,1,7.626774,1,1,benign
8.18274,8.242657,6.330802,7.998857,7.155417,10,2,2.180371,1.330887,malignant
10.473869,2.593479,2.365147,1,6.937237,10,3,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
10.102751,6.422082,3.58791,9.834265,4.977333,10,7.617369,8.366289,1,malignant
5.375239,1,1,1,2,1,4.624698,1,1,benign
4,1,1,1,2,3.218382,3,1,1,benign
4.956642,1.680789,1,3.047247,2,1,4.625285,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.262281,6.946889,3.619887,3.733782,3.904757,3.248738,3,8.175895,2,malignant
5.76987,7.660788,3.547055,2,4.866019,1.979632,3,4.005085,1,malignant
5.510446,2.405279,3.836886,2.682749,2,2.665358,3,1,1,benign
5.53243,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.730107,1,1,1,2,1,1,1,1,benign
5.453685,1,2.831225,1,2,1,1,1,1,benign
2.556158,1,1,1,1,1,3,1,1,benign
4.629205,1,1,1,1,1,1,1,1,benign
4.945211,1,1,1,2,1,2,1,1,benign
2.336285,10.144431,10.281328,4.511742,4.843218,10,7.920424,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,10.420683,8.934606,9.574765,3.826213,6.144223,5.7451,10,10.781566,malignant
8.825986,9.765185,2,7.338203,7.543393,10,9.232241,3.018301,3,malignant
3.09271,1,1,1,2,1,2,1,1,benign
2.142149,1,1,1,2,1,2,1,1,benign
4,2.268378,1,2,2,1,7.546301,8.40977,1,benign
8.74153,8.148168,9.048255,9.890368,3,10,9.144048,9.322326,1,malignant
5.255237,2.368061,1,1,2,1,3,2.891784,1,benign
8.447058,3.974357,5.82137,2,3,10,5.854085,1,1,malignant
2.262631,1,1,1,2,1,1,1,1,benign
4.997515,1,1,1,2,1,2,1,1,benign
5.107783,1,1,1,2,1,2,1,1,benign
3.263155,1,1,1,2,2.90373,3,1,2,benign
5.133635,1,3.791576,1,2,1,3,1,1,benign
5.027326,1,3.587168,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.35697,1,benign
5.580379,10.030212,8.690344,9.93967,7.991549,10,6.841662,3.937059,2,malignant
9.746834,5.121302,4.535403,10.050884,3,10,4.291547,3.018324,1,malignant
4.794884,2.825618,2,3.559071,2,2.087502,2,2.68484,1,benign
1,1,1,1,2,1,2,1,1,benign
5.564947,10.070347,9.611658,9.983534,11.887113,10,3,10,4.963136,malignant
5.368108,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.659398,1,1,2,2,1,2,1,1,benign
7.813598,7.008527,5.490694,6.922638,4.383383,10,3.66063,2.779806,2,malignant
1.789462,2.275039,1,1,3,1,1,2.009006,1,benign
1,1,1,1,2,1,3,1,2,benign
3.307119,4.942614,5.749895,1,4.879445,2.622512,5.326771,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,3,1,1,benign
5.59262,2.699624,2.822972,1,2,1,1,1,1,benign
5.436983,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,2.89876,1,benign
4,2.393809,3.730645,2,2,2.586883,3,1,1,benign
7.640046,5.250889,2,3.602804,4.580563,3.417591,3,10,1,malignant
3.142604,1,1,1,2,1,2,2.666081,1,benign
4.699521,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.699937,1,2,1,1,1,2,1,1,benign
5.161661,4.071726,5.910854,3.59507,6.015745,10.688469,4.811194,5.908338,1,malignant
5.193071,1,1,1,2,1,3,1,1,benign
3.321254,1,1,1,3,1,1,1,1,benign
3.165034,1,2,1,2,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,2.830289,1,1,2,1,2,1,1,benign
9.639065,10.120692,1,2.634288,4.4864,10,3,10,1,malignant
4,1,1,1,2,1.992358,2,1,1,benign
8.551216,7.294396,6.510505,9.802513,7.677096,6.520152,8.80501,10,1,malignant
4,1,1,1,2,5.043533,3,1,1,benign
8.400216,6.914209,11.293645,9.937986,4.992688,10,3,10,10.70646,malignant
4.659217,1,1,1,2,1,3,1,1,benign
3.259837,2.202429,3.07071,2,2,2.50267,1,3.011042,1,benign
4.612998,4.857753,2.723265,5.449497,9.690456,10,5.164086,2.365048,1,benign
4.269103,1,1,1,2,2.235965,2,1,1,benign
3.317955,1,1,1,2,1,2,1,1,benign
5.079513,1,1,1,2,1,2,1,1,benign
3.230575,5.0019,5.889163,9.915482,4.273796,10,4.514265,2.347826,1,malignant
4.687013,9.240495,10.050198,5.29154,9.658976,3.068249,7.500551,10,1,malignant
10.766016,7.682547,9.731765,3.498935,5.254519,2.833637,9.583307,8.278914,3,malignant
5.171057,1,1,1,2,1,3,1,1,benign
4.454617,1,1,1,2,1,2,1,1,benign
5.231741,1,1,1,2,1,3,1,1,benign
5.269913,1,1,1,2,1,1,1,1,benign
3.132753,1,1,1,2,1,1,1,1,benign
4.816384,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,8.443863,2,1,1,benign
2.494288,1,1,1,1,1,3,1,1,benign
2.267201,1.942358,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
3.159612,1,1,1,2,1,1,1,1,benign
5.65378,2.120983,2.919659,1,7.984768,10,4.893867,10,5.537833,malignant
1,1,1,1,2,1,2,1,1,benign
4.963666,9.86699,6.680697,1,2,1,2,10,1,benign
8.377364,7.456433,7.54625,5.830393,2,4.126522,9.804037,7.776525,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.698022,6.478723,4.866497,9.257703,4.414479,10,7.814836,5.398585,3,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,4.263541,1,1,benign
5.476957,7.503882,2,1,9.266588,1,9.751802,5.320195,1,benign
1,1,1,1,2,3.417986,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
2.418177,1,1,1,3,1,2,1,1,benign
3.525841,2.764363,2,2,4.570835,1,3,1,1,benign
7.387371,6.673756,10.153075,1,4.280513,6.642381,9.58174,1,1,malignant
8.783142,9.845316,9.691737,3.151753,4.72468,0.717058,9.222433,10,1,malignant
2.148152,1,1,2,2,1,2,1,1,benign
2.94438,1,1,1,2,1,2,2.349339,1,benign
1,1,1,1,7.426669,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
2.769019,1,2.389046,1,2,1,1,1,1,benign
5.195353,1,1,1,2,1,8.385454,1,1,benign
1,1,6.063454,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.328099,1,1,3.090683,5.155379,10,3,5.266321,1,malignant
5.591701,1,1,1,2,1,1,1,1,benign
7.767334,6.76743,4.701033,9.914542,4.411552,10,10.00107,4.612,1,malignant
5.921053,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.409128,1,benign
1,1,1,1,2,1,1,1,1,benign
2.755574,1,1,1,2,1,3,1,1,benign
4.840055,1,1,1,2,1,3,1,1,benign
2.022197,1,1,1,2,1,1,1,1,benign
7.898322,6.355895,5.82941,5.994954,2,10,6.936887,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.293796,8.461004,6.027322,4.403193,6.10166,7.95415,7.009284,7.342606,1,malignant
4,2.877424,2.974591,3.847175,2,10,5.361588,10,1,malignant
1,1,1,1,3,2.985293,3,1,1,benign
6.136661,2.988974,3.312157,1,3,3.265904,3,1,3,malignant
5.410383,2.503462,1,4.313085,2,1,2,1,1,benign
3.060908,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.983662,6.952682,3.57713,10.307549,4.522375,10,4.677319,5.442688,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
6.067591,1,1,1,2,1,3,1,1,benign
5.188649,1,1,1,2,4.047985,1,3.830934,1,benign
2.063099,1,1,1,2,1,2,1,1,benign
2.264936,2.056101,3.885355,1,2,3.832442,4.551517,5.399805,1,malignant
4.765904,4.52465,8.906675,3.219507,2,10,8.515969,1,3,malignant
8.45104,3.977045,6.907918,9.289205,2,10,7.337481,3.198049,3,malignant
5.291104,4.25435,3.573586,6.587485,2,10,5.95333,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.269264,2.551702,3.669474,3.119564,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.865672,5.336773,6.597792,2,3,8.111462,8.208419,8.909661,2,malignant
1,1,1,1,2,1,3,1,1,benign
8.295038,2.090854,7.013027,3.55478,8.22446,4.885138,5.806735,4.901125,1,malignant
4,1,6.238121,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
10.027943,4.226682,5.478974,10.37816,4.737838,1,2,4.751054,1,malignant
2.57436,7.548408,9.607998,10.090941,4.791889,10,7.062686,5.413171,1,malignant
1.785769,3.333302,2,3.087191,2,2.469925,1,1,1,benign
6.611056,2.455816,3.87456,2,3,1,3,10,4.594603,malignant
7.148273,10.235218,7.721169,7.781704,7.677552,10,8.746942,8.012324,6.187352,malignant
5.468348,1,1,1,1,1,1,1,1,benign
8.006186,9.589525,2,10.06801,6.916477,1.656506,7.905033,10,3,malignant
2.748552,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
1,5.489694,3.599097,3.420588,10.305872,1,3,1,2,benign
8.382462,10.359151,9.107382,8.60541,6.944856,2.624196,8.836492,10,2,malignant
8.202097,6.445048,8.217794,10.109311,10.354497,10,8.109128,7.675018,1,malignant
6.979733,9.748559,6.9512,9.683569,8.535777,7.08212,7.810607,2.584436,1,malignant
2.06127,4.008264,3.668766,1,4.16533,1,2,8.503165,1,benign
9.295969,8.062919,5.71788,2.333808,4.667151,1,8.984039,6.976821,8.930559,malignant
4,1,1,1,2,1,2,1,1,benign
2.085479,1,1,1,3,1,2,1,1,benign
5.228383,1,2,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,1,1,6.118152,1,2,1,1,benign
9.989042,5.478799,4.051225,2,6.35983,3.812374,9.629838,4.399219,6.398123,malignant
9.247958,10.174129,9.811417,6.182702,3.952454,10,4.844618,2.189018,1,malignant
1,1,1,1,2,1,4.505612,1,1,benign
6.372947,5.047535,5.170698,3.167035,2,3.266384,4.113089,9.428802,1,malignant
4,1,1,3.355531,2,7.549782,3,1,1,benign
5.404142,6.955809,5.175895,3.478157,4.276898,6.474961,6.173382,10,1,malignant
3.019367,1,1,1,3,1,2,1,1,benign
2.299953,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.649219,4.552116,4.372795,3.655562,2,10,7.391017,7.825978,1,malignant
4.989573,10.261539,7.60185,6.407536,6.237773,7.278994,8.151392,7.953136,1,malignant
4.641851,1,1,1,2,3.817349,1,1,1,benign
5.057836,7.398298,9.810122,6.161619,3,10,5.168432,1,1,malignant
1,1,1,1,3.93372,1,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.582748,4.385838,6.973422,7.845688,2,10,4.348265,6.486525,1,malignant
2.415517,1,1,1,2,1,3,1,1,benign
5.354416,2.747599,1,1,2,7.893279,2,1,1,benign
2.016562,1,1,1,2,1,1,1,1,benign
3.142561,4.615511,2.805857,2,3,7.302324,8.723681,6.091714,1,malignant
4,1,1,1,1,1,1,1,1,benign
4.901919,1,1,1,2,1,3,1,1,benign
4.541259,10.219056,5.38086,10.238758,6.534983,10,5.052402,10,1,malignant
9.397901,9.805961,9.558133,6.894347,9.243097,10,3,3.335343,3,malignant
5.475256,1,1,1,2,1,3,1,1,benign
2.095243,1,1,1,2,1,2,2.739168,1,benign
2.863666,1,1,1,2,1,2,1,1,benign
10.16229,4.66994,3.285724,2,8.81049,3.002052,9.000249,10,3,malignant
4.396111,1,4.021612,1,2,1,2,1,1,benign
1,1,3.795748,1,2,1,1,1,1,benign
1,4.091955,6.606119,3.687582,7.105348,10,4.924974,7.385253,9.664958,malignant
4.981886,1,1,1,4.208497,10,9.465416,4.470983,2,malignant
8.70317,7.664079,10.421237,5.914756,4.828782,6.373277,7.882982,6.792973,8.758279,malignant
1,1,1,1,2,1,1,1,1,benign
1,1.945982,3.979669,1,1,1,3,1,1,benign
1,2.288931,1,1,3,6.720512,3,1,1,benign
3.11518,10.022601,2,9.734698,3,10,7.141842,10,1,malignant
1,1,2,1,2,1,3,1,1,benign
9.666041,5.19052,3.251046,1,5.726419,1.671339,4.914693,10,1,malignant
4,1,1,1,1,1,3,1,1,benign
2.570328,1,1,1,2,1,2,1,1,benign
5.563777,1,1,1,2,1,1,1,1,benign
6.373083,9.920647,3.58041,1,3,4.512913,4.960644,8.701151,4.675008,malignant
2.380124,1,1,1,2,1,2,1,1,benign
1,2.148441,1,2.943801,2,1,1,1,1,benign
7.957929,5.62296,11.245858,6.360943,5.032627,10,2,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
7.567022,9.713717,4.175266,3.360163,7.236232,10,9.535929,7.803966,5.793412,malignant
2.552516,1,1,1,2,7.712713,1,1,1,benign
2.700308,4.118173,5.193988,2,8.779647,10,4.410912,4.123934,1,malignant
11.21649,9.764308,3.544614,3.221869,4.710766,4.266433,7.819581,10,1,malignant
3.454612,7.465373,2.980615,3.423166,3,10,7.857194,1,3,malignant
9.688848,3.934041,5.930675,1,9.641849,1.93885,4.679556,2.898577,1,malignant
3.051566,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.956518,1,1,1,2,1,2,1,1,benign
2.988422,1,1,2.801323,2,1,2,1,1,benign
4.724731,1,1,1,2,2.342185,3,1,1,benign
3.54634,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.897386,1,2,1,2,1,3,1,1,benign
1,7.214904,8.272717,9.640745,1,1,8.294926,5.437086,1,benign
1,1.433357,1,1,2,1,1,1,1,benign
2.386526,1,1,1,3,1,1,1,1,benign
5.348619,5.39495,8.907354,4.203943,2,7.042113,6.93603,5.474405,9.207443,malignant
4.908096,10.061829,9.746646,5.163736,10.859516,3.772556,4.129063,4.632472,2,malignant
3.19967,1,1,1,1,1,3,7.584619,1,benign
4,7.431643,10.100683,7.039151,7.367179,10,3,5.299028,1,malignant
5.387914,9.402407,8.242844,2,4.452897,8.626193,7.350867,5.632876,8.660969,malignant
6.1328,3.997264,7.009026,2,9.194178,10,3,6.576579,1,malignant
1,3.308718,3.217934,1,4.893877,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.822292,1,1,1,2,1,2,1,1,benign
10.371396,1,8.934092,3.888931,3.921569,10,1,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.436072,2,3.632022,3,1,1,2.654715,1,benign
5.277715,1,1,1,1,1,2,1,1,benign
2.746461,1,1,1,2,1,1,1,5.097543,benign
7.398576,3.101995,3.937273,1,3,1,4.101257,1,4.340166,malignant
5.415438,2.841882,9.882749,1,3.834125,4.30341,3,1,1,benign
2.242152,1,1,1,2,1,1,1,1,benign
11.332595,9.210204,7.952145,9.880467,4.593075,10,9.774093,10,6.334559,malignant
8.762787,7.082884,3.47589,6.956835,3,10,8.455663,1,1,malignant
1,1,2,1,2,1,1,2.879849,1,benign
8.482991,10.178145,10.021376,10.376736,6.533456,10,4.688007,1.836645,1,malignant
2.478167,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.10447,1,2,1,2,1,1,1,1,benign
5.705289,1,1,1,3,1,4.6647,2.676236,1,benign
3.430602,1,1,1,2,1,1,1,1,benign
5.844295,1,1,1,1,1,2,1,1,benign
9.451724,10.284694,10.264597,6.017507,9.044257,10,10.17428,10,1,malignant
2.588823,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.176585,3.03228,2,2,1,3,1,1,benign
9.953032,7.953246,8.907405,2,3.956053,3.122061,4.722796,9.034755,2,malignant
5.103668,1,2,1,1,1,3,3.566827,1,benign
1,1,1,1,1,3.179602,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.677959,1,1,1,2,1,3,1,1,benign
11.093711,6.587447,4.767483,7.534269,4.426478,7.312819,8.956993,5.455361,3,malignant
1.976159,1,3.822835,1,1,1,2,1,1,benign
4.624647,2.014283,2,2,3,1,1,1,1,benign
2.272129,1,1,1,2,1,3,10,1,benign
1,1,1,2,2,1,2,1,1,benign
5.5049,4.799944,10.99903,9.682259,3,10,5.551119,2.081849,1,malignant
7.509748,1.786075,4.012131,1,3,2.782288,3,3.590891,1,malignant
9.871858,9.85279,12.316668,6.986252,7.777783,10,6.440957,10,1,malignant
5.091883,1,1,1,2,1,2,1,1,benign
1,1,2,1,9.255142,1,3,1,1,benign
1,2.616097,3.513026,1,2,1,1,1,1,benign
6.498622,9.842491,10.469776,6.482664,8.818359,10,6.338375,4.650499,3,malignant
4.835993,2.799075,2,2,3,2.173695,8.499446,2.72354,1,benign
7.528719,4.361405,5.983071,10.033731,3,10,4.504291,1,5.31893,malignant
1,1,1,1,2,3.659161,3,1,1,benign
3.128456,2.303164,1,1,1,1,2,3.419816,1,benign
1,2.321772,1,1,2,1,2,1,1,benign
2.195462,1,1,1,2,1,2,1,1,benign
5.226621,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.038676,1,1,1,2,1,2,1,1,benign
9.453605,7.477973,2.554302,9.714558,5.625806,10,8.447495,8.033358,1,malignant
2.403384,2.849593,2,1,3,1,1,1,1,benign
10.555284,3.712508,5.833069,2,2,10,2,10,3,malignant
8.762593,4.565236,6.307978,10.039426,6.579962,10,5.000035,1.97084,1,malignant
1,1,2,1,2,1,1,1,1,benign
8.323987,9.484791,5.629308,7.551025,4.070359,10,8.865497,7.923608,1,malignant
2.726062,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.447303,6.358767,6.934368,2,8.303927,2.64758,3,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.9144,1,3.340515,1,2,1,2,1,1,benign
9.307757,3.158188,2,2.752382,4.521589,8.753726,3.622786,1,1,malignant
1,1,2,1,2,1,3,1,1,benign
8.484149,7.012273,5.527045,2.826742,4.775129,10,4.509862,8.354606,4.696674,malignant
2.528383,1,1,3.342516,1,2.691009,8.899496,1,1,benign
4.558659,1,1,2,2,2.842909,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
6.274878,3.991978,5.145352,4.166807,2,10,7.663092,3.585347,1,malignant
5.15201,9.695172,10.619653,10.084161,10.931894,10,3,9.162175,1,malignant
3.201765,1,1,1,2,7.047176,2,1,1,benign
2.65464,1,2,1,2,1,2,1,1,benign
1,4.058992,6.394525,2.612203,2,1,4.68439,1,1,benign
2.591802,2.304445,1,3.380479,2,2.356891,3,3.009803,1,benign
4,1,1,1,2,1,1,1,1,benign
1.774377,1,1,1,2,10,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,2.366703,1,1,1,benign
7.439924,2.797825,3.432344,10.126243,7.006078,10,3,1,4.400537,malignant
5.00658,5.292359,7.139436,9.745604,2,10,5.086704,10,1,malignant
2.645453,1,2,1,2,1,1,1,1,benign
5.369582,7.256298,5.008675,6.986756,4.211316,7.245622,7.559239,1,1,malignant
4,1,3.530082,1,1,6.187389,2,1,1,benign
11.450981,9.994797,9.798055,1,9.518931,1.981383,5.31605,10,1,malignant
4.66028,7.921581,5.455188,7.299601,4.004589,11.163826,7.86995,8.567684,9.625432,malignant
7.740436,6.750007,2.970595,7.987877,3,10,4.09844,10,3.232718,malignant
6.444073,5.00367,6.084242,3.210167,4.661409,5.260283,3.017478,10,8.99428,malignant
7.76539,10.455115,9.296557,3.232312,2,10.011984,6.340067,3.129481,1,malignant
5.797728,1.985624,6.030819,4.184777,3,10,1,9.370157,1,malignant
4.97393,2.197929,9.688926,2,1,3.018602,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.895677,4.211979,6.118336,9.402557,4.817087,2.639589,8.114341,1.932765,1,malignant
4,4.502033,4.865793,9.846849,3,10,5.951646,5.381092,1,malignant
4,2.894391,3.369511,1,5.673594,1,5.173138,1.979196,1,malignant
1,1,1,1,2,6.626871,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.435613,4.135466,10.737531,1,4.806862,10,7.516534,3.310343,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.999542,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,2.974771,1,benign
4,10.08105,9.732929,5.144734,6.828746,10,7.538116,10,1,malignant
3.787299,1,1,1,2,1,1,2.729277,1,benign
6.955221,9.512888,8.971786,2.685188,4.506561,6.101599,8.062292,5.82687,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.543153,7.940309,4.824357,7.189594,8.98364,4.435737,7.964898,10,1,malignant
4.906419,1,2,1,2,1,1,1,1,benign
4,1,1,1,1,3.589769,2,1,1,benign
7.342143,4.207022,6.51302,6.362062,3.867874,3.23075,5.530939,5.51308,10.554911,malignant
1,2.513378,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4,1,2,1,2,2.685855,2,1,1,benign
9.069949,4.596505,3.310896,3.374832,3.447009,9.972944,7.588856,2.025523,1,malignant
2.73866,1,1,1,2,1,1,1,1,benign
9.325732,9.959505,9.118363,1,5.525005,2.635194,6.820756,4.074099,1,malignant
9.483905,4.636519,3.908977,6.384235,3,10,3,3.542824,1,malignant
4.671922,4.260724,5.527592,4.194798,4.503288,2.941263,4.950334,3.063302,1,malignant
2.661616,1,2,1,2,1,3,1.733539,1,benign
3.061017,10.442323,6.040812,3.862519,3,1,4.67385,7.777506,1,benign
2.021417,1,1,1,2,1,3,1,1,benign
5.587685,4.145565,6.074296,9.980357,4.259394,2.671632,7.682231,8.152953,3,malignant
2.459084,1,1,1,1,1,2,1,1,benign
1,1,2,2,3,1,3,1,1,benign
4,1,1,1,2,1,2,2.194071,2,benign
2.816078,1,1,3.617114,3.621701,1.526031,1,1,5.714374,benign
10.390033,6.930816,5.258955,6.604636,4.295919,10,6.839738,10,6.890057,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,1,1,1,1,1,benign
2.553337,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.780771,1,1,1,4.334459,1,1,1,1,benign
5.624163,1,1,3.81802,3,1,1,1,1,benign
8.688119,8.856121,9.535812,5.858244,3,10,6.212862,5.277364,1,malignant
1.954408,4.480029,3.324511,3.181222,2,1,1,1,1,benign
8.740311,7.855149,10.377424,4.06199,4.357192,10,5.320167,1,1,malignant
5.920054,1,2,1,2,1,3,1,1,benign
2.837388,2.851223,4.113075,1,2,8.695387,3,1,1,benign
5.112965,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.725259,1,1,4.101608,2,1,3,1,1,benign
2.424786,1,1,4.079328,2,1,1,1,1,benign
5.149795,9.76199,9.737193,6.387583,4.9866,1,6.137037,10,1,malignant
8.768838,3.761099,2.528322,9.928019,10.103952,10,8.968892,3.726495,1,malignant
2.029862,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.641152,3.590672,6.788216,2,3.925476,7.091711,3.637247,5.054187,1,malignant
7.015495,2.803164,6.842816,2,3,10,3,2.495252,8.577499,malignant
9.694869,4.813534,6.257971,6.851946,3,10,3.911235,4.616145,3,malignant
4,2.277916,2,1,3,1,1,5.350971,1,benign
5.923129,8.255462,1,7.905796,2,3.171739,3,7.529355,1,benign
6.912597,3.105095,4.105832,3.660483,3.910508,6.073923,5.50838,4.113405,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,3.008608,1,2,1,2,1,1,benign
2.862255,3.807216,5.911388,3.25371,4.476954,10,4.649405,4.849238,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,4.193809,7.851551,1,3,10,6.019508,10,1,malignant
5.251092,9.682478,8.145526,9.889719,6.139369,10,7.102074,7.579615,4.246205,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.158277,1,1,1,1,1,1,1,1,benign
5.025981,6.509186,9.634025,3.480525,8.909644,7.336163,8.941309,8.24932,3,malignant
10.27302,6.730924,3.627488,5.931441,3.640571,10,8.894219,5.205844,1,malignant
10.150712,4.56919,4.670361,7.699798,7.945529,5.266911,4.815246,2.788003,5.089041,malignant
9.266995,10.093849,9.583937,1,1,10,4.18652,6.485746,7.974271,malignant
5.643668,1,1,1,2,3.249068,3,2.983689,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.408827,3.731222,1,2,1,3,5.10176,1,benign
4.794232,3.007873,3.79998,1,2,10,3.801608,10,5.774663,malignant
5.007141,4.732757,5.89528,9.964737,4.510245,10,8.480272,7.281758,5.54141,malignant
4.961915,2.380491,3.280256,2,7.069402,10,5.693529,5.837255,1,malignant
1,1,1,1,2,1,3,1,1,benign
10.360308,5.110119,3.7562,4.320198,7.686169,4.358566,6.582399,5.532609,1,malignant
8.457849,2.89359,7.575591,1,7.805505,3.741025,9.685862,6.245536,1,malignant
4,1,3.460566,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.132484,1,1,1,2,6.408926,1,1,1,benign
9.969082,5.679157,8.513554,3.34381,4.488405,1.795828,4.540178,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.879929,9.965212,10.008365,8.924999,6.535096,10,4.871721,8.672945,1,malignant
1,1.480906,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.066986,1,1,1,2,1,3,1,1,benign
1,1,1,1,4.599192,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
11.011857,7.96027,5.220711,5.579491,3,10,6.430172,5.344003,1,malignant
8.802265,3.962907,6.61897,6.348463,2,10,3,2.341994,9.424743,malignant
5.277211,1,1,1,2,1,3,1,1,benign
1.740735,1,1,2,2,1,2,1,1,benign
5.499711,1,3.826614,1,2,1,3,1,1,benign
5.211196,1,1,1,2,1,2,2.288514,1,benign
8.487966,10.164373,9.927567,9.940658,4.413578,10,8.228727,10,1,malignant
2.806049,1,1,1,2,1,2,1,1,benign
3.31162,1,1,3.770731,2,2.133426,3,1,1,benign
2.26612,1,1,1,2,1,1,1,1,benign
5.64757,1,1,2,4.903017,1,3,1,1,benign
2.838987,1,2,1,2,1,3,1,1,benign
2.628222,1,1,1,2,1,2,1,1,benign
5.191623,1,1,1,2,1,2,1,1,benign
9.59952,6.844618,5.387533,7.789929,4.444295,10,5.898965,10,1,malignant
4,7.275531,3.414749,9.868853,4.26152,10,3,1,2,malignant
7.644657,9.623304,10.272282,9.407928,6.231897,10,4.951406,10,1,malignant
1,2.618562,1,1,2,1,1,3.299127,1,benign
9.195933,6.801161,5.892369,6.71831,8.269773,10,7.800231,10,1,malignant
1.747404,2.451051,2,1,2,1,3,1,1,benign
5.450333,1,1,1,2,1,2,1,1,benign
7.949164,4.831613,6.380561,10.359533,5.848853,10,2,2.721107,4.128603,malignant
7.503141,3.662957,8.206887,10.31063,3,10,2,5.254054,3,malignant
3.150205,8.014737,3.107776,8.369854,4.285262,9.561235,3,4.715242,1,malignant
5.062897,1,1,1,2,1,2,1,1,benign
1,1,1,1,7.501724,1,1,1,1,benign
1,2.80586,1,7.290012,1,10,1,1,1,benign
5.089522,1,1,1,3,1,2,1,1,benign
9.107855,7.214221,4.788198,1,5.171289,2.56798,3.966319,8.728281,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.658219,1,1,1,2,1,1,1,1,benign
6.142938,9.199204,7.275938,7.448723,9.68391,8.65323,6.788646,7.625639,1,malignant
2.242651,3.084403,2,1,4.961367,1,2,4.486669,1,benign
2.436964,1,1,1,1,1,1,1,1,benign
5.016669,4.531116,6.465449,1,3,8.825279,7.263051,10,8.915212,malignant
1,1,1,1,2,1,3,2.582721,1,benign
4,1,1,4.149796,2,1,1,2.219611,1,benign
1,1,1,1,2,2.333142,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.632023,3.674753,1,2,2.272156,3,1,1,benign
1,2.603176,1,1,1,1,4.468317,1,1,benign
6.067367,1,1,1,1,5.584741,1,1,1,benign
2.372179,10.140181,2.691439,4.470109,3.914126,3.169878,3,3.034974,2,malignant
4,1,1,1,2,1.611148,1,1,1,benign
9.203934,7.603445,3.109742,10.372039,6.7661,10,7.633295,1.538723,1,malignant
7.873205,4.360762,3.337196,3.227158,3,10,8.625273,6.027666,2,malignant
2.026052,9.976384,10.490679,1,7.58796,2.276207,8.376117,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.231245,1,1,1,2,1,3,1,1,benign
5.865087,1,1,2.696264,2,5.949723,3,2.585444,1,benign
4.964931,6.580045,9.494956,2,3,10,8.563368,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,3.717353,3.669397,1,1,1,1,1,benign
4,1,3.216946,3.389221,2,1,1,1,1,benign
1.655889,2.720394,2.669303,1,2,1,2,1,1,benign
9.682143,4.326152,6.853248,9.988718,2,2.043273,10.171412,6.251339,1,malignant
4.982086,1,1,1,1,1,1,1,1,benign
1,1,1,2.259194,2,1,3,1,1,benign
1,1,1,2,1,1,2,1,1,benign
2.854408,1,1,1,2,1,1,2.643797,1,benign
10.187115,1,1,1,2,1,1,1,1,benign
2.3716,1,1,1,2,1,4.728171,1,1,benign
4.608895,1,3.964653,1,1,1,3,7.338361,1,benign
2.402358,1,1,1,2,1,1,1,1,benign
5.709403,1,1,2,2,3.311912,2,1,1,benign
1,1,1,1,2,2.277719,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.198958,1,1,1,2,1,3,2.314341,1,benign
4,1,1,1,2,1,1,1,1,benign
5.979678,1,1,1,2,1,2,1,1,benign
7.822215,2.754176,4.4443,1,7.946911,3.164935,4.017714,8.101533,1,malignant
10.481751,7.007846,5.661966,4.321562,3,6.106749,4.114422,1,5.441285,malignant
1,1,1,1,2,1,3,1,1,benign
1.681091,1,1,1,1,1,2,1,1,benign
3.212316,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,9.173332,1,1,benign
6.709291,7.734871,9.042432,6.661629,3,6.414724,3,10,1,malignant
8.6649,9.570687,5.39674,2.734503,6.025707,10,7.515802,1,1,malignant
8.162619,6.867892,9.272891,9.960703,5.225311,10,5.087193,2.176034,1,malignant
4,1,1,1,1,1,1,1,1,benign
4.360224,2.030295,1,1,4.486655,1,2,1,1,benign
3.282551,2.565641,1,1,2,1,3,1,1,benign
4,2.15807,2,1,3,1,3,1,1,benign
2.770347,1,1,1,1,1,2,1,1,benign
5.481557,10.084768,6.211781,9.681266,3,10,8.755119,2.498367,1,malignant
1,8.55783,10.557576,1,8.774566,1,6.98464,2.858039,2,malignant
7.397554,6.748925,9.901101,2.96208,2,6.224785,3,7.620373,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.660605,7.811427,6.381681,9.445635,9.522403,2.859745,8.859928,6.572554,1,malignant
2.561293,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1.640967,1,2,3,1,2,3.583643,1,benign
4,1,1,1,2,1,1,1,1,benign
3.134952,1,1,1,2,3.714373,2,1,1,benign
4,2.508374,1,1,2,1,4.867283,1,1,benign
1,1,1,2,2,1,3,1,1,benign
2.145732,1,1,1,2,6.974677,2,1,1,benign
1,1,1,1,2,1.579513,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.387956,1,2,2,9.005452,3.80927,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.812021,1,1,3.605124,2,1,3,1,1,benign
5.268156,2.573484,2,1,2,1,1,1.653165,1,benign
5.677891,1,1,1,1,1,1,1,1,benign
7.294571,5.141719,6.084284,3.597809,4.732796,3.756549,2,2.614043,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.330292,1.94568,1,1,3.795217,3.236166,2,1,1,benign
4.896468,4.288244,6.069399,1,7.934146,10,4.692576,2.124063,5.364544,malignant
1,4.041897,2.565363,1,1,1,3,8.592822,1,benign
8.500813,4.761576,5.924847,5.943609,6.678163,10,5.791501,10,7.598824,malignant
5.689977,1,1,2,2,2.761982,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.461298,1,3.2321,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.091996,1,1,1,2,1,2,1,1,benign
2.730962,1,1,1,2,1,1,1,1,benign
5.06756,1,3.364344,7.959818,2,1,2,1,1,benign
5.684508,1,1,1,9.985951,1,3,1,1,benign
4,1,2,3.806387,2,2.114662,1,1,1,benign
4.834144,1,1,1,2,1.705045,3,1,1,benign
7.468712,9.835232,12.051883,2,11.448106,10,7.585269,9.085993,8.045598,malignant
2.796498,6.429384,5.581727,9.830012,8.2044,10,5.316105,10,3,malignant
5.420469,1,1,1,8.269074,1,2,1,2,benign
2.867397,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.341594,4.908261,5.6182,7.406692,5.618789,5.775027,3.361435,1,1,malignant
10.063931,2.267948,7.401484,3.36624,7.837655,4.091784,3,2.270316,8.816863,malignant
9.268188,9.756235,10.89047,1,3.71539,3.065708,4.43288,2.627116,9.811405,malignant
8.544832,6.802073,6.265706,8.391897,9.736831,10,8.51576,10,1,malignant
7.480941,3.087761,5.67526,3.776211,9.951959,5.045904,6.220958,5.935845,2,malignant
5.085724,1,1,1,2,1,1,1,1,benign
2.400995,2.78322,6.445702,4.124188,2,2.056366,1,5.356579,7.921832,malignant
1.769051,1,1,1,3,1,2,1,1,benign
4.77228,2.63513,1,2,2,1,1,4.973396,10.9483,benign
1,1,1,3.341347,2,1,2,1,1,benign
9.487489,10.071761,9.059671,10.168456,4.150676,7.067008,7.541568,7.251933,1,malignant
2.777445,1,1,1,5.015374,1,2,1,1,benign
4,2.830653,1,2,1,3.028111,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.531537,1,1,1,1,1,2,1,1,benign
4.955281,5.232448,3.13851,3.27893,2,1,3,1,2,malignant
9.820623,6.031737,4.027523,7.334368,4.259434,3.838412,7.557826,5.286991,1,malignant
1,2.156773,2.921922,2.959853,4.688725,1,3,1,1,benign
4.763095,1,1,1,2,1,2,1,1,benign
2.267562,1,2,1,1,1,2,1,1,benign
10.418831,10.376599,10.300588,9.927824,8.106167,10,7.718329,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.369811,10.160879,10.461943,7.041034,3.850836,8.53486,8.712347,6.497459,2,malignant
2.06301,1,1,1,2,1,3,1,1,benign
2.179881,1,1,1,2,3.009458,1,1,1,benign
4.557462,1,1,1,2,1,2,1,1,benign
7.331067,6.394428,10.702227,9.821042,3,10,4.175655,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.38162,4.352037,2.726234,6.123005,3.549936,10,5.79865,5.29135,3,malignant
10.746421,4.071306,4.647178,2,4.28967,3.471595,5.108648,5.248226,1,malignant
7.552387,4.311707,5.572642,1,5.237922,1,3,4.540269,5.113098,malignant
8.441271,5.309391,3.863048,10.297727,5.006625,6.542918,4.808484,2.759027,1,malignant
2.583491,1,1,1,2,6.417094,3,1,1,benign
5.050723,1,1,1,2,1,1,1,1,benign
5.251748,1,1,2,2,1,1,1,1,benign
5.528898,1,1,1,2,1,1,1,1,benign
1,1,1,2.590087,2,1,1,1,1,benign
4.95248,1,3.034751,2,2,1,1,1,1,benign
5.262127,6.821958,10.301292,10.185728,3,10,3,7.963263,3.92945,malignant
1,1,1,1,2,1,2,1,1,benign
7.789808,4.709642,9.959956,2,4.847936,7.065283,4.934267,2.394079,8.746218,malignant
1,1,1,1,2,1,2,1,1,benign
3.225378,2.149193,2.915242,1,9.445539,1,2,1,1,benign
5.331217,6.497431,8.64144,1,5.010409,10,8.967198,4.024378,1,malignant
8.571678,9.595245,8.304291,6.367881,8.602844,3.049857,6.825579,3.010824,2,malignant
3.551062,10.015153,7.651507,4.613677,6.476012,4.051412,3.594661,1,4.106841,malignant
4,1,1,1,2,1,1,3.512349,1,benign
1.765594,1,1,1,2,1,1,1,1,benign
8.203274,4.092112,5.783824,5.473693,3,10,7.460511,6.9524,1,malignant
9.243541,9.548476,6.601031,5.746201,8.168165,10,8.167521,10,1,malignant
4.875039,1,1,1,3,1,1,1,1,benign
2.653405,1,1,1,2,1,2,1,1,benign
5.473667,7.650773,9.923258,2.93035,4.667875,10,3,7.404454,7.188313,malignant
1,2.97233,2,2,4.86594,3.288934,3,1,1,benign
2.872292,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.726212,1,1,1,2,1,2,3.390175,1,benign
3.087678,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
9.424558,3.659847,3.26857,9.824389,6.86998,10,7.749389,6.588204,1,malignant
5.177335,1,1,1,2,1,1,1,1,benign
5.82517,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.915726,7.419967,9.541438,3.076451,4.462271,3.583374,3,6.729643,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.550337,4.458499,3.421105,1,4.274734,3.545796,3,1,3,malignant
1,2.238654,2,3.110123,2,1,3,1,1,benign
1.77717,1,1,1,2,1,2,1,1,benign
2.384011,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.158825,1,benign
2.847754,1,2,2.719315,2,1,1,1,1,benign
1,10.087696,8.404812,10.235957,2,10,8.373154,10,3,malignant
4,1,1,3.209573,2,2.60626,3,1,1,benign
2.618419,1,3.574386,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.889387,9.840922,10.009877,9.518956,8.779163,10,6.723268,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.340048,6.846289,4.98572,9.935167,6.173323,10,3,4.865284,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.700879,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.729932,9.813965,9.462203,9.845161,8.713598,2.289368,8.004976,3.684436,1,malignant
1,1,1,1,2,1,1,1,1,benign
1.920079,1,1,1,2,1,3,1,1,benign
1.954251,1,1,2,2,2.658975,2,1,1,benign
4.668704,2.67692,9.523357,1,3.771066,10,7.093749,5.324725,1,malignant
9.139501,10.067305,9.459598,7.497536,4.421861,2.034658,4.070506,10,1,malignant
3.352318,1,1,1,2,1,1,1,1,benign
9.356098,6.771609,7.43324,3.442861,3,6.648239,10.650398,6.710274,1,malignant
4,1,1,1,1,1,1,1,1,benign
3.902089,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.609728,1,1,1,3,1,1,1,1,benign
7.172505,10.164069,10.333152,1,4.501989,5.582053,7.329759,10.564738,1,malignant
9.374137,3.809319,5.148138,9.834871,3,10,8.136921,7.721514,1,malignant
11.815344,4.698632,6.095599,4.699556,4.248848,3.112399,4.419085,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.925334,1,2,1,2,1,2,1,1,benign
5.706627,1,1,1,2,1,3,1,1,benign
1,4.478717,5.899652,6.437909,9.060775,3.114501,3,1,1,benign
4,4.687097,4.086309,1,4.075089,6.989154,7.764995,1,9.461156,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.976196,2,2,2,3.09944,1,1,1,benign
5.634529,1,1,1,2,1,1,1,1,benign
4.946316,6.533436,2.763696,1,4.501857,1,5.950292,6.893659,4.963592,malignant
1,1,1,1,2,1,3,1,1,benign
2.924479,1,1,1,2,1,4.878457,1,1,benign
8.925388,10.166519,3.192325,10.127427,3,7.713216,6.612601,8.704311,9.959209,malignant
2.450156,1,1,1,2,1,3,1,1,benign
4.949285,1,3.562793,1,2,1,1,1,1,benign
2.168805,1,1,1,2,1,2,1,1,benign
8.087172,3.986154,9.692472,9.926936,2,10,8.444443,10,4.669665,malignant
9.523909,10.346197,9.015603,5.594173,6.162055,10,8.532232,8.743797,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.200011,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.914372,2.738138,2,2,2,3.012674,4.781026,1,1,benign
2.674207,1,1,1,1,10,1,1,1,benign
8.679322,4.950916,8.819234,9.593432,3,10,1,10,1,malignant
5.037818,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4.737484,9.605236,8.726518,10.033646,3,10,7.713724,7.882662,1,malignant
3.245079,1,1,1,3,1,2,1,1,benign
5.116756,1,1,1,2,1,1,1,1,benign
5.20289,1.805943,1,1,3,1,4.719385,1,2,benign
2.013,1,1,1,2,1,1,2.544429,1,benign
3.706334,1,1,2,2,1,2,1,1,benign
4.686124,1,1,10.070322,3,1,3,1,1,benign
1,3.490634,3.285085,7.80632,2,1,1,1,1,benign
7.843302,4.278505,6.631695,3.59038,4.28082,10,4.148059,2.242664,8.695692,malignant
8.293229,7.632382,9.0372,4.020775,3.20242,10,8.557403,1,1,malignant
2.624494,1,1,1,2,1,2,1,1,benign
5.152385,7.861085,6.746372,3.135037,4.629025,3.359071,5.187703,8.50813,2,malignant
9.654524,1.976822,3.364355,1,2,10,3,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
10.421774,6.304226,6.021202,6.143265,3.309846,10,5.750191,1,3,malignant
3.263475,7.893949,6.004665,2,4.547882,10,8.290071,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.420979,4.27489,1,2.928403,2,1,7.856931,5.682504,1,benign
2.449753,1,1,1,2,1,1,1,1,benign
4.814527,1,1,1,2,1,1,1,1,benign
2.282364,2.48996,2,1,1,1,1,3.977924,1,benign
2.523614,2.340482,3.152971,1,2,1,1,1,1,benign
10.700614,2.340044,3.477698,1,3,2.141072,4.067608,5.235836,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.548556,2.083371,3.259969,1,3,5.100378,3,1,4.758788,malignant
5.351514,6.486494,5.485412,6.27555,4.376915,1,7.636323,9.030341,6.413881,malignant
2.111395,1,1,1,2,1,3,1,1,benign
9.279482,4.145321,2.789642,5.711203,7.242467,1.942446,6.433943,4.202369,1,malignant
5.6637,1,1,1,2,1,2,1,1,benign
3.224049,2.83536,3.484883,1,2,1,3,5.424216,1,benign
5.210893,3.870453,6.544055,1,3,5.844544,5.279714,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.849544,1,1,1,2,1,2,3.56996,1,benign
4,1,3.113667,1,2,1,3,1,1,benign
7.414238,4.058345,4.452256,1,2,4.112679,4.830591,3.959172,1,malignant
8.68588,6.81624,6.808585,10.915352,10.555674,10,3,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.17384,1,1,1,2,1,2,1,1,benign
2.902604,1,1,1,2,1,1,1,1,benign
9.104974,9.890464,3.878962,6.380605,8.111984,10,7.476323,10,1,malignant
2.655599,9.951728,9.046497,3.049815,6.565927,4.232498,7.378037,8.383896,1,malignant
6.94879,4.487208,6.146741,4.256767,3.906891,9.48079,4.90145,4.085936,7.370252,malignant
10.47276,6.75535,5.841316,6.428327,4.009862,3.899592,4.830458,10,1,malignant
3.529427,1,1,1,2,1,2,1,1,benign
9.923131,9.825142,9.952304,3.203155,8.737368,6.009975,7.48249,2.50103,1,malignant
5.777591,4.00186,5.108583,8.294531,10.53327,10,3,1,8.193547,malignant
4.65212,10.056213,9.542182,6.832874,5.006969,2.669062,6.951254,10,2,malignant
5.037128,1,2,1,1,1,1,1,1,benign
5.348879,1,1,1,2,1,3,1,1,benign
4.650362,1,1,1,2,1,2,1,1,benign
9.762506,10.300306,8.733454,6.704545,6.069697,10,2,4.477027,1,malignant
8.953158,7.249048,5.765284,3.910603,4.922199,10,9.291903,1,9.493379,malignant
2.768277,1,1,1,2,1,2,1,1,benign
5.824633,1,1,1,2,1,2,1,1,benign
4,1,3.432924,1,2,2.782111,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.503566,7.642783,2.749633,10.617842,6.818035,10,3,6.907568,9.064937,malignant
7.266641,2.255833,6.291475,10.52922,8.820978,4.076571,3,8.219401,1,malignant
4,2.03185,3.395824,1,2,1,3,1,1,benign
7.677516,3.394586,4.594578,4.266918,4.748201,10,3,3.496565,1,malignant
1,1,1,1,2,3.410489,2,1,1,benign
3.217213,2.432465,5.972033,3.483287,4.07699,10,2,1,3,malignant
9.904508,6.438732,7.049978,4.85285,4.758439,10,8.788314,10,10.399449,malignant
1,2.050616,3.873719,4.586068,3,7.669815,5.391331,1,1,malignant
1,3.180131,3.643774,2,2,1.341647,5.901143,1,1,benign
8.786849,9.79037,2.935579,9.827899,6.59641,10,5.229382,10,4.852466,malignant
2.489213,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,4.120583,1,1,benign
2.275602,4.130552,8.258039,2,5.737126,3.26593,3,2.370365,1,benign
2.757162,1,1,1,2,1,2,1,1,benign
3.299462,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.710599,1,1,1,2,1,1,1,1,benign
9.886475,4.131669,1,6.296193,4.526133,10,4.363191,6.026839,1,malignant
5.426507,1,1,1,3,1,1,1,1,benign
4.325427,7.214529,5.546213,3.227253,7.309648,3.355619,3,2.668063,3.580489,malignant
8.635574,9.927419,5.621936,5.239733,6.362293,1.06938,6.942512,10,1,malignant
2.988037,2.586328,4.190181,6.38916,2,10,3,1,1,benign
7.800261,6.855053,9.778335,3.831621,4.019511,1,5.016385,7.930857,2,malignant
8.009365,1.944406,3.428242,10.042691,3,10,6.893197,1,3,malignant
7.883798,4.299737,5.502571,10.129008,2,10,4.72619,3.249931,1,malignant
5.082523,1,1,1,2,1,2,1,1,benign
3.501034,1,2,1,2,1,2,1,1,benign
1,2.632633,2,1,2,2.685584,2,1,1,benign
3.18567,1,1,1,2,1,2,1,1,benign
3.079499,1,1,1,2,1,2,1,1,benign
2.005822,1,1,1,1,1,3,1,1,benign
3.364432,1,4.154239,2,2,1,3,1,1,benign
2.180059,1,1,3.785224,2,5.628503,2,1,1,benign
7.948286,1.179404,1,9.892969,3,10,4.368766,2.836707,1,malignant
9.522993,4.632079,6.419504,6.598742,7.828007,5.304908,7.406967,8.977679,1,malignant
4.966777,9.637215,9.354583,9.948338,5.41418,10,1,10,1,malignant
5.097296,1,1,1,2,1,3,1,1,benign
6.613841,5.506492,6.599797,2,4.266392,10,5.154429,10,8.971501,malignant
5.375067,1,1,1,2,1,1,1,1,benign
2.592121,1,1,1,2,1,1,1,1,benign
2.75705,1,1,1,2,1,1,1,1,benign
7.277754,7.046538,6.05851,6.477524,8.100628,3.669665,3,10,8.372502,malignant
2.706369,1,1,2,2,1,1,1,1,benign
6.301853,1,1,2,2,1,2,1,1,benign
9.721003,1,1,1,1,1,1,1,1,benign
5.671975,1,1,1,2,1,2,1,2,benign
4.969469,1,2,1,2,1,2,1,1,benign
3.455755,6.539787,5.746064,3.304193,3.606529,10,8.646655,7.50957,3,malignant
4.904763,1,1,1,2,1,3,1,1,benign
4.964463,2.6104,3.811886,7.991248,3,4.071824,4.694888,10,1,malignant
5.127424,3.582636,5.728786,6.864974,4.379196,5.50808,3.946468,4.605075,1,malignant
11.036834,5.536311,5.462306,2,4.492266,3.000518,7.996445,5.922271,1,malignant
9.169399,10.062186,8.519955,3.680638,6.599333,10,9.694967,10,1,malignant
10.507986,9.668859,9.651448,9.868668,6.484644,10,7.513841,1.955496,1,malignant
1,1,1,1,1,1,1,1,1,benign
2.640291,1,1,1,2,1,2,1,1,benign
8.46558,7.202789,9.303749,6.340409,4.861297,10,5.001445,10,3,malignant
4.716629,9.560083,10.885365,10.251355,8.920529,2.807107,7.15518,10,8.69784,malignant
4,1,1,1,3,8.803226,2,1,1,benign
9.915055,2.341279,2,10.273103,2,10,3,2.222056,1,malignant
2.419126,1,1,1,2,1,3,1,1,benign
3.072255,1,2.550261,1,1,1,2,1,1,benign
2.892383,1,1,1,1,1,2,1,1,benign
1,1,1,3.129325,1,1,2,1,1,benign
2.206213,1,1,1,2,3.808319,3,1,1,benign
1,2.611963,3.457727,1,2,5.209921,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.20887,10.172805,9.122626,1,10.237713,2.874465,7.976504,1.755713,1,malignant
5.270538,1,1,1,2,1,3,1,1,benign
8.177633,5.269492,5.480192,3.778992,4.764371,6.555324,5.21317,6.232471,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.337697,1,1,1,2,1,3,1,1,benign
5.306696,8.360281,11.2307,1,7.54922,5.791297,9.225022,1,1,malignant
3.074252,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,2.112985,1,1,1,benign
4,1,1,3.086376,1,1,2,1,1,benign
5.994234,1,1,1,2,1,1,1,1,benign
5.860568,1.926749,5.989102,3.691846,3,1,1,1,1,benign
4.801363,1,1,1,2,1,3,1,1,benign
4.612064,4.155255,4.32019,10.184841,7.147254,10,6.126238,10,1,malignant
1,1,3.286061,1,2,1,2,1,1,benign
1,3.069227,2,2,2,1,7.215418,1,1,benign
9.601269,6.876011,6.417261,3.305986,3.40592,6.427017,7.424481,7.786092,1,malignant
1,1,2,1,2,1,2,1,1,benign
5.098658,10.111771,7.170254,7.062051,6.455539,10,4.7731,10,4.34516,malignant
2.685537,1,3.582587,1,2,1,2,1,1,benign
4,4.264991,9.008223,9.659562,4.39397,1,4.204066,1,1,malignant
5.341297,1,1,1,2,1,3,1,1,benign
10.972762,9.677086,10.487713,7.469796,4.075782,7.080802,8.638014,4.658397,1,malignant
3.166759,1,1,1,2,1,3,1,1,benign
4,3.09769,1,1,2,1,3,1,1,benign
5.871864,1,1,1,2,1,2,1,1,benign
5.39539,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,1,1,1,benign
7.905025,4.807909,4.672185,6.084811,7.265794,10,4.245517,1,1,malignant
4,2.029956,2,2,2,10,3,2.431814,1,malignant
1.784743,1,3.928385,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.554605,6.548322,9.253171,4.163331,7.917143,6.888234,5.41282,10,3,malignant
5.371687,1.735147,4.529736,10.241074,8.645702,10,6.67565,8.605946,1,malignant
6.913429,2.873865,4.474178,1,3,1,2,4.720063,2,malignant
9.211946,7.05258,3.614442,9.80225,3,10,7.267811,7.974987,3,malignant
8.692327,4.544681,7.365442,5.284615,9.03548,2.612204,6.678782,1,2,malignant
1,1,1,1,1,1,1,1,1,benign
3.081363,1,1,1,2,1,1,1,2,benign
1,1,1,2.959083,2,1,1,1,1,benign
4.980641,2.9249,6.281243,2,6.38509,6.667864,3,4.514219,1,malignant
1,1,1,1,1,1,3,1,1,benign
2.385734,1,1,1,2,1,3,1,1,benign
5.746825,1,1,1,2,1,1,3.012018,1,benign
4.820188,1,1,1,1,1,2,1,1,benign
4,4.14678,6.367782,1,2,1,3.293225,2.622056,1,malignant
3.093223,1,1,1,3,1,2,1,1,benign
1,2.994949,3.901928,9.41446,3,1,1,1,1,benign
3.013466,1,3.816146,1,2,1,2,1,1,benign
5.100111,1,2,1,2,1,1,1,1,benign
5.593639,1.829478,2,9.657054,9.144222,10,1,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.4591,1,1,1,2,1,2,1,1,benign
4,2.795363,2,1,3,1,3,1,1,benign
4.469371,9.795356,8.980957,8.016054,6.053303,1,9.071097,1,1,malignant
1,1,1,2,2,1,2,1,1,benign
5.428531,4.277085,5.953323,3.928518,3,10,3,4.969575,10.567309,malignant
1,1,1,1,2,1,3,1,2,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.823332,1,1,1,2,1,2,1,1,benign
5.419559,1,1,1,2,1,2,1,1,benign
8.73634,10.232122,10.895408,5.783364,6.049431,10,7.350533,10,1,malignant
4,1,1,1,2,1.927953,1,1,1,benign
1,1,1,1,2,5.828755,2,1,1,benign
2.88544,3.087642,1,1,3,1,1,1,1,benign
4,3.266853,2,1,2,1,2,10,1,benign
6.237456,5.974762,6.599534,9.823973,3,10,5.281495,7.714318,5.0661,malignant
8.414783,3.054534,5.372833,3.479005,6.92882,10,8.239071,8.033407,8.511907,malignant
7.74229,6.529806,5.833185,7.309779,4.07396,10,6.729832,10,1,malignant
9.532031,9.834825,9.565,3.595146,10.254029,1,7.126198,10,3,malignant
2.913254,1,1,1,2,1,3,1,1,benign
1,1,2,1,1,1,1,1,1,benign
2.316225,1,1,1,2,1,2,1,1,benign
8.097283,4.842397,5.656399,3.62111,3.806367,5.568261,4.64509,1,9.545279,malignant
1,1,1,1,2,1,2,1,1,benign
5.986432,1,1,1,2,1,8.521587,1,1,benign
8.703873,6.480798,9.193404,7.178599,4.211541,10,9.660714,10,1,malignant
4,2.984251,1,1,2,1,3,1,1,benign
2.776951,2.791546,1,1,2,1,7.413224,1,1,benign
5.221417,2.806005,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.93359,2.153294,3.158661,3.332747,3,10,7.972219,4.631665,2,malignant
4,1,1,1,1,1,2,1,1,benign
4.783052,1,1,1,2,1,1,1,1,benign
7.519963,10.371283,10.30199,7.649427,6.698751,10,3,10,2,malignant
1,1,1,1,1,1,3,1,1,benign
9.583322,10.088973,9.430488,9.84777,4.380746,10,8.58125,10,3,malignant
7.805777,4.409433,6.347624,1,4.707608,3.832735,9.444806,5.646392,1,malignant
4,1,1,1,1,1,3,1,1,benign
2.487412,1,1,1,2,1,2,1,1,benign
2.534285,1,2,1,2,1,3,1,1,benign
7.615099,4.297521,3.083216,1,4.159035,10,8.723177,8.096485,1,malignant
2.510962,1,1,1,2,1,1,1,1,benign
1,6.993404,8.374082,10.059588,6.066481,10,3,10,1,malignant
5.526294,10.02948,8.379402,9.8246,5.422147,3.057961,7.646681,1,1,malignant
7.630402,4.406678,3.463185,3.925945,9.172642,10,3,3.186874,3,malignant
4,2.339272,9.088642,2.898327,7.106074,5.859024,3,8.417101,5.150628,malignant
5.089074,10.089252,9.31296,3.912632,10.018523,10,7.937383,4.699477,2,malignant
4,1,1,3.674562,2,1,2,1,1,benign
8.942097,6.067187,10.072414,7.692681,5.712508,10,3,1,3,malignant
2.686397,1,2,1,2,1,1,1,1,benign
5.528404,10.104947,10.839183,9.950563,10.058001,2.831882,4.973704,1,1,malignant
8.037056,6.593088,6.071816,4.045494,4.185659,10,7.749952,6.10929,1,malignant
1,1,4.108321,1,2,1,2,1,1,benign
7.554556,9.979139,9.551318,2.207662,5.492502,4.95911,2.985287,7.396347,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.551991,4.432192,7.802238,9.922993,3,10,6.295402,2.379675,5.545312,malignant
1,1,1,1,2,1,3,2.527309,1,benign
4,3.105563,4.005434,2,2,1,3,1,1,benign
1.811684,4.049095,4.483514,1,10.812268,1,3,1,1,benign
4.900437,1,1,1,1,1,2,1,1,benign
5.393691,1,1,1,2,1,2,1,1,benign
2.118413,1,3.437711,1,2,1,2,3.044331,1,benign
4,1,1,1,2,1,2,1,1,benign
6.575959,10.197211,9.434933,5.698462,8.280824,10,9.087753,5.289453,2,malignant
4.686423,4.279439,2,10.207436,3,3.234417,4.363899,7.628945,1,malignant
5.609571,2.612273,1,1,2,1,1,1,1,benign
1.905976,2.930163,2,1,2,1,3,1,1,benign
9.773807,3.422537,2,2,8.107023,6.421797,3.752129,2.492591,3,malignant
4,1,1,1,1,1,3,1,1,benign
10.641685,3.270026,5.560513,9.510398,2,10,2,1,2,malignant
4.862826,1,1,3.512627,2,1,3,1,1,benign
2.34643,1,1,3.646949,2,1,2,1,1,benign
8.204375,5.41596,3.092131,1,5.102802,1.50928,3,8.073269,1,malignant
3.331381,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.595795,1,1,1,1,1,2,1,1,benign
2.422383,1,1,1,2,1,3,1,1,benign
2.471636,2.408014,2,1,3,1,1,1,1,benign
5.335562,6.062004,3.216869,7.268958,3,10,3.204517,10,10.193446,malignant
4,2.002205,3.332854,1,2,1,1,1,2,benign
1,1,1,1,2,1.00873,1,1,1,benign
7.1681,4.240066,5.591182,9.566921,5.105074,10,4.55164,3.114278,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.54024,7.693745,6.283908,7.693162,6.988987,10,9.93696,4.770207,1,malignant
5.361033,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.735597,3.342788,2,2,4.564633,1,1,2.512048,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.066056,10.04254,10.897867,6.289625,10.774135,10,5.086931,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.458425,7.658922,8.362711,7.294134,5.848366,7.523648,8.479686,3.685751,1,malignant
4.989166,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.400819,2.555058,1,2,2,1,2,1,1,benign
5.367549,6.770513,10.759292,9.756835,4.079367,10,6.158584,10,1,malignant
1,3.945318,2.832715,2,8.668258,1,2,5.237285,3,benign
1,1,1,1,3,1,3,1,1,benign
5.616582,7.95408,6.106784,2,8.733364,10,3,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.714045,1,1,1,2,1,1,1,1,benign
4,1,1,3.93057,2,1,1,1,1,benign
8.601353,7.881718,8.849376,9.540077,5.120503,10,8.800096,4.631097,1,malignant
3.071205,1,1,3.388225,2,3.651708,2,2.582957,1,benign
1,1,3.845623,1,2,1,3,1,1,benign
5.127565,5.240529,7.747068,5.42762,4.823641,8.377685,9.32275,10,3,malignant
5.126543,1,1,1,2,1,3,2.907443,1,benign
2.283181,1,1,1,2,1,1,1,1,benign
4,2.028059,4.294715,1,2,1,3,2.330682,1,benign
1,1,1,4.781828,2,10,1,1,1,benign
4.736318,1,1,1,2,1,2,2.439543,1,benign
4,10.402,9.362426,3.217564,3.910629,10,3,4.622809,2,malignant
2.046923,1.723995,1,1,3,1,4.608346,1,1,benign
2.321428,1,1,1,2,1,1,3.64623,1,benign
4.14097,10.422078,7.365342,9.754511,7.776997,10,3.881173,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
4.631318,7.413955,4.092489,7.080283,3,3.418463,7.998243,9.24335,3,malignant
5.299028,1,1,1,2,1,1,1,1,benign
8.906482,3.337643,5.698338,1,3,1.721589,4.906731,4.589327,1,malignant
9.684606,10.073306,9.033283,9.985291,6.09809,1,4.546698,1.545897,2,malignant
3.157761,9.572537,9.226284,10.482136,8.02361,10,3,5.111762,1,malignant
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.020564,1,1,1,2,1,3,1,1,benign
9.192986,10.028651,11.777996,9.639398,8.056428,2.58198,5.010204,10,2,malignant
1,1,1,1,2,1,8.461419,2.527799,1,benign
9.05396,4.964046,6.823395,10.081833,4.701109,7.935767,4.591108,5.406398,2,malignant
1,1,1,1,7.852079,1,1,1,1,benign
5.065021,5.297172,4.187652,5.459859,3,10,8.496629,5.29756,1,malignant
5.23437,3.954538,11.322927,3.792389,7.467681,10,4.376301,5.020263,8.274858,malignant
7.611393,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.5423,4.824522,3.973915,9.740085,4.463061,1,2,1,1,benign
5.673873,3.046579,6.759493,10.071468,5.012917,10,5.193476,4.19312,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.184982,10.072006,9.355517,2,8.669792,1.416736,4.635634,10,1,malignant
9.115829,4.249494,6.996395,10.037744,9.851774,10,4.383312,2.102691,5.732312,malignant
3.333616,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.527451,1,1,1,2,1,3,1,1,benign
3.035614,2.445937,3.533302,2,3,1,3,2.144835,1,benign
5.451877,3.991473,5.522707,10.301732,3,7.401494,4.731792,10,5.456835,malignant
2.954358,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,4.704121,1,1,3.23593,1,benign
8.485476,9.908231,9.85623,5.630458,8.778625,5.205782,7.456772,3.478624,1,malignant
2.771884,1,3.52289,3.715842,2,1,2,1,1,benign
1,2.55286,5.362057,3.425818,2,1,3.891906,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,7.49732,1,8.454723,2,1,1,benign
5.386163,4.29166,3.365389,4.395499,2,10,3,1,1,malignant
4,9.80786,8.221612,9.274794,5.444522,10,8.817596,10,1,malignant
4,5.958387,4.290824,6.904016,3.511967,9.131745,3,9.256774,1,benign
4,1,1,2,3,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.183926,3.646937,7.083305,3.755036,4.498694,5.601315,5.49181,8.850943,6.161089,malignant
7.354749,4.179815,6.077809,2,3.623384,5.864364,9.161611,5.389298,8.971761,malignant
5.12619,1,3.542052,1,1,1,2,1,1,benign
2.574308,4.841102,8.978275,3.348298,3,7.728595,2,6.084306,1,malignant
4.84184,3.907585,3.523712,1,1,1,3.515614,3.014221,1,benign
5.500071,6.719898,3.429344,9.844536,5.082124,10,7.123508,7.244424,2,malignant
1,1,1,1,2,1,2,2.557614,1,benign
9.454375,4.90883,6.220269,3.128113,7.824378,10,6.412871,3.028405,1,malignant
8.516728,10.023493,9.607462,2,9.526939,10,6.337078,5.30799,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,2.343378,1,2,1,1,1,1,benign
2.176842,1,1,7.249822,2,10,3,1,1,benign
8.521073,6.633676,9.11806,3.23555,9.114735,7.35469,7.727694,7.643882,4.450262,malignant
3.159209,1,1,1,2,1,3,1,1,benign
4,9.99669,10.249826,1,3,2.545356,8.667406,2.727821,1,malignant
1,1,2,1,2,1,1,1,1,benign
8.967403,7.482673,9.058694,3.010134,5.046908,7.282502,9.377675,5.446187,2,malignant
7.873454,7.682335,10.245748,5.158513,8.285839,10,3,6.251175,1,malignant
5.611939,4.845507,4.080352,9.6798,2,7.404842,4.676742,1,1,malignant
7.528231,4.233088,6.805427,1,3.868661,1,8.876348,8.288472,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.089922,4.541836,6.936305,5.83091,4.160244,10,7.996919,4.497275,3,malignant
4.970234,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.658443,4.638294,8.62233,1,3,9.386854,7.249731,2.462347,1,malignant
8.631772,9.959841,8.751392,9.650795,7.313211,9.063917,8.618849,10,1,malignant
8.253095,6.790623,8.961777,3.55855,6.001574,1,3,7.808932,1,malignant
5.707613,1,1,2,2,1,3,1,1,benign
5.974883,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.70981,8.002513,6.576955,1,3,2.187192,7.272035,6.164488,1,malignant
2.876224,5.773132,2,6.432632,3.335867,2.42554,3,7.786614,1,benign
7.879097,7.231563,5.711248,3.345567,3,8.250582,6.899249,7.685856,2,malignant
5.213258,1,1,1,2,1,3,1,1,benign
1,1,1,3.404302,1,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.20512,1,1,1,2,1,3,1,1,benign
6.775098,10.003236,10.28937,5.40304,4.387034,5.169667,7.542152,6.065399,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,10.12864,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.417042,1,1,1,5.588885,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.287693,3.901509,5.494075,9.821551,5.009543,10,5.344574,10,1,malignant
5.425211,2.838864,4.102383,2,5.765972,10,3,1,8.151476,malignant
5.161536,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.26889,4.813284,3.222307,1,3,3.127015,4.583739,2.945275,3,malignant
3.171052,4.175301,5.905342,1,4.347889,1.248946,7.119587,3.354121,2,malignant
8.69556,4.022118,5.420011,5.926339,4.588529,10,4.413561,10,3,malignant
1,1,1,2,4.665484,1,3,1,1,benign
5.321638,1,1,2,2,1,2,1,1,benign
2.732294,1,1,1,2,2.545557,3,1,3,benign
4.864538,9.80521,3.195147,9.814426,7.048883,10,8.295475,10,5.456174,malignant
2.901813,1,1,1,2,1,1,1,8.918219,benign
5.271321,1,1,1,2,1,1,1,1,benign
2.801516,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.02491,4.07279,3.143748,2,1,3,1,1,benign
6.162807,7.130355,5.628944,6.341992,3,10,3,8.017082,4.864177,malignant
1.47595,1,1,2,2,1,3,1,1,benign
5.871139,1,1,1,2,1,2,1,1,benign
2.418888,1,1,1,2,1,1,1,1,benign
5.469622,1,2.755473,3.31672,7.15425,1,2,1,1,benign
4.361752,1,1,1,2,1,3,1,1,benign
2.308768,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,7.975023,9.45216,9.971197,4.773011,1,3,1,1,benign
5.192369,1,1,1,2,1,3,1,2,benign
5.202507,1,1,2.567799,2,8.022187,1,1,1,benign
4.606847,1,3.274192,1,2,1,1,6.430432,1,benign
1,1,1,1,2,1,2,1,1,benign
6.67079,9.779031,10.366188,10.225335,6.791119,10,7.561397,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.012587,1,1,1,1,1,1,1,1,benign
3.594096,1,2.112314,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,5.317692,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.141627,1,3.308896,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.878774,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.633081,1,1,1,2,1,3,1,1,benign
6.252278,6.879537,4.006951,10.180448,4.316835,2.349958,7.291585,8.66905,3.664994,malignant
5.324809,1,1,1,2,1,1,1,1,benign
5.237519,9.870248,10.461239,2,6.944699,10,3,4.416087,1,malignant
7.18832,9.875396,9.685888,4.500891,5.353158,3.173074,4.083879,7.681866,1,malignant
4,1,2,1,1,1,2,1,1,benign
4,5.900298,8.553694,9.883066,11.269749,10,7.76994,5.10738,2,malignant
4.977536,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.460797,2.046625,3.382974,6.168939,7.304482,10,9.318605,1,2,malignant
1,3.160297,1,1,2,1,3,1.740286,1,benign
4,3.985214,2,3.262399,3,1,2,1,1,benign
3.274803,1,1,1,2,1,1,1,1,benign
4.431489,10.428889,10.853605,7.318192,8.151176,10,7.978288,6.899455,1,malignant
1,1,1,2,2,1,3,1,1,benign
5.404062,4.881619,5.094011,9.560934,3,10,5.205699,3.462035,1,malignant
7.736437,10.187812,8.589315,4.965359,3.607755,5.736455,6.410438,7.248294,3,malignant
1,2.281189,3.427596,2,3.443285,1,1,2.37084,1,benign
7.871328,3.369532,4.964833,6.759649,6.207105,10,4.578206,4.35147,1,malignant
5.733475,4.81797,6.520512,2,2,6.974854,2,5.596975,5.543471,malignant
7.014285,9.530172,8.507319,9.983821,3,10,9.354748,10,1,malignant
7.655964,10.397895,5.123889,9.58641,6.617734,10,6.091509,10,1,malignant
2.162212,2.653644,3.248331,1,4.243553,2.135349,1,4.430902,2,malignant
4,1,1,1,2,1,2,1,1,benign
7.099343,3.445859,1,2,2,4.836187,6.513591,4.67152,1,malignant
7.817125,6.619861,3.682648,2.81132,7.610164,10,6.55977,10,1,malignant
2.385991,1,1,1,1,1,2,1,1,benign
4.247959,9.948911,8.638003,2,7.400419,8.493178,8.757638,10,7.251639,malignant
1,5.625709,4.063057,8.47567,4.468049,4.695756,8.824635,5.103012,1,malignant
2.743411,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.551792,10.122969,9.279191,3.924356,8.090367,10,7.621673,6.0727,9.888459,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.210854,2.314186,2,2,2,1,3,1,1,benign
8.766977,1,3.7952,7.221451,3.512455,3.655938,2,9.194397,8.632426,malignant
2.684986,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,3.002528,1,benign
5.627687,3.935747,3.271171,2,6.390299,10,3,4.353812,2,malignant
4.473426,6.695899,6.053562,9.686885,3,8.562847,3,10,1,benign
9.874481,10.312624,9.897266,9.735837,3,10,7.703321,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.077266,1,1,1,2,1,3,1,1,benign
1,3.215662,3.247132,1,2,1,4.941911,1,1,benign
2.670946,1,1,1,2,1,1,1,1,benign
5.441162,4.600516,3.975496,7.807477,7.700196,6.631096,3,10,1,benign
10.63237,8.311366,6.997163,1,4.468424,1,7.490065,10,1,malignant
2.449877,1,3.354767,1,2,1,3,1,1,benign
5.483343,1,1,3.984428,3,1,3,1,1,benign
1,1,1,1,4.572818,2.295976,2,1,1,benign
3.167053,1,1,1,2,1,3,1,1,benign
2.597637,1,4.091476,1,2,1,1,1,1,benign
4,9.767782,10.425793,9.942855,7.605648,10,4.163431,3.4425,7.864946,malignant
2.776466,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.13656,4.66773,6.596453,10.2795,2,10,3,3.171907,1,malignant
10.463651,10.06313,9.505838,3.128417,9.457155,10,5.968157,1.869827,4.362755,malignant
5.639223,1,1,1,3,1,2,1,1,benign
2.038516,1,1,1,2,1,2,1,1,benign
1,2.35017,3.094652,7.975884,2,10,3,2.176319,1,benign
4,1,2,1,2,1,2,1,1,benign
4,2.157763,1,1,3,1,2,1,1,benign
2.480887,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.611321,4.528106,4.035389,7.056237,3.412059,10,5.27108,1.907595,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.159712,7.657492,8.079342,6.833112,6.743281,10,8.092917,4.416235,3,malignant
10.40158,7.40935,5.801001,2.827021,10.555431,10,3.026177,10,5.612065,malignant
4,10.464241,10.740119,7.309246,9.430523,3.527606,6.478689,10,3,malignant
1,1,1,6.018108,2,6.279482,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.816633,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,3.577515,1,1,benign
2.754356,1,1,1,2,1,2,1,1,benign
7.027385,10.190656,8.961735,6.314356,7.691749,6.650181,10.966582,10,3,malignant
8.322274,3.877368,6.100475,6.993178,7.203647,10,5.438079,2.848369,1,malignant
4.92082,1,1,1,2,1,1,1,1,benign
2.699798,1,1,1,1,1,2,1,1,benign
2.497951,1,1,2,2,1,8.1741,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.185123,10.280687,8.002115,10.055492,5.105723,10,6.971375,10,4.737731,malignant
5.010466,1,1,1,2,1,2,1,1,benign
5.347054,1,1,1,2,1,1,1,1,benign
1,4.714453,2,3.625637,3,3.492552,1,3.14131,1,benign
6.173062,6.07323,3.949669,7.325799,3,10,8.517687,4.84042,4.727122,malignant
2.927198,1,1,1,2,1,2,1,1,benign
5.099317,1,1,1,2,1,3,1,1,benign
4.91876,1,2,2,2,1,2,2.080923,1,benign
2.24454,1,1,1,2,1,2,1,2,benign
5.646039,1,1,1,2,3.549185,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
6.206719,1,1,1,2,1,3,1,1,benign
5.248963,1,1,1,2,1,1,1,1,benign
3.181851,1,1,1,2,1,1,1,1,benign
2.73217,1,1,1,2,1,1,1,1,benign
7.744444,9.996066,9.22303,9.929349,10.692978,1,7.50618,7.786326,1,malignant
7.506028,5.750201,10.225017,1,4.404495,3.251957,4.585658,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.836678,7.805932,10.322286,9.918007,4.063112,10,8.070351,1,1,malignant
5.427303,3.965495,4.074209,3.323196,1,3.794869,7.216857,2.881981,1,benign
5.367793,4.11675,11.738239,8.421919,6.823198,10,7.117293,2.341683,8.62278,malignant
8.265203,9.267358,3.457589,9.605845,10.857216,10,7.47922,10,1,malignant
2.438072,1.653027,4.085021,2,2,1,1,1,1,benign
2.611599,1,1,3.447704,2,3.729776,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.842698,1,1,2.978299,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.253437,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.583281,2.902608,2,1,2,1,4.098034,2.356231,1,benign
3.010936,1,1,1,2,1,2,1,1,benign
1.405004,1,1,1,2,1,2,3.116329,1,benign
4,1,1,1,2,1,1,1,1,benign
2.609437,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.765208,4.33503,2.932921,1,3,7.081565,6.811596,6.964688,1,malignant
1,1,1,6.58157,1,1,1,1,1,benign
2.653656,2.357031,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
4,3.020119,2,1,2,1,1,2.435313,1,benign
4.824164,3.652544,3.350834,1,3,6.708783,4.417024,5.362475,1,malignant
7.081979,3.763976,4.968101,10.12089,2,7.137825,8.386103,3.238375,7.971854,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,2,2,1.870801,2,7.797541,1,benign
7.990212,6.89762,5.472899,5.906403,4.480883,10,4.035532,3.932193,8.822838,malignant
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.689994,1,1,1,2,1,1,1,9.960035,benign
1,1,1,1,2,1,1,1,1,benign
9.150787,7.336078,5.704818,9.55226,7.763336,1,6.915575,10,7.634585,malignant
5.240457,1,1,1,2,1,1,1,1,benign
5.257912,1,1,1,2,1,1,1,1,benign
10.161967,9.98192,6.473781,9.805211,3.538827,1,4.464554,10,1,malignant
5.453089,1,1,1,2,1,1,1,1,benign
2.565526,1,1,1,2,1,4.960905,1,1,benign
2.184293,2.41394,1,2,4.114277,1,2,2.526165,1,benign
5.228166,5.044304,6.711984,10.281316,2,10,7.421955,5.52307,3.290235,malignant
2.554038,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,5.097294,8.085807,3.402644,6.118984,3.193401,8.69735,1,1,malignant
7.569091,1.440669,1,8.761089,10.27849,10,3,10,4.204736,malignant
8.102211,7.450597,9.37616,9.873295,5.121078,10,3,5.070282,1,malignant
1,9.894648,8.753501,1,9.237421,5.308577,7.506231,3.157254,6.315208,malignant
4,7.222519,8.403645,9.678835,6.334539,10,5.031272,5.586746,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.047286,1,1,1,2,3.180108,1,1,1,benign
1.605936,1,1,1,2,2.540617,3,1,1,benign
1,2.255889,2,1,2,1,1,1.721923,1,benign
1,1,1,1,2,1,1,1,1,benign
8.433747,4.395839,7.905857,8.408651,2,10,4.094891,5.10266,3.61642,malignant
4.721802,1,1,1,2,1,1,1,1,benign
2.083062,1,1,2.894141,2,1.483737,3,1,1,benign
4,6.992868,5.492555,7.806084,3,10,6.249955,8.109484,1,malignant
3.476777,1,1,1,4.369127,1,1,1,1,benign
2.978856,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.756781,5.203224,7.042539,3.265572,7.247866,10,2,7.03885,9.559511,malignant
2.560174,3.370243,3.909185,1,4.653695,10,2,6.216068,1,malignant
8.929165,9.700618,8.961169,10.323974,8.19195,2.357712,9.900413,10,3,malignant
9.163725,7.051376,11.685873,5.760494,4.490928,7.263698,9.180107,3.713897,1,malignant
5.178427,4.481462,6.076482,3.518867,4.750477,1,8.295376,1.913856,3,malignant
5.221297,8.036106,4.185698,6.386506,3,10,5.241923,10,3,malignant
1,1,1,1,1,1,2,1,1,benign
2.29789,5.374091,8.905763,9.91544,7.252887,10,5.13009,2.469445,1,malignant
5.865758,1,3.450413,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.255959,6.822846,5.543377,6.549679,3.77502,1,2,10,1,malignant
1,1,1,1,2,1,1,1,3,benign
5.146082,10.273904,10.225534,1,7.104642,10,5.767298,10,7.713807,malignant
1,1,1,2.389995,2,10,1,1,3,benign
4,1,2.951028,3.46476,2,2.342745,1,1,1,benign
2.941777,1,1,1,1,1,2,1,1,benign
9.009243,4.661924,3.06533,2,2,1,3,1,9.739645,malignant
2.466971,5.878288,9.669377,5.046214,3,10,10.14267,10,2,malignant
4.991963,1,1,1,2,1,1,1,1,benign
1,1,1,1,8.857515,1,7.439377,1,1,benign
9.803662,8.205807,3.884568,6.181204,4.969379,10,8.530578,4.802387,9.003893,malignant
1,1,1,1,2,1,2,3.248329,1,benign
5.536688,1,3.894648,1,2,3.13744,3,1,1,benign
5.081454,2.41226,1,1,1,1,1,3.641118,1,benign
1,1,1,3.392356,2,1,1,2.328172,1,benign
9.116748,8.009162,9.464953,10.486597,4.617774,10,4.017639,10,3,malignant
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,2.778485,1,benign
3.121659,1,1,1,2,1,2,1,1,benign
5.46437,1,1,2,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.395966,2.437658,2,1,2,1,1,5.098719,1,benign
4.998792,1,1,2,2,1,3,1,1,benign
8.436999,4.042322,5.647555,9.617676,2,10,2,2.336748,1,malignant
3.227228,1,1,1,2,1,1,1,1,benign
5.131709,6.625877,8.75506,5.600901,1,7.137725,6.962153,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.060416,1,1,1,2,1.941082,1,1,1,benign
3.094066,1,1,1,2,2.497766,3,1,1,benign
2.87848,1,1,1,2,1,1,1,1,benign
8.492006,9.708742,9.920378,2,5.793592,10,9.489285,8.633807,1,malignant
7.518319,7.734415,10.429484,2,3,10,7.728793,10,1,malignant
4,1,1,3.938863,2,1,3,1,1,benign
2.434422,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.090302,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.395987,3.005909,1,1,3,1,3,1,1,benign
9.067366,6.605552,9.330018,6.54947,6.828316,10,8.322849,3.05654,1,malignant
5.049203,10.384273,8.143822,2,7.531796,4.182751,5.811197,10,2,malignant
2.671725,1,1,1,2,1,3,1,1,benign
1,1,3.331083,1,2,1,3,1,1,benign
5.333533,3.319804,2,1,2,1,1,3.301269,1,benign
4,1.88091,1,3.734702,4.564529,1,1,1,1,benign
1,10.053973,3.660254,2,4.058926,2.281706,5.049778,7.804124,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.997322,1,1,1,1,1,2,1,1,benign
1,3.189571,3.617866,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.205988,10.43353,3.86055,7.267363,6.075463,4.692548,1,4.523953,1,malignant
1,1,2,1,2,1,3,1,1,benign
2.538115,1,1,1,2,1,2,1,1,benign
8.190638,5.45898,5.780552,1,4.311937,7.061108,6.340003,1,1,malignant
8.002191,10.067363,4.425845,3.195246,7.57991,4.481592,5.492141,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
9.363997,5.140486,2.825018,9.449234,7.715543,10,4.108936,4.994402,1,malignant
4,1,1,2,2,1,2,1,1,benign
3.764926,1,1,1,2,1,3,1,1,benign
2.838941,1,1,1,2,7.731938,3,1,1,benign
4.260699,2.685681,5.902799,1,2,6.308679,3,7.253414,3,malignant
1,1,1,1,2,1,3,1,1,benign
6.031252,3.695994,5.222289,9.90863,3.251691,10,4.3836,7.540628,3,malignant
1.889889,1.854195,2.692497,9.132913,4.245083,1,6.086327,1,1,benign
9.463387,4.465133,4.037563,3.880035,2,2.978712,9.951461,1,4.761795,malignant
4,1,1,1,1,1,3,1,1,benign
5.106314,1,1,3.584443,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,9.627872,7.725205,7.264813,8.023622,10,4.299382,2.799238,1,malignant
8.486105,7.99374,4.237103,1,3.63196,1,6.848763,7.44019,2,malignant
3.04004,1,2.941593,3.033572,2,1,2,1,1,benign
2.673271,1,1,1,2,1,2,1,1,benign
5.138884,1,1,1,2,1,3,1,1,benign
9.657495,9.15593,4.417795,3.851941,3,2.961372,6.74226,8.254059,2,malignant
4.77191,2.543254,8.967306,10.231838,3,2.83571,3.728978,10,3,malignant
4,7.932265,3.275604,3.531432,3,10,6.504165,10,1,malignant
5.15998,1,1,1,2,1,3,1,1,benign
4.93789,2.565631,4.162033,1,3,1,1,10,1,malignant
4,1,1,1,2,1,3,2.564665,1,benign
5.217821,1,1,1,2,1,3,1,1,benign
4.677521,1.907483,1,1,4.19465,1,1,1,1,benign
4,1,1,1,2,1,2,1,9.392712,benign
2.682355,1.979792,1,1,2,1,3,1,1,benign
9.075783,10.469645,9.437836,5.895224,5.506477,10,5.24076,10,1,malignant
5.262555,9.920095,9.663256,10.211888,8.571578,3.112346,6.173679,2.096564,3,malignant
5.625435,1,1,1,2,1,1,3.388889,1,benign
5.115024,4.113369,4.526848,5.047124,3,10,6.95612,2.080901,4.35717,malignant
3.445571,1,1,1,2,1,2,1,1,benign
2.790325,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.11771,1,1,1,benign
4.873404,1,1,1,1,1,2,1,1,benign
10.55633,9.896284,8.99116,1,7.371693,1,9.477174,1,3,malignant
5.690374,1,1,1,2,1,2,2.269756,1,benign
8.808226,8.472338,3.231008,9.97604,4.173372,10,2.902898,8.290498,1,malignant
9.692688,7.287471,4.222898,1,4.313507,3.600076,3,10,1,malignant
3.252112,1,2,3.033861,2,1,1,1,1,benign
2.30144,3.121883,6.387844,3.560834,2,7.719409,4.406163,1,10.796539,malignant
4,1.879368,8.241595,1,3,2.979109,7.586176,4.463717,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.49248,5.99714,3.745707,9.754705,4.258656,10,7.36481,10,1,malignant
1.669999,1,1,1,1,1,1,1,1,benign
3.500463,1,1,1,2,1,2,2.921336,1,benign
2.410845,1,1,1,2,1,3,1,1,benign
4.639735,2.415282,3.023797,2.390804,8.827545,8.740142,7.455541,2.698356,1,malignant
3.382085,2.303621,3.214245,1,2,1,2,1.91869,1,benign
5.450115,4.257756,6.476088,1,3,2.603208,8.16108,7.342112,9.02406,malignant
2.951149,1.570252,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.630749,2.768265,2,1,2,1,2,2.56063,1,benign
8.911725,4.956176,2,1,5.424019,6.673086,5.657291,8.134154,1,malignant
5.460153,1,1,1,2,1,2,5.728016,8.295419,benign
1,1,1,1,1,1,2,1,1,benign
7.434985,6.802805,7.129774,5.995652,10.328782,10,4.993575,10,1,malignant
10.946691,6.197758,4.279667,3.223996,4.751166,6.010028,3,4.201574,1,malignant
5.076835,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.248309,4.639607,4.645347,1,6.790524,5.084535,1,7.521049,2,malignant
7.808414,2.698587,5.39299,3.071086,2,8.300407,3,1,8.714999,malignant
4,1,1,1,2,1,3,1,1,benign
9.469004,4.238302,2.819607,6.012973,3,10,3.781552,2.615382,2,malignant
1,1,1,1,3,1,1,1,1,benign
2.726555,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,7.528748,2,1,1,benign
2.73313,4.651346,3.507692,3.73154,2,10,4.260242,7.617835,9.576621,malignant
1,1,1,1,2,7.130092,2,1,1,benign
5.072338,1,2,1,2,1,2,1,1,benign
2.662569,1,1,1,2,1,2,1,1,benign
5.057127,1,1,3.518458,3,1,3,1,1,benign
6.933662,6.443083,5.606749,3.480158,5.231437,1,3,5.303008,9.625554,malignant
2.566394,1,1,1,2,1,2,2.279155,1,benign
2.804833,1,1,1,2,1,2,1,1,benign
8.58617,10.401983,6.300494,4.615203,8.51866,10,2,10,1,malignant
1,1,1,1,3,1,2,1,1,benign
4.701443,1,2,2.377682,2,1,1,1,1,benign
6.470734,6.866894,8.988637,2.626763,4.528094,2.650093,6.581849,10,1,malignant
1,1,1,1,2,1,3,2.227139,1,benign
4,1,1,1,1,1,1,1,1,benign
4.792802,1,1,1,2,1,2,1,1,benign
2.891554,1,1,1,2,1,2,1,1,benign
4.88359,1,1,1,2,1,2,1,1,benign
7.793975,4.218575,5.170571,3.646457,3,10,5.870814,1,5.70051,malignant
2.840391,1,1,1,9.732397,1,2,1,1,benign
1,2.673476,1,2,2,1,2,2.926692,1,benign
10.337683,10.10063,5.500372,9.27905,5.512573,10,2,8.008148,3,malignant
3.012835,1,1,1,2,1,3,1,1,benign
3.334185,1,1,1,2,1,3,1,1,benign
4,1,1,1,4.969793,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.783739,1,2,1,3,1,1,benign
7.882922,3.552185,3.264795,2,3.201895,5.696535,7.262127,7.94971,1,malignant
1,2.165204,1,1,2,1,3,1,1,benign
2.563194,1,1,1,2,1,3,2.031626,1,benign
1,2.743714,3.102343,1,2,1,2,1,1,benign
4,1,1,4.526207,2,3.621249,3,1,1,benign
1,1,1,4.020575,2,3.196989,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.668756,4.24346,4.714773,1,3,2.47745,2,1,3,malignant
1,1,1,1,2,1.726844,1,5.419765,1,benign
4.763455,1,4.230497,1,3,1,1,1,1,benign
2.887773,7.412085,5.657947,9.82884,3.540605,10,4.203414,4.495196,1,malignant
11.392364,9.26027,8.841303,8.245565,7.939617,10,3.668295,10,1,malignant
3.406754,1,1,1,1,5.626644,2,1,1,benign
5.028671,1,1,1,2,1,3,1,1,benign
2.163112,1,1,1,2,1,2,1,1,benign
5.058424,5.041479,3.082497,9.77986,3.744193,1,4.314416,7.01263,1,malignant
5.371743,9.661278,5.238507,2,7.858084,10,2,10,2,malignant
1,2.272405,1,1,4.874516,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
11.403051,9.418789,2.589591,1,6.201336,2.970974,7.718097,8.431446,1,malignant
9.066087,4.769307,4.006667,6.849591,4.665958,10,4.520448,8.000155,1,malignant
4.878364,1,1,1,2,1,1,1,1,benign
5.126619,4.424989,4.296325,6.691143,2,10,4.848878,1,1,malignant
2.381628,1,1,1,2,1,3,1,1,benign
4,1,1,6.320979,2,4.214989,3,1,1,benign
1,1.780075,2,2,2,1,3,2.569165,1,benign
3.756709,3.983004,3.858299,1,9.724873,1,6.089888,5.257803,1,malignant
4.610737,1.257916,1,1,2,1,2,1,1,benign
8.709005,10.305575,8.356718,5.97094,3.753448,10,7.667778,2.303801,1,malignant
7.873455,6.473699,5.277188,5.919182,4.413487,10,3.401483,10,3,malignant
8.989957,4.127084,2.96042,5.579594,4.631679,2.240999,8.437319,6.653525,1,malignant
3.07583,7.613967,6.26074,6.136019,2,10,7.421485,10,9.47684,malignant
5.625939,4.70996,3.050737,7.068406,3,2.087775,7.496805,1.618903,8.955807,malignant
4,1,1,1,2,1,1,1,1,benign
4,3.898359,8.977904,1,3.600577,1,2,10,1,malignant
5.020935,6.296502,4.055894,5.85883,3.665075,9.138565,7.066891,1,1,malignant
6.869085,7.386257,9.362953,3.289935,3.880727,1,7.980336,8.623543,11.254047,malignant
1,1,2,1,2,1,2,1,1,benign
9.429664,3.389865,6.352423,3.426945,7.650247,10,8.137723,2.382303,10.170328,malignant
1,2.970803,2,1,2,1,1,1,1,benign
5.843015,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.852698,2.532601,2,1,2,1,3.862703,1,1,benign
2.107419,1,1,1,2,1,3,1,1,benign
2.537888,1,1,1,2,1,1,1,1,benign
10.736095,4.098121,7.190035,2.990059,3,10,4.691931,7.177199,1,malignant
4.08166,1,1,1,2,1,1,1,1,benign
2.302436,1,1,1,1,1,2,1,1,benign
2.749923,1,1,1,2,1,1,1,1,benign
2.384214,1,1,1,2,1,2,1,1,benign
2.162398,3.228907,5.673682,3.041922,3,3.924717,5.681426,1,1,malignant
1,1,2,2,2,1,1,1,1,benign
3.396135,1,2.681084,1,2,3.091654,2,1,1,benign
2.940751,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
10.660173,9.752874,9.289341,10.493044,7.345107,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.699717,4.712668,3.38186,3.725674,2,10,8.795993,3.229766,3,malignant
1,1,1,1,2,1,1,1,1,benign
4,2.733152,1,1,1,1,3,2.483132,1,benign
5.189725,1,1,1,1,1,2,1,1,benign
8.004854,6.24851,10.125511,9.841051,5.262465,10,9.873051,5.234814,1,malignant
4,1,1,1,2,1,3,1,2,benign
9.780534,9.887932,12.03171,10.180747,3.801995,10,7.829951,1,1,malignant
9.176282,6.422333,8.917033,4.285011,4.911815,10,6.671333,6.36044,1,malignant
5.195183,1,2.447115,1,3,1,2,1,1,benign
8.743672,5.493506,3.141534,5.258541,3,4.927991,6.616395,7.710303,1,malignant
7.993449,4.264657,3.624952,6.695931,2,10,5.702524,2.188103,3,malignant
1,4.359305,5.818615,10.174184,2,10,3.752673,5.451544,3,malignant
1,1,3.547044,1,2,1,1,1,1,benign
5.399353,2.929232,2.568173,1,4.404927,10,4.909597,7.445905,1,malignant
2.056611,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,3.802308,2,1,1,benign
3.342315,2.408753,2,3.266123,1,7.016019,1,2.322392,1,benign
6.623742,7.281902,5.966092,3.396712,3,5.923413,10.912637,8.160459,2,malignant
4.979102,2.569569,2,1,3.803561,10,3,4.510119,6.304951,malignant
7.239098,8.164501,9.828616,1,2,1,8.622048,1,1,malignant
1,2.228107,3.297835,1,9.114619,6.708492,7.064235,5.474087,9.149309,malignant
4,2.72563,1,10.134604,3,6.838329,1,1,1,benign
1,4.496605,9.363362,2,3,1,7.753841,1,1,benign
2.846255,2.824278,3.186686,1,1,1,3,1,1,benign
4,2.845061,2,1,1,2.86269,2,1,1,benign
4.577601,1,1,1,2,2.183065,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.439599,7.787396,10.563308,9.373391,6.610703,2.260326,7.863276,10,1,malignant
5.47008,10.0127,3.987622,2,8.005091,1.521026,9.281019,7.528357,3,malignant
8.295512,1,2.344756,6.138318,1,10,5.456046,8.188897,2,malignant
2.260044,2.028888,1,1,2,1,8.198033,1,1,benign
4,1,2.913067,1,2,1,3,1,1,benign
1,1,2,2,2,1,2,1,1,benign
7.57713,6.574789,6.378937,6.936715,7.216577,2.640776,3,8.441822,3,malignant
1,1,1,1,2,7.884165,1,1,1,benign
8.169958,10.145157,10.09729,6.777498,7.465637,10,7.739503,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,7.476487,3,1,1,benign
5.434801,1,1,1,2,1,1,1,1,benign
5.430899,4.190571,4.065178,1,4.27837,7.519156,7.606908,8.137019,1,malignant
2.263547,1,1,1,2,1,2,1,1,benign
8.729636,9.766892,9.314576,9.888206,4.370907,1.934219,7.663602,1.931739,1,malignant
7.987552,4.512014,3.71733,3.764301,7.877454,6.914208,5.629465,2.81429,5.008245,malignant
2.706518,1,1,1,2,1,1,1,1,benign
4,1,2,1,1,1,1,1,1,benign
4,10.386054,9.476776,9.667513,3,10,6.833728,10,1,malignant
3.109603,7.460463,9.562639,6.314906,9.693224,10,9.003124,8.035972,2,malignant
5.756308,1,1,1,2,1.775095,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
9.525411,3.505703,4.719598,2,8.013261,10,7.792252,7.609152,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.099852,1,1,1,2,1,3,1,1,benign
7.528094,9.677246,3.570903,7.457,7.91866,6.568868,8.259153,7.010538,1,malignant
4.945141,1,1,1,2,1,3,1,1,benign
4.547597,10.160215,3.393399,1,7.477144,10,1,4.213217,3,malignant
9.605913,1,1,8.54628,3,10,5.323276,1,2,malignant
4.62197,7.469523,5.084019,5.582536,8.714071,10,8.375739,10,3,malignant
5.048198,2.419705,2,1,2,1,1,2.092695,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.168413,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.435385,6.993833,9.988291,2,3.760572,10,7.253953,7.925894,1,malignant
4,2.292691,4.046128,1,3,1,2,1,2,benign
9.446775,9.958347,7.451654,10.039362,8.230162,10,3,10,1,malignant
2.831266,1,1,1,2,1,3,1,1,benign
4,3.273139,4.676606,1,2,1,1,1,2,benign
9.276751,9.708435,11.160662,9.914399,7.850249,10,8.67447,10,1,malignant
2.76076,1,1,2,2,1,3,1,1,benign
9.14288,4.216152,5.106368,2.588892,3,2.662263,5.205775,4.601862,2,malignant
4,1,1,1,1,1,3,1,1,benign
5.348919,1,1,1,1,1,1,1,1,benign
2.677487,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.832029,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.468053,1,1,1,2,1,1,1,1,benign
9.153591,10.138758,9.934004,9.967451,7.474746,10,7.238127,10,1,malignant
2.865867,1,1,1,1,1,2,1,1,benign
1,6.468013,2,6.652059,4.322062,10,2,8.582094,1,benign
3.411331,8.769711,8.28966,9.856791,8.676847,10,7.71283,10,4.686159,malignant
3.573958,2.345241,1,2,2,10,1,1,1,benign
1,1,1,1,2,2.20422,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4,6.950358,6.820543,4.921182,7.277843,10,9.078424,7.193001,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.607536,10.113297,9.82958,3.673901,9.171227,8.63315,7.090416,10,4.886606,malignant
2.245264,1,1,3.382868,2,1,1,1,2,benign
4,9.880167,3.366497,8.392581,8.937468,10,8.206607,2.730876,3.680964,malignant
5.254435,1,1,1,2,1,3,2.245562,1,benign
8.962705,4.330128,7.236883,9.754314,9.279464,10,8.67851,1,1,malignant
2.652603,1,1,1,2,1,2,1,2,benign
1,1,1,2,2,4.342449,2,2.036181,1,benign
8.394046,9.882396,2.657621,10.158656,8.622481,10,2,10,1,malignant
1,2.397367,2,1,3,1,3,1,1,benign
2.50087,1,1,1,1,1,1,1,1,benign
5.381755,1,1,3.51635,2,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
3.539295,1,1,3.923638,2,1,1,1,1,benign
8.950872,7.493318,5.460531,10.217464,9.021823,10,8.268629,10,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.196813,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.614293,5.252234,5.635912,2,2,8.795086,7.438006,2.594636,1,malignant
10.038366,2.477731,3.904117,1,3,10,3,5.518463,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.174812,1,1,3.575247,2,1.861708,2,1,1,benign
9.758201,10.100017,9.421731,10.109278,7.408584,4.011222,7.788697,10,8.095853,malignant
4,1,1,3.107782,1,1,2,1,1,benign
2.810805,1,1,1,2,8.097501,2,1,1,benign
1,1,2.77117,1,2,1,3,1,1,benign
9.624306,9.844565,6.435741,9.811879,8.482064,10,4.582582,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,3.364785,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.174774,6.946347,5.877764,9.662813,9.788349,1,4.598676,5.638587,1,malignant
4.916725,10.566171,9.518957,2,3,8.857054,6.963991,1,1,malignant
5.523536,3.059302,1,2,4.408036,2.208158,1,7.561443,1,benign
2.768646,1.877193,2,2,2,1,2,7.629215,3,benign
10.858538,9.475506,9.874253,5.999879,6.829757,2.990891,4.309521,8.332046,3.021183,malignant
4,1,3.349776,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.5686,7.694441,5.569427,6.470545,6.320892,10,3,10,1,malignant
8.591269,5.759796,8.34121,6.059823,3,10,9.092135,8.012092,3,malignant
2.57753,1,1,1,2,1,3,1,1,benign
4.311464,1,1,1,2,1,2,1,1,benign
4.542213,4.226185,2.734677,2,3,1,3,1,1,benign
2.649305,1,1,3.380276,2,1,2,3.029225,1,benign
3.018454,1,1,3.065072,2,1,3,1,1,benign
4.959365,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.268085,6.444284,9.149888,3.319006,4.520815,6.883139,7.586803,9.059311,4.266097,malignant
2.953142,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.602535,1,1,2,2,1,1,1,1,benign
1.997105,1,1,1,2,1,1,1,1,benign
5.662894,2.533135,2.943775,1,3,10,7.048497,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.402307,1,1,1,2,1,3,1,1,benign
5.592083,5.621745,4.136576,6.627275,4.95293,2.904674,4.044712,8.066832,5.274912,malignant
9.704688,8.98826,7.954728,6.905773,2,10,8.321712,2.13309,1,malignant
9.266646,10.193848,9.081712,10.084227,6.529944,10,8.617477,4.576421,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.006304,1,2.854926,1,1,2.812887,2,1,1,benign
7.341159,4.201358,3.503358,6.232157,3,3.77816,8.461403,7.996431,1,malignant
8.214732,4.195896,4.441993,9.70469,8.329162,10,5.224652,1,1,malignant
8.773629,1,2,1,4.893506,2.835459,7.94493,5.626703,1,malignant
1.8706,1,2,1,2,1,1,1,1,benign
8.374551,4.208627,3.382431,2,10.293572,10,3.961216,7.530964,8.521884,malignant
2.238196,6.60724,8.079658,5.738967,2,1,6.595127,3.309509,1,benign
4.843507,1,1,1,2,1,2,1,1,benign
1,3.177916,1,2,2,3.12598,4.418999,1,1,benign
11.028701,1.996038,3.390146,7.537057,3,10,3,3.988849,1,malignant
4,1,1,3.854328,2,1,1,1,1,benign
5.562296,7.318376,9.449022,5.417434,5.237744,2.494102,7.210229,7.423253,6.52498,malignant
1,1,1,1,2,1,1,1,1,benign
2.979393,1,1,1,2,1,1,1,1,benign
5.81796,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.075791,1,1,1,2,1,2,1,1,benign
4.737389,2.191131,2,3.966804,2,6.819229,3,9.334029,1,malignant
5.019306,3.074531,3.68383,1,4.100929,10,4.280038,1,1,malignant
2.516991,1,1,1,2,1,1,1,1,benign
1,2.235137,2,1,2,1,1,1,1,benign
9.004345,10.011091,8.618573,5.911819,4.127615,10,6.060439,4.217994,1,malignant
10.999738,7.909393,9.439016,8.312176,7.514604,7.622219,6.817413,4.661443,7.065639,malignant
1,1.433637,1,1,2,1,1,1,1,benign
5.078901,4.408847,3.876848,6.659021,3,10,5.478159,2.256016,3,malignant
4,1,1,2,1,1,1,1.392361,1,benign
1,1,1,1,2,1,3,1,1,benign
9.346792,9.218605,6.368451,3.075246,9.699213,10,7.892455,6.405809,1,malignant
4,1,1,2,2,2.597367,2,1,1,benign
1,1,1,2,4.246939,1,1,1,1,benign
8.773859,6.754642,10.595578,9.558273,4.37395,10,9.03208,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.683044,7.200471,6.483134,4.101748,3,6.339489,8.006154,1,1,malignant
3.718744,3.285048,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.26599,7.007163,6.793592,7.573338,8.085694,10,8.394032,8.381779,1,malignant
8.66909,4.787756,4.273131,7.315711,4.763853,10,5.675479,1,9.087146,malignant
5.342484,1,1,1,2,1,3,1,1,benign
8.810195,2.603433,3.619561,3.874654,7.637294,1.768578,9.509647,10,8.227297,malignant
1,1,1,1,1,1,2,2.010802,1,benign
1,1,1,3.418344,2,1,1,1,1,benign
5.237913,2.956733,1,2,2,1,2,2.126162,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.73717,1,1,1,benign
3.191759,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,1,1,1,1,1,benign
10.041927,9.855618,8.90644,7.442552,4.165851,2.314892,3.85858,5.961348,1,malignant
10.21781,1.996583,3.057737,9.761451,6.143382,10,4.209423,6.784752,1,malignant
2.733306,3.704437,7.094994,9.381942,3.653789,10,5.174023,1,1,malignant
1,1,1,1,3,1,1,1,1,benign
2.158394,2.388337,2,1,2,1,8.911564,1,1,benign
9.047306,4.087033,3.313744,8.279427,3,10,3,1,1,malignant
10.092362,4.360837,4.743122,2.938072,3.942819,9.387289,3.560982,5.470296,3,malignant
1.601824,1,1,1,2,1,2,1,1,benign
3.16287,5.415918,9.694593,5.024329,4.070214,1.558692,9.836373,4.233174,8.854655,malignant
2.756561,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
12.110862,7.049783,5.919218,3.956087,8.945233,1,7.206233,5.3808,4.977435,malignant
5.06928,1.73997,3.186968,4.207394,8.133748,7.895911,9.057324,6.402589,1,malignant
10.593315,9.951455,9.247087,5.369907,7.253651,10,7.247313,10,3,malignant
2.57287,1,1,1,2,1,3,1,1,benign
4.801856,3.091671,4.004021,7.589869,2,1,2,1.589557,1,benign
9.420639,10.003404,10.653329,6.396821,7.716329,10,8.402156,10,4.490087,malignant
10.087679,4.680388,3.388803,2,4.422,1,2,7.870795,1,benign
1,2.879745,1,2,3,1,1,1,1,benign
5.107551,9.43144,8.427183,10.334163,5.093344,6.755118,6.324446,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.486339,1,1,1,2,1,3,1,1,benign
1,2.211648,2,1,4.670966,1,1,1,1,benign
1,2.383575,1,1,2,4.134414,1,10.055024,1,benign
5.372721,1,1,1,2,1,3,1,1,benign
4,4.864741,3.191054,2.633849,3,1.81282,2,7.516017,1,benign
2.14093,1,1,1,1,1,3,1,1,benign
5.119489,4.352217,10.658636,3.375287,6.624109,6.131581,7.033103,7.915552,3,malignant
9.770189,6.716368,6.037738,7.567339,4.461041,10,3,8.941112,5.453217,malignant
1,2.61821,3.156483,1,4.508118,1,3,2.700897,1,benign
4,1,1,1,2,1,3,1,1,benign
8.43599,10.149543,2,9.397109,5.186292,10,6.180412,5.214615,1,malignant
5.457717,1,1,1,2,1,1,1,1,benign
2.193631,1,1,1,1,1,1,2.707838,1,benign
2.586639,1,1,1,2,1,2,1,1,benign
1.906889,1.084013,1,1,2,1,1,1,1,benign
9.850827,3.979114,6.247439,6.155873,9.44641,1,2,5.748343,7.343589,malignant
1,1,2.908345,1,2,1,1,1.72144,1,benign
5.437951,9.589749,9.625516,3.391179,4.516163,1,4.031739,2.264313,1,malignant
4.971411,1,1,1,2,1,3,1,1,benign
5.553761,3.142958,5.176716,2.867694,3,10,3,1.741932,1,malignant
1,2.409876,2,1,2,1,3,1,1,benign
3.071049,1,3.886167,1,1,2.204992,1,1,1,benign
1.72533,4.543427,4.86967,3.841591,4.149475,10,2,3.31753,3,malignant
2.966749,1,1,1,2,1,1,1,1,benign
2.74343,6.450226,5.233379,2.996454,4.849029,10,4.14669,7.958489,1,malignant
10.526456,9.803537,8.123747,6.064881,6.994655,1,6.132655,6.854743,1,malignant
4,6.757648,8.761871,1,4.144815,7.225932,6.646939,8.470176,7.409443,malignant
5.33293,9.965823,8.903126,6.904534,6.938699,10,3.988909,1,2,malignant
2.445071,1,1,1,2,1,3,1,1,benign
2.563364,1,1,2,2,1,3,1,1,benign
7.379579,4.58187,5.669914,9.721985,4.596248,1,8.579071,1.965306,1,malignant
3.360287,1,3.295834,1,2,1,3,2.645275,5.811331,benign
4,2.684597,3.179018,3.049396,9.760408,3.197721,3,1.94561,3,malignant
1.818631,1,3.736601,1,2,3.023768,2,1,1,benign
2.658069,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.256981,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.006099,1,1,1,2,1,1,1,1,benign
9.202563,3.841096,3.774218,5.312163,3,8.700318,4.812129,3.052881,1,malignant
5.167474,3.133253,3.515081,1,2,1,2,1,1,benign
11.153929,5.951569,6.557953,3.468224,10.278031,1,8.739901,1,1,malignant
8.659839,6.357444,2.833911,7.239393,3.284198,6.36725,4.594399,8.498595,6.405881,malignant
1,1,1,1,2,1,3,1,1,benign
6.62495,2.778606,5.976528,3.835963,2,10,2,7.872203,5.564177,malignant
5.423757,4.204799,6.577298,2,3.690458,7.140112,5.405298,10,1,malignant
5.617109,7.105729,9.486545,5.762835,4.666213,10,2,5.407399,1,malignant
5.385308,4.04729,6.025944,5.994085,4.337693,4.234524,4.721404,1,1,malignant
5.320546,1,1,1,2,1,3,1,1,benign
2.575059,1,1,1,2,1,3,1,1,benign
6.752899,4.618767,6.098881,4.449832,2,6.847002,4.586133,3.926806,6.922526,malignant
10.573469,7.635061,10.108116,2,3,10,9.152876,8.079768,11.220911,malignant
4,1,1,1,1,1,1,1,1,benign
1,1,3.961955,1,2,1,3,1,1,benign
5.043444,1,1,1,2,1,1,1,1,benign
1,1,1,3.621894,2,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
5.4317,9.697082,7.912415,7.37724,8.577437,10,8.850151,10,1,malignant
9.246737,6.432764,10.575436,6.403652,4.288963,10,4.421073,1,4.27345,malignant
3.19983,1,1,1,2,1,2,1,1,benign
2.255032,1,3.951236,1,2,1,3,1.796325,1,benign
5.225882,1,1,1,3,1,1,1,1,benign
3.390182,1,1,1,1,1,1,2.636682,1,benign
4,9.658922,10.179559,6.149825,4.58951,10,8.906815,10,2,malignant
5.190146,3.077123,2,1,2,1,1,1,1,benign
4.819992,2.3171,2,1,2,1,1,1.986672,1,benign
1,9.5996,10.216223,1,9.29964,1.760954,4.065505,10,1,malignant
1,2.646834,2,1,2,1,1,1,4.831229,benign
8.14303,7.326645,6.19517,4.94894,7.236682,10,3,5.117549,2,malignant
9.778418,4.587793,6.55961,10.277409,8.753042,10,5.599573,1,1,malignant
5.37965,1,1,1,1,1,3,1,1,benign
1,6.234025,4.989329,9.811718,4.302896,3.541944,3,5.747614,1,malignant
8.637064,1,1,1,2,1,2,1,1,benign
2.641676,1,1,1,1,1,2,1,1,benign
5.802044,1,1,1,2,1,3,1,1,benign
4,1,3.39525,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,3.246437,2,1,3,1,1,benign
9.116554,4.731822,5.261317,5.861226,3.060685,7.040258,4.574996,1.416464,1,malignant
5.237107,1,2,1,1,1,2,3.242432,1,benign
2.893809,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.210319,2.779212,6.33729,4.254278,3.67132,10,3,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,3.135508,2.730993,7.673267,1,1,1,1,1,benign
5.057714,1,1,1,2,1,2,1,1,benign
4.750381,2.491548,2.953965,1,3,6.277139,3,5.826901,4.52078,malignant
4.795794,8.983671,5.233286,10.135647,4.504981,10,8.021372,3.344772,2.360494,malignant
1,1,1,1,2,2.837492,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.941554,1.273677,2,1,2,1,1,3.753972,1,benign
3.258137,1,1,2,2,1,2,1,1,benign
8.8374,4.188185,3.030138,4.732379,3,10,9.287481,2.126688,1,malignant
9.691269,6.677529,3.566229,2,4.53926,6.424184,7.557793,10,1,malignant
1,1,1,1,9.146301,1,2,1,1,benign
2.898318,1,2,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
9.633402,5.005483,5.819014,10.032195,3,10,8.721096,7.298153,4.902541,malignant
2.684311,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.842358,1,1,1,1,1,1,1,1,benign
8.816913,10.367961,9.034059,7.679194,8.210882,10,5.20839,10,3,malignant
4.929785,1,1,1,2,1,1,2.812186,1,benign
5.397206,1,1,1,2,1,2,1,1,benign
8.916031,6.08427,9.222666,5.012713,6.589689,1.329017,9.677322,2.9137,1,malignant
2.502032,1,1,1,3,1,3,1,1,benign
3.10748,1,8.728078,1,1,1,1,1,1,benign
4,1,1,3.054117,2,3.160881,2,1,1,benign
2.983191,1,1,1,2,1,2,1,1,benign
2.705611,1,1,1,2,2.988309,1,1,7.572548,benign
5.537798,1,1,3.492119,2,1,1,1,1,benign
5.585778,1,1,1,2,9.194129,1,1,1,benign
5.273158,1,1,1,1,1,2,1,1,benign
8.761479,3.952399,5.270794,5.848266,4.552142,1.711892,3.200138,2.91087,1,malignant
4,7.351284,5.654819,3.46937,4.850672,1,7.924903,10,1,malignant
5.24926,2.341154,3.214115,1,3,10,3,8.584379,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,6.206437,1,3,1,1,benign
1,1,1,1,1,2.403874,1,3.667354,1,benign
5.201404,1,3.580035,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,2,benign
9.48668,7.097263,9.181906,2,5.231159,10,9.181787,1.630146,10.160695,malignant
8.828713,4.03835,5.573781,10.231944,4.93741,10,3,8.437787,4.856989,malignant
1,1,2,1,2,1,3,1,1,benign
8.424299,9.176297,7.957026,6.079304,6.613906,10,7.914324,10,4.315462,malignant
5.047465,9.559154,8.836334,9.873881,6.635029,1,6.053196,10,2,malignant
9.74793,5.176461,6.278342,10.215255,3,10,4.181419,2.12281,1,malignant
3.235743,1,2,1,2,8.591151,7.226124,1,1,benign
1,1.82353,1,1,2,4.12609,6.56418,3.177776,1,benign
4.809848,4.311132,3.482896,5.199854,11.136239,10,8.162827,7.086501,2,malignant
1,1,1,1,2,1,3,1,1,benign
8.702325,2.240191,5.475242,1,7.808046,2.211288,5.007997,6.006574,1,malignant
2.696003,1,1,1,4.857449,1,3,1,1,benign
8.680339,5.349635,6.602324,3.772333,3,10,7.56052,9.220666,1,malignant
1,1,2,1,1,1,1,1,1,benign
9.438609,4.150219,10.304179,1,3,2.571185,3,8.653551,2,malignant
3.21997,2.037902,3.640547,1,2,1,4.560795,1,1,benign
2.752962,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.372896,4.56447,7.002908,6.899441,4.55459,10,4.19498,5.39494,1,malignant
2.275168,1,1,1,2,1,3,1,1,benign
2.22651,1,1,1,2,1,2,1,1,benign
2.809349,1,1,1,2,1,3,1,1,benign
1,1,1,1,3.796224,1,1,1,1,benign
8.589143,9.738422,10.996615,9.719547,9.680907,10,7.229525,10,3,malignant
4,1,1,1,1,1,3,7.426684,1,benign
4.617663,1,1,1,2,1,1,1,1,benign
5.083838,1,1,1,2,1,2,1,1,benign
2.251444,1,1,1,2,1,2,1,1,benign
2.444913,1,1,1.948659,2,1,2,1,1,benign
1,1,1,4.075054,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,8.113135,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.431079,9.79538,11.004791,6.525309,6.05734,3.028002,11.499225,10,3,malignant
8.475543,9.889085,8.045794,2,8.909876,1.638707,3,8.526362,1,malignant
2.762059,1,1,1,2,2.532652,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,4.6132,4.210348,1,9.445726,1,3,1,1,benign
1,1,1,3.910562,2,3.693624,2,1,1,benign
2.777429,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,3.34926,1,benign
11.194107,3.979319,8.409657,9.281099,4.247832,10,4.977002,3.622431,1,malignant
2.620647,1,1,1,2,1,1,1,1,benign
5.220427,9.762109,5.507797,3.301094,2,1,7.780995,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.734038,1,3.042721,2,1,2,1,1,benign
2.534226,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.163343,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.264896,10.085041,3.621755,8.808533,9.316271,10,6.271963,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.123776,1,1,1,2,1,1,1,1,benign
5.427655,1,1,1,2,1,1,1,1,benign
2.616493,4.529499,2,3.337899,8.502095,1,1,2.643455,1,benign
10.446993,10.27834,9.715848,9.597939,7.390899,4.78688,9.064016,10,5.84176,malignant
4,1,1,1,2,1,1,1,1,benign
1,2.822826,3.458227,1,3,2.19518,1,4.01739,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,4.149032,3.553199,3.752386,9.818209,1,4.825152,2.088429,1,benign
5.208344,1,1,3.491866,2,1,1,1,1,benign
4.639761,5.662466,2,3.913172,9.063182,1,3,3.561868,1,benign
1,1,1,1,3,1,2,1,1,benign
6.483048,4.093321,3.389403,1,2,5.227501,6.639001,1,1,malignant
2.602641,1,1,1,2,1,2,1,1,benign
4.85305,2.140543,2,2,4.999744,1,2,5.239164,1,benign
1,1,1,1,2,1,1,1,1,benign
4.272209,1,1,1,2,1,1,1,1,benign
10.108781,3.643512,6.877686,10.066594,2,1,3,10,9.390272,malignant
4.826994,10.091563,7.384404,7.156592,2,6.642845,7.324621,1,3,malignant
2.906391,1,1,1,2,1,1,1,1,benign
4.998785,6.797776,9.369718,2.846853,3.378184,1,5.322484,6.923536,1,malignant
1,1,1,6.818576,3,10,1,2.693159,1,benign
5.10742,9.845024,6.061246,9.667915,7.824863,10,7.723024,10,1,malignant
2.862313,2.729551,2,2,2,1,1,1,1,benign
9.357741,7.021808,6.233617,9.366261,4.324059,10,7.443476,10,1,malignant
9.992772,4.651689,6.161745,3.547868,3.891953,7.316709,8.174406,10,3,malignant
8.534401,4.104647,6.365006,1,3,4.425467,4.273382,1,9.073963,malignant
4,1,1,1,2,1,1,1,1,benign
1,7.438907,6.717907,1,7.961221,1,7.141012,2.878777,1,benign
2.721907,1,1,3.36897,2,3.69913,2,1,1,benign
3.346148,2.782218,6.835438,1,2,1,3,2.112768,1,benign
8.207868,1.818619,2.686452,3.748156,3,6.525154,1,4.430264,3,malignant
8.664444,6.598007,4.522187,3.892492,3,10,3,10,1,malignant
4.698367,1,1,1,2,2.953919,3,2.528023,1,benign
8.086272,1,2.887385,2,2,2.376316,2,1,1,benign
5.08336,10.300949,8.010872,6.603796,9.386846,1,8.992136,1,2,malignant
2.890556,1,1,7.93463,2,10,1,1,1,benign
5.953051,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.085359,1,1,2,2,2.561949,3,1,1,benign
5.545896,1,1,1,2,1,1,1,1,benign
5.71393,1,1,1,2,1,3,1,1,benign
4,7.067118,6.738169,5.69314,3.995266,10,9.053087,1,10.131227,malignant
5.305877,1,1,3.677938,2,1,2,1,1,benign
9.968023,5.565332,10.751741,7.94267,7.380787,1,7.799385,1,3,malignant
5.451186,7.400845,5.976407,10.119837,5.23032,10,3,10,2,malignant
9.71638,9.456239,11.25379,7.627824,3,10,9.693285,1.92063,5.176797,malignant
1,1,1,2.768521,2,1,2,1,1,benign
1,2.687726,2,2,2,4.041289,1,1,1,benign
2.860604,1,3.182404,1,2,1,3,1,1,benign
9.565956,4.360431,4.47171,3.816401,3,10,3,2.976669,9.265793,malignant
4,4.670551,7.618974,9.736744,4.029289,10,8.165596,5.982244,2,malignant
2.450087,5.08228,5.715253,9.915079,8.428479,10,5.795306,1,1,malignant
9.683117,6.555312,3.213257,6.241106,4.83572,4.342194,4.250032,2.415631,1,malignant
4,1,1,1,1,1,2,1,1,benign
8.52719,1,5.553078,2,1,10,2,7.576839,1,malignant
7.893524,2.406935,2,1,3.923654,8.448273,3.949294,2.602859,5.071851,malignant
9.677463,9.897114,7.659511,2,4.773769,2.555078,8.150077,2.464384,1,malignant
11.163936,6.540478,9.85298,2,4.492515,10,4.05711,8.558828,3,malignant
1,1.987579,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,4.505908,5.2112,1,10.348393,10,5.815914,2.289391,1,malignant
1,1,1,2,2,1,1,1,1,benign
2.2833,1,1,6.798115,2,9.301173,2,1,1,benign
1,1.666421,1,1,2,1,3,1,1,benign
4.783645,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,2.294605,1,benign
2.490369,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.989619,4.004752,10.376735,2,4.725748,3.125821,4.671178,10,1,malignant
8.950282,1.859443,2.872603,3.336489,5.95311,1.858566,4.845664,4.746756,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.800661,4.439335,5.989913,1,3,10,8.460019,1,1,malignant
1,1,1,2,2,1,3,1,1,benign
2.468021,2.528934,2,2,2,10,4.300179,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.143481,6.525745,3.641412,9.87238,4.082528,3.044749,4.925042,4.816695,1,malignant
5.959024,1,1,3.502633,2,1,3,1,2,benign
3.558288,1,1,1,1,1,3,1,1,benign
9.548535,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.601643,1,benign
9.50034,9.88341,6.351646,6.501813,8.850136,7.845378,8.898082,10,4.820888,malignant
4.698082,1,1,1,2,1,2,1,1,benign
5.128692,1,1,1,2,1,1,1,1,benign
1,3.335148,2,1,2,1,2,8.399653,2,benign
5.645075,9.891229,11.402061,3.317915,7.621069,3.138557,5.226664,3.251911,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.971435,1,1,1,2,1,2,1,1,benign
4,2.402695,2,2,2,4.262248,2,3.065991,1,benign
5.124728,1,1,1,2,1,1,1,1,benign
4.801222,1,1,1,1,2.589827,10.767112,1,1,benign
4,1,1,1,2,1,1,2.358086,1,benign
1,1,1,3.09746,2,2.600899,1,1,1,benign
3.385423,7.738826,5.69609,10.28231,1,5.634606,3,4.833408,1,benign
5.849818,1,1,1,2,1,2,1,1,benign
5.003937,1,1,1,3,1,2,1,1,benign
9.050812,8.070685,7.067986,3.612899,4.739117,10,4.784332,4.695425,4.553072,malignant
4,9.564257,8.532074,9.850676,4.461674,10,8.702799,10,6.477588,malignant
4,3.033091,6.03761,4.125965,2,1,3,1,1,malignant
2.636213,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.104577,1,3.587024,1,2,1,1,1,1,benign
4,7.320499,1,2.740925,5.01671,4.367177,3,9.234185,1,benign
9.00133,4.659699,5.899211,3.135802,5.651922,10,2.858275,2.829109,3,malignant
4.332964,2.428046,3.180647,4.025386,3,10,3,2.376878,1,malignant
8.408276,1,1,1,3,1,1,1,1,benign
7.526808,10.034176,11.083424,3.614315,7.253202,2.43301,7.905478,10,2,malignant
1.534012,2.063222,2,2,4.238649,1,3,3.314344,1,benign
1,1,1,1,2,2.897361,2,1,1,benign
2.677273,1,3.997523,1,4.865316,1,3,1,1,benign
5.075259,9.506797,9.214077,1,8.860176,3.544951,7.480755,5.460501,1,malignant
5.201038,1,1,2,2,1,1,1,1,benign
2.252839,2.063804,2,1,2,1,3,1,1,benign
5.779157,6.855934,6.102039,9.86481,4.810077,9.852079,9.123564,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.962371,1,1,2,2,1,2,1,2,benign
10.40951,8.535403,9.755141,5.674086,3,10,8.416989,8.832597,3,malignant
5.353791,4.318601,6.881702,9.718625,7.5284,10,7.261346,2.577628,3,malignant
5.571366,3.355078,2,1,3,10,3,7.549113,2,malignant
5.128123,1,1,1,2,1,1,1,1,benign
9.493945,4.472125,6.372598,2,3,10,7.136433,7.578518,1,malignant
11.605885,2.329361,3.95184,3.764098,2,10,3.854023,4.88491,1,malignant
1,1,1,1,2,1,1,1,1,benign
1.99991,1,1,1,2,7.147146,3,1,1,benign
2.873558,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.176331,1,1,1,benign
1,2.101466,4.087053,4.004976,4.763244,1,3,1,1,benign
11.756738,6.692348,8.952763,9.756805,4.454065,10,3.825863,1,1,malignant
8.441532,5.110225,3.249777,6.102788,4.521962,3.089872,5.050471,4.307886,3,malignant
7.779161,9.276252,8.6349,1,8.539514,10,3.538962,10,1,malignant
1,9.991872,3.924905,5.806074,4.603385,5.837336,2,3.171678,1,benign
2.511421,1,1,1,2,1,2,1,1,benign
5.652409,1,1,1,2,1,2,1,1,benign
4,2.962366,2,2.931811,2,1,5.444639,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.862248,1,1,1,1,3.008548,3,1,1,benign
4.549807,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.083614,6.993294,3.572035,3.623552,4.555775,10,4.823652,10,1,malignant
2.065414,1,1,3.981692,2,1,5.148778,1,1,benign
4.620242,1,1,2.700064,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,4.13117,4.90682,2,7.221833,1,5.995254,7.53692,1,benign
9.321954,2.634447,5.693228,1,4.178387,1,4.188216,7.088575,7.25513,malignant
3.013237,1,1,1,2,1,3,1,1,benign
9.233826,10.126441,8.23324,9.949836,8.030332,4.081903,3,7.411651,8.348592,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.202706,1,2,1,2,1,1,1,1,benign
4.975273,5.894721,6.072675,3.198975,3.9571,3.444198,5.170958,7.332029,2,malignant
3.165859,2.361733,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.087177,4.881032,5.995135,9.934553,3,10,3.470202,2.882197,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.892752,10.004921,1,10.175969,7.127331,10,3,1.974924,6.853258,malignant
2.592511,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.080075,4.000102,7.288721,1,3,6.391516,3,1,3,malignant
9.007432,2.160891,6.346842,2,2,10,3,4.578111,1,malignant
9.334957,3.174815,3.661934,2,3.836253,10,4.037969,2.106221,1,malignant
1,1,1,1,1,1.168541,2,1,1,benign
5.476867,1,1,1,3,1,2,10,1,malignant
8.512406,9.301366,9.113596,6.807361,9.197341,10,6.203267,10,1,malignant
5.596669,1,1,3.653409,2,1,3,1,1,benign
5.863715,1,3.315483,1,3,1,1,2.24686,1,benign
2.317709,1,1,3.034226,2,7.202153,1,1,1,benign
5.056268,1,2,1,2,1,1,1,1,benign
1,1,2,1,2,10,3,1,1,benign
4.554102,9.901742,9.027895,2,3,10,8.085846,10,2,malignant
9.830212,10.086359,9.855385,6.453864,9.427935,10,6.01336,10,1,malignant
2.691461,1,1,2,2,1,3,1,1,benign
1,2.95047,2,1,2,1,9.498146,1,1,benign
1,1,3.116404,1,2,1,2,1,1,benign
6.098385,2.324856,3.008099,1,6.480292,7.000142,8.245583,6.572573,7.314433,malignant
8.225197,10.075212,8.808712,1,7.808682,6.705944,8.071819,10,1,malignant
7.337264,9.93821,8.604026,10.222075,11.956183,10,7.618684,10,7.965866,malignant
2.736067,10.156264,3.99042,10.367494,11.367578,10,8.112107,6.382096,6.3081,malignant
8.921329,7.686573,3.63763,7.023163,4.531778,10,3,7.983719,1,malignant
3.632487,1.551617,2,1,2,1,2,1,1,benign
4.690655,1,1,6.679182,1,10,4.020317,8.727735,3,malignant
9.069817,2.668195,5.625184,3.597546,3,1.406458,3,5.677858,5.444234,malignant
4.524673,2.63109,1,1,2,3.618671,1,1,1,benign
3.017631,1,1,1,1,1,3,1,1,benign
8.826367,3.058877,2,1,9.758984,3.046799,4.341894,5.791018,1,malignant
1,1,1,1,1,1,1,10,1,benign
2.82575,3.951886,3.403749,10.178488,3,10,4.431904,7.525118,1,benign
3.037149,1,2,2,2,10,2,1,1,benign
2.791089,1,4.031483,1,2,1,3,1,1,benign
7.359682,1,1,1,2,1,3,1,1,benign
4.297477,1,1,1,2,1.744759,3,1,1,benign
7.600498,10.162303,9.987514,3.729993,7.77769,10,8.141531,10,1,malignant
2.666464,1,1,3.603316,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.45516,9.616407,9.838374,5.175059,7.136972,6.864354,4.904095,4.864523,1,malignant
1,1,4.875778,6.058666,2,8.543355,1,1,1,benign
3.276573,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.467866,1,1,1,2,1,1,1,1,benign
2.735836,1,4.281729,1,2,1,3,1,1,benign
8.640268,6.065912,7.081761,8.04496,3,4.109828,8.816903,7.647739,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,2.423462,1,2,2,1,8.651422,1,1,benign
2.669594,1,1,3.324471,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.886128,4.278815,6.018339,1,8.228039,10,8.601308,3.099876,1,malignant
3.091101,1,3.621093,1,2,1,3,1,1,benign
2.651167,1,1,1,2,2.095813,3,1,1,benign
2.501528,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
5.84904,4.168998,3.003663,3.119472,6.170842,1,2,1.927413,1,benign
1,1,3.844897,1,2,1,2,1,1,benign
4.717754,4.201875,4.002984,2,3,10,3.604636,4.571915,1,malignant
2.65122,1,3.383569,1,2,1,2,1,1,benign
7.823012,4.41534,5.743892,9.976496,2,5.782546,9.565848,5.549618,3,malignant
5.277681,1.695848,3.599224,1,3,2.406289,3,1.714093,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.878714,1,1,1,3,1,1,1,1,benign
2.64016,1,1,1,2,1,1,1,1,benign
11.358809,10.054048,7.097163,5.540502,3,10,9.168508,8.639036,3.396263,malignant
1,1,1,1,2,1,2,1,1,benign
6.420696,2.065989,5.879653,3.021832,7.396106,1.755414,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
9.138758,9.637682,8.699567,10.162796,6.839794,10,7.754107,9.058397,1,malignant
5.099416,6.936522,10.169064,2.752822,5.21381,5.134919,7.360104,5.299338,1,malignant
3.199129,1,2,1,2,1,2,1,1,benign
2.953559,1,1,1,2,3.446664,3,1,1,benign
1,1,1,3.352735,1,1,2,1,1,benign
9.097827,10.364035,8.992416,9.944343,7.851051,10,9.410637,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,5.084253,1,2,1,1,benign
1,1,1,1,2,1,2,1,2,benign
4.481332,2.551205,3.55443,1,2,1,3,3.061725,1,benign
5.058606,5.808956,8.45319,7.488865,4.481004,10,8.876825,1.843265,1,malignant
5.245433,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.295163,9.635159,8.616781,3.273928,4.164591,6.304393,6.997992,10,1,malignant
2.608828,1,1,2,2,2.606689,2,1,1,benign
8.12071,4.605477,6.797119,10.154848,5.216197,8.335673,4.775227,3.090646,3,malignant
8.23336,1,1,1,2,1,1,1,1,benign
2.931917,1,1,1,2,1,1,1,1,benign
1.95384,1,1,1,2,1,1,1,1,benign
5.446666,1,2,1,2,1,3,1,1,benign
5.818124,1,2,1,1,1,1,1,2,benign
1,1,1,1,2,1,1,1,1,benign
5.420296,1,1,1,2,1,1,1,1,benign
2.723016,1,1,1,2,1,2,1,1,benign
9.11011,10.268292,8.313729,2.834296,9.139201,10,4.189316,8.509985,3.827201,malignant
4,1,1,2,3,1,2,1,1,benign
5.78424,2.722784,1,4.608045,4.685168,10,2,1,1,benign
5.507638,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,6.27061,10.024501,8.012347,4.402417,4.521119,9.210949,5.721609,10.518644,malignant
4,2.998962,2,2,2,1,4.965182,1,1,benign
2.643015,2.748613,3.178035,2,3.333663,1,1,1,1,benign
1,2.32373,3.940884,1,2,1,4.257209,1,1,benign
2.232903,10.019271,10.455871,5.42906,5.090163,2.813771,7.292377,2.21528,1,malignant
5.423509,1,1,1,2,1,1,2.531176,1,benign
2.605052,1,1,1,2,1,1,1,1,benign
1,3.051788,1,1,5.091491,1,4.651353,1,1,benign
4,1,1,3.591326,2,1,2,1,1,benign
2.385825,1,1,1,2,1,1,1,1,benign
1.912303,1,1,1,2,1,1,2.651908,1,benign
1,1,1,1,2,1,1,1,1,benign
3.468142,1,3.192447,1,2,1,3,1,2,benign
1.95663,1,1,1,2,5.42595,1,1,1,benign
4.961694,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1.790358,2,1,1,benign
7.559932,7.490345,9.973423,7.952305,4.231379,1,10.408906,8.131355,6.798869,malignant
8.460081,7.537839,2.483264,2,3.876722,10,4.027305,1,2,malignant
4,2.55049,3.557891,2,1,4.397654,3,1,1,benign
5.400596,2.039646,2,1,2,1,2,1,1,benign
4,7.678688,6.407654,1,3,1,3,1,1,benign
5.416388,1,1,1,1,1,2,1,1,benign
7.87029,2.73214,3.608571,2.507104,8.249751,10,3,1,5.634471,malignant
5.18565,4.423082,9.828716,3.825414,5.133259,6.536267,8.200828,2.079111,1,malignant
1,1,1,6.267671,2,10,3,2.188142,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,4.467364,1,3,1,1,benign
4.913329,1,3.299978,1,2,1,1,2.864102,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.223551,7.382569,2.556786,6.502709,7.344537,4.798609,8.258113,10,1,malignant
2.992792,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,3,1,1,benign
2.795787,1,1,1,2,1,2,1,1,benign
4,2.337538,3.250512,4.9252,3,2.331599,3.847684,5.764437,2,malignant
1.989667,9.81218,2.290015,2.908532,4.398365,1,5.12096,2.538447,1,benign
2.637594,1,1,1,2,1,1,1,1,benign
7.772336,10.310661,9.819124,1,8.205219,3.56075,9.849334,7.775283,1,malignant
8.850496,4.661457,3.323757,2.922808,4.415608,10,4.646179,1,1,malignant
1,2.383625,3.484443,3.205831,2,1,1,2.584681,1,benign
5.530295,9.51072,11.54288,9.504837,4.012852,10,3,7.087827,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.127816,6.059228,3.838274,3.660296,4.660099,2.520712,8.168184,6.402899,1,malignant
2.849854,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.840681,4.394298,10.17037,1,3,10,8.131609,3.558654,1,malignant
3.086793,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.228176,2,2.993267,1,benign
9.764229,4.371397,3.399998,10.150208,3.91747,10,7.424669,1,3,malignant
8.996363,10.003681,9.127659,3.837645,4.106374,6.059841,8.023046,5.316542,4.13442,malignant
4,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.982721,1,1,1,2,1,2,1,1,benign
5.508338,1,1,1,2,1,2,1,1,benign
5.620343,1,1,1,2,1,2,1,2,benign
10.603488,9.614084,7.970299,4.689444,7.041461,10,8.735824,2.872519,1,malignant
7.443731,1.648871,3.595024,2.808085,3,10,8.120416,5.074166,1,malignant
10.229951,4.72763,5.085855,10.122929,5.194119,3.980592,5.048365,5.228028,3,malignant
1,1,3.952634,1,2,1,2,1,1,benign
2.805569,1,1,1,2,1,2,2.836481,1,benign
1,8.085753,2,1,1,1,8.101885,3.398775,1,benign
4.817582,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
12.115718,2.617271,4.447369,4.207082,7.4677,10,8.803177,1,1,malignant
1,2.517522,2,2,2,1,1,2.375395,1,benign
1,1.714242,1,3.249994,2,3.758619,1,6.715531,1,benign
1,1,1,1,2,1,1,1,1,benign
7.422312,10.130312,10.327405,9.488251,5.042902,7.979863,7.353955,10,1,malignant
1,1,1,2,2,1,2,1,1,benign
5.205967,1.697056,6.123351,1,11.692048,10,7.48683,1,1,malignant
4,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,2,3.222449,1,benign
5.742477,9.788613,10.116819,6.864501,9.740959,8.982317,6.851075,10,9.862625,malignant
2.921658,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.138156,2.62196,5.704836,2.852596,3,10,5.434691,4.925022,2,malignant
8.929744,7.961208,9.811006,3.603822,3.937847,5.023703,4.296356,6.483899,1,malignant
4.678241,1,1,1,2,1,2,1,1,benign
3.008558,1,8.914567,3.377505,2,3.236905,3,1,1,benign
5.308405,4.561978,5.937994,10.259553,2,10,4.822413,7.397501,1,malignant
2.130987,2.609733,2,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.537047,1,1,1,2,1,1,1,1,benign
2.805966,1,1,1,2,1,2,1,1,benign
5.417574,3.101347,2,1,4.120949,1,1,1,1,benign
10.695843,4.174627,6.615362,4.915085,2,7.195747,4.430483,10,3,malignant
8.074089,9.577929,8.36304,7.081541,3.883492,10,9.061394,10,1,malignant
5.024608,9.72669,6.481282,9.812511,5.948908,1,7.793299,10,2,malignant
4.803277,2.149801,1,1,3,1,4.218682,1,1,benign
10.976719,2.055898,6.068243,1,3,5.795332,3,10,8.726764,malignant
4.110047,9.67651,3.114604,5.138161,6.383057,10,7.600143,10,1,malignant
7.314721,4.478783,6.972449,9.371804,2,10,4.587632,1,6.175325,malignant
1,1,1,1,2,1,2,1,1,benign
8.407552,6.750268,3.532302,2.973627,7.592887,7.751851,8.899403,1,3,malignant
1,1,2,1,2,1,1,1,1,benign
5.792167,2.210508,2,1,4.241219,1,1,6.009285,1,benign
3.07291,1,1,1,1,1,2,1,1,benign
5.451287,9.477086,4.121262,10.279462,8.691288,1,3,10,1,malignant
5.335451,3.001566,3.49183,1,2,1,3,1,1,benign
9.283178,2.419556,6.348718,2,2,8.319321,4.885021,5.260115,1,malignant
3.137973,2.520439,1,1,4.266118,1,3,2.264151,1,benign
9.562718,6.720349,4.315091,2,7.54946,10,8.60796,9.440155,1,malignant
8.275425,4.086667,3.121542,9.617048,10.002066,10,2,8.54489,3,malignant
2.291756,1,1,1,2,1,3,1,1,benign
4.903683,1,1,3.055043,2,1,3,1,1,benign
5.130254,9.869368,8.307534,5.926189,3,10,6.965964,2.537735,1,malignant
9.0494,1.743962,7.021917,1,4.02712,10,3.676249,1,1,malignant
5.443205,2.300336,2,6.780654,2,6.563803,3,1,1,benign
5.264775,2.417494,1,1,1,1,2,4.086257,1,benign
5.430005,3.100652,3.088374,1,7.49269,7.005915,4.368755,5.659804,2,malignant
7.530148,1,1,1,2,1,2,1,1,benign
3.488505,1,1,1,2,1,4.109237,1,5.236867,benign
4,1,1,1,2,1,2,1,1,benign
1,2.850069,2.570592,1,1,1,3,1,1,benign
4.779009,1,1,1,2,1,1,1,1,benign
5.770305,6.821726,10.922378,6.585758,9.232635,10,7.114523,10,1,malignant
10.913512,4.507947,6.942944,6.031239,3,10,3.832845,1.967294,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.485623,10.204555,6.016786,6.83487,3,10,8.531499,7.435661,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.409647,1,1,1,2,1,3,1,1,benign
5.23892,9.868108,9.20942,1,6.564808,10,6.272929,10,3,malignant
5.041799,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.343184,3.916892,3.152374,9.771464,3,10,6.793031,3.040595,1,malignant
5.220513,1,1,2,2,1,2,1,1,benign
5.421624,1,1,1,1,1,3,1,1,benign
2.243488,1,2,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.227364,1,1,1,2,1,1,1,1,benign
1,2.546558,1,1,2,1,3,1,1,benign
1,3.378139,1,1,1,1,2,1,1,benign
2.451612,1,2,1,1,1,2,1,1,benign
4,4.769255,3.326322,1,3,2.693123,2,10,1,benign
7.93505,4.827083,5.380188,5.534872,3,8.508795,5.068912,10,4.650213,malignant
1,1,2,2,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.840243,2.707953,2.970214,9.119429,3,10,3,4.418828,8.470809,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
3.239658,2.533141,4.824608,1,3,1,2,2.221343,1,benign
2.540783,1,1,2,2,1,3,1,1,benign
7.01533,4.34411,4.511468,10.301061,6.742584,10,2,6.210611,4.23996,malignant
6.415789,10.446453,8.948432,5.0056,7.429877,1,10.249599,4.9654,1,malignant
4,7.489464,5.467033,1,5.745661,1,3,4.989209,1,benign
3.229631,1,1,1,1,1,3,1,1,benign
5.107471,10.036437,3.278147,1,10.584804,10,9.365662,10,9.599606,malignant
2.92253,3.276484,1,1,2,1,2,1,1,benign
1,1,2,1,2,2.927819,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.115594,2.957199,1,1,2,1,1,1,1,benign
10.253939,2.870732,2,1,3,6.715722,9.701072,4.304024,2,malignant
5.246645,1,1,1,2,1,3,1,1,benign
11.070347,4.412773,2.949377,10.185531,9.155279,2.073917,3,10,1,malignant
2.470531,1,1,1,2,3.682558,3,1,1,benign
5.353716,2.924032,2,2,2,3.863647,3.353587,1,1,benign
7.681345,4.521227,7.220743,4.200727,2,9.312975,5.573116,8.758765,9.770495,malignant
5.614031,9.603395,10.627635,1,6.28091,10,8.198538,10,3,malignant
4.516843,3.01947,6.524903,2,3.664825,10,5.103954,1.864397,1,malignant
2.920082,1,1,1,2,1,3,1,1,benign
8.007474,6.009454,3.815704,3.382389,3,10,7.025838,8.897491,1,malignant
4,5.288141,6.512804,4.98324,4.526744,10,7.724885,3.357825,7.110299,malignant
8.376333,10.221074,9.247617,8.144639,7.628893,10,8.405822,10,2,malignant
9.320825,9.909385,10.043456,10.076243,8.79776,10,4.059743,10,2,malignant
1,1,1,2,2,1,1,1,1,benign
1,5.110294,6.507764,3.967998,2,1,4.658148,2.781451,1,benign
5.977423,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.769014,9.522133,3.728135,3.054302,8.015948,7.258982,7.091173,1,1,malignant
1,4.552261,5.730023,1,8.177669,1,5.434424,7.637603,10.588096,malignant
1,1,1,1,2,1,3,1,2,benign
4,2.232123,2,2,3,2.282932,2,1,1,benign
5.328599,10.037199,10.520057,4.845026,8.792146,1,2,10,1,malignant
7.788908,10.112669,8.839592,5.747956,9.489912,1,4.145265,7.969342,3,malignant
5.336654,1,1,1,2,1,2,1,1,benign
2.66759,1,1,1,2,1,2,1,1,benign
7.68427,4.185331,2.815962,7.196579,10.162784,6.859196,9.526834,1,1,malignant
2.732898,1,1,1,2,1,1,1,1,benign
8.574922,7.095914,10.831038,6.125337,3,5.807484,5.870111,10,1,malignant
2.44635,6.122835,10.67405,1,7.536604,4.629189,6.942885,10,1,malignant
2.206053,3.367058,3.437478,1,2,1,2,2.75298,5.32238,benign
8.875639,2.739527,3.415469,2,2,4.185526,3,5.980133,1,malignant
4,6.519634,8.746886,9.692673,3,1,7.922494,10,1,malignant
1,2.058662,5.747292,1,2,1,3,2.780533,1,benign
3.157817,1,1,1,2,1,2,1,1,benign
9.42004,1,2,1,2,3.942533,4.565544,10,1,malignant
3.016552,1,1,1,3,1,1,1,1,benign
4,2.627874,1,3.02712,2,3.899151,1,1,1,benign
1.734387,1,1,1,2,1,1,1,1,benign
6.713595,9.896364,9.80842,1,3,10,9.457102,3.76468,1,malignant
2.063326,1,1,3.083427,2,6.562529,3,1,1,benign
8.468331,7.219755,3.626212,7.492058,5.96741,1,2,1,1,malignant
2.331873,1,1,1,2,1,1,1,1,benign
9.456172,9.666974,8.169264,10.300157,11.629088,10,7.679599,10,1,malignant
9.112002,2.273799,4.907607,8.637689,8.148489,1,4.714142,5.990359,5.439459,malignant
3.815191,1,1,1,2,1,3,2.287921,1,benign
9.859614,9.974675,4.561967,4.622928,6.230595,9.13391,8.043371,3.638246,10.474378,malignant
9.725865,10.366293,9.841645,6.534445,4.528373,10,7.037005,2.968043,2,malignant
8.326035,2.651109,5.704954,5.676911,6.194175,10,3,5.151572,1,malignant
8.422539,8.70982,8.250956,1,1,1,9.201775,10,3,malignant
2.109912,1,1,1,2,1,3,1,1,benign
9.77301,10.158877,9.283177,7.873691,4.298965,10,5.10069,4.71699,3,malignant
5.170628,7.360237,3.14942,1,1,1,8.278598,7.145212,1,benign
4.946195,2.377601,3.399324,1,3,10,3,4.754258,1,malignant
5.178384,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.319355,2.046773,1,1,2,1,2,2.527454,1,benign
8.18683,4.87727,6.118139,4.370962,3.597512,7.316313,7.940457,2.918078,1,malignant
5.436012,1,1,1,2,1,2,1,1,benign
2.788333,1,1,1,2,1,3,2.631898,1,benign
6.663833,10.558974,9.719217,8.507229,8.478849,10,3,6.943433,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.569845,5.363749,3.455331,6.099676,3.655921,7.298488,5.282797,2.081808,1,malignant
8.604046,5.635418,6.637168,2,6.029438,10,6.780008,9.081319,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.434879,6.364649,5.393619,5.205309,8.847644,8.393552,9.161095,2.614607,1,malignant
5.054395,9.650342,2,6.450313,4.43797,4.460737,4.426528,2.234273,1,malignant
2.364147,5.044495,3.566663,5.979137,7.38468,10,6.908315,7.747058,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.353882,3.127231,3.27314,1,2,1,3,1,1,malignant
5.05752,2.660576,4.603742,4.367818,3,2.123138,3.312077,5.683891,1,malignant
2.78783,1,1,1,2,1,3,1,1,benign
10.198478,7.105833,5.735692,5.653921,8.135408,10,3,7.898609,9.518387,malignant
4,1,1,1,2,1,3.854501,1.878896,1,benign
5.797204,9.589182,6.636872,7.683724,8.816235,10,7.060122,10,1,malignant
4.759907,1,1,1,2,1,2,1,1,benign
5.208356,2.515363,5.210974,9.318909,3,10,3,2.317738,2,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.611471,1,2,2,1,2,1,1,benign
5.37616,1,1,1,2,1,1,1,1,benign
5.244939,2.408772,3.656354,1,2,5.404304,3,1,1,malignant
5.535743,3.879003,2,3.247275,2,1,3,2.050618,1,benign
1,1,1,1,2,2.47922,9.447032,1,1,benign
3.069735,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,3.346147,1,benign
5.341637,2.737952,7.003829,1,3,1,4.532011,7.374874,10.691,malignant
1.174407,1,1,1,2,1,2,1,1,benign
4.752936,2.770823,2,2,3,10,1,4.361665,1,malignant
5.184578,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.877863,5.246607,3.432432,6.455299,3,6.862335,5.956748,4.980078,1,malignant
8.145661,9.505284,10.155795,6.364426,8.086637,10,8.171662,10,7.576318,malignant
1,5.08645,3.316374,7.802435,3,10,3,2.859026,1,benign
4,2.236205,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.688666,1,2,1,3,1,2,3.464983,1,benign
2.867229,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.314688,2.686611,1,3.042577,2,2.752708,1,3.408976,1,benign
2.79206,1,1,1,1,1,2,2.938081,1,benign
3.024338,1,1,1,2,1,1,1,2,benign
4,1,1,1,2,1,2,1,1,benign
4.449773,6.902742,1,6.058715,5.026763,10,7.641679,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.497167,1,1,1,2,1,1,1,2,benign
9.32022,6.289483,9.033677,3.150647,8.757237,10,7.437058,1,1,malignant
2.150197,1,1,1,1,1,3,1,1,benign
8.874431,8.319978,3.74034,2,5.613531,3.535644,6.7609,1,1,malignant
4.871872,1,1,1,2,1,1,1,1,benign
3.007525,2.867871,5.402786,1,2,10,4.20456,2.82496,1,malignant
8.798813,9.601508,8.837336,7.487704,4.228224,10,5.539095,10,1,malignant
1,2.355085,3.097096,1,2,1,4.31236,1,1,benign
8.924174,3.905745,6.810515,2,7.73816,2.928135,6.480016,1,1,malignant
2.770707,1,1,1,2,3.366997,2,10,1,benign
1.926336,1,1,1,2,1,2,1,1,benign
6.882315,4.473192,6.289789,7.46539,3,10,3.904674,2.604333,4.656942,malignant
1,1,1,1,2,1,2,1,1,benign
5.128035,7.662548,9.493875,2,2,10,3.652927,7.424395,3.243956,malignant
4,10.049964,8.749676,1,3,6.058621,9.238171,10,1,malignant
4,1,3.438424,8.478064,2,2.556924,1,1,1,benign
8.548161,4.572232,2.675914,5.647099,4.775411,10,6.062411,5.549602,5.874194,malignant
5.700324,4.526831,6.129254,6.592795,3,3.567055,7.315651,2.506451,3,malignant
7.878369,9.520473,9.365267,1,7.769156,3.220008,7.50147,10,11.759293,malignant
8.769865,9.986759,10.815035,2.854403,10.380365,3.7605,8.054007,6.055302,1,malignant
3.735045,1,3.698699,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.15684,4.366904,10.460803,10.419628,4.521668,10,4.313297,8.866649,9.803977,malignant
2.86875,1,1,1,2,1,3,1,1,benign
5.175622,1,1,1,1,1,1,1,1,benign
1,3.817155,3.118813,1,5.171859,1,2,2.975763,1,benign
7.309859,9.385761,9.36047,6.851712,7.583902,1.942173,8.090534,4.811578,1,malignant
5.175747,1,1,1,2,1,2,1,1,benign
5.31327,2.47633,2,1,2,1,1,1,1,benign
7.919314,2.31114,2,2.985122,3,10,3,2.595889,1,malignant
2.563553,1,4.206031,1,2,1,3,1,1,benign
4.573955,1,1,5.146231,2,10,3,1,1,benign
1,4.684599,2.973084,3.149837,6.901082,1,2,1,1,benign
2.506101,7.003216,9.500482,5.021107,3,10,8.690192,7.856696,1,malignant
4.769158,1,1,1,2,1,1,1,1,benign
8.064705,9.728432,9.302289,1,6.631154,10.018912,7.58516,5.501928,1,malignant
8.850625,7.582566,5.420317,9.837367,3.936898,10,8.20974,8.934019,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.521251,1,1,1,2,1,2,1,1,benign
1,10.109976,10.370287,10.382023,9.842733,1,4.877545,10,1,malignant
5.90349,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,7.719137,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.811765,1,1,1,2,1,3,1,1,benign
8.809603,7.759216,9.798627,2.919454,3,10,8.70457,1,3,malignant
2.502379,1,1,1,1,1,2,1,1,benign
1,1,1,1,4.963821,2.078972,3,1,1,benign
10.126363,9.981073,8.259253,6.001641,7.240354,10,4.147084,2.52388,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.195341,1,2,1,2,1,2,2.858572,1,benign
9.757916,8.673101,8.331159,9.729076,5.853011,10,3,1,7.992428,malignant
5.137275,1,1,1,2,1,2,1,1,benign
2.205254,6.808317,6.732196,9.699692,10.03015,10,6.878992,5.378982,3,malignant
2.771354,1,1,1,2,1,2,1,1,benign
4.283054,9.388996,2.537178,4.643655,9.705366,6.782286,8.515292,1.985409,2,malignant
1,1,1,3.521231,2,1,2,1,1,benign
9.955804,4.660636,3.367359,1,3,3.112324,5.336879,4.930127,1,malignant
5.179285,5.495805,2.600632,1,3.950561,3.573444,5.532481,5.71451,3.683384,malignant
1,1,2,2,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.171778,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4.864843,1,2,1,2,1,1,1,1,benign
9.305481,9.924554,8.524851,9.586199,6.657799,10,3.883477,2.99986,1,malignant
4.605014,1.545041,3.407577,1,4.480027,1,3,1,1,benign
2.952003,1.539128,2,2,2,3.638014,9.126999,2.334715,1,benign
5.380533,1,1,1,2,1,3,2.692028,1,benign
4.874292,1,1,1,2,1,2,1,1,benign
1,3.699315,3.305978,2.560001,2,1,2,10,1,benign
2.540596,1,1,1,2,2.611839,3,1,1,benign
4.840765,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.194595,3.130532,2,1,1,3,1,1,benign
8.517305,6.182942,6.016736,7.348807,3.923185,10,6.96878,2.31804,3,malignant
4,6.797495,4.41204,2.032779,3,8.555721,7.568885,10,3,malignant
8.351675,1,3.228933,5.214147,1,10,6.194135,1,1,malignant
2.93513,1,1,1,2,2.098116,1,1,2,benign
2.911575,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.876159,1,1,3.164628,3,1,1,1,1,benign
6.032974,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.331863,6.45678,8.272947,10.030678,6.163875,10,4.625208,4.909227,2,malignant
2.829735,1,3.696917,1,2,1,2,1,1,benign
9.277665,1,1,1,2,1,2,1,1,benign
4.932907,1,1,1,2,1,1,1,1,benign
2.85896,1,1,1,2,1,3,1,1,benign
10.101661,5.223548,4.772153,9.862336,4.896021,2.755002,4.077285,5.147442,5.240023,malignant
8.766042,4.438861,4.998537,6.220093,3.946668,10,6.193203,9.377807,6.968733,malignant
5.456716,1,1,1,2,1,3,1,1,benign
4.566582,3.184475,3.982063,1,2,6.394577,3,6.35893,2,malignant
5.933308,1,1,1,2,6.589282,3,1,1,benign
1,1,1,1,2,1,2,1.504261,1,benign
10.482341,10.237249,8.808265,1,3.176427,4.33014,7.676482,4.706171,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.772398,9.935063,9.644887,4.79441,9.247134,10,4.467906,1,1,malignant
1,1,1,1,3,1,3,1,1,benign
2.775322,1,2,1,1,1,3,1,1,benign
5.507611,8.345985,4.739509,3.064035,8.84565,2.94908,4.68752,2.53473,1,malignant
5.516511,9.950705,6.482602,8.044739,3,7.239718,7.79152,2.781595,5.625377,malignant
5.088341,2.010023,2,9.58913,2,10,3,5.049731,1,malignant
5.478296,1,1,1,2,1,2,1,1,benign
2.557559,9.479894,9.321705,3.300702,12.323748,10,3,3.224105,1,malignant
10.233939,7.338527,10.161648,10.336663,5.801338,3.931487,5.341218,6.062419,9.320846,malignant
2.172284,1,1,1,2,1,1,1,1,benign
8.08846,6.406758,9.949557,5.398233,3.125776,10,3,7.368399,1,malignant
8.850498,4.992812,3.289669,3.483661,5.125091,10,9.189999,8.93968,1,malignant
9.527799,9.809255,9.635466,3.080796,7.758773,10,4.731076,8.585126,1,malignant
1.988155,1,1,1,2,1,2,1,4.93754,benign
5.648342,1,1,1,7.205195,8.542607,1,1,1,benign
4,1,1,1,2,3.368125,2,1,3,benign
4.669055,3.569397,6.700771,6.321314,3.904211,6.406434,7.498514,1,1,malignant
10.408974,9.792906,7.985925,9.595869,6.962041,2.767568,8.703519,5.341376,1,malignant
3.425206,2.389549,2,3.072965,3,1,1,1,1,benign
5.15713,10.194897,11.464167,1,9.016702,1,8.274419,3.272934,1,malignant
2.251382,1,1,1,1,1,1,3.002865,1,benign
4,1,1,1,2,1,3,1,1,benign
3.481121,1,2,1,2,1,2,1,1,benign
1,1,2,2,2,1,3,1,1,benign
5.056281,4.403608,6.818481,10.145007,4.811663,10,4.095963,4.152652,1,malignant
1,2.257096,4.051747,1,1,1,2,1,1,benign
5.22724,10.391201,5.617397,10.206116,7.38312,10,6.71664,3.810001,1,malignant
1,2.440899,3.715816,2,2,1,1,1.869568,1,benign
1,1,1,1,2,1,9.095535,1,1,benign
1,2.996696,2,2,2,1,2,1,1,benign
2.51959,6.75455,6.644976,2,4.729525,10,8.608156,1,11.490224,malignant
1,1,2,3.422893,2,1,3,2.648153,1,benign
4,1,2,1,2,7.138089,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,9.900954,8.975271,6.303949,8.394857,10,6.646649,5.536998,1,malignant
2.354571,1,1,1,3,1,2,1,1,benign
8.09519,10.108686,5.916679,9.636848,3,10,6.398634,7.331799,3,malignant
2.364361,1,1,1,2,1,3,1,1,benign
5.548708,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.349362,1,1,1,2,1,2,1,1,benign
5.444327,10.54506,9.911005,9.966231,2,10,6.914084,10,2,malignant
2.923103,4.533379,3.689697,6.383625,6.709668,10,6.503262,10,3,malignant
9.174677,3.594431,9.90403,3.255131,4.308648,10,2,1,8.710802,malignant
1,4.592991,9.570426,1,2,1,2,1.722949,1,benign
5.958717,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.727066,1,1,2,3.412052,1,1,1,1,benign
3.515203,1,2.739499,1,2,1,1,1,1,benign
4.936434,6.575755,9.71915,2.964178,4.521426,1,7.990426,10,2,malignant
1.882507,1,1,1,2,10,1,1,1,benign
5.351027,1,2.649111,1,2,1,2,1,1,benign
2.611758,1,1,1,2,1,1,1,1,benign
9.551838,9.976518,10.349254,9.951845,1,10,3.581517,10,1,malignant
2.624247,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.739421,10.018595,9.846927,7.916889,7.692833,10,8.183826,10,3,malignant
1,2.659059,3.402066,1,2,1,3,2.415257,1,benign
4,9.823573,10.314725,9.897682,6.572246,10,8.513524,5.385442,2,malignant
5.201447,9.818662,3.582373,9.48029,9.392772,1,4.966739,6.143246,1,malignant
8.01207,9.852533,8.603534,1,8.597926,10,7.009204,10,3,malignant
2.65798,1,1,1,2,1,1,1,1,benign
5.096984,1,2,1,2,2.125126,1,1,1,benign
2.538224,6.91376,5.563266,9.935982,9.820438,10,9.165635,5.024482,1,malignant
5.351474,1,1,1,2,1,3,1,1,benign
4,1,1,1,3,1,2,1,1,benign
9.363219,4.974093,6.13377,1,2,8.567569,7.855417,8.229702,1,malignant
5.397036,10.058166,8.073113,1,5.691455,10,6.927432,3.053504,5.608748,malignant
5.688734,2.537551,4.777922,3.625346,4.469331,10,5.09411,1,8.680404,malignant
4,1,1,1,1,1,2,1,1,benign
8.093036,4.750361,4.366401,7.065801,3,6.470509,4.247967,2.029359,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.269938,1.851392,1,2,2,2.290198,2,1,1,benign
7.676542,7.435108,5.104669,4.267173,2,10,5.951989,1,1,malignant
5.022264,1,1,1,2,1,1,1,1,benign
5.553414,3.101215,4.16412,1,2,1,2,2.210627,1,benign
1,1,1,2.72297,2,2.784928,2,1,1,benign
8.028502,2.339123,3.294396,1,9.956707,10,3.94943,6.841348,1,malignant
6.580052,6.693493,6.928177,2,4.476677,10,3,4.81213,3,malignant
3.268849,9.747009,6.093094,3.654748,6.657067,8.566794,8.689611,8.052595,10.741601,malignant
9.192815,5.653667,7.110695,4.682727,4.452824,10,8.320085,7.980556,3,malignant
8.70191,5.576983,11.694466,8.966415,3.174787,10,4.044964,6.06693,3,malignant
9.2332,7.167897,5.341896,10.284779,4.676224,4.550496,3,10,1,malignant
4.520373,1,1,1,2,1,3,1,1,benign
5.344867,2.712042,1,2.893367,3,1,3,2.05533,1,benign
5.649804,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,2.35723,2,1,2,1,1,1,1,benign
3.067674,1,1,1,2,1,3,1,1,benign
4.748753,1,1,1,2,1,2,1,1,benign
5.331667,3.08732,2,1,4.26143,2.535093,8.229025,5.55251,1,malignant
4,1,1,1,2,7.062785,2,1,1,benign
7.762791,3.010381,2.062754,3.799408,3,10,4.390668,1,3.95603,malignant
1,6.713544,6.325346,4.439151,3,4.730621,3,1,4.082804,malignant
2.298547,1,1,1,2,1,1,1,1,benign
4.722849,5.056553,5.876301,6.243041,2,5.83463,4.135509,1,5.399376,malignant
8.130517,9.891436,6.810796,5.907115,8.49839,8.106228,7.631076,10,5.249623,malignant
8.469257,4.712794,3.381213,3.203426,7.97949,10,3,2.342526,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.684278,3.847406,2.741796,8.179594,4.896701,10,8.02824,1.950486,2,malignant
2.377069,1,1,1,2,1,3,2.789146,1,benign
4.845019,1,1,1,2,1,2,1,1,benign
11.082011,7.699271,6.052881,3.728438,7.822368,7.642806,3.5932,5.595785,1,malignant
4,1,1,1,1,1,1,1,2,benign
4,1,1,1,3,1,1,1,1,benign
5.361699,1,1,1,2,1,1,1,1,benign
4.595314,3.226424,6.893256,1,8.459751,2.796277,3.469169,1,2,malignant
4,1,1,1,2,1,3,1,2,benign
2.834832,1,1,1,2,1,2,1,1,benign
2.843914,1,1,1,2,1,3,1,1,benign
1,2.385632,3.411984,1,2,1,2,2.472458,1,benign
8.0299,6.599242,8.929441,9.576972,3.47242,7.001139,3,4.374292,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.700176,1,1,1,2,1,2,1,1,benign
7.303622,3.879744,3.775744,6.762881,2,7.908506,6.629301,7.200727,1,malignant
5.067373,1,1,1,2,1,2,1,1,benign
2.672719,1,1,1,1,3.449986,3,1,1,benign
3.096998,7.032132,6.233198,3.223876,4.362852,2.05877,3,6.668067,2,malignant
8.262839,3.712411,2.951876,2,4.763498,10,2,1,1,malignant
2.79612,1,1,1,2,8.418955,2,1,1,benign
2.889005,6.254236,2,10.008957,4.758363,5.201189,3,8.863122,1,benign
4.947897,9.837926,9.186288,6.99849,7.997186,2.133741,6.324029,3.117714,1,malignant
2.540559,1,1,1,2,1,2,1,1,benign
5.487768,1,1,3.24861,2,1,1,1,1,benign
8.859134,10.128673,9.139543,7.174432,9.132579,10,4.53814,10,1,malignant
1.978289,1,1,1,2,1,3,1,1,benign
4.970799,9.662378,9.815666,3.062577,12.137332,2.432376,1,10,4.245289,malignant
5.183086,4.674914,6.443672,10.062791,3,10,1,5.587191,1,malignant
1,1,2.724066,1,2,2.883536,2,1,1,benign
2.722021,1,1,1,2,1,2,1,1,benign
3.152965,7.553512,7.179173,1,4.89728,3.805332,3,10,1,benign
3.112477,1,1,1,2,1,3,1,1,benign
6.599738,6.987548,2.29464,7.160498,4.48402,10,7.557243,4.112958,3,malignant
4.395963,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1.702072,1,benign
5.095168,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.721453,2,1,1,benign
2.697403,1,1,2,2,1,3,1,1,benign
7.871202,10.052951,3.63075,5.789327,3,10,6.856419,2.261302,2,malignant
4.942813,1,1,1,2,1,2,1.978464,1,benign
4,4.485082,3.286677,9.833774,1,1.908123,2,1,1,benign
9.48206,10.114473,9.002034,5.949214,7.27766,10,7.763459,10,1,malignant
9.504266,3.163858,4.757007,2,4.865377,4.419501,3,1,5.250059,malignant
6.057118,1,1,3.347323,5.605386,1,1,1,1,benign
4.70602,4.947998,6.144501,9.831627,6.940933,10,4.898904,1,1,malignant
10.462944,4.649756,6.559053,5.771627,7.132772,3.900537,5.348413,3.575966,9.911346,malignant
2.538938,1,1,1,2,1,1,1,1,benign
8.133038,9.980784,11.147115,9.895829,4.84365,10,7.938967,2.455834,1,malignant
1,1,1,1,2,1,2,1,3,benign
1,1,1,1,2,1,2,1,1,benign
2.770436,6.402176,6.403313,2,4.0319,10,3.958907,2.401368,3,malignant
3.039563,2.684218,2,3.522479,2,1,3,1,1,benign
7.820624,6.90441,8.781649,9.761748,3,7.39825,5.604456,10,1,malignant
1,1,1,1,2,3.069559,2,1,1,benign
9.382284,7.054659,6.891881,2,8.916466,1.995181,6.056492,8.071917,1,malignant
1,2.81523,2,2,3,1,1,1,1,benign
5.627631,2.602425,9.995995,1,5.437712,3.467343,4.097983,4.695197,1,malignant
5.40571,6.922828,5.134272,4.527905,4.478644,10,8.644484,5.749485,1,malignant
1,1,1,3.277217,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,5.715456,1,2,1,1,benign
2.616984,1,1,1,2,1,1,1,1,benign
5.405083,1,1,1,2,10,2,1,1,benign
9.376391,9.499487,9.618769,4.771953,8.548869,10,8.321347,2.047374,1,malignant
4.722087,1,1,1,2,1,2,1,1,benign
1,1.666052,1,5.816817,2,10,3,3.459094,1,benign
5.658653,1,3.058944,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.504147,6.901115,9.311112,4.998177,9.44975,10,6.489197,1,1,malignant
4.782766,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,1,1,2,1,1,benign
9.1165,7.62494,6.213229,2,4.381075,10,7.08244,1,6.893027,malignant
7.63375,4.845735,3.737557,4.987106,3,10,8.530486,10,3,malignant
4,1,1,2,2,1,2,1,1,benign
2.4216,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,1,1,1,benign
4,1,1,3.936895,1,2.929428,3,1,1,benign
5.037822,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,6.593551,1,1,2,benign
2.633145,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.51409,5.378855,2,2,2.884061,7.640185,8.11128,6.074066,malignant
10.229267,4.226788,2.726382,4.248315,2,10,4.680276,1,1,malignant
2.849689,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.264799,4.511825,6.047381,2.756428,4.136079,6.846262,3,2.989806,1,malignant
5.026887,2.358801,2,6.293097,3,3.81004,5.849547,6.524924,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1.587985,3.100521,1,3,5.520259,4.923642,10,1,malignant
6.74538,4.166352,3.330583,9.658431,1,10,5.411835,5.333947,3,malignant
5.930002,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.010137,1,1,1,2,1,2,1,2,benign
4,9.864035,10.768238,1,5.946639,10,9.218376,1,4.990889,malignant
2.674718,1,1,1,1,1,1,1,1,benign
5.438415,9.961087,11.553227,1,3.704886,2.96898,8.188525,2.162823,10.788252,malignant
1,2.708484,1,1,2,1,2,8.14217,1,benign
1,1,3.661508,1,1,1,2,1,1,benign
2.643472,1,2,1,2,1,3,1,1,benign
2.352094,1,2,1,2,1,1,1,1,benign
7.545796,3.313918,3.302122,2,2,8.028083,4.424887,4.934975,6.235513,malignant
5.563536,2.801205,3.755248,9.664769,1,10,6.814959,4.094963,1,malignant
4,1,1,1,3,1,1,1,1,benign
4,1,1,3.939074,2,2.848747,2,1,1,benign
2.404281,1,1,1,2,1,1,1,1,benign
7.842355,2.282429,5.644867,2,3,10,3.592612,4.885181,5.62369,malignant
2.901522,2.037858,1,1,3,1,3,1,3.477358,benign
1,1,1,1,2,1,3,1,1,benign
2.206239,1,1,1,2,1,2,1,3.997008,benign
5.767449,1,1,1,2,1,3,1,1,benign
2.005404,3.05198,1,1,2,1,1,1,1,benign
9.26139,10.043057,9.158635,9.579021,7.874608,10,8.744369,6.610216,2,malignant
1,1,1,1,2,1,3,1,1,benign
4,9.61063,10.003002,1,11.197456,3.035362,6.319224,2.56619,1,malignant
4,1,1,1,3,1,3,1,1,benign
5.366228,10.198673,5.393653,7.578618,3,10,8.612439,4.032608,5.845709,malignant
1,1,1,1,2,1,1,1,1,benign
6.018286,4.370884,2.971279,10.059401,8.591512,10,8.519119,5.455606,1,malignant
5.059507,1,1,1,3,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,2,3.095361,1,benign
8.169629,2.781064,2,2.662372,5.083014,10,7.585154,5.313132,9.628217,malignant
10.433678,10.301047,8.864971,9.748043,9.227425,10,10.016905,5.101573,1,malignant
9.247839,3.89147,5.767014,3.465342,3,3.571525,4.788775,7.842883,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.788383,4.51046,4.811566,1,4.231958,10,6.615491,5.701007,5.284191,malignant
4.815226,2.72855,4.284131,9.919836,2,1,3,5.883802,1,malignant
5.022314,8.77583,6.024106,5.134363,9.817399,10,8.001947,10,1,malignant
5.293349,1,1,1,2,1,1,1,1,benign
3.078463,6.544922,3.595116,7.30978,4.158267,7.979145,3.791973,8.481796,1,malignant
2.838681,1,1,1,2,1,2,1,1,benign
5.023157,7.389142,5.432804,5.333229,3.603246,10.495068,3,7.149494,4.458638,malignant
5.206738,5.204131,5.302188,3.526273,4.800709,1.697073,3,10,1,malignant
5.751882,10.01974,8.039553,5.420891,4.623327,10,8.298067,10,1,malignant
3.637895,10.108828,8.626544,10.224119,9.83335,1,7.444065,10,1,malignant
5.168172,1,1,1,2,1,3,2.341721,1,benign
5.505523,1,1,1,1,1,3,1,1,benign
6.938246,3.147347,6.779869,7.833564,2,10,2,7.201517,9.311383,malignant
1,2.568877,1,1,4.532891,1,7.748876,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.243814,9.715041,9.604477,2,7.796702,10,8.570918,10,3,malignant
4.64407,3.153458,5.98588,3.223338,2,1,3,3.766843,8.651824,malignant
1,1,1,3.777306,2,3.774072,2,1,1,benign
5.379067,1,1,1,1,1,1,1,1,benign
3.290112,3.442348,2,1,2,1,8.713792,1,1,malignant
1,2.39719,2,1,2,1.348298,3,2.121165,1,benign
1,7.157216,6.020479,10.112207,5.13628,1,3,8.887263,1,benign
4,1,1,1,1,1,2,1,1,benign
6.310295,1,1,1,2,1,1,1,1,benign
7.623496,1.91079,3.516545,1,5.250986,10,8.391371,9.485859,1,malignant
4.628319,9.544755,4.465068,3.497639,6.36324,10,6.414063,10,1,malignant
10.001038,6.757547,8.699579,2,2,1.958244,8.276307,5.647528,3,malignant
5.648131,8.101595,7.796699,2,8.089712,10,3,4.464936,1,malignant
4,2.595268,1,1,2,1,3,2.249949,1,benign
2.609985,1,1,1,4.83033,1,2,1,1,benign
8.481808,6.588181,9.291257,3.189069,5.229761,8.358347,8.70622,8.539328,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,2.290071,2,1,1,benign
5.36592,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.316092,8.80214,11.22511,8.385528,11.152151,1,8.408145,7.852329,1,malignant
5.010639,1,3.832405,1,1,1,2,2.450753,1,benign
5.240754,1,1,1,2,1,2,1,1,benign
5.190225,1,3.093387,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.177581,10.026507,9.371451,5.781481,4.34322,10,3,1,4.660232,malignant
5.079969,2.069108,2,2,2,1,6.404338,1,1,benign
1,1,1,1,2,2.270419,3,1,1,benign
1,1,2,2,2,1,3,1,1,benign
7.239021,4.80616,3.551152,7.520972,4.533386,7.086709,7.893971,8.131779,1,malignant
7.313518,4.241407,8.559606,5.304193,6.535149,3.244996,6.31205,4.452939,3,malignant
5.441029,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,3.022696,2,1,2,1,1,benign
4,10.134137,9.898808,7.316863,12.298828,10,7.914117,6.757251,2,malignant
2.914762,1,1,1,2,1,3,1,1,benign
1,5.438429,4.932033,1,2,1,5.272903,1.983977,1,benign
4.659723,1,1,1,2,1,3,1,1,benign
5.329848,4.493889,9.467599,2.250286,8.350998,2.957626,4.244961,10,1,malignant
5.202841,4.69186,4.935543,2,2,10,6.625943,5.429398,3,malignant
10.987172,7.455118,4.552989,10.091039,3,4.236495,8.474196,3.856362,1,malignant
8.057767,9.945047,6.056348,9.008426,9.843004,2.490899,7.757043,2.72009,1,malignant
2.494886,1,1,1,2,1,3,1,1,benign
4.521057,1,1,1,2,1,3,1,1,benign
4.540138,1,1,3.447846,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1.967541,1,1,3.719968,2,1,4.436335,1,1,benign
5.049942,6.152632,7.262507,3.068001,3.756034,3.859927,4.559759,10,1,malignant
1,1,2.867846,1,2,1,3,1,1,benign
2.59551,2.613324,2,2,3,3.37129,2,1,1,benign
2.93952,2.560619,1,1,2,1,2,1,1,benign
1.441138,1,1,1,2,1,1,1,1,benign
5.126816,1,1,1,2,1,3,1,1,benign
2.913896,1,1,3.365488,3,3.030638,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.073605,9.665866,9.265089,3.943459,7.198525,10.725212,8.873972,10,6.395437,malignant
1,5.476995,2,1,6.63297,1,4.518694,5.278936,1,benign
1,1,4.200038,1,2,1,1,1,1,benign
4,1,3.370451,1,2,1,2,1,1,benign
3.314924,4.334937,2.712323,1,4.395698,1,3,1,1,benign
2.291642,1,1,1,2,1,2,2.120358,1,benign
1,1,1,2.565271,2,1,2,1,1,benign
8.408877,9.679596,9.371367,5.435359,8.704834,5.001486,5.632118,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.258358,1,1,2,2,1,2,1,1,benign
1,1,1,2.878808,2,1,3,1,1,benign
2.445974,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,3.711982,5.185912,2,8.342805,1,5.899705,1,1,benign
9.862264,3.938918,4.947731,10.129974,3,10,6.813671,7.412103,3,malignant
2.920232,1,1,1,2,1,3,1,1,benign
4,1,3.111136,1,2,1,1,1,1,benign
5.63468,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.370755,1,2,1,3,1,1,benign
9.822678,4.77696,3.733303,2.866842,4.373997,4.192702,4.888784,10,8.213438,malignant
1,1,1,1,9.725078,1,1,1,1,benign
4,7.819736,10.264172,9.884982,4.148141,8.197311,3,3.957185,1,benign
1,1,1,1,2,1,3,1,1,benign
8.790155,10.544198,8.811619,7.033932,6.846148,6.428326,7.892856,10,2,malignant
2.977975,1,1,1,2,1,2,1,1,benign
5.161058,9.845763,10.014883,7.282259,8.063464,10,7.721626,10,1,malignant
9.145262,6.57971,3.295973,6.533021,8.296613,2.523717,5.18946,1,9.788172,malignant
8.590011,4.497625,9.026609,9.85303,2,10,8.0624,7.248489,1,malignant
2.486505,1,1,1,2,1,2,2.846347,1,benign
8.620145,5.489975,5.47991,9.945708,8.430918,10,3.965891,2.822899,1,malignant
2.343506,1,1,2,1,1,1,1,1,benign
2.717915,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,6.852879,benign
11.119139,10.049741,10.482187,9.520777,6.810222,10,7.284162,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.469964,4.199343,6.271626,9.50873,2,10,8.636265,2.948289,3,malignant
2.595981,1,1,1,2,1,3,1,2,benign
5.396185,1,1,1,2,1,2,1,1,benign
4,1,3.429232,1,3,1,1,1,1,benign
1,1,1,3.780446,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.698844,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.039617,1,3.779909,1,1,1,2,3.328788,1,benign
10.003148,2.689986,6.024467,1,2,8.094065,3,8.055687,5.498757,malignant
2.424927,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.131233,1,benign
5.358154,6.852791,5.077691,10.239646,4.759625,10,7.562895,5.338091,1,malignant
2.657245,2.670609,9.42048,1,3.877348,1,3,1,1,benign
5.5462,1,1,1,2,1,1,1,1,benign
2.688683,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,8.621327,1,10.208644,4.542954,3.418274,4.635819,2.067969,1,benign
5.129839,1,2,1,2,1,2,1,1,benign
4.724037,1,1,1,2,1,2,1,1,benign
5.394868,2.80754,2.644141,6.671619,2,4.779155,5.370486,1,8.318984,malignant
5.4475,1,1,1,2,1,1,1,1,benign
5.384833,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.989161,8.636052,3.684666,7.893931,9.706683,9.050522,6.359483,7.310001,1,malignant
3.09756,10.112112,10.513923,9.566476,8.756604,10,4.988063,7.38127,5.690797,malignant
2.490794,1,2,1,2,1,3,1,1,benign
5.033507,1,1,1,2,3.727977,1,1,1,benign
1,1,1,1,2,1,2,2.233105,1,benign
3.331431,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.100256,4.760229,8.888094,5.864679,3,4.407192,3.891825,1,2,malignant
2.57366,1,1,1,2,1,2,1,1,benign
5.364751,7.938636,8.485828,5.515506,3,10,6.468889,1,4.589482,malignant
7.266818,2.871723,3.064424,1,2,1,3,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.113028,2.900565,2,2,2,1,1,1,1,benign
9.856076,1,1,1,2,1,2,1,1,benign
3.315381,1,3.163328,1,2,1,1,1,1,benign
1,3.708719,3.423216,8.228036,2,8.014808,4.434541,2.745243,1,benign
4.981465,1,1,7.153245,2,2.567881,3,2.295158,1,benign
1,1.892756,1,2,1,1,1,1,1,benign
4.589701,7.600407,3.318599,5.359995,4.238422,6.73889,8.781794,4.05336,1,malignant
3.360405,1,1,1,2,2.588831,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
2.236553,1,1,1,2,1,3,1,1,benign
1,2.638613,2,3.339985,2,1,3,2.754151,1,benign
4,2.532999,2,1,2,1,2,1,1,benign
4.791213,7.903696,8.481464,10.043092,4.482918,10,3,8.800545,1,malignant
2.936069,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.754203,2,3.48563,2,1,3,1,1,benign
4.828546,1,1,1,2,1,1,1,1,benign
9.88972,7.725328,2.42143,5.417103,3,10,6.843935,7.887245,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.469046,6.011686,7.777452,2.988633,4.595637,5.159676,8.263542,10,1,malignant
8.584619,5.062707,5.876186,9.782449,2,10,2,2.199966,2,malignant
3.617019,1,1,1,2,1,3,1,1,benign
4.454787,1,1,1,2,1,2,1,1,benign
5.463174,1,1,1,2,1,2,1,1,benign
5.531788,8.481209,4.548531,9.992654,3,10,4.572378,8.404467,3,malignant
2.517598,1,1,1,2,1,1,1,1,benign
2.71873,5.219824,5.84777,3.345543,4.524486,4.114718,1,5.901775,1,benign
2.190047,1,1,2.824489,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
9.569063,10.042404,8.99886,6.353611,6.499322,1,7.725057,5.301666,1,malignant
8.974109,9.693167,9.041082,3.235407,4.481391,10,4.566684,1,9.324457,malignant
5.627834,10.317468,7.121438,3.358344,5.68976,1,3,1,1,malignant
2.751316,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,3.328365,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,2.646234,3.646715,2,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.550932,9.961615,11.397286,6.430232,6.072726,10,8.466205,10,1,malignant
2.375873,9.554403,10.237345,10.222728,4.014966,2.658825,5.053325,5.250894,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.424226,7.851163,6.651703,3.46547,6.117599,4.294941,7.813206,7.028353,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,3.925447,2,1,1,benign
5.091742,1,1,1,2,1,3,1,1,benign
8.162578,9.75251,2.616625,2,6.673643,5.621181,7.060775,10,1,malignant
8.545409,10.196097,8.551145,4.613907,8.883739,10,6.665551,1.252545,9.837647,malignant
6.908853,2.145845,2.769996,1,2,3.656957,9.009198,10,3,malignant
3.027341,1,1,1,2,1,1,1,1,benign
1,1,1,2.987134,4.86084,3.327853,1,1,1,benign
9.707082,4.734453,6.048203,2,6.946783,6.64031,4.506097,2.4975,4.890631,malignant
4,1,1,1,2,1,1,1,1,benign
2.258194,1,3.012367,1,2,1,1,1,2,benign
5.570537,1.878194,1,1,2,1,1,1,1,benign
5.231729,1,3.140801,1,2,1,1,1,1,benign
2.814891,1,1,1,2,1,3,1,1,benign
4.768703,6.176196,6.704134,9.948067,4.644966,10,8.356656,5.181815,1,malignant
4.95354,1,1,1,1,1,1,1,1,benign
3.387718,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.242038,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.234136,1,3.053518,2.772905,2,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
7.614333,4.899715,5.067931,1,3,1,3,2.750885,9.794697,malignant
2.736091,1,2,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.901222,1,1,1,1,1,2,2.017098,2,benign
2.65923,1,1,1,2,1,3,1,1,benign
7.332173,1,1,3.925937,2,10,7.584725,10,2,malignant
2.655314,1,1,1,2,1,2,1,1,benign
2.434585,10.393431,7.277905,9.919538,6.701882,1,5.355234,8.685741,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.490789,3.214239,3.452894,1,3.957442,10,5.667398,10,3,malignant
5.473598,1,1,3.208837,2,1,1,1,1,benign
8.49043,9.912504,9.753872,9.71406,5.866936,10,8.992776,5.75758,1,malignant
2.416102,1,1,1,1,1,1,2.071516,1,benign
5.311507,7.600853,9.630643,6.51583,1,10,5.335352,7.359436,1,benign
1,1,1,4.436586,2,1,1,2.315406,1,benign
5.075219,1,2,1,2,1,1,1,1,benign
4,2.500606,2,2.991126,3,1,1,1,1,benign
4,2.907452,3.154579,5.306751,3.939157,3.105303,8.42931,2.90914,2,malignant
1,1,1,2,2,1,3,1,1,benign
2.240116,1,3.281311,1,2,1,2,1,1,benign
4.924481,3.121828,1,3.294478,5.592615,1,1,1,1,benign
2.522439,3.7385,2.651397,1,5.225072,1,2,5.094405,1,benign
4,1,1,1,1,1,2,1,1,benign
5.478236,7.406416,5.009695,3.680685,4.176521,10,6.174106,1,3,malignant
5.797803,2.735682,4.291908,6.815566,9.364258,8.503971,4.367694,4.336698,1,malignant
5.116856,1,1,1,2,1,1,1,1,benign
4,1,1,3.784191,2,6.39566,3,1,1,benign
7.480831,10.063576,2,4.93123,7.302053,10,9.952086,10,1,malignant
5.730993,4.080377,8.802179,1,3,2.061006,3,2.285825,1,malignant
5.744553,4.57227,6.576188,2,3,10,4.752142,3.962593,8.251185,malignant
2.580968,1,1,1,3,1,2,1,1,benign
4,2.192674,3.473873,3.724314,3.873484,7.839753,6.846714,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.692486,1,1,1,2,10,4.389257,1,1,malignant
5.079954,4.781484,6.880332,4.795378,3,10,7.118041,10,1,malignant
9.502745,2.68937,3.581673,7.7506,5.610255,10,7.953734,1,1,malignant
7.674565,8.15244,5.133349,2,3,10,2,10,3,malignant
3.135225,2.518555,2,1,3,1,4.355184,1,1,benign
3.180222,1,1,1,2,1,3,1,1,benign
4.749686,7.862792,9.799199,5.854257,5.339195,10,5.686966,1,1,malignant
4,5.694087,8.829781,3.628841,3.777206,6.331198,5.158349,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,9.72845,9.750574,4.7027,8.139772,10,8.356018,10,8.610499,malignant
4,1,1,3.650133,3,1,3,1,1,benign
2.291624,1,1,1,2,1.690718,3,1,1,benign
5.533034,1,1,2,2,1,1,1,1,benign
1,1.406077,3.874138,1,2,1,2,1,1,benign
9.392768,5.87868,10.10233,8.628806,9.511477,10,8.695399,8.18611,5.183483,malignant
3.025794,1,1,1,2,6.657558,2,1,1,benign
1,1,1,3.664932,2,1,3,1,1,benign
3.819746,1,1,1,2,1,2,1,1,benign
2.503185,1,1,2.900103,2,1,2,1,1,benign
4.405864,9.835082,11.391861,3.914149,5.425696,10,4.883826,1,1,malignant
2.263265,1,1,1,2,1,2,1,1,benign
2.921962,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.695675,4.640148,5.877199,10.206815,4.63145,1,10.31689,10,3,malignant
5.45017,6.569509,9.93392,3.069609,3,2.891363,5.289673,5.990649,1,malignant
9.164307,6.117757,3.155553,3.497955,3,10,4.300221,10,2,malignant
6.060024,3.05667,1,1,4.433036,1,3,1,1,benign
8.839514,1,5.706769,6.882312,2,3.338927,7.258398,8.748778,1,malignant
8.53796,2.697737,6.382976,2,2,10,1,1,8.07343,malignant
5.883608,1.993233,2,1,3,1,4.209422,1,1,benign
2.558534,10.151075,8.21577,9.6952,3.971298,2.282228,3.831862,4.542729,1,malignant
9.905749,10.028607,8.643662,9.981808,4.702023,10,8.607728,9.534521,1,malignant
4,2.890167,2,1,1,1,3,1,1,benign
1,2.498128,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,2,benign
10.796952,8.013671,9.366707,2,4.810579,10,6.158261,1,3.558142,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
5.300827,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.641016,6.088029,9.399659,7.318976,4.767975,10,8.205774,5.148186,1,malignant
7.374051,2.595681,2,1,2,1,3,1,1,benign
8.447359,3.360885,2,2,3,3.290498,3,2.105741,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.574387,1,1,1,2,1,2,1,1,benign
1.931141,1,1,1,2,1,1,1,1,benign
1,2.553586,3.567911,1,3,3.216325,3,1,4.3216,malignant
2.858841,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,2.646186,3,1,1,benign
4.712575,1,1,1,2,1,1,1,1,benign
9.53196,9.866572,8.915507,9.951881,3,10,3.355823,10,3,malignant
1.217536,1,2,2,1,2.987225,1,1,1,benign
1,3.290598,2,1,2,1,2,4.317056,1,benign
9.09931,2.45154,3.220994,8.32639,8.970629,2.519458,5.95939,1,1,malignant
1,1,1,2,2,1,2,1,1,benign
4.570707,1,1,1,2,1,1,1,1,benign
1.890208,1,1,1,2,1,3,1,1,benign
1,1,3.925868,1,1,1,1,1,1,benign
1,1,1,1,2,3.121211,1,1,1,benign
5.069173,2.608734,3.187734,9.846363,3,10,3,2.227731,1,malignant
5.887733,5.189927,3.439971,6.503773,4.799315,10,4.571759,8.19232,1,malignant
1,7.305707,1,1,7.409352,9.735596,4.553179,8.51032,3,malignant
8.247035,7.966199,9.004102,6.479103,3.89771,10,4.522114,6.021456,10.281629,malignant
8.997706,6.837048,9.538043,3.371365,3.801165,6.267672,4.797581,1,3,malignant
1,1,1,1,3,1,3,1,1,benign
8.720946,1,2.917163,1,3.77453,3.036553,5.692873,5.10624,1,malignant
2.76689,1,1,1,2,1,2,1,1,benign
8.615086,4.072074,6.149939,6.748305,4.513295,3.668491,5.197836,2.446336,3,malignant
4,1,1,1,2,1,3,1,1,benign
3.265848,2.589706,2,1,2,1,3,1,1,benign
3.179763,1,2,1,2,1,2,1,1,benign
4,1,1,2,1,1,1,1,1,benign
3.122041,1,1,1,1.580655,2.681987,2,1,1,benign
4,1,3.253112,1,2,1,3,1,1,benign
5.24805,1,1,1,2,1,2,1,1,benign
2.8306,1,1,1,2,1,1,1,1,benign
5.768828,2.994559,2,1,1,1,3,1,1,benign
5.310386,1,1,1,3,1,1,1,1,benign
8.366006,4.229107,5.721111,9.917416,3,10,6.542643,3.089549,1,malignant
5.449646,2.897804,2.953017,3.452759,4.426009,10,3,10,1,malignant
9.024608,2.714425,3.670436,10.289939,5.974439,10,8.094656,1,1,malignant
1,1,3.504695,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.787256,1,1,1,2,1,2,1.88579,1,benign
2.050166,1,1,1,1,1,2,3.14582,1,benign
1,1,1,2,2,1,3,1,1,benign
5.71184,10.375802,8.276472,3.972152,9.817115,10,8.425293,10,4.217345,malignant
1,1,1,1,2,1,1,1,1,benign
5.414494,1,1,3.421639,2,1,2,1,1,benign
2.217666,3.926193,3.326948,2,2,10,5.326337,1,4.895925,malignant
6.747686,3.834181,5.713388,9.888376,3,10,9.548536,10,3,malignant
4.759707,1,1,1,2,1,3,2.764481,1,benign
4.9735,1,1,1,2,1,3,1,1,benign
2.496616,2.567627,2,1,3,2.486666,1,5.153206,1,benign
1,2.567519,2,1,4.974994,1,8.177498,2.186914,1,benign
3.05908,9.263864,8.200606,7.837871,7.694518,4.672368,5.049161,10,2,malignant
1,1,1,1,1,1,3,1,1,benign
5.006058,5.070682,3.781994,1,3,2.779504,8.000641,2.605168,3,malignant
4.749636,3.332244,2.915135,3.814484,4.921508,10,7.216143,1,9.044545,malignant
5.10858,9.693902,9.41659,2,5.196377,10,6.279452,10,1,malignant
2.862358,1,1,1,2,1,2,3.323192,1,benign
8.659579,9.505735,11.374416,1,4.895804,2.523735,7.774316,10,4.218383,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,2.792867,1,benign
4.617636,3.305556,2,1,3,1,11.60638,1,1,benign
5.672728,1,1,1,2,1,3,1,1,benign
3.050526,1,2,1,2,2.903724,2,1,1,benign
4,9.609515,10.554354,7.827912,4.365639,10,8.867413,9.606038,1,malignant
4,6.187063,9.313452,6.47612,7.434855,10,5.242896,10,1,malignant
4,3.847556,3.574355,1,2,1,3,8.183164,1,benign
9.603583,9.88511,7.829811,8.357106,7.041196,10,6.383453,7.14261,1,malignant
4,2.388928,2,1,1,1,3.756376,1,1,benign
4,1,1,1,2,1,2,1,2,benign
2.98938,1,2,1,2,1,1,1,1,benign
5.243884,1,3.779678,1,2,1,1,1,1,benign
3.043461,1,1,1,2,3.069549,3,1,1,benign
4,1,3.976168,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.935893,1,3.478614,1,2,2.430167,1,1,1,benign
5.373236,4.017145,5.603739,6.81967,9.833989,10,9.309886,10,2,malignant
4.892809,1,1,1,2,1,2,1,1,benign
4,1,2,9.979225,2,1,2,1,1,benign
1,4.482055,3.397564,1,2,1,3,1,1,benign
7.206127,2.739469,3.231629,1,3,2.36046,8.527965,1,3,malignant
4,2.40876,2,1,2,7.997266,3,1,1,benign
1,2.346213,4.347574,1,3,5.506973,5.778293,7.552924,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.352,4.086527,6.737991,5.78974,5.888164,1,7.11185,7.491551,1,malignant
9.394147,9.84865,10.840884,4.498978,4.884687,10,8.446297,7.941011,1,malignant
3.050347,9.755806,9.934118,7.117855,6.217904,2.814346,3,2.637496,3,malignant
1,1,1,1,2,1,1,1,2,benign
5.036223,9.993301,2.909172,3.283161,4.565226,3.399882,5.054654,6.22677,2,malignant
5.165525,1,1,1,2,1,1,1,1,benign
5.014155,1,1,1,2,1,2,1,1,benign
1,4.856081,3.608006,1,8.623024,1,8.519367,8.220072,1,benign
1,10.116839,8.603352,1,4.467092,3.668614,3.978392,10,1,malignant
10.800298,1.68574,2,9.898727,4.242824,9.445484,4.41315,5.255653,1,malignant
2.922327,1,1,3.090105,2,1,1,1,1,benign
6.592566,5.144667,10.715558,1,4.27697,10,4.091237,6.011386,1,malignant
5.393067,9.824672,8.180179,10.240113,10.15889,10,4.172649,10,5.042472,malignant
5.136289,9.679033,8.552137,3.594398,7.380779,2.324942,7.212836,8.412786,1,malignant
8.917489,2.898437,3.252898,1,2,2.787013,5.783851,9.16812,1,malignant
9.568701,5.146666,6.087966,3.170014,2,10,4.451875,10,1,malignant
2.402266,1,1,1,2,1,1,1,1,benign
2.832587,1,1,1,2,1,3,1.849296,1,benign
5.199242,1,2,3.41901,1,1,1,1,1,benign
9.80578,5.235039,9.014928,9.447994,4.783405,10,3,4.953011,4.73256,malignant
4,1,1,1,2,1,2,1,1,benign
6.99762,9.652098,8.545243,7.482537,4.407107,10,6.916969,1.996898,1,malignant
4.595949,1,1,1,2,1,2,2.937537,1,benign
4.718763,1,1,2,2,1,1,1,6.367787,benign
5.256358,1,1,1,2,1,1,1,3,benign
4.884392,1,1,1,2,1,2,1,1,benign
6.379766,4.430798,3.499597,5.48425,8.48486,6.886486,7.98875,3.03709,1,malignant
8.93076,2.758434,4.472068,10.081621,2,10,4.08634,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,3.866161,2,2,2,3.208653,5.003788,1,1,benign
2.454973,2.739931,2,2,2,1,3,2.633312,1,benign
4,1,1,1,2,1,3,1,1,benign
10.056268,4.282839,1,6.567319,2,4.027929,6.899038,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.221268,1,1,1,2,1,5.421753,1,1,benign
8.687373,1,2,1,2,1,1,1,1,benign
4,2.289873,6.500632,1,2,1,3,8.820169,1,benign
1,3.183404,1,1,3,1,3,1,1,benign
4,1,2,1,2,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.987484,10.164189,1,7.844752,6.34241,10,5.686045,4.388817,1,malignant
8.847022,2.566926,2,1,3.966138,10,7.80157,9.020847,2,malignant
4.290103,1,4.329299,1,2,1,1,2.506547,1,benign
3.034683,1,1,1,2,1,2,1,1,benign
9.7804,9.829053,4.211795,8.853273,9.471822,10,4.088405,1,2,malignant
1.839646,1,1,1,2,1,3,1,1,benign
9.580143,9.680065,9.00537,5.507644,4.175491,3.630348,6.157712,1,1,malignant
2.349984,1,1,1,2,1,2,1,1,benign
2.647268,1,1,4.01345,2,3.274702,2,1,1,benign
4.659853,1,2,1,2,1,1,1,1,benign
7.38428,9.711343,10.986094,5.295735,4.038613,10,7.013961,2.491942,1,malignant
4,2.501591,2,1,2,11.986848,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.016918,1,1,1,2,2.7502,3,1,1,benign
4,10.374263,9.057605,2,7.037119,3.989209,9.96707,2.667901,1,malignant
10.068184,1,4.401162,1,1,1,2,1,1,benign
6.015118,5.763794,8.924242,8.311125,6.353107,2.436901,3,7.637483,1,malignant
5.392291,1,4.832934,1,1,1.405227,3,1,1,benign
4.961597,1,1,1,2,1,3,1,1,benign
2.765274,1,2,7.273471,2,8.856531,2,1,1,benign
5.009912,9.638865,11.579702,9.813424,3.750645,10,3,10,3,malignant
1,1,1,2,2,1,2,1,1,benign
5.334122,9.988141,8.273833,7.299146,6.434928,10,6.337353,10,5.323106,malignant
12.18828,4.294738,8.580225,9.824956,6.368814,10,3.489454,8.243521,1,malignant
5.259816,3.225922,3.876255,2.814834,3,10,5.093004,6.489681,1,malignant
4.981338,4.543379,5.092639,3.15849,8.387459,10,4.366421,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,6.258174,1,1,1,benign
10.749164,7.085827,2.983296,5.908019,6.426374,7.206281,8.46288,5.213634,6.558399,malignant
2.533784,4.413758,3.515559,6.247007,8.302566,7.648098,3,4.818059,1,malignant
3.152931,1,4.044905,1,2,1,1,1,1,benign
8.682192,9.42995,5.737046,9.640862,10.067918,6.092526,8.032689,10,1,malignant
9.065251,2.044571,3.384107,5.53339,3.439448,5.759991,4.637217,10,1,malignant
1,1,1,2,2,1,1,1,1,benign
6.083818,1,1,1,2,1,2,1,1,benign
5.252145,9.977774,10.017614,9.381289,3.835664,1.640846,5.246098,3.314782,2,malignant
9.195752,2.188857,2,1,2,1,2,1,1,benign
4.723794,1,1,1,2,1,1,1,1,benign
7.712011,3.425392,5.956236,1,2,3.081678,8.196862,2.759111,9.922345,malignant
7.31898,1.744984,3.766723,1,5.275347,5.889929,4.046941,1,1,malignant
8.474899,6.855252,4.778162,9.767858,4.765452,5.484512,3,7.602045,2,malignant
8.864764,2.807159,3.249163,2,4.286701,10,4.673602,5.427204,2,malignant
9.086955,3.28336,6.360666,3.566174,3,10,7.729291,1,1,malignant
8.434033,10.194537,9.311981,3.353098,5.962432,6.63281,4.549657,10,1,malignant
1,1,1,1,2,2.660551,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.491114,6.511815,5.881939,2.594831,2,10,4.389346,10,2,malignant
5.643347,1,1,1,1,1,1,1,2,benign
5.14614,3.091123,1,2,2,1,2,1,1,benign
4.992286,1,1,1,2,1,1,1,1,benign
5.55036,3.861723,1,3.432808,10.154167,8.095421,3,1.868938,1,benign
2.593633,3.161335,1,1,2,1,4.369802,5.031024,1,benign
2.009131,1,1,1,1,2.051511,3,2.610756,1,benign
3.558067,1.951181,3.720531,3.986258,4.910583,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.779723,1.56478,3.801256,10.108638,10.680691,10,3,1,1,malignant
8.841745,4.520535,6.964587,10.220841,3,10,6.773162,1.003767,1,malignant
9.14243,10.04736,5.376427,9.576676,10.811201,10,8.372965,5.350134,5.076097,malignant
1,2.869194,1,3.152905,5.0344,2.453261,2,1,1,benign
2.956834,1,1,1,2,1,1,1,1,benign
5.159558,4.736402,6.930773,1,7.388126,10,7.579527,1,1,malignant
9.379255,2.315669,2,1,6.962804,2.614127,3,5.787533,5.426703,malignant
2.450936,1,1,2,1,1,1,1,1,benign
5.406346,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.983384,2.872796,1,3.798045,2,1,8.890423,1,1,benign
4.498737,9.923909,1,10.199263,6.057161,10,6.928951,4.300708,3,malignant
9.0081,9.490923,8.335951,2,9.82513,10,9.245751,10,1,malignant
5.681318,8.671732,8.498335,1,5.585668,9.348304,6.095775,4.567628,1,malignant
3.301499,1,1,1,2,1,1,1,1,benign
4.976154,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,3.307514,1,benign
2.788406,1,1,1,2,1,3,1,1,benign
5.746971,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,4.039385,3.690456,3.366415,6.092478,8.272333,7.053241,8.023799,1.44455,malignant
1,1,1,1,2,1,2,1,1,benign
5.031908,2.85254,1,3.484505,4.440793,1,3,1,1,benign
1,2.701432,1,1,2,1,1,1,1,benign
4.498348,1,1.967201,2,1,2.889351,2,1,1,benign
4.992213,1,1,1,2,2.378561,1,1,1,benign
2.904792,2.948167,3.000342,2,2,1,2,1,1,benign
5.080571,1,1,1,2,1,2,1.343581,1,benign
4.922982,4.141447,5.133875,6.516747,4.877248,1,3,2.711592,3,malignant
9.438718,5.917427,8.198564,2.905462,4.78139,1,10.375578,8.336632,4.397007,malignant
2.679648,1,1,1,4.6721,1,1,1,1,benign
8.423902,10.196939,9.528455,6.46856,8.192135,1,8.200807,6.247357,4.630242,malignant
2.796289,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.84496,4.004603,5.44668,10.048167,2,10,7.479105,2.740774,1,malignant
2.846988,2.595098,6.023654,3.111078,3,2.432524,2,4.124783,1,malignant
1,1,2,1,2,1,2,1,1,benign
4,2.863754,2,2,3.874301,1,1,1,1,benign
3.398427,10.063038,10.274926,10.180502,7.847211,10,9.36879,5.262943,3,malignant
1,1,1,1,2,1,1,1,1,benign
3.229946,1,1,1,1,1,2,1,1,benign
5.283633,1.725624,3.785585,1,3,1,3,1,1,benign
5.226575,1,1,3.573084,2,7.090246,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.834804,2,1,1,1,1,benign
2.787123,1,1,1,1,1,2,1,1,benign
7.622842,5.47771,3.793028,5.800716,3,7.511785,2,4.086808,1,malignant
5.244311,2.660164,3.450103,1,2,1,3,2.188024,3.436431,malignant
1,1,1,1,2,1,2,1,5.332597,benign
9.801428,10.175181,8.774492,1,6.713049,3.036397,4.829602,3.256038,1,malignant
5.425165,2.189607,2,1,2,1,1,1,1,benign
5.727653,5.713876,8.494664,3.981355,7.185615,10,8.583908,9.389803,1,malignant
5.876831,9.55163,6.318047,6.862234,8.205003,10,4.342414,10,5.183266,malignant
3.171282,2.269109,2,2.815516,2,1,2,1,1,benign
4,6.454099,6.56617,2,4.346026,1,3,8.897669,1,malignant
4,9.964136,9.600381,3.735364,4.429229,10,9.022799,8.028943,1,malignant
10.574735,4.373007,9.481176,1,2,7.119629,7.320027,6.045229,1,malignant
4.849964,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4.896558,4.021415,5.742585,3.64311,3,1,3.869396,1,1,malignant
1,2.089419,1,1,4.168823,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.793684,7.643928,5.425121,3.965549,4.479943,10,7.643122,10,9.654403,malignant
3.019728,3.440844,3.90164,2,3,1,2,1,1,benign
7.657436,10.133178,9.644155,7.25063,8.038965,10,4.241476,10,2,malignant
5.06096,2.369732,8.957646,1,2,10,3,10,8.229491,malignant
1,1,2.601276,1,2,1,2,1,1,benign
4,4.289362,3.186944,2,4.657988,10,1,1.472752,2,malignant
2.806917,1,1,2,2,1,1,1,1,benign
2.525887,1,1,1,4.284702,1,2,1,1,benign
2.560601,1,1,2,2,1,2,1,1,benign
4.252808,2.161806,2,2,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
7.456029,6.901289,2.539695,1,4.894713,10,3,7.098912,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.424134,6.617163,10.56683,3.05075,7.595602,10,7.532411,1,1,malignant
9.10948,4.845433,5.893293,9.830939,8.143569,10,6.311115,3.273519,5.877621,malignant
10.701311,9.740204,8.546383,10.112122,2.979687,10,6.170408,10,1,malignant
5.058675,9.816342,9.190583,3.036346,10.333678,5.380123,4.612422,3.002123,1,malignant
7.996993,4.254452,5.461675,9.267223,4.377961,10,4.168551,6.213351,5.873927,malignant
2.578099,1,1,1,2,1,3,1,1,benign
6.64532,9.955819,7.184063,2.771964,4.907162,3.862669,7.651279,4.549467,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.087468,5.901968,5.774528,6.135213,5.202798,10,3,1,1.268764,malignant
5.335913,3.84426,2,9.911118,10.43542,10,3,3.375263,8.454472,malignant
4,1,2.829929,1,3,1,1,1,1,benign
1,1,1,2.94686,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.41112,4.441682,3.713472,9.905566,3,10,3.16007,1,1,malignant
1.482612,1,1,1,2,1,2,1,2,benign
8.763683,10.129502,7.050089,10.153542,6.191265,10,3,10,5.878029,malignant
1,1,1,1,2,1,2,1,1,benign
2.339319,1,1,1,2,1,2,1,1,benign
5.554692,4.629412,5.655713,6.586972,4.272335,3.521088,9.221287,2.758896,3,malignant
4,1,1,3.348002,2,2.427748,1,1,1,benign
4.899062,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.582274,2,1,1,benign
9.053177,2.620094,9.028255,3.544773,3,3.932164,3.979527,8.046293,1,malignant
4,1,3.131427,1,2,1,2,1,1,benign
1,1,1,1,2,3.182298,1,1,1,benign
4.715274,1,3.422269,1,2,1,3,1,1,benign
4.533463,1,1,1,1,1,1,1,1,benign
5.117778,9.40135,5.044228,2.898018,7.346301,4.269157,8.72367,2.563106,3,malignant
9.590396,9.924515,11.597742,10.376314,4.729746,10,7.957069,10,1,malignant
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,8.716907,benign
9.829997,9.653381,10.110059,10.128399,6.421234,10,4.141972,1.632831,2,malignant
1,1,3.241522,1,2,1,3,1,1,benign
6.257878,1,1,1,1,1,2,1,1,benign
7.187197,1.190765,1,1,1,6.44339,1,10,3,malignant
5.046413,7.559616,3.62145,3.548854,3,3.815173,6.879165,6.127283,2,malignant
5.940328,10.100629,11.473193,3.484081,7.245425,10,8.24037,10,1,malignant
2.530774,1,1,4.038101,2,8.533323,1,1,1,benign
2.847408,1,1,1,2,1,2,1,1,benign
1,1.917754,3.27764,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
1,6.274352,8.274045,1,4.176988,1,9.093341,8.642193,1,benign
5.216817,4.050089,6.884417,3.407386,3,5.911507,8.204199,2.746777,3,malignant
6.193348,1,1,2,3,3.662488,1,1,1,benign
2.583052,2.886937,3.44235,2.832656,3.361412,6.866995,5.527158,1,1,malignant
5.229225,2.448266,3.354311,1,2,1,3,1,1,benign
4,1,1,1,2,3.41922,2,1,1,benign
2.54104,1.794407,1,1,2,1,3,3.181747,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,6.62202,3,1,1,benign
2.766883,1,1,1,2,1,1,1,1,benign
4.701876,5.066145,4.312314,1,7.234418,7.396981,4.774236,8.676533,1,malignant
1,1,1,1,2,1,3,2.654755,1,benign
3.245956,1,1,1,2,1,3,1,1,benign
5.511171,1,1,1,2,1,2,1,1,benign
9.537177,4.435492,8.678548,1,3,5.025908,4.751541,2.131548,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.449114,2.508138,6.34996,2.668946,3.958684,7.02995,3,10,1,malignant
4.7759,1,1,1,2,1,2,1,1,benign
1,1,1,2,3,1,2,1,1,benign
1.988367,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,2.038538,1,1,1,benign
4,9.998397,9.429785,6.037728,4.64185,10,3,7.200413,1,malignant
2.828084,2.356345,1,7.160975,3,1,3,1,1,benign
5.373246,9.962072,10.293611,6.422049,8.194103,10,3.837892,10,1,malignant
2.711696,1,1,1,2,1,1,2.312889,1,benign
5.187868,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.191495,9.779399,8.167398,4.885085,3.823083,10,5.53904,10,3,malignant
4.514016,1,3.328594,1,2,1,1,1,1,benign
1,1,2.394085,1,2,1,1,1,1,benign
5.069723,1,1,2.955642,2,1,3,1,1,benign
9.726694,5.798727,2.622621,10.058314,3,4.021416,3,10,1,malignant
2.738771,2.245513,2,3.567094,4.112645,1,3,8.393234,1,benign
4.450307,1,1,1,2,1,2,1,1,benign
9.243192,6.919519,8.421029,9.861828,4.205884,6.511203,7.688446,4.212888,1,malignant
2.484591,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.193062,1,3.006921,1,2,1,3,1,1,benign
4,9.55698,6.151136,7.392468,4.699255,1,1,3.116479,1,benign
8.500874,1.877389,3.876567,2.864048,4.524421,10,3,1,3,malignant
4.820865,1,1,1,2,1,2,1,1,benign
4,1,3.801174,3.506126,3,6.919344,2,1,1,benign
7.107135,10.198466,8.798349,9.977,4.484528,10,9.563599,6.860144,3,malignant
9.082982,9.986237,11.435094,9.614927,3,1,7.637864,10,1,malignant
4,5.085441,3.772229,6.39159,4.059007,10,8.80879,10,1,benign
5.561521,10.091533,5.895619,5.511807,1,3.430507,1,2.838276,3,malignant
8.562486,2.621991,3.775055,2.904831,3,4.890982,7.617473,2.780909,3,malignant
8.10149,4.504623,6.81936,9.986593,4.096326,10,3,6.85532,1,malignant
5.224324,1,1,2,2,1,2,1,1,benign
10.044178,9.585779,9.713712,7.752063,6.804084,6.236896,9.954305,5.218586,1,malignant
5.47457,7.676541,5.724836,6.971725,4.542486,10,4.028038,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.251837,9.838242,8.462481,3.476624,4.283185,10,5.087011,8.689084,7.593981,malignant
2.568585,1,1,1,2,1,2,1,1,benign
8.682704,7.464108,10.210002,9.911605,4.92532,10,6.951537,5.796104,3,malignant
8.017602,2.938668,3.241297,3.170654,7.049175,10,3,1,3,malignant
8.506229,4.273952,6.753755,10.083771,7.791371,2.847381,3,3.474579,1,malignant
5.368304,3.008377,2.62978,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.345185,1,1,1,2,1,2,1,1,benign
2.416763,1,1,7.883434,2,2.863102,3,1.926888,1,benign
8.160573,7.098284,5.392654,7.634644,4.258558,2.313073,1,10,2.934573,malignant
2.951422,3.045209,2,2,2,1,2,2.087073,1,benign
8.705452,9.959679,3.205573,4.631409,7.748334,10,8.411789,2.92473,1,malignant
7.923713,9.71462,8.815341,10.157779,6.927743,10,8.740265,7.867298,1,malignant
5.40416,1,1,1,2,1.574585,3,1,1,benign
8.036439,5.174283,5.879466,5.17503,3,10,7.488714,10,2,malignant
1,1,1,2,2,2.148621,1,1,1,benign
4.890054,1,1,1,2,1,1,1,2,benign
11.14149,9.620271,5.413297,10.045159,4.735882,10,8.880051,10,1,malignant
3.828686,3.648293,3.742049,4.0806,2,1,3,1,1,benign
6.768172,1,2,1,2,6.103898,2,7.694169,1,malignant
9.779203,6.896208,4.964798,3.186566,4.001427,10,5.334182,5.51227,5.182579,malignant
5.190692,1,1,1,2,1,3,1,1,benign
8.077988,8.220768,6.901264,3.392232,4.324543,6.752893,10.799741,5.627613,1,malignant
10.549605,7.62783,9.49869,7.096729,7.111209,10,9.811471,10,9.224563,malignant
4.930007,1.882672,1,2,2,2.781711,5.170941,1,1,benign
4,10.214491,4.582671,10.06211,1,10,9.222741,7.722125,9.647659,malignant
2.365697,1,1,1,3,1,2,1,1,benign
5.243075,1,1,1,2,1,1,1,1,benign
8.991909,9.816637,8.551936,10.008088,9.77146,2.649919,10.083695,10,3,malignant
9.01173,9.879387,4.758377,9.82435,7.418068,10,3,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.762761,4.21269,3.414442,10.102024,5.048809,6.806876,7.482965,2.82283,1,malignant
2.439654,1,1,1,2,1,1,1,1,benign
9.049241,1,1,1,2,10,5.18013,5.068632,3,malignant
5.340555,1,1,6.671345,2,3.348137,1,1,1,benign
5.133913,1,3.641059,1,2,1,1,1,1,benign
7.265155,4.377477,6.206168,9.819273,8.345908,10,7.842737,4.081525,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.057113,1,1,3.611061,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.578798,1,1,1,2,1,2,1,1,benign
4,2.393587,3.087899,2,8.116277,10,9.352033,2.306403,3,malignant
8.717925,4.264266,3.413774,4.431616,4.918904,3.905182,9.559447,9.531969,1,malignant
1,1,3.312463,1,2,1,1,1,1,benign
1,1,1,3.514236,2,1,1,1,1,benign
2.945757,1,1,1,2,1,1,1,1,benign
1,1,2.941861,1,2,1,3.940672,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.012676,6.317019,4.982774,10.048958,4.232098,10,7.833523,10,1,malignant
8.724023,6.584249,6.26772,2.956285,4.23851,2.381578,8.072588,1,1,malignant
5.653243,1,1,1,2,1,2,1,1,benign
3.07565,4.001624,7.047668,1,5.010564,1,5.004001,5.428859,1,malignant
1,2.277972,2,1,1,1,1,1,1,benign
2.567857,9.990206,8.52479,9.988979,3,7.078531,3,10,5.191517,malignant
8.639033,4.08337,6.232295,9.513247,2,10,4.687926,5.23541,3.282654,malignant
4.918133,1,2,1,2,1,1,1,1,benign
4.713678,1,1,1,2,1,1,1,1,benign
6.780498,8.320524,3.516172,5.681017,4.739078,5.228378,2,7.282555,1,malignant
2.942653,1,1,1,2,1,2,1,1,benign
4.85348,6.982595,5.161124,3.177619,3,10,3,1,8.794471,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
4.627889,1,2,1,2,1,2,1,1,benign
5.161412,1,1,1,2,1,2,1,1,benign
2.038034,1,1,1,2,1,1,1,1,benign
5.337279,1,1,1,2,1,2,1,1,benign
1,1,4.049483,2.707891,2,2.811015,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.508952,1,1,2,2,1,3,2.674142,1,benign
1,1,1,1,1,1,1,1,1,benign
1,2.137705,1,1,1,1,2,1,1,benign
2.333116,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.160067,1,1,1,benign
1,2.887871,1,2,11.027184,3.453074,3,1,1,benign
2.719054,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
11.154219,9.833602,8.703319,10.124504,6.99919,1,8.826595,8.339708,1,malignant
5.232483,1,1,1,2,1,2,1,1,benign
10.019565,10.249248,9.644744,9.745259,7.255828,10,7.952566,3.81067,1,malignant
5.316163,3.372716,3.093239,1,2,1.716301,1,5.841576,1,benign
2.752317,7.001032,8.275784,6.666671,5.488077,10,9.246888,2.847892,3,malignant
1,1,1,1,1,1,3,1,1,benign
4.724885,1.865547,6.271923,9.921101,10.083232,10,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,7.901495,1,benign
4,1,2,1,2,1,1,1,1,benign
3.153205,1,1,1,2,1,1,1,1,benign
2.515503,1.720866,2,1,2,1,3,6.487137,1,benign
5.656456,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.991417,5.325955,9.23063,1,3,7.400038,8.341071,2.491093,8.402511,malignant
2.57707,1,1,1,2,2.258576,3,1,1,benign
2.331841,1,1,1,2,1,2,1,2,benign
4,3.559809,2.355988,4.631384,5.290564,10,2,4.511371,1,malignant
1.912456,1,1,1,2,1,1,1,1,benign
7.319544,2.74983,6.279816,10.150327,4.755339,10,4.261183,2.745056,3,malignant
8.198783,3.656096,5.977057,3.381249,3,1.833384,4.60735,1.783961,8.59217,malignant
1,2.657697,3.523808,2,2,1,1,1,1,benign
2.785522,1,1,2.85056,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.720717,1,1,1,2,1,1,1,1,benign
1,2.480913,2,2,2,1,3,2.513326,1,benign
10.287308,9.855799,9.048661,9.527216,7.876751,1,4.705606,7.963396,1,malignant
3.235262,3.639953,6.167501,3.448314,5.230564,4.546617,4.954947,5.578577,1,malignant
1,1,1,1,2,1,3,1,1,benign
10.266206,4.090211,3.799931,1,5.278278,2.806544,3,1.450563,1,malignant
5.728144,1,1,7.282067,3.999718,1,2,1,8.169292,malignant
1,2.920764,3.093408,5.343778,2,1,1,2.73345,1,benign
4,1,1,1,2,1,1,1,1,benign
4,2.882147,1,1,2,3.302666,2,1,1,benign
8.618643,10.108145,8.499348,1,6.937785,1,7.523761,3.033469,3,malignant
1,1,1,1,2,3.298028,2,1,1,benign
8.492556,2.324071,2,10.351514,2,10,3,10,2,malignant
1,1,1,1,3,1,3,1,1,benign
6.277245,1,1,1,2,1,2,1,1,benign
4,7.662564,8.481599,5.226179,4.985192,1,3,1,2,malignant
2.46293,1,1,1,2,1,1,1,1,benign
2.574932,2.845496,1,1,2,1,1,1,1,benign
3.140772,1,1,1,2,1,2,1,1,benign
1,1.486557,2.472446,1,4.56557,1,2,1,1,benign
5.391247,1,1,1,1,1,2,1,1,benign
1,2.59974,2,1,3,1,2,2.479322,1,benign
7.146181,10.33064,7.384016,9.674554,6.986667,5.931308,3,8.684734,3,malignant
8.123449,4.440042,2.649652,2,2,10,7.565191,10,2,malignant
2.195093,1,1,1,2,1,2,1,1,benign
5.270569,1,1,1,2,1,2,1,1,benign
3.554619,10.030541,8.354613,3.045632,3.904278,10,9.421238,10,1,malignant
2.320492,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.047978,1,1,1,2,2.81647,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.408724,1,1,1,2,1,3,1,1,benign
4.888683,3.822466,3.264545,1,6.650694,1,2,3.166236,1,benign
1,1,1,1,2,1,3,1,1,benign
5.284462,1,1,1,2,1,1,1,1,benign
5.104957,6.315024,8.589286,6.033073,4.213055,7.355897,6.161195,2.537404,3,malignant
5.239052,1,1,1,2,1,3,1,1,benign
6.275397,6.429538,2.38526,6.937657,4.659924,1,8.961812,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.822165,1,1,1,2,1,3,1,1,benign
4,2.646566,1,3.608197,3,1,2,1,1,benign
9.714793,10.299746,9.436397,3.925857,7.571391,2.61243,7.465288,10,5.307299,malignant
4.588932,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.431508,1,1,1,2,1,1,1,1,benign
3.070961,1,1,1,1,1,3,1,1,benign
5.396312,3.067597,10.367925,10.200998,3,10,5.689896,4.770465,10.172101,malignant
8.45137,5.100967,2.942999,9.847086,9.014461,10,5.665203,1.792052,3,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.803962,6.15417,10.434696,3.235374,4.48331,10,3,8.046691,2,malignant
1,2.225223,2,2,1,2.019381,3,1,1,benign
2.721219,2.444166,3.804708,1,2,2.497131,1,9.211099,1,benign
1,1,1,1,2,6.237897,1,1,1,benign
1,2.490641,2,2,2,1,3,1,1,benign
2.70502,1,2,3.201554,2,5.240154,2,1,1,benign
2.103879,1,1,1,2,3.131754,1,1,3,benign
2.245457,1,1,1,2,1,2,2.318976,1,benign
5.083946,9.567144,10.325165,6.040997,6.707999,10,8.599203,10,1,malignant
5.035397,1,1,2,2,1,1,1,1,benign
5.318048,9.736192,8.267264,10.058051,9.172613,10,8.143401,10,1,malignant
2.012383,3.716826,3.759755,6.781377,8.080387,10,4.473638,2.504728,1,malignant
4.75394,10.443264,9.773048,9.459774,3.322504,10,9.580351,2.503574,3,malignant
5.059447,9.566297,7.744251,6.526591,9.761238,5.984342,3,7.259951,6.077183,malignant
5.394389,4.493868,6.956771,1,6.431953,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4.835141,8.040175,8.864801,5.726675,4.926383,3.001134,7.440272,10,2,malignant
9.177507,7.079376,9.026812,7.803474,4.260504,10,4.631405,8.896424,1,malignant
2.808504,1,1,1,2,3.559753,1,1,1,benign
3.031218,1,1,1,2,1,2,1,1,benign
5.019529,2.51335,2,1,4.449312,1,2,2.21942,1,benign
2.494929,1,2,1,2,1,2,1,3,benign
4.269319,4.903884,1,1,7.958177,4.019885,4.212419,3.343733,1,benign
2.034166,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.026139,10.132734,9.186707,5.36386,6.567177,10,5.013721,10,1,malignant
2.185606,1,1,1,2,1,1,1,1,benign
2.804966,1,1,1,3,1,2,1,1,benign
4,6.118658,1,1,6.639261,1,3,8.525126,1,benign
4,5.308945,5.997424,6.79396,11.954706,1,2,4.910885,1,benign
4.607365,1,2,1,2,1,2,1,1,benign
7.401536,6.161245,3.152487,5.504732,3,5.805571,10.711066,10,8.99468,malignant
5.25484,10.177816,11.675815,10.027931,7.56996,10,3,10,1,malignant
1,1,1,1,2,1,3,2.470863,1,benign
5.297074,1,1,1,2,6.964908,1,1,1,benign
2.860731,1,1,1,2,1,3,1,1,benign
5.01471,7.992949,9.286038,5.996885,4.452957,8.5998,8.043073,8.626905,1,malignant
4,9.8286,9.463952,5.478214,7.862529,10,8.879725,5.45325,6.790199,malignant
5.192632,1,1,1,2,1,2,1,1,benign
2.459068,1,1,1,2,1,2,1,1,benign
4.31114,1,1,2,2,1,1,1,1,benign
7.884808,7.607326,6.100555,2.485204,6.865795,10,4.212283,6.815361,3,malignant
1,1,1,1,1,1,3,1,1,benign
2.145112,1,1,1,2,1,3,1,1,benign
8.733264,5.179998,2.693517,6.552334,3,10,4.50011,4.833961,1,malignant
2.529251,2.378483,2,3.378711,2,3.449275,1,1,1,benign
5.457597,3.857973,5.651195,3.705717,3,10,3.892053,7.786783,1,malignant
1,2.575897,1,9.608897,1,10,1,1,1,benign
5.32166,2.487979,3.359963,1,2,1,3.300408,5.697958,1,malignant
11.4725,4.08564,6.685847,5.927052,3,10,4.337975,4.853053,3,malignant
4,3.203046,2,1,2,1,1,1,1,benign
1,1,1,1,2,3.482915,3,1,1,benign
4.651514,4.450507,3.173523,9.779138,5.062836,6.517577,4.355214,3.238919,2,malignant
1,2.940874,6.764157,2.963828,3,1,2,1,1,benign
1,1,3.754718,1,2,1,3,1,1,benign
6.41354,1,1,1,2,1,2,1,1,benign
7.625623,10.006964,5.387751,9.937266,7.865731,10,6.864008,4.03184,4.768041,malignant
2.199434,2.904341,2,2,2,1,3,2.371925,1,benign
3.206223,1,1,3.591922,1,7.690121,1,1,1,benign
1,1,1,1,2,1,2,2.778829,1,benign
5.326782,1,1,1,2,3.431456,2,1,1,benign
8.063041,2.625049,3.415883,2,2,10,3,10,1,malignant
5.504558,9.50391,9.042435,8.840579,6.239628,10,9.271632,3.102052,1,malignant
9.45975,4.757982,4.521887,5.217575,2,5.387889,7.525365,1,3,malignant
10.288204,10.014923,1,9.571255,8.575171,10,10.68287,10,4.730437,malignant
7.923,4.488561,2.612741,1,4.99297,10,5.126395,5.833403,1,malignant
9.681334,2.647795,2,1,2,10,4.353549,5.191009,1,malignant
4.86948,1,1,1,2,1,1,1,1,benign
5.38965,1,1,1,2,2.988354,2,1,1,benign
6.830746,10.078166,9.134506,10.097713,4.333317,10,8.948334,8.617487,1,malignant
2.427791,1,1,1,1,1,2,1,1,benign
5.203046,1,1,2,2,3.843732,1,1,1,benign
5.562497,2.388099,2,1,2,8.867812,2,1,1,benign
4.781377,10.293431,8.627473,4.053295,7.966971,10,5.969619,10,1,malignant
4,10.236953,8.051676,8.0205,6.020452,3.679527,7.61811,6.898297,1,malignant
1,2.803824,1,3.593922,2,7.220129,1,1.912477,1,benign
1,3.7985,4.607958,6.498574,3.889315,10,4.300008,5.597206,1,malignant
4.910591,1,1,1,2,1,1,1,1,benign
3.098206,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.639084,7.16287,3.177972,6.385555,4.865609,4.341351,8.065453,8.873891,1,malignant
8.267657,7.749468,5.853119,8.389889,4.396479,10,6.082373,4.608735,1,malignant
2.561407,1,1,1,3,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.8709,9.945849,9.536704,6.160803,5.558542,10,7.341489,2.869488,8.816027,malignant
2.988441,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.309971,2.752486,3.475483,1,2,1,3.875432,1,1,malignant
1,1.98327,1,3.799391,2,1,3,1,1,benign
4.603928,1.879325,3.272483,3.345829,9.270329,8.717748,3,7.283767,6.24857,malignant
2.297354,2.434877,1,2,2,1,3,1,1,benign
4,2.030517,3.700818,1,3,1,2,1,1,benign
9.121647,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,4.0852,1,1,1,3,1,1,benign
10.053289,8.048588,9.581835,7.267503,4.676046,10,7.535977,8.972478,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.959315,7.484904,7.908365,6.997871,4.472979,2.798132,7.846632,1,1,malignant
4.747846,9.955894,7.835293,3.379246,5.107315,10,7.509448,10,1,malignant
4.862375,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.238857,9.689865,7.806498,2,3,10,4.820385,3.121599,1,malignant
4,6.927759,5.83477,1,10.149022,1.780143,5.537929,10,1,malignant
1.344984,4.499949,3.620644,1,2,1,3,1.87509,1,benign
2.678326,1,1,3.688465,2,1,1,1,1,benign
1.970676,4.998335,6.355558,1,2,1,3,2.091847,1,benign
3.106405,8.032159,6.089824,7.221421,8.808133,10,3.252563,5.491789,1,benign
8.755043,6.163128,5.259026,2.905609,3,7.426822,3,5.79295,5.526206,malignant
2.558962,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.381645,3.598555,2,8.162703,5.124452,2.136935,3,2.214304,1,benign
4.332641,9.750404,8.465447,2,9.374362,10,6.372191,8.344897,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.546435,2.192017,2,1,1,1,7.957266,1,1,benign
8.416779,5.130795,6.382318,7.145709,6.618918,10,8.034873,2.503441,1,malignant
3.274239,1,1,1,2,1,4.978016,1,2,benign
1,1,1,9.598526,2,4.208652,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.971354,2,1,1,benign
5.268814,3.946901,7.361633,3.076296,3,10,3.589952,7.917913,1,malignant
5.922831,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.66911,3.190006,2,2,2,4.808589,1,1,1,benign
5.207779,1,1,2.812644,2,1,3,1,1,benign
5.300447,1,1,2,2,1,2,1,1,benign
2.134489,1,1,1,2,1,1,1,1,benign
1,2.031144,1,3.568147,2,1,5.200615,1,1,benign
2.285652,1,1,1,2,1,1,1,1,benign
2.268251,2.239149,3.649018,1,2,1,3,1.66259,1,benign
9.613118,3.369015,2,3.06409,7.212459,7.41095,1,1,1,malignant
2.547436,1,6.256145,1,2,1,3,1,1,benign
2.729801,1,1,1,2,1,1,1,1,benign
5.365892,1,3.944462,1,2,1,2,1,1,benign
1,3.134994,3.04426,1,2,8.21868,7.103383,1,2,benign
5.077476,1,1,1,2,1,3,1,1,benign
4.457782,1.943988,1,1,2,2.562362,2,1,1,benign
3.356611,1,1,2,2,1,3,1,1,benign
1.986898,1,2.966408,1,2,1,1,1,1,benign
4,2.783203,3.083087,1,2,1,3.684177,4.99082,1,benign
10.651012,3.753497,6.824394,1,9.358293,10,4.653283,2.623554,3,malignant
4.31139,4.448055,4.068119,1,2,1,4.716534,2.315195,1,benign
2.208022,3.716643,5.956573,3.912978,8.736053,1,2,1,1,benign
8.402379,5.653272,8.630164,6.784192,2,7.819649,8.666626,10,8.112736,malignant
2.263896,1,1,1,1,1,2,1,1,benign
7.213888,9.732747,3.024688,5.047302,4.35619,3.718284,8.053767,2.041101,1,malignant
2.634175,1.990458,2,2,2,3.676872,3,1,1,benign
10.464606,7.262307,7.896016,2.986551,4.295094,10,7.734465,10,1,malignant
4,9.837651,10.722432,10.508817,6.972434,1,7.018005,10,5.691975,malignant
2.522991,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,3.201183,1,1,1,benign
9.432637,6.082239,8.277398,2.913577,4.831621,10.692537,9.14195,7.337756,1,malignant
1,1,1,1,1,1,1,1,1,benign
8.666226,10.124881,9.502641,10.244306,4.633843,1,6.560766,2.489858,3,malignant
7.830613,8.405473,5.85268,2,4.387213,7.406866,6.845526,5.693917,3,malignant
5.211122,1,1,6.268298,2,1,1,1,1,benign
4.770955,1,1,3.118612,2,1,2,3.607201,1,benign
1,1,1,2,1,1,3,1,1,benign
5.362366,1,1,1,2,1,3,1,1,benign
4,2.553326,1,1,3,1,1,1,1,benign
8.483218,6.552116,3.066381,3.564351,4.243133,10,7.239459,10,3,malignant
2.749713,2.763552,1,2,2,2.974926,5.496489,5.742479,1,benign
5.692576,6.91435,3.591749,2.827031,3,10,3,8.6413,1,malignant
1,1,3.597924,1,3,1,3,1,1,benign
7.602022,5.907532,6.40783,10.355348,2,5.673042,3,7.940455,3,malignant
7.277952,1,2,1,2,1,2,1,1,benign
3.023255,1,1,1,2,1,3,1,1,benign
8.752202,2.318207,2,1,6.835638,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,2.725258,2,2.455201,3,1,1,benign
1,1,1,1,1,1.710422,1,1,1,benign
10.679269,3.955797,6.843184,7.067457,3,10,3.724245,1.827531,2,malignant
1,1,1,1,2,1,1,1,1,benign
4.18832,1.387292,1,1,2,1,4.892417,1,1,benign
9.038198,4.112235,3.892232,2,2,10,7.856237,2.217571,1,malignant
4.908441,6.825805,6.628084,3.893559,7.400987,10,2,8.575479,1,malignant
4,10.01627,8.841817,6.924559,8.940126,8.318466,2.666767,10,1,malignant
5.188413,10.013539,9.486003,10.069202,3,10,7.619349,10,2,malignant
9.948787,6.93448,4.468983,10.214582,9.63069,10,4.988258,3.868864,9.650189,malignant
2.873858,1,1,1,2,1,3,1,1,benign
5.45365,2.677267,2,1,2,1,7.967485,2.836889,1,benign
5.325123,1,1,1,2,2.585797,1,1,1,benign
3.214861,2.670472,3.068533,1,2,6.025301,5.591175,1,1,malignant
2.947532,1,1,1,2,1,1,1,1,benign
6.038201,7.920913,3.236548,1,3,1,7.191364,4.890584,1,malignant
5.806172,1,1,1,2,1,3,1.682089,1,benign
2.367854,2.066105,3.943194,2,2,1,3.873374,1,1,benign
2.27956,10.180787,4.064765,3.439972,4.393863,10,6.977297,1,4.304178,malignant
2.686781,1,1,1,1,1,1,1,1,benign
2.811489,1,4.328471,5.206664,2,10,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.698694,4.561862,5.057276,2,8.128622,7.793109,3,2.352865,1,malignant
8.710178,7.198542,4.645248,2,6.009963,3.317616,8.82885,10,1,malignant
5.7373,1,1,1,2,1,3,1,1,benign
3.28056,1.99628,3.06089,2,2,1,1,2.757313,1,benign
1,1,2,3.138597,2,1,1,1,1,benign
5.104903,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.712152,1,1,1,2,6.672835,1,2.849305,1,benign
5.305057,7.175794,10.030004,8.363191,4.232319,9.073652,4.541549,1,1,malignant
1.94021,2.791291,2,3.107598,3.738955,1,2,5.627895,1,benign
5.568891,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.187133,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,2,2.666655,1,benign
4,9.980984,6.931271,3.624199,1,1,5.278939,4.846272,1,benign
2.904669,1.868918,2,1,2,1,1,1,1,benign
2.582325,2.098268,2.778565,3.377013,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.007928,1,1,1,2,1,1,1,1,benign
2.385492,1,1,1,2,1,1,1,1,benign
4,4.297987,6.349547,2,11.693003,5.299655,3,2.514457,1,malignant
8.528165,7.042972,10.222093,1,3,2.180449,3,1,8.867659,malignant
7.27853,9.810137,9.294404,7.634566,7.274779,1,5.835077,10,2,malignant
5.477169,1,1,1,2,1,3,1,1,benign
4.803278,9.966497,8.85445,3.431785,3,7.61897,7.206746,3.398886,1,malignant
4.91554,0.657116,3.015258,1,1,1,1,1,1,benign
1.716839,4.40001,4.758327,10.203626,2,10,5.642052,4.057235,2,malignant
2.514189,7.299112,7.165622,7.276057,3,4.547994,6.366469,7.752109,1,benign
1,1,1,4.239148,2,1,2,1,1,benign
4,1,2.514805,1,2,1,3,1,1,benign
3.455208,1,1,1,2,1,2,1,1,benign
10.07099,2.173137,2,1,2,10,3.63714,1,1,malignant
2.455946,1,1,1,2,1,1,1,2,benign
4,9.577631,6.595517,2,8.637787,10,4.991601,8.899947,3,malignant
5.088932,1,1,2.945115,2,1,3,1,1,benign
7.677535,2.15829,2,2,3,2.497257,4.869141,1,3,malignant
9.1711,9.891402,6.974075,1,5.297718,10,5.414393,10,1,malignant
5.629741,8.61478,10.56057,2.638148,8.347342,10,7.572658,10,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,2.28081,1,1,2,1,2,1,2,benign
8.395675,4.432562,3.172948,10.094326,3,10,3.67386,5.062777,1,malignant
2.735163,1,1,1,3,1,1,1,1,benign
5.077859,1,1,1,1,1,3,1,1,benign
10.644689,3.339675,6.883917,2,8.245189,3.412841,10.092151,1,4.783597,malignant
2.402493,1,1,1,2,1,1,1,1,benign
5.207024,1,1,1,2,1,3,1,1,benign
6.019005,1,1,1,2,1,1,1,1,benign
2.087945,1,1,2,2,1,3,1,1,benign
1.945647,2.860899,1,1,2,1,2,1,1,benign
9.710662,9.985659,8.663009,10.03408,8.906353,2.14346,7.748265,10,2,malignant
2.697785,1,1,1,3,1,1,1,1,benign
2.436195,1,1,1,2,2.21437,3,1,1,benign
5.756179,1,1,1,2,1,3,1,1,benign
9.198663,4.147133,5.701373,2,3,1.974904,3,1,1,malignant
9.688756,7.970614,9.118501,2,4.481391,10,8.626801,1,7.409522,malignant
1,1,1,1,2,1,1,1,1,benign
4,2.450955,2,2,2,1,3,1,1,benign
5.50514,1,3.358302,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.942521,1,1,1,2,1,1,1,4.901454,benign
4,4.422572,10.788102,6.615718,6.192296,6.436427,9.122539,1.813683,1,malignant
4,3.267025,2,9.784569,4.114542,10,6.542836,1,1,malignant
2.806315,1,1,1,2,1,1,1,1,benign
7.900731,2.939156,5.653575,1,3,7.391216,7.946198,1,3,malignant
4.819191,9.64739,9.566613,9.388603,4.957272,10,2,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.274813,1,1,2,2,1,3,1,1,benign
5.8253,4.559661,7.209169,3.143923,2,10,3,7.357348,8.076058,malignant
2.645046,1,1,1,3,1,1,1,1,benign
5.727353,2.33592,1,2,2,2.944132,4.764034,7.926132,2,benign
4.982689,1,1,1,2,1,2,1,1,benign
4.823376,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.965918,1,2,1,2,1,1,1,1,benign
5.925327,2.389484,2,1,2,1,1,1,1,benign
4.984445,1,1,1,2,1,2,1,1,benign
10.703852,4.775278,5.13846,2,2,10,3.91973,10,1,malignant
4.67599,1,1,1,2,1,2,1,1,benign
9.389977,1,1,1,1,2.435575,2,1,1,malignant
4.834698,1,1,1,2,1,1,4.812741,1,benign
1,1,1,1,2,1,3,1,1,benign
5.640434,5.368315,7.255091,9.965855,2,2.868094,4.30265,1,1,malignant
5.073046,1,1,1,2,1,2,2.3366,1,benign
4.476032,3.926719,6.836966,5.918102,2,10,9.262713,1,1,malignant
4,1,1,1,4.785767,1,2,2.944368,1,benign
7.771428,5.898168,6.951943,2,6.558318,7.93759,2,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.485115,7.055328,2.016153,1,4.296564,3.616202,8.002987,10,9.461086,malignant
2.470385,1,1,1,1,1,2,1,1,benign
9.054802,4.904364,5.347169,6.996246,2,10,3,2.619939,1,malignant
4,1,2,1,2,1,1,1,1,benign
6.191054,7.404851,8.641814,2,7.821895,5.902642,2,6.115984,1,malignant
2.999257,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.846584,7.710723,3.301864,7.43014,2,6.221299,7.877381,10,2,malignant
1.991791,1,1,1,2,1,1,1,1,benign
5.304102,10.104448,8.912276,3.199502,9.311476,1.805166,4.617833,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,4.245242,3.086421,2,3,1,7.2575,5.153498,1,benign
4.860293,1,1,1,1,1,1,1,1,benign
3.008246,2.279886,2,1,2,1,8.544555,1,1,benign
2.363767,1,1,1,6.375432,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.782768,1,1,1,2,1,6.035837,1,1,benign
9.19985,4.920275,5.707509,3.992751,4.133145,10,7.719326,8.405498,1,malignant
3.130829,1,2,1,2,1,1,1,1,benign
1.89482,1,1,1,2,4.160336,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.151612,1,1,4.122978,2,1,1,1.850588,1,benign
2.487985,1,2,1,3,1,1,1,1,benign
1.908795,1,1,1,1,1,1,1,2,benign
4,4.925727,5.557447,10.296031,2,10,3.886063,4.827706,1,malignant
5.687994,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,3.984923,1,3.120694,1,benign
4.923341,1,1,1,2,1,2,1,1,benign
5.412074,1,1,1,2,1,3,1,1,benign
5.054745,4.062205,4.144107,9.705163,2,10,8.48215,4.410812,7.730029,malignant
10.479267,9.823929,4.36144,5.646119,7.343558,4.619021,7.434934,10,6.609322,malignant
4,1,1,1,2,4.199599,2,1,1,benign
2.483574,1,1,1,2,1,3,1,1,benign
2.587874,1,3.462459,1,2,1,2,1,1,benign
5.220731,5.485472,4.314625,7.268402,2,2.530114,5.451881,7.314574,1,malignant
10.216591,6.989492,2.904633,9.740678,3,10,4.657047,8.310858,1,malignant
3.100371,1,1,1,4.654013,1,2,1,1,benign
2.889133,2.867382,2,1,2,1,1,1,8.798224,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.897622,8.007349,9.256307,6.152322,4.418391,2.568288,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.923385,10.05889,9.568158,9.467701,7.665298,10,7.248435,10,1,malignant
4,1,2,1,2,1,2,1,1,benign
2.948741,9.684867,11.030492,9.879177,4.426516,3.12156,4.459059,8.452454,1,malignant
2.722014,1,2,1,1,1,1,1,1,benign
9.277276,2.411857,1,1,2,1,2,1,1,benign
10.023961,8.31927,8.744117,1,7.688892,3.506145,7.7544,6.974993,1,malignant
2.252277,10.005123,9.355119,4.062743,9.258557,6.164969,3,6.498499,1,malignant
3.179685,1,2,1,2,1,2,1,1,benign
9.552538,9.9355,8.581177,6.409289,8.797955,10,8.905018,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.034763,2,2.776849,1,1,1,benign
5.274948,7.142477,9.652022,7.564261,5.372545,1,7.624441,10,3,malignant
9.742276,1,1,2,2,1,2,1,1,benign
2.451001,1,1,1,2,1,1,1,1,benign
4.898749,1,1,1,2,1,1,1,1,benign
4.534496,2.874595,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
9.384548,4.655873,3.419168,9.901519,4.211073,1,7.229842,2.546963,1,malignant
8.57051,7.398055,9.693439,2.984178,3,1,9.440091,7.857928,1,malignant
2.651346,1,3.902235,1,2,1,3,1.153076,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.461478,1,1,1,2,1,3,1,1,benign
2.329545,1,1,1,2,1,2,1,1,benign
2.665357,1,1,1,2,1,2,1,1,benign
1,2.93005,2,1,5.05682,1,3.417249,5.581717,1,benign
10.405102,10.060949,9.522463,3.035057,7.756281,10,3,2.295868,2,malignant
1,1,1,1,2,2.809515,2,1,1,benign
3.238798,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.770235,2.529435,3.35378,2.754559,2,10,3,1,1,malignant
1,2.778682,3.58541,2,2,2.143204,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.6878,2,1,3,5.319376,3,7.632838,1,malignant
4,9.934264,10.076221,1,7.956745,1,5.946112,10,3,malignant
9.050764,3.521443,5.693965,2.855571,10.178642,10,4.40373,3.626086,1,malignant
2.693869,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.068453,6.534165,10.107466,6.422451,2,2.766248,4.425029,8.32264,3,malignant
5.670063,3.237276,2,1,3,1,1,2.214053,1,benign
8.333848,4.69796,3.28237,1,12.340734,3.835998,3,10,4.564483,malignant
3.665084,3.217165,6.336232,6.148019,3,5.415867,3,10,2,malignant
5.890286,4.185825,3.039108,2,7.045387,10,8.08829,2.436031,1,malignant
10.506954,4.903343,7.020414,6.46872,3,10,3.792086,8.640017,6.592343,malignant
2.644564,1,1,1,2,3.504765,1,2.589069,1,benign
5.328825,1,1,1,2,1,3,1,1,benign
5.413834,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,2,benign
5.262464,4.080262,5.106847,5.065076,3.627953,10,2,1,2,malignant
1,1,1,1,1,1,1,1,1,benign
4.389367,6.663548,2.613315,6.328986,2,10,3.984273,4.94112,1,malignant
5.297039,1,1,1,5.102254,1,2,1,1,benign
2.922189,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.319141,1,1,1,2,1,2,1,1,benign
9.2326,2.376045,3.240107,4.144296,9.989494,9.004702,3.941157,7.839822,7.550446,malignant
5.566614,6.656407,5.501379,4.204116,4.11398,1,7.913792,7.563114,9.65237,malignant
5.272427,1,1,1,2,1,2,1,1,benign
9.953663,6.019112,8.794924,6.585052,3,10,4.860916,10,1,malignant
4.659233,1,1,1,1,1,1,1,1,benign
4.736908,1,1,2,3,3.110965,3,1,1,benign
2.610793,2.610838,2,1,3.728902,1,3,1,1,benign
4,1,2,1,2,1,3,1,3,benign
2.503147,1,1,1,2,1,1,1,1,benign
1,1,2,1,4.870762,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
4.934669,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.461928,1,1,1,2,1,1,2.123611,1,benign
2.25869,3.275384,2,7.618161,5.096755,1,1,3.771015,2,benign
1,1,1,2.925251,2,1,3,1,1,benign
1,2.370138,3.225989,5.955035,2,1,3,2.399099,1,benign
4,1,2,1,2,1,2,1,1,benign
5.164997,0.990591,1,1,1,1,1,1,1,benign
6.351077,7.750221,9.931315,2,3,1,7.642977,8.164448,1,malignant
2.248649,1,1,1,2,1,1,1,1,benign
5.513874,9.971071,8.681123,1,4.320986,10,9.416603,3.224395,9.148734,malignant
1,1,1,1,2,1,3,1,1,benign
11.003535,4.437767,3.924874,7.739557,3,10,3,7.142849,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.901029,2,3.029219,2,1,4.253162,1,1,benign
6.126317,5.109857,5.993077,3.347145,2,1.934992,3.991106,2.543191,1,malignant
8.305493,4.243741,6.206511,1,3,3.930508,7.612926,1,1,malignant
10.180591,4.649026,6.963182,9.637441,2,10,7.790701,7.084421,3,malignant
1,1,1,1,2,1,2,1,1,benign
10.34212,9.944702,9.069397,9.810872,4.618573,2.979126,9.956434,10,5.993275,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.356738,2,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.99603,10.218811,8.97026,3.619535,9.143911,10,5.400827,2.56838,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.089726,4.501245,6.834078,8.719217,2,10,3.171686,1.588735,7.310585,malignant
3.261224,10.051357,9.257245,3.549904,6.930778,10,3,2.078897,1,malignant
2.175606,1,1,1,2,1,3,1,2,benign
1,6.849352,6.186039,1,6.445203,6.462677,4.374364,4.509051,1,benign
5.510436,1,1,1,3,1,1,1,1,benign
7.994245,5.090266,3.006112,7.207813,10.312112,5.117209,7.579677,3.00368,1,malignant
1.915514,1,1,1,1,1,3.985145,1,1,benign
2.88669,1,1,1,2,1,1,1,1,benign
4.685585,10.285483,9.614792,6.146685,6.931103,10,6.870132,2.795509,1,malignant
10.42665,7.333022,8.323325,1,4.594269,2.776708,4.39463,7.594869,2,malignant
7.969191,4.099443,2.93584,2.990732,4.710683,10,5.055909,1,3,malignant
4,2.571032,3.259091,2,2,1,2,2.932622,1,benign
5.233217,6.636892,7.021166,6.955377,4.257345,1,8.031166,2.560962,6.429274,malignant
9.429672,9.75855,9.408161,9.815129,9.315587,10,8.974241,1,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,4.018504,1,1,1,benign
2.832517,1,1,1,1,1,1,1,1,benign
4,5.426868,5.094189,1,6.932983,5.559092,2.683648,4.973037,5.28822,malignant
5.979708,4.492017,6.143269,3.952648,3,3.38876,8.334046,3.152581,1,malignant
4.460489,4.145826,2,5.67,3,7.206084,8.062037,10,1,malignant
3.314157,1,1,1,2,1,2,1,1,benign
8.714808,10.003567,10.089677,2,4.068362,10,6.552829,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.366212,1,2,1,1,1,1,1,1,benign
4.842064,2.927862,4.105391,2,3,10,4.638532,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
7.306006,9.671142,9.320567,7.163485,8.153941,10,7.978862,6.68214,4.393633,malignant
5.000954,1,3.275698,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.635934,6.1671,2.957261,10.215649,8.860495,10,8.263383,5.299301,3,malignant
4.829991,1,1,1,1,1,1,1,1,benign
1,1,3.953277,1,1,1,2,1,1,benign
2.519801,1,1,1,2,1,2,1,1,benign
2.337475,1,1,2,2,1,3,1,1,benign
3.360448,1,1,1,1,1,3,1,1,benign
3.034935,1,1,1,1,1,2,1,1,benign
8.341673,6.401885,3.231544,3.403334,4.89427,10,7.838525,1,1,malignant
9.308893,7.139522,5.94919,2,7.143219,10,3,8.843941,1,malignant
2.48994,1,2,1,2,1,3,1,1,benign
2.978064,1,1,1,2,1,1,1,1,benign
5.154905,1,4.346749,1,2,1,2,1,1,benign
5.040523,1,1,1,1,1,3,1,1,benign
4.994667,3.400817,2,1,9.953261,8.335853,1,5.099113,1,malignant
2.856171,1,2.853764,1,2,1,2,1,1,benign
1,1.940348,2,1,2,1,2,1,1,benign
5.602823,2.86034,2,2,3,1,2,2.819315,1,benign
8.708056,7.236694,6.839982,2,4.926811,10,8.829227,2.092071,5.063721,malignant
2.62272,2.917302,2,1,2,1,1,1.893949,1,benign
2.988114,1,1,1,1,3.091019,2,3.024911,1,benign
10.106163,9.852035,2,2,4.638429,10,7.864729,7.990814,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,6.824746,3.599615,7.977083,4.29023,2.025233,7.909626,10,6.17946,malignant
5.431314,1,1,1,2,1,3,1,1,benign
4.877394,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.411741,1,1,1,2,1,1,1,1,benign
9.001289,9.834345,9.285023,5.4787,3.035757,10,4.951418,10,1,malignant
5.234601,1,1,1,1,1,3,1,9.985432,benign
3.07794,1,1,1,2,1,2,1,1,benign
5.21658,9.795162,5.756911,6.374811,4.316709,10,5.028836,7.207311,3,malignant
4,4.417692,2.714044,1,5.357613,10,5.260665,8.762308,5.435971,malignant
4.394471,4.375147,2.687599,7.301929,9.565968,10,6.432597,1,7.317182,malignant
3.228464,2.785723,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.21294,1,4.00421,2,1,1,3,1,1,benign
1.555409,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.170104,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.978764,1,1,1,2,1,2,1,1,benign
1.351798,2.252379,4.404335,1,2,2.005459,1,1,3,malignant
1,1,2.892295,1,2,1,1,1,1,benign
4.921602,3.696202,5.788052,9.793677,4.700638,10,6.359459,1,1,malignant
5.012761,6.11656,7.321546,10.561017,3,10,7.209095,1,1,malignant
5.277296,1,2,1,2,1,3,1,1,benign
2.975818,1,1,1,2,1,3,1,1,benign
4,1.997056,3.203542,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.203118,2.736184,2,1,3,1,1,1,1,benign
5.284639,1,1,1,6.312307,1,3,1,1,benign
2.176111,1,1,2,2,1,2,1,1,benign
9.312411,3.873787,5.670182,3.791479,4.344118,1,8.574905,3.013916,1,malignant
1,9.966952,5.983579,4.48331,6.729007,6.932242,7.833942,4.922448,5.311543,malignant
1,2.499265,2,3.454255,2,1,3,1,1,benign
5.23987,2.912881,1,3.246205,2,2.171506,1,1,1,benign
5.866068,10.078261,6.03203,2,5.661956,10,7.775964,10,1,malignant
3.141029,4.043532,2,3.20733,8.291255,1,1,2.432713,1,benign
1,4.510634,6.585252,2,8.115975,2.497195,1,3.114695,1,benign
4.698919,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.219329,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,3.065939,3.087595,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.860201,1,1,2,2,1,2,1,1,benign
2.689414,2.203564,3.317226,7.283646,1,8.146862,7.588408,1,1,malignant
5.12954,1,1,1,6.935288,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.29337,1,1,1,2,1,1,1,1,benign
2.738803,2.694429,3.447924,7.385423,3,10,3,2.449582,1,malignant
3.293229,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,5.318473,1,1,benign
2.999387,2.45445,2,2,2,1,3,1,1,benign
3.301571,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,9.231864,benign
4,3.532631,5.376797,9.869249,4.371689,2.612597,5.526786,7.818751,2,malignant
5.077237,2.708623,2.862975,1,3,3.372275,6.940033,10,1,malignant
1,1,1,2,2,2.522881,2,1,1,benign
5.047655,10.124368,6.379197,9.704615,5.586069,10,6.910669,10,1,malignant
7.241409,9.788057,9.508119,10.43722,6.354627,10,2,10,1,malignant
3.133474,2.42695,3.757348,1,2,2.845166,2,2.8111,1,benign
4.909149,9.280984,9.643421,9.504462,7.221792,10,3.040554,2.43772,1,malignant
6.175566,1,1,1,2,1,2,1,1,benign
6.00069,7.804098,2.764032,5.628414,3,8.389184,3,1,1,malignant
5.344029,6.122867,5.502805,10.340451,7.077963,10,4.664275,1,7.460281,malignant
1.938488,1,1,1,2,1,3,1,1,benign
3.706593,1,3.585986,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.939379,2.401467,7.226025,2,6.444868,3.274646,3,1,1,malignant
2.420461,1,1,1,2,1,1,1,1,benign
8.099124,5.190158,5.152441,1,2,10,5.641591,1.852526,1,malignant
1.96818,1,1,1,3.922537,1,3,1,1,benign
7.065671,9.615718,9.36544,9.850829,3,10,4.388409,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.494584,2.27243,2.656714,2,2,1,3.925579,2.400317,1,benign
5.068575,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.526627,9.838633,6.220381,3.149264,6.101915,2.73886,9.673573,10,1,malignant
1,1,1,1,2,1,2,1,5.1459,benign
5.284375,1,1,1,2,1,1,1,1,benign
5.617158,5.108421,5.778688,10.028311,4.038262,1,7.836234,3.079079,3,malignant
9.378756,7.268732,2.412555,10.320458,5.431997,1,2,2.339319,8.550138,malignant
4,1,1,1,2,1,3,1,1,benign
9.597306,10.022341,9.472528,10.186699,3.763324,10,8.031861,2.190298,1,malignant
5.49108,1,1,1,2,1,3,1,1,benign
5.180577,2.293114,1,1,2,1,1,2.719577,1,benign
2.685507,1,1,1,2,1,3,2.728809,1,benign
1,1,2,3.370515,2,1,2,1,1,benign
2.965468,1,1,1,2,1,1,1,1,benign
4,8.40832,9.134696,5.930405,7.007969,1,3,7.526717,3,malignant
1,2.188785,2,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.717181,1,1,2,3,1,1,3.092777,1,benign
1,1,1,1,1,1,2,1,1,benign
4.915607,1,1,1,1,1,2,1,1,benign
5.39618,9.451742,8.073082,10.029926,8.001003,10,5.283299,10,1,malignant
1,1,1,1,2,1,1,2.580212,1,benign
4.17933,9.58557,9.925059,9.947141,10.398671,10,7.084953,2.952227,1,malignant
9.933889,9.87899,2.846942,3.102382,6.992514,10,3,10,3,malignant
10.251173,4.434136,6.033496,7.837564,3,10,4.750738,7.009617,1,malignant
5.237265,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,2.1173,1,benign
1,1,1,1,3,1,3,1,1,benign
4.948391,10.190657,7.899647,3.259779,3,10,4.048815,6.817957,5.360005,malignant
5.528665,1.505137,3.604735,10.155473,2,5.404304,2,1,1,benign
5.265789,7.356644,7.920942,5.190881,4.234856,6.714886,6.050498,1,1,malignant
8.744638,9.64578,10.789129,7.822395,3,10,8.120543,8.547028,2,malignant
4.37471,1,1,3.982694,2,2.148071,1,1,1,benign
3.156452,1,1,1,2,1,3,1,2,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.744802,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.25414,1,3.24649,1,2,2.261984,1,1,1,benign
5.94711,1,3.124215,3.990922,4.470001,10,2,1,1,malignant
9.263953,8.183865,7.86186,8.480338,4.222031,2.478217,8.736968,4.610927,1,malignant
8.392628,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.560799,1,1,4.002899,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.242218,1,1,1,2,1,3,1,1,benign
2.099527,1.510453,2,2.754338,3,1,2,3.05512,1,benign
10.472304,4.351701,2.838689,9.518987,2,10,4.138744,1,1,malignant
1,1,1,1,1,1,1,1,1,benign
4,8.487066,2.700354,9.746865,4.373104,10,6.529083,1,3,malignant
8.796255,9.56422,2,3.700842,3.476522,3.35742,5.467809,10,1,malignant
4.776507,1,1,3.215302,2,1.787526,3,1,1,benign
2.822898,1,1,2,2,1,2,1,1,benign
5.076086,2.923363,1,1,2,1,2,1,1,benign
2.216706,2.339738,2,1.688008,2,4.531099,3,1,1,benign
2.067471,2.910908,3.126935,1,2,1,3,3.523182,1,benign
1,4.917379,2,4.127657,7.480046,1.859381,8.211824,2.16969,1,benign
1,1,1,1,2,1,2,1,1,benign
6.775336,2.627272,5.519573,1,3,2.306509,3,10,5.09428,malignant
5.271461,1,1,1,2,1,3,1,1,benign
1,5.970401,3.280915,7.616959,6.441454,6.062993,3,10,1,malignant
3.472247,1,1,1,1,6.955172,2,1,1,benign
7.500495,5.541368,6.764256,10.094887,3,10,5.672733,10,1,malignant
5.597626,2.397982,1,1,2,1,1,1,1,benign
2.623889,1,1,1,2,1,2,1,1,benign
7.5916,4.500253,3.299322,7.20778,4.760716,10,3,9.203326,1,malignant
2.350782,1,1,1,2,1,1,1,2,benign
4.074449,1,1,1,2,3.129641,2,1,1,benign
5.12728,6.956698,5.049826,8.109612,5.160128,10,4.432658,7.940725,3,malignant
4,1,1,1,2,1,2,1,1,benign
4.665554,1,1,3.269353,2,1,1,1,1,benign
5.350565,9.737194,6.248988,9.913109,4.762044,10,8.068375,6.857544,1,malignant
8.138338,5.056306,2.514884,2,3,3.925466,2,2.349016,10.579112,malignant
5.152642,2.505543,3.800711,4.70934,6.578932,10,8.588371,4.479954,4.710424,malignant
4,1,1,1,2,1,2,1,1,benign
3.257826,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.576793,1,1,1,1,1,1,1,1,benign
4.01118,10.153346,8.490905,9.963541,8.247215,10,7.109958,10,3,malignant
5.349103,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.550921,5.991219,9.077804,8.534639,7.85927,10,6.156396,4.132435,3,malignant
4,2.150881,2,1,2,7.918912,1,1,1,benign
2.529286,1,1,3.86153,1,2.20451,2,1,1,benign
8.863164,7.211921,6.843402,7.566686,4.558166,8.669334,8.21683,7.216639,6.852441,malignant
4,1.655204,2,1,2,3.714887,2,2.265299,1,benign
2.054656,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.19475,1,1,1,3,7.774735,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.853065,1,2,7.541115,4.00593,2.720749,1,10,5.880214,malignant
2.829254,1,2.887214,1,1,1,3,1,1,benign
2.003739,1,1,1,2,1,2,1,1,benign
7.592605,10.227556,8.238878,6.382942,3,6.817754,5.057863,9.258013,2,malignant
5.364344,7.229764,5.116584,2,7.614766,4.845986,5.113969,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.167624,6.670835,9.351449,9.883787,5.000447,10,7.777788,10,1,malignant
5.33534,1,1,1,2,1,1,1,1,benign
1,1,1,3.334375,2,2.508799,3,1,1,benign
4,1,1,4.134452,2,1,2,1,1,benign
9.323861,5.387634,6.678253,9.596514,2,5.663313,7.47086,4.030354,1,malignant
1,1,3.393949,1,2,1,3,1,2,benign
1.949856,1,3.384736,1,2,1,2,1,1,benign
9.407722,9.98565,9.768042,4.415128,4.284247,10,7.525724,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.082866,1,1,1,2,1,2,1,1,benign
8.032175,2.13986,3.457386,1,4.682084,10,4.25927,1,1,malignant
10.542699,4.264851,4.649503,9.5991,2,10,7.409987,4.282474,1,malignant
9.870991,4.448206,8.056713,1,2,3.124942,2,2.603553,1,malignant
2.470598,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.208359,7.150816,7.98498,5.696806,3,10,3,10,1,malignant
2.955092,1,1,1,2,1,1,1,1,benign
4.859515,1,1,1,1,1,2,1,1,benign
2.405393,1,1,2.52078,2,2.566698,2,1,1,benign
4,1,3.611314,1,3,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.936346,9.695309,4.074149,5.218654,8.264083,10.320483,8.639954,10,9.135177,malignant
8.63713,7.220237,10.528666,3.270733,4.321105,10,8.557961,5.751078,4.31209,malignant
8.805855,6.637815,10.874365,6.203122,3.918903,10,5.03394,10,3,malignant
5.041311,1,1,3.643677,2,2.600114,3,1.967349,1,benign
4.547304,4.369806,6.009996,9.651766,3,10,3,4.220111,1,malignant
2.833932,1,1,1,2,1,3,1,1,benign
9.358457,9.507195,8.863705,10.091261,5.956487,10,6.631395,1,1,malignant
4.950276,1,1,1,2,1,2,2.656468,1,benign
1,1.880513,2,1,2,1,3,1,1,benign
6.037265,10.01787,9.184364,2.880699,6.448987,7.638871,2,4.830287,6.799689,malignant
4,10.220132,10.135473,1,7.99259,10,6.717449,5.941747,3,malignant
9.836655,10.186113,8.601506,10.137972,5.870771,10,3,10,1,malignant
2.542243,1,1,1,2,1,2,1,1,benign
2.871423,1,2,1,2,1,2,1,1,benign
10.30865,2.123683,3.698952,1,3,1,3,1,2,malignant
9.685814,4.199656,7.114645,2.954524,4.950275,6.184927,4.2618,5.572891,1,malignant
4,2.255625,2,2,2,1,1,2.538826,1,benign
5.252151,10.113525,9.130315,9.543236,7.670982,10,9.533505,2.458509,7.443518,malignant
2.256635,1,1,1,2,1,3,1,1,benign
5.207595,2.198402,2,2.490918,4.969175,10,2,1,3,malignant
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.921048,1,1,1,2,1,1,1,1,benign
10.870899,3.999276,5.4633,9.49051,2,10,4.740444,10,1,malignant
9.2981,10.227139,9.122815,10.096425,5.049366,10,5.229552,1,1,malignant
4.762383,1,1,1,2,1,5.218751,1,1,benign
5.717975,4.303944,5.916212,9.677284,3,10,7.550175,1,3,malignant
5.662533,6.468513,9.638553,3.080049,3,10,7.717046,5.099434,1,malignant
6.36941,5.432934,11.481538,3.660571,3.672039,5.359771,3.859389,6.24747,4.628045,malignant
4,1,1,1,2,1,2,1,1,benign
3.057714,1,1,1,2,1,3,1,1,benign
2.815729,1,2,1,2,1,1,1,1,benign
5.184273,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.007945,3,1,1,benign
5.20166,10.143495,11.398715,10.089615,6.462351,10,7.714668,1,4.39729,malignant
4,1,1,1,2,1,2,1,1,benign
4.541364,1,1,1,2,1,2,1,1,benign
2.278939,3.31185,1,2,2,1,3,1,1,benign
8.130232,3.005853,3.066509,3.860204,3,8.431555,4.603402,7.933196,1,malignant
4.714116,3.094293,3.00875,1,2,1,2,2.004608,1,benign
2.110111,9.550249,9.335732,10.098254,7.989668,10,4.956035,3.425345,9.691895,malignant
4.963472,4.077917,6.037505,3.448475,2,1,2,10,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.240575,9.61826,7.919917,3.18966,7.965571,2.261597,7.495697,10,2,malignant
5.478311,1,1,1,2,1,1,1,1,benign
4.855819,1,2,1,2,1,2,1,1,benign
7.281044,2.813529,5.057397,4.189554,4.969898,10,5.184003,1,1,malignant
8.73668,2.330491,6.748072,2,2,10,3,1,2,malignant
8.855648,9.770786,7.883843,8.965326,6.073352,1,7.318614,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.033165,1,1,1,2,1,2,1,1,benign
5.619509,7.862982,6.251575,9.678146,4.464941,10,8.57614,10,2,malignant
1,1,1,2,2,3.028734,1,1,1,benign
5.412431,3.177056,3.894101,1,3,5.245028,3,1,1,malignant
8.481791,7.016705,10.4227,2,9.741952,10,6.268777,8.067776,1,malignant
2.835608,1,1,1,3,1,1,1,1,benign
1.89496,1,1,1,2,1,3,1,1,benign
9.831429,5.189129,5.156137,9.825291,3.82044,1.913154,2,6.853528,3,malignant
1.313028,1,3.797774,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,2.705571,1,benign
8.801068,6.522867,3.651317,6.512527,4.527344,10,5.376572,6.985726,1,malignant
4.602907,6.295461,7.035555,7.614349,4.825136,3.443519,7.329004,10,4.97548,malignant
7.708255,4.149565,3.885919,2,3.939185,10,8.189561,5.928517,3,malignant
7.946622,4.30566,5.197226,9.617802,3,2.703903,8.293056,4.892007,2,malignant
2.738475,1,1,1,2,1,1,2.523629,1,benign
5.710478,10.12075,9.965898,10.120489,8.898459,2.063616,7.071558,9.032223,3.262849,malignant
9.407049,7.056517,6.668149,9.892914,3.260316,10,4.04952,6.409453,1,malignant
4.951068,1,1,1,2,1,1,1,1,benign
10.512384,1,1,1,2,3.783646,2,1,1,benign
4,1,1,2,1,1,2,1,1,benign
4,1,1,1,2,1,3,1.989966,1,benign
1.826162,1,2,1,2,1,3,1,1,benign
5.442105,7.446903,4.960213,2,2,6.712231,6.604257,5.637847,1,malignant
10.315201,7.512614,10.121087,9.816306,5.115402,2.858311,3,1,1,malignant
2.676915,2.500639,3.665398,1,2,1,2,1,1,benign
5.364813,1,1,1,2,5.956677,2,1,1,benign
4.819204,10.178864,9.901837,9.625616,4.851118,10,8.002747,8.786008,6.33594,malignant
3.229373,2.19868,1,1,3,1,2,2.829519,1,benign
4.898023,3.621724,4.677882,10.348713,1,10,2,5.879558,1,malignant
4,3.020087,3.11911,2,2,1,2,1.90392,1,benign
8.585729,1.96589,6.475801,1,3,3.114503,3,3.893137,1,malignant
4.884334,2.5237,3.142272,1,4.699455,10,3,8.976117,5.869299,malignant
1,1,3.711627,1,2,1,2,3.023418,1,benign
5.630081,10.593566,10.176057,10.123156,5.431218,10,7.424871,8.291623,1,malignant
4.98347,1,1,1,2,1,1,3.158258,1,benign
1,2.149577,3.954818,1,2,1,2,1,1,benign
1,1.69371,1,2,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.133128,1,1,1,2,1,1,1,1,benign
4.792999,1,1,1,2,1,2,1,1,benign
4.802917,8.147422,5.415213,9.832852,6.650075,2.956723,7.003793,2.871859,1,malignant
4,1,1,1,2,1,2,1,1,benign
3.049153,3.074438,4.256987,1,2,1,7.486367,6.226451,1,benign
5.138523,1,2.720555,1,2,1,3,1,1,benign
7.643884,4.281796,4.428603,2,4.104716,10,4.31396,2.552347,1,malignant
4,4.612466,3.879807,6.04085,4.3049,3.505128,2,8.022393,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.435493,1,1,3.166617,2,3.941911,3,1,1,benign
4,4.334675,6.506606,2,8.771278,10,7.972619,7.536711,4.270714,malignant
3.284115,3.01794,2,1,2,1,1,1,1,benign
2.622139,1,1,1,2,1,1,1,1,benign
4.49388,2.858867,2.791282,2.910383,10.53035,10,2,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.819245,1,1,1,2,1,2,1,1,benign
2.881733,2.330909,2,2,2,1,3,4.270532,1,benign
8.434761,9.846512,8.54492,9.770044,3.83468,1,8.345844,10,6.60253,malignant
3.914941,1,1,1,2,1,1,1,1,benign
9.816375,9.884377,9.999202,9.909685,10.879603,10,8.772893,2.367852,1,malignant
3.355499,1,1,1,2,2.132429,2,1,1,benign
4.853884,1,3.173526,1,1,1,2,1,1,benign
5.164018,1,2,1,2,1,1,1,1,benign
5.230936,1,1,1,2,1,1,1,1,benign
4.914496,1.61052,2.456239,3.570174,7.84407,10,3,1,3,malignant
3.375867,1,1,1,2,4.228213,3,1,1,benign
3.180965,1,1,2.854626,1,2.678862,1,1,1,benign
9.649775,7.428102,5.911419,9.802911,11.212842,10,4.344189,5.269997,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.16303,2.473428,3.380619,1,2,1,1,1,9.019438,benign
5.105888,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.744599,3.184979,3.061529,5.517853,3,10,3,4.313456,1,malignant
4.877337,1,1,1,2,1,1,1,1,benign
4.951121,3.79836,6.4043,3.121059,2,8.733345,8.210042,7.600655,1,malignant
2.419082,4.265253,5.988783,9.673234,3,1,1,1,1,benign
5.094781,7.562008,9.795143,8.152777,4.48524,8.780756,10.728233,5.926416,1,malignant
2.945417,1,1,1,3,1,1,1,1,benign
8.135968,9.631767,3.88983,6.983689,8.929502,7.835399,8.858963,10,2,malignant
3.295132,2.211678,2,1,1,1,2,1,1,benign
2.458438,2.492773,3.880343,1,2,1,2,1,1,benign
5.630075,2.559918,2.582426,1,2,1,3,2.592473,1,benign
5.159926,1,3.72053,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.319344,1,1,1,2,1,2,2.344839,1,benign
4,1,4.190598,1,2,1,2,1,1,benign
8.982532,5.124592,6.803712,6.170882,4.621349,10,5.052709,10,1,malignant
5.430276,1,1,1,5.674473,1,2,1,1,benign
4,2.822637,2,1,2,1,1,1,1,benign
5.380921,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.119033,1,1,1,1,1,1,benign
1,1,1,1,2,4.174567,2,1,1,benign
9.406156,6.43148,3.571462,9.651882,3.910779,10,1,1,1,malignant
5.229182,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1.76146,1,3.326013,2,2,1,3,1,1,benign
4.871946,6.886878,7.339388,3.489161,4.917484,5.085059,3,10,3,malignant
5.708667,1,1,1,2,3.379376,1,1,1,benign
2.8384,2.45803,1,3.450058,2,2.377542,1,2.240211,1,benign
4,1,2.100934,1,2,1,1,1,1,benign
7.731142,4.670783,6.875606,3.384816,3,7.137336,4.949885,1,7.162555,malignant
4.944939,1.908645,2,1,3,1,9.258072,1,10.561059,malignant
10.187451,6.510613,8.612014,9.510222,8.347247,10,7.118303,8.683746,8.693723,malignant
7.99758,4.374708,2.865281,1,7.183193,10,6.445492,1.405676,9.76857,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.736841,4.65131,4.028915,9.738075,3.801418,6.179417,5.883203,7.43856,1,malignant
2.056304,1,1,2,2,1,1,1,1,benign
2.737697,1,1,1,2,1,3,1,1,benign
9.121417,10.152876,8.519624,2,8.400261,7.800756,3.717273,8.00826,1,malignant
6.256556,7.987631,3.477678,3.458377,2,7.624071,2,4.987277,1,malignant
3.003518,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.832812,1,benign
1,1,1,1,2,1,2,1,1,benign
3.389094,9.858105,8.903921,10.024649,8.283674,10,8.302862,10,1,malignant
1,9.697928,6.677752,1,3,10,7.756643,10,2,malignant
5.350067,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.159239,9.965895,8.090811,9.988245,7.535697,10,10.13595,3.201588,2,malignant
9.004407,6.842843,8.654206,3.383401,4.745848,10,4.980914,1,3,malignant
7.402029,9.850847,8.672189,7.089582,6.883678,1.941451,6.558079,5.681911,1,malignant
5.176196,1,1,1,2,1,3,1,1,benign
5.182056,1,1,1,6.224308,1,1,1,1,benign
5.16172,8.011082,10.842161,9.682934,3,8.099332,8.845504,1,1,malignant
5.200361,1,1,1,3,1,2,2.224969,1,benign
2.736656,1,1,1,2,1,2,1,1,benign
5.601933,6.473442,6.658684,6.137943,3,5.576837,3.57217,8.86791,1,malignant
1,4.550144,3.062874,3.828048,3,8.170551,9.901796,8.546373,1,benign
7.51309,7.716467,6.890508,9.515415,5.45367,3.350089,5.361182,8.684838,3,malignant
6.192156,1,3.591068,1,2,1,1,2.073049,1,benign
4.656327,6.599907,1,5.799269,3,8.027634,8.885445,5.992895,1,malignant
5.314927,7.780205,6.129818,2,9.988593,5.820455,4.972761,8.927278,8.08248,malignant
7.636462,10.114212,5.24826,10.271333,7.527902,10,7.798311,10,1,malignant
4,2.18041,1,1,2,1,2,1,2,benign
3.141413,1.869489,2,2,1,1,3,1,1,benign
4,3.158643,2,1,1,1,2,1,1,benign
2.180365,1,1,1,2,1,2,1,2,benign
10.981444,6.633316,6.050178,3.174349,3.990692,10,8.540392,8.440354,1,malignant
7.821806,9.833377,9.791612,7.593298,8.132416,1.620634,8.983311,7.738991,1,malignant
2.809851,1,1,1,2,1,3,1,1,benign
10.054888,5.678424,5.511884,9.820721,4.750928,10,3,1,1,malignant
9.525019,9.919114,11.139592,6.910304,9.05935,3.147489,6.407319,5.194022,1,malignant
2.70545,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
8.335542,5.517713,9.541581,2.464631,4.592677,2.594096,3,5.196531,1,malignant
2.143215,10.056606,9.981881,9.777107,7.213184,10,8.459113,10,1,malignant
1,1,1,1,2,1,1,1,3,benign
1,1,1,1,2,1,3,1,1,benign
4,2.393371,6.274268,2,2,3.416535,1,1,1,malignant
8.038129,9.999252,6.066436,10.096117,8.004626,10,6.956672,5.81238,1,malignant
3.230891,8.008746,9.700425,2,4.612785,10,5.087855,10,4.891478,malignant
5.139902,4.202505,6.478031,6.39549,7.021906,1,3,7.014194,1,malignant
4,1,1,1,1,2.353083,1,1,1,benign
2.723113,1,1,1,2,1,1,1,1,benign
7.399636,7.474871,8.095588,3.069085,5.914405,3.521294,9.757239,7.340235,1,malignant
4,6.278865,6.905924,1,9.006381,1,3,8.026918,1,benign
2.662508,1.868242,2,1,2,1,1,9.922062,1,benign
4,1,1,2.793018,2,1,1,1,1,benign
5.633325,3.302719,2,1,3.950516,1,2,1,1,benign
6.506706,3.970936,5.912315,2,4.197482,6.961964,9.585045,1,1,malignant
4.726578,1,1,1,1,1,3,1,1,benign
3.226073,4.910651,5.167673,4.108129,6.666928,10,5.948423,3.082122,1,malignant
5.307254,1,1,1,2,1,1,1,1,benign
5.089811,1,1,1,3,1,3,1,1,benign
10.079367,4.56657,2.669617,10.535355,4.636019,10,4.531932,3.063384,1,malignant
2.44493,2.119942,3.922978,1,5.126663,1,1,7.923271,1,benign
1,1,1,1,3,1,1,1,1,benign
4,1,2,2,2,1,1,1,2,benign
2.385993,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,10,1,1,1,benign
4,3.803402,3.153826,1,4.151455,1,1,2.662447,1,benign
4,2.053156,1,4.027861,2,1,1,4.875607,1,benign
4,1,1,2,2,1,1,2.564664,1,benign
4,1,1,1,2,1,2,1,1,benign
4.914068,1,1,1,2,1,2,1,1,benign
5.11275,7.371673,4.41394,2,3.291337,10,4.226802,8.46245,3,malignant
4.788394,4.324277,2.916073,6.559813,2,9.237796,4.490072,8.878413,1,malignant
2.356373,1,1,1,2,1,2,1,1,benign
2.508465,1,1,1,2,1,2,1,1,benign
5.194857,1,1,1,4.199915,5.733462,1,1,1,benign
5.847179,6.635789,6.148836,9.965126,7.678746,10,4.296222,7.653875,1,malignant
5.237747,1,1,4.57665,2,3.794642,2,1,1,benign
2.641677,1,1,1,3,1,3,1,1,benign
5.10644,1,1,1,2,1,2,1,1,benign
8.685531,5.171196,3.011709,6.792953,2,10,9.001735,2.089805,3,malignant
1,1,3.776627,2,1,1,2,1,1,benign
9.265375,10.055432,8.353993,9.969749,4.752744,3.474809,10.507357,10,1,malignant
2.465209,1,1,1,2,1,1,1,1,benign
3.250113,1,1,3.862484,2,1,1,1,1,benign
1,1,1,1,2,3.276128,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,3.736963,2.906579,5.16366,7.240551,7.646575,5.426771,6.444042,1,benign
10.466109,7.25864,8.150346,1,4.647201,10,8.678212,10,1,malignant
1,1,2,1,2,1,1,1,1,benign
5.077464,1,1,1,2,1,3,1,2,benign
1,2.815334,1,5.065903,1,6.888683,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4.594342,1,1,1,2,1,3,2.37824,1,benign
8.033229,6.577637,2.369283,6.34666,3,4.246735,8.90221,8.240399,2,malignant
4,1,1,1,2,1,3,1,1,benign
6.78104,9.597879,1,9.733642,7.542964,10,4.492901,2.226343,1,malignant
4.26718,1,1,2,2,1,1,1,1,benign
4.348773,1,1,1,2,1,3,1,1,benign
9.302715,10.134042,8.731768,6.425005,4.380262,1.705665,9.600018,2.258174,9.115296,malignant
4.68052,1,3.766018,1,2,1,4.32845,1,1,benign
9.323775,9.658839,9.983735,8.541813,6.970296,10,6.734252,10,1,malignant
2.375293,1,1,1,1,1,1,1,1,benign
2.664627,1,2.982046,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,3.203137,3.147209,2,2,1,2,8.771425,1,benign
7.451622,5.170724,5.064628,8.732069,7.835069,10,8.54833,4.576666,4.789182,malignant
7.223248,2.842313,4.376427,1,4.159753,4.092254,6.572425,4.384679,3,malignant
2.178136,1,1,1,2,-0.003785,1,2.704804,1,benign
1,1,1,1,2,1,1,3.255662,1,benign
1,2.62577,1,1,2,1,1,5.091173,1,benign
2.736237,1,1,1,2,1,1,1,1,benign
2.290804,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,10,3,1,1,benign
8.8161,9.515683,10.072463,6.774301,3,7.237375,7.460078,10,1,malignant
5.056634,7.821878,7.591872,5.714996,8.124972,2.911655,5.72953,7.506047,1,malignant
4.792062,7.83024,8.428753,8.94014,4.485823,2.532162,6.595449,10,1,malignant
4,4.561083,5.317689,3.21898,4.850786,10,2.702792,1,4.172455,malignant
9.941263,4.219039,5.508158,7.27096,2,10,6.60295,2.38225,2,malignant
8.731977,5.019919,5.083026,9.434488,4.000207,1,5.547442,10,1,malignant
1,9.436622,10.77533,9.843403,8.764344,10,3,10,1,malignant
7.27822,4.771913,5.753157,6.975205,9.538712,7.096616,7.03119,8.088387,2,malignant
9.24464,4.522309,5.9381,1,4.29166,3.141284,10.151001,5.93528,1,malignant
2.607539,1,1,2,1,3.017865,1,2.20444,1,benign
5.59652,1,3.585566,3.570788,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.091043,1,1,1,1,1,2,1,1,benign
6.162702,2.733799,2,1,4.932574,1,3,1,2,benign
2.881661,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.723415,6.319504,5.504401,4.157688,3.832142,10,8.603669,6.7959,3,malignant
1,1,1,1,1,1,2,1,1,benign
3.16678,1,2.557217,1,1,1,2,1,1,benign
7.278443,9.70518,10.408465,2,7.549384,10,6.847365,10,3.469909,malignant
4,7.023831,2,10.027496,8.269754,10,6.27442,5.022501,1,malignant
1,2.728463,2,1,1,1,2,1,1,benign
4.864803,1,1,1,1,1,2,1,1,benign
3.384738,1,1,3.111373,2,1,3,1,1,benign
2.324017,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,5.880864,1,2.344016,1,benign
4,1,1,2.629565,2,1,1,1,1,benign
7.591528,4.61783,5.305851,4.617599,5.270087,2.799245,4.947942,1,1,malignant
4.703812,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,2,2.291504,1,benign
1,1,1,1,2,2.356234,3,1,1,benign
5.57428,9.989949,8.535501,9.831902,4.495351,10,6.72263,5.016416,1,malignant
4,4.50103,7.41598,2,4.126444,1,3,10,1,malignant
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.347812,2.614087,1,1,4.895697,1,3,1,1,benign
5.478665,9.797108,7.851742,9.694944,9.045321,10,7.918216,7.370423,1,malignant
8.856356,6.135714,8.881768,4.525396,4.128377,10,6.96811,7.040723,1,malignant
5.326196,4.259445,6.842098,2,2,10,4.918364,2.486717,3.882721,malignant
4.913556,1,1,1,2,1,2,1,1,benign
3.117602,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.266833,1.945348,6.19435,1,2,1,1,1,1,benign
1.733273,1,2,1,2,10,1,1,1,benign
5.417283,1,1,1,2,1,1,1,1,benign
4.857298,4.4092,4.987607,1,4.530808,7.959682,7.475464,2.603969,1,malignant
4,4.730063,4.35439,4.002685,2,7.185115,3,3.414918,3,malignant
9.898648,4.290484,10.392962,9.711067,5.240135,10,5.432487,8.651769,1,malignant
2.683511,1,1,1,2,1,1,1,1,benign
2.711962,1,1,1,1,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.973909,6.002482,4.530874,3.421563,3.741062,4.308427,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.630991,4.462114,3.040583,3.453276,7.08931,2.864623,3,6.513229,1,benign
2.5516,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.394458,1,1,3.141483,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.776353,1,1,3,1,1,1,1,benign
9.653267,4.484424,5.431602,2.526834,3,10,8.900125,7.796222,10.033754,malignant
4.950949,4.730417,5.506515,1,5.648726,7.825378,3,5.846869,1,malignant
5.590116,1,1,1,2,1,1,1,1,benign
5.207379,1,1,1,2,1,1,1,1,benign
7.791352,8.616724,10.112768,2,8.311858,10,3,3.233671,2,malignant
1,2.415152,1,2,2,1,3,1,1,benign
7.833662,3.669468,7.413682,5.430737,4.601988,10,7.516242,5.343308,1,malignant
8.749405,4.68691,3.451586,1,4.638657,4.892353,2,1,8.450063,malignant
3.697699,1,1,3.348234,2,3.305503,1,1,1,benign
8.743445,5.860056,4.546557,6.141105,6.869716,10,9.738517,10,2,malignant
2.475039,1,1,1,1,1,2,1,1,benign
1,3.059795,2,1,2,3.266302,2,1,1,benign
6.167079,1,1,1,2,1,3,1,1,benign
8.249922,10.213746,9.385216,2.422947,7.210828,7.907139,7.797548,3.08583,3,malignant
5.426957,6.795054,5.834404,5.549979,5.64328,2.122423,8.54064,5.980036,1,malignant
9.179595,10.024163,9.844469,1,3,3.407545,10.098619,5.436541,8.236897,malignant
8.39798,10.184203,10.293116,1,3.661147,1.988747,8.23628,10,1,malignant
4.501516,2.682862,3.55844,1,1,8.463221,3,2.534972,10.179451,malignant
1,1,4.118499,1,2,1,3,1,1,benign
2.310967,1,1,1,2,1,1,1,1,benign
3.023338,1,1,1,2,1,2,1,1,benign
5.368475,1,1,2,2,1,2,1,1,benign
7.749094,9.679381,5.751785,6.942962,7.131802,8.454472,3,10,2,malignant
4,1,1,2.650438,2,1,2,1,1,benign
2.346257,1,1,1,1,1,1,1,1,benign
5.701181,1,1,1,2,1,3,1,1,benign
1,1,1,2.851674,1,1,1,1,1,benign
5.327476,1,1,1,2,1,3,1,1,benign
3.333131,1,2,1,2,1,3,1,1,benign
4.037107,1,1,2,2,1,3,1,1,benign
5.546755,1,1,1,1,2.315446,1,1,1,benign
7.201776,4.67194,8.130908,6.247153,2,10,8.193751,7.745323,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.925398,7.143472,7.044138,3.83476,8.755078,1,2,7.72325,1,benign
5.420181,10.361133,8.3167,6.712803,8.594347,10,6.470127,5.561822,4.836911,malignant
5.78839,1,1,1,2,1,1,1,1,benign
9.302681,3.22446,3.404225,4.483125,2,8.133422,7.777695,4.764931,1,malignant
2.746669,7.428599,4.205524,6.668149,11.413525,1,7.280196,10,1,benign
4.830352,1,1,1,1,3.7304,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.759527,4.108444,6.485287,9.482251,3.678211,3.562175,3,7.812945,9.540394,malignant
5.240251,1,1,1,2,1,2,1,1,benign
4,1,1,1,5.621923,3.004692,1,1,1,benign
1,4.045054,3.435563,8.634487,7.191677,9.273261,2,2.849605,1,benign
5.305228,1,2,1,3,1,2,1,1,benign
8.753666,10.037809,10.132612,6.561278,6.517688,6.012782,4.00132,10,1,malignant
5.862559,6.676192,2.65584,4.427517,6.382704,10,4.575963,7.924842,5.487687,malignant
2.930968,1,1,1,2,1,2,2.184737,1,benign
2.811485,1,1,1,2,1,2,1,1,benign
10.925278,4.471743,6.228752,7.580432,5.191564,10,7.540018,2.737816,1,malignant
4,10.013557,3.196438,6.103138,8.322336,1,6.864584,10,4.946311,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.453442,1,benign
9.402478,2.655015,3.984856,1,5.14806,10,3.764455,1,3,malignant
8.626633,9.35512,8.546919,10.144209,7.951729,10,8.610139,8.439956,1,malignant
1,1,1,1,3,5.37828,2,1,1,benign
1,2.702371,4.223264,1,2,1,1,1,1,benign
2.382671,4.693712,6.609968,1,2,1,5.538015,1,7.94392,malignant
5.387259,2.761736,5.661614,2,2,7.371822,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,3.344148,2,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,3.055699,2,5.397641,2,10,2,1,1,benign
4,1,1,1,2,1,3,2.888236,1,benign
3.230933,1,1,1,2,2.955235,2,1,1,benign
2.890397,1,1,1,3,1,1,2.544735,1,benign
3.294506,4.410025,3.526728,3.891492,5.073004,1,2,2.839312,1,benign
3.615147,8.020549,6.294133,2.854649,6.967212,1,8.1609,2.000281,2,malignant
1,1,1,1,2,1,2,1,2,benign
5.798661,4.512391,10.155441,5.83007,4.524443,10,3,10,1,benign
3.173082,2.804252,2,1,2,1,2,3.088509,1,benign
1,2.529521,1,5.616317,3,1,1,6.048414,1,benign
1,1.481075,1,1,2,1,4.249231,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.410385,1,1,1,1,1,4.917803,1,1,benign
1,5.099418,6.911483,6.432821,3,10,6.551659,4.605456,1,benign
1,1,1,1,2,1,4.680561,2.589529,1,benign
5.142753,9.983587,9.675587,6.461113,7.905116,4.304177,5.428593,1,1,malignant
2.392763,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,2,benign
8.750124,3.964271,5.260179,3.398424,8.021353,1,4.882969,5.655834,1,malignant
5.132112,1,1,2,2,1,2,1,1,benign
4,2.649705,3.480076,1,1,1,1,1,1,benign
3.070688,1,1,1,1,1.381612,3,1,1,benign
9.251196,9.963505,9.06489,4.085543,7.805895,10,7.781231,10,1,malignant
4,1,1,1,2,1,1,3.012808,1,benign
4.943695,1,1,3.53137,2,3.631456,2,1,1,benign
1,2.081687,3.679186,1,2,1,3,1,1,benign
9.322455,10.580526,10.733103,3.556068,4.458802,6.144951,8.383324,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.504437,2,1,2,1,1,benign
4,2.010965,2,1,2,1,4.947375,1.83234,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,3.747027,1,2,1,1,1,1,benign
1,8.085266,9.978603,9.644795,2,9.918845,3,5.183225,1,benign
3.346685,7.430621,5.931783,3.472883,6.724883,5.796086,8.17835,8.418112,1,malignant
9.51654,7.037507,9.736292,4.817826,7.484967,10,3,10,1,malignant
4,3.809762,4.977035,2,6.927423,10,8.185759,1,1,malignant
10.525789,4.245569,5.600695,2,4.474984,10,5.038557,4.548362,1,malignant
2.33724,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.95883,1,1,1,2,1,3.898475,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.957756,1,1,1,2,1,3,1,1,benign
2.585569,1,1,1,2,1,3,1,1,benign
4,2.416438,1,2,3,1,2,1,1,benign
5.641864,2.138472,3.419724,1,2,1,1,8.70448,1,benign
8.173675,4.575497,4.089735,6.67785,5.078746,10,4.667693,2.85304,1,malignant
2.346765,1,1,1,2,1,3,1,1,benign
2.812935,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.887436,6.347734,5.6198,3.016761,8.271702,6.33353,7.9052,10,6.662828,malignant
4,1,1,1,2,1,1,1,1,benign
5.596279,1,1,1,2,5.628358,1,1,1,benign
9.420522,4.92773,5.812307,2,8.836321,10,8.699977,8.149938,7.850523,malignant
3.289199,4.604918,2,10.005911,4.735047,10,8.417603,1,8.089073,malignant
1,1,1,1,2,2.785706,2,1,1,benign
4,1,2,2,2,2.326907,2,1,1,benign
3.096231,1,1,2,2,4.186387,3,1,1,benign
2.517966,4.625185,4.466935,3.245896,4.939879,1,1,2.16814,1,benign
1,1,1,1,2,1,1,1,1,benign
9.923008,8.053076,4.37542,6.636753,3,6.443723,9.248793,8.241461,1,malignant
1,1,1,1,2,3.067494,3,1,1,benign
1,1,1,1,2,2.228502,2,1,1,benign
1,1,1,3.822322,2,1,1,1,1,benign
5.554115,3.474746,2,2,2,1,3,1,1,benign
5.313895,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.896996,4.350185,3.499516,9.655009,4.054229,10,6.892001,2.751404,1,malignant
1,2.832717,3.255012,2,2,2.551538,4.584641,1,1,benign
2.68304,1,1,1,2,1,2,1,1,benign
8.795511,9.120493,9.309576,9.211665,10.253737,10,5.085996,2.515516,1,malignant
5.331201,1,1,1,1,1,3,1,1,benign
4.976997,1,1,1,1,1,3,1,1,benign
8.019266,6.779808,5.20504,10.331426,3,10,3,4.93524,5.326192,malignant
4,9.740936,7.974708,9.623737,4.790976,10,6.565497,10,1,malignant
10.224216,10.181746,8.911933,3.442847,6.280473,10,3,10,1,malignant
1,1,1,1,1,1,2,2.881187,1,benign
1.929052,1,1,1,2,1,2,1,1,benign
2.482318,2.780194,3.406668,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.764291,4.29587,9.408397,3.572645,9.068021,3.187291,4.6191,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,9.293615,1,2,2.969419,1,1,1,benign
5.028983,1.772341,3.585223,3.104827,6.326944,10,3,7.562109,3,malignant
3.185736,1,1,1,2,1,3,1,1,benign
2.885589,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.208328,4.237689,2.936076,6.439835,8.696145,2.313149,4.656562,10,3,malignant
4.900287,7.766742,3.137994,4.656944,4.906916,10,3,3.559488,1,malignant
2.914464,2.267954,7.385874,4.085887,9.158778,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.002885,4.228982,2.749606,7.568073,2,10,3,1,1,malignant
3.171199,1,1,1,2,1,2,1,7.034532,benign
1,1,1,1,2,3.814981,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.643692,9.710278,8.134675,7.59061,7.925442,5.757099,3,7.876741,5.979972,malignant
1.948224,9.936414,9.044772,3.187327,8.528874,3.746785,7.616079,2.177775,1,malignant
1,1,1,1,1,1,1,1,1,benign
4.650747,4.61323,3.085395,6.66283,9.971961,1,7.436442,5.548809,2,malignant
3.047136,6.129207,7.81647,6.995366,3,10,8.937812,9.001957,1,benign
4,6.469844,6.349038,3.907096,8.837179,7.180639,6.389907,1,1,malignant
2.593207,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
3.156852,1,1,1,2,1,1,1,1,benign
2.950797,7.657491,8.946948,9.886262,3,10,10.145183,6.850567,4.684938,malignant
8.268651,2.687304,3.668589,1,2,5.714931,5.79708,6.596619,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.713918,2,1,1,benign
2.816636,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.707908,4.676721,5.090819,10.378476,4.901391,10,3,1.594228,2,malignant
4,1,1,1,2,1,1,1,1,benign
4,10.203183,7.542319,4.963092,7.265419,10,6.306038,1,3,malignant
4.918354,1,1,2,2,1,2,1,1,benign
2.41715,1,1,1,2,2.0585,3,1,1,benign
5.275014,1.695833,3.481415,1,4.061149,5.477612,5.114486,2.08348,1,malignant
2.229479,2.940891,2.887932,2,3,1,4.449507,1,1,benign
4,10.343922,9.292902,3.208733,7.091798,1,5.414076,10,2,malignant
10.475657,10.139345,6.391978,10.07638,9.51418,10,9.701219,10,10.777796,malignant
4.523873,2.835208,3.311206,1,3.532525,6.852377,4.170346,1,1,malignant
4,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.694263,1,1,1,3,1,1,1,1,benign
3.51633,1,1,1,2,6.510416,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.344111,9.897996,8.510288,10.285894,9.451192,1,8.258524,10,1,malignant
2.732071,1,1,1,2,1,1,1,1,benign
8.49672,10.167751,10.022325,2,7.105906,7.018519,6.441035,3.63178,1,malignant
5.12511,1,1,3.495428,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.009687,2.768293,2,1,2,1,1,1,1,benign
2.404633,1,1,1,2,1,1,1,1,benign
2.724857,1.965359,2.438999,1,2,1,1,3.019942,1,benign
7.269633,10.382818,5.112555,6.666733,9.710079,6.156184,8.356403,3.353908,1,malignant
9.779169,2.794937,2,2.599175,7.036093,10,7.103524,5.017944,4.554145,malignant
6.446455,2.910582,1,1,2,1,3,2.57249,1,benign
4.821683,4.622911,6.370424,9.834247,3,10,8.732176,1,1,malignant
2.313639,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,4.839847,3,1,1,benign
8.323782,9.58818,6.590134,2.672318,6.60985,9.755956,7.437703,1,1,malignant
7.909379,3.709233,5.922566,2,5.050091,6.273337,6.700416,4.964694,7.675415,malignant
9.419227,3.695716,3.718054,2,5.060709,10,5.457864,10,1,malignant
9.169597,3.874945,8.981129,5.867077,4.900525,6.295451,6.169003,3.13771,1,malignant
6.839667,4.666842,5.509547,10.09177,3,6.121586,4.85238,1,1,malignant
1,1,1,1,2,1,3,1,2,benign
8.778275,5.876813,8.759934,1,5.832566,10,8.176359,6.16699,1,malignant
7.659809,8.585405,6.037199,9.959387,3.698947,1,6.772633,10,2,malignant
3.237673,1,1,1,2,1,1,1,1,benign
5.136584,1,1,1,2,1,3,1,1,benign
4.936979,1.692258,9.438945,1,5.238988,3.02308,9.70465,1,1,malignant
1,2.965463,5.862529,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.735796,2.279021,1,1,3,1,4.978245,2.559349,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,2.939516,1,benign
7.88218,9.93914,8.365811,9.950893,6.562173,10,4.453385,1.46348,7.334761,malignant
3.340594,1,1,1,2,1,3,1,1,benign
1,1,2,1,4.83191,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.506241,1,1,2.29743,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,2.532923,1,benign
1,1,1,1,2,1,2,1,1,benign
3.445396,1,1,3.389554,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.763381,1,1,1,2,1,2,1,1,benign
9.544651,10.033172,8.313781,3.506388,6.26773,6.128908,3,1.818492,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.466014,1,1,1,2,1,2,1,1,benign
3.564714,1,1,1,1,1,1,1,1,benign
3.225524,3.312106,1,2,3,1,3,1,1,benign
5.122587,5.68692,10.600169,3.362576,4.602426,5.671564,8.180296,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.987575,1,1,1,2,1,1,1,2,benign
7.079311,7.315634,6.287934,4.146793,3,10,7.234557,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.943546,2.335755,1,2,3,3.632658,3,2.231939,1,benign
3.121574,2.655643,1,1,2,1,1,1,1,benign
5.756163,2.119822,1,2,2,1,5.064638,1,1,benign
4,1.89146,3.537069,1,2,1,1,2.861718,1,benign
4.855758,6.957688,11.178703,5.096981,10.122331,10,3.674407,1,1,malignant
4.873824,7.924627,4.3684,2.920824,4.37418,1,4.383285,1,1,malignant
2.272972,2.433276,1,2,9.610945,3.182123,2,1,1,benign
5.595014,3.99663,5.738721,10.200144,12.446769,10,4.403349,1,10.041467,malignant
5.619486,10.072605,9.384507,6.306527,8.679725,10,7.055488,7.957111,7.72363,malignant
4,1,1,1,2,1,3,1,1,benign
5.208795,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.089031,7.848233,1,1,3,1,2,1.796312,1,benign
4,6.866734,8.29317,2,8.014894,6.779605,3,4.226554,1,malignant
1,9.757227,4.605415,8.122843,7.00182,1,3.978231,5.40867,1,benign
4.788086,1,1,1,1,1,1,1,1,benign
1,2.582011,1,1,1,1,1,1,1,benign
5.230872,2.518229,2,1,3,1,2,1,1,benign
1,1,1,1,4.706498,1,1,1,1,benign
4.647458,1,1,1,2,1,3,8.234517,1,benign
3.892473,1,1,1,3.648898,5.996441,1,1,1,benign
3.757285,1,1,1,2,1,2,1,1,benign
5.266298,5.514817,7.99848,6.377417,4.444696,10,3.892291,5.198814,1,malignant
1,3.123667,1,1,3,1,3,1,1,benign
4.381583,1,1,1,2,1,3,1,1,benign
9.008393,7.083405,1,2.809249,3,10,3,5.55155,1,malignant
2.52062,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.98793,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.123051,1,1,1,2,1,1,1,1,benign
2.478269,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.141646,1,1,1,2,1,1,3.843332,1,benign
5.645175,1,1,1,2,5.866806,3,1,1,benign
4.687943,1,2,1,2,1,1,1,1,benign
4,9.861518,9.869809,2,6.330061,8.890282,8.45585,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.012132,1,1,4.03078,2,1,2,1,1,benign
8.792113,10.038674,3.512297,10.750478,11.881031,10,10.245327,10,4.766225,malignant
1.868366,1,1,1,2,1,2,1,1,benign
9.214584,6.655021,10.393632,2.960596,3.973375,10,8.821845,5.315409,9.334341,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.821188,5.370612,2.791708,3.735086,4.382477,1.491255,3,5.074122,5.355298,malignant
4,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.71246,1,1,1,1,1,3,1,1,benign
9.60749,9.80634,2.792016,3.496903,6.479946,10,3,1.947455,1,malignant
3.164234,9.462382,9.069965,10.076854,7.594408,3.140319,5.943498,7.697035,1,malignant
7.864567,3.378495,5.736132,10.028848,3,10,3.906205,4.70125,1,malignant
5.452835,1,1,2,1,1,1,1,3,benign
7.720029,1.653267,3.932337,9.443353,3,4.390523,5.780616,4.465798,1,malignant
1,1,3.624512,6.541502,2,5.541069,2,1,1,benign
1,1,1,1,2,1,3,1.816082,1,benign
4,1,3.917669,1,2,3.724392,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.021379,1,1,1,2,1,3,1,1,benign
5.24175,2.252242,1,3.800645,1,2.794291,1,1,1,benign
9.071085,4.429114,5.564897,2,3,4.769093,8.674578,1,5.067906,malignant
9.939738,4.154909,3.624729,9.689324,8.973667,10,4.014058,1,1,malignant
1,1,1,3.932715,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,5.918699,4.432153,2.779048,8.246922,7.634274,6.486417,8.318175,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.566511,1,1,1,2,1,2,1,1,benign
1.972198,1,2,1,2,2.484506,1,2.622084,2,benign
8.22712,7.884168,6.542574,5.436369,8.588033,10,10.11515,4.97917,1,malignant
2.376157,1,1,1,2,3.139825,3,1,1,benign
1,1,1,1,3,7.205145,3,1,1,benign
11.441627,10.233998,5.148319,10.078444,7.275182,3.039146,3.803227,5.627348,6.870372,malignant
4.792714,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,3.134837,1,benign
1,1,1,1,2,1,1,1,1,benign
5.16547,2.613649,2,1,3,1.796426,2,1,1,benign
7.757429,4.525886,2,1,6.564256,2.675086,3.456138,6.600588,1,malignant
4,1,1,2,2,1,1,1,1,benign
1,1.353153,1,1,2,3.846103,1,1,1,benign
4.671351,1,1,1,2,1,2,1,1,benign
4,1,1,3.352561,1,3.179975,3,1,1,benign
8.603413,5.981088,3.800051,1,4.535896,10,4.878183,1,2,malignant
5.630491,1,1,1,2,1,2,1,1,benign
4,10.03312,9.762244,7.424093,5.355591,8.367928,7.547652,2.019079,2,malignant
1,3.002586,1,1,1,1,1,1,1,benign
5.319737,1,1,3.298024,3,2.204438,1,1,1,benign
4.666175,2.637311,3.104248,2,3,1.797553,1,8.427053,1,benign
5.238565,1,1,1,2,1,3,1,1,benign
1,2.080539,2.923407,1,3,1,1,1,1,benign
2.070445,1,1,2.831293,2,1,3,1,1,benign
9.027976,10.195045,6.519968,9.872587,4.295939,10,8.439451,10,1,malignant
5.621353,2.392094,2,1,2,1,2,1,1,benign
2.317225,1,2.91062,1,2,1,1,2.870535,3,benign
2.400891,1,4.018142,5.634531,2,1.871817,2,1,1,benign
4,1,1,1,2,2.10784,2,1,1,benign
9.347367,10.189314,3.868974,9.698948,10.305472,10,6.739328,2.700574,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.549045,1,1,1,2,2.989142,2,1,1,benign
3.740487,1,1,1,2,1,2,1,1,benign
5.268676,3.767043,6.905655,10.17991,3,10,9.192927,1,2,malignant
9.008466,10.329894,8.608611,2,7.596212,10,7.781882,7.099828,10.297719,malignant
5.050115,9.820318,10.501779,2,7.046226,10,8.508982,10,3,malignant
5.328788,1,1,1,2,3.046327,3,1,1,benign
8.698376,10.32357,9.941964,9.61151,4.814019,10,3,7.664876,1,malignant
2.082596,1,1,1,2,1,2,1,1,benign
5.673627,6.029701,7.217036,10.185304,6.066789,10,3,1,1,malignant
4,1,1,1,2,1,3,1.943491,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.71963,1,1,3,1,1,1,1,benign
2.259627,1,1,1,1,1,2,1,1,benign
11.108272,6.696261,5.269335,5.206317,4.415177,10,8.627506,8.759683,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,3.779976,5.695957,1,4.044607,1,2,1.748549,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
8.932907,7.998017,6.940529,6.721059,4.553569,3.116727,5.173968,2.367785,8.312655,malignant
7.667944,10.013084,8.216074,3.473446,6.122327,10,8.654726,2.667197,1,malignant
3.49847,10.089827,10.364717,6.501287,8.840881,3.70527,7.796216,10,1,malignant
10.847654,6.19971,8.493871,7.605102,4.500992,4.974694,8.292071,8.346866,5.282337,malignant
3.479921,1,1,4.190033,2,1,1,1,1,benign
4,1,1,2,2,1,1,1,1,benign
6.925538,9.832462,4.852427,9.237169,8.355139,2.412406,8.174865,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.219103,1,1,1,2,1,1,1,1,benign
5.533669,1,1,1,2,1,2,1,1,benign
3.224092,5.201027,6.358503,1,2.330965,3.803547,4.335301,3.828771,1,benign
5.285292,4.555707,5.771376,6.802693,4.958187,7.528827,7.5618,5.116213,1,malignant
1,3.110704,1,6.963936,1,1,2,3.347909,1,benign
5.479264,1,1,1,2,1,2,1,1,benign
4.688806,1,1,1,2,1,3,1,1,benign
4.895838,1,1,1,2,1,3,4.19867,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,5.853132,2,6.396178,2,1,1,benign
5.609016,2.928293,3.993218,6.633641,2,5.839508,1,1,1,benign
10.301123,6.064199,8.908271,10.036809,8.005846,1.007069,4.392902,8.280171,1,malignant
1,4.782211,2.882568,3.184808,2,1,2,10,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.072921,2.956314,1,3,1,3,1.947135,1,benign
9.310066,7.891921,10.402567,3.511624,2,3.11715,4.263071,1,1,malignant
1,1,2,2,2,1,3,1,1,benign
9.648339,6.420436,6.378171,9.571388,3.850664,10,3,6.204976,1,malignant
2.733898,1,2,2,2,1,3,1,1,benign
3.197865,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.326285,4.916941,6.221247,4.968227,4.744173,1,4.246405,4.168032,1,malignant
1,1,3.16309,1,2,1,1,1,1,benign
6.464554,6.795878,3.221608,7.200019,4.826322,6.319078,5.707228,10,1,malignant
7.569777,3.698738,3.042933,1,8.472078,10,7.738651,7.978745,1,malignant
2.794883,1.7439,1,2,3,2.483689,1,1,1,benign
9.75717,7.467911,9.642332,3.355734,4.450965,1,3,4.09875,1,malignant
3.048045,1,1,1,2,1,1,1,1,benign
4.373606,1,1,1,2,1,3,1,1,benign
8.818935,4.257982,5.305551,2,3,8.120408,4.241345,9.89079,1,malignant
2.065404,1,1,3.218416,2,1,2,1,1,benign
9.031707,4.20878,5.992512,4.963567,3,10,4.559954,1.750043,2,malignant
2.47528,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.270805,2,1,1,benign
7.449544,4.745529,5.500605,10.106287,3,10,5.311072,4.183348,8.464339,malignant
2.545256,1,2,1,2,1,2,1,1,benign
8.112496,1,1,1,2,1,1,1,1,benign
1,3.10427,3.554102,3.944904,2,1,2,1,1,benign
2.804369,1,1,1,2,1,1,1,1,benign
2.01828,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
5.014882,3.034993,3.469352,2,3.760067,2.13888,2,1,1,benign
5.069168,7.208515,9.863649,2,4.958773,4.045438,7.500145,1,3,malignant
4,1,2.649177,2,2,1,1,1,1,benign
1,1.718377,2,1,3.845345,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.250754,10.137875,7.714877,3.318886,2,10,3,10,3,malignant
2.300294,1,1,1,2,1,3,1,1,benign
2.983559,1,1,1,2,1,3,1,1,benign
1.616161,2.135559,3.460381,4.256558,2,2.613498,3,1,9.192185,malignant
6.36508,1,2.632855,1,2,1,3,1,1,benign
3.074761,1,1,1,2,1,1,1,1,benign
5.449393,1,1,1,2,2.388729,2,1,1,benign
2.066947,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,10.28648,11.077767,3.362165,6.698166,1,8.362576,8.30447,1,malignant
2.858367,1,1,1,2,1,2,1,1,benign
2.389105,1,1,1,2,1,2,1,1,benign
10.562499,4.520137,6.610374,5.612282,3,7.25053,7.645427,4.918382,1,malignant
4,1,3.597843,1,2,1,1,1,1,benign
2.783393,1,2,1,2,1,2,1,3,benign
2.386655,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.971277,9.789161,7.725695,5.867015,1,10,5.17538,10,1,malignant
9.083411,6.835263,10.496954,10.154157,3.657357,10,7.742159,8.610367,6.092283,malignant
4.808763,1.380787,1,1,2,1,3,1,1,benign
4.90868,10.381961,8.56706,7.884797,9.794093,10,3,1,1,malignant
10.219096,8.022058,6.488138,2,6.249306,10,8.339821,7.794305,1,malignant
1,1,1,1,2,5.739482,3,1,1,benign
2.344971,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.085639,1,1,1,2,1,1,1,1,benign
1,1,1,3.584691,1,3.1235,1,1,1,benign
1,1,1,1,2,1.999067,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,3.08663,3,1.641287,1,benign
4,1,1,4.194976,2,1,2,1,1,benign
2.582443,1,1,1,3,1,2,1,7.198679,benign
2.84584,1,1,1,2,1,2,1,1,benign
7.947967,4.345837,10.141345,10.122787,7.87069,10,5.614744,5.110476,5.430112,malignant
5.573337,1.85857,3.79613,7.213402,4.062938,5.214584,3.90258,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.361218,1,1,1,1,1,1,1,1,benign
1,4.794449,3.587115,1,1,1,3,10,1,benign
6.552298,4.413015,6.496247,3.230948,7.56003,10,7.755452,1,3,malignant
5.295707,1,1,1,2,1,1,2.354046,1,benign
8.793865,5.844826,7.929625,7.3162,6.902038,10,7.023317,7.47119,5.4881,malignant
1,2.726582,2,2,2,1,1,1,1,benign
2.267619,1,1,1,2,1,3,1,1,benign
9.629535,3.66774,3.613892,8.457798,7.454072,3.860512,2,1,8.898511,malignant
3.023934,1,2,1,1,1,2,1,1,benign
2.682948,1,1,1,1,1,1,1,1,benign
7.265157,3.536631,6.324259,6.702452,4.327524,1,6.203192,2.215968,1,malignant
3.037498,1,1,1,2,1,2,1,1,benign
2.577953,2.7462,4.349639,1,3,3.486027,3,4.115576,1,malignant
2.515032,1,1,1,2,1,1,1,1,benign
10.198695,10.456039,5.323493,5.172092,6.047989,10,7.928242,4.040985,4.915574,malignant
8.570501,9.74509,8.462967,10.409397,6.983755,4.525323,4.304521,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.462347,6.792842,7.38858,7.748506,11.214774,10,7.721492,1,1,malignant
2.742216,1,1,1,2,1,1,1,1,benign
1,1,1,2.857376,2,2.852869,3,1,1,benign
5.357501,1,1,5.474596,2,1.036309,3,1,1,benign
4,1,1,3.475557,2,6.750773,3,2.308431,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.116288,1,2,1,5.750077,10,2,1,1,malignant
10.506467,4.359183,5.941691,4.995063,2,6.619439,7.559603,10,4.61982,malignant
7.888309,7.0222,9.666079,5.375455,4.876043,4.861251,3,4.111967,1,malignant
7.609192,9.768719,9.562483,9.931161,3,10,8.432573,10,2,malignant
1.704508,1,3.854643,1,2,1,2,1,1,benign
7.706081,7.452421,6.161591,2.821547,4.094839,7.857165,4.124238,7.868632,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,4.053658,1,2,1,3,1,1,benign
2.629856,1,1,1,2,1,2,1,1,benign
5.849284,1,1,1,2,1,3,1,1,benign
2.827226,1,1,1,2,1,3,1,1,benign
1.681878,2.340579,2,1,2,1,2,1.727177,1,benign
5.450933,9.810178,10.140456,5.871175,6.258979,8.814904,6.781465,1,1,malignant
11.475295,7.526627,4.401821,9.873979,4.482826,10,5.027302,7.377549,5.114344,malignant
2.223278,1,1,1,2,1.657243,3,1,1,benign
3.248834,1,1,1,2,1,1,1,1,benign
9.95766,6.985687,8.545036,2,7.138229,10,1,9.28679,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.817765,4.685664,7.758256,9.603413,4.335294,10,4.297253,2.205842,2,malignant
2.480088,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.446075,3.229519,1,1,2,1,1,1,1,benign
4,4.279445,3.995702,3.095601,2,1,2,2.924157,1,benign
2.76649,2.402326,3.779138,1,2,1,3,1.796266,1,benign
3.183012,1,1,1,2,1,1,1,1,benign
1,2.656674,2,1,2,1,2,1,1,benign
2.491919,1,1,1,2,1,2,1,1,benign
4,1,2.940596,1,2,4.516097,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.291872,1,1,1,3,1,2,1,1,benign
3.040206,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.586618,3.036545,3.320121,1,3,1,3,10,1,malignant
4,1,2,1,1,1,3,1,1,benign
7.075458,4.090297,6.540103,10.307844,3,1,4.223002,7.861604,2,malignant
6.81359,5.58684,5.046629,5.956966,8.763801,7.72913,8.088856,6.203659,6.658831,malignant
4.825621,2.144492,2,3.296581,2,1,9.096637,1,1,benign
2.567193,4.140551,9.481312,9.624898,3.768444,8.147768,8.218153,2.419256,2.810044,malignant
7.518014,10.496594,11.246773,9.776612,7.44784,10,8.968894,10,1,malignant
9.052,4.660879,7.30941,5.993866,5.155822,6.267061,3.288621,8.400433,2,malignant
4,1,1,3.404283,2,1,3,1,1,benign
8.100124,4.460354,7.145054,9.871405,7.623091,10,5.175476,9.367214,2,malignant
2.307394,1,1,1,2,4.338504,1,1,1,benign
1,1,1,3.559852,2,3.742743,2,1,2,benign
3.080369,1,1,1,2,1,1,1,1,benign
1,2.292302,2,1,2,1,1,1,1,benign
2.441707,1,1,1,2,1,1,1,1,benign
9.267633,2.496819,4.078661,3.651385,5.55553,10,3,9.229275,1,malignant
2.909784,4.74254,6.406694,6.243907,9.436744,10,5.171368,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
5.688999,1,1,1,2,1,1,1,1,benign
2.426842,6.516196,4.554056,1,1,1,4.843057,2.702695,1,benign
1,1,1,1,2,1,1,1,1,benign
2.236575,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.307903,1,1,1,2,1,2,1,1,benign
5.063953,5.243442,9.186093,7.393819,2,7.226293,8.455184,6.651455,1,malignant
5.516888,10.140372,9.219738,3.727487,7.362731,10,8.635681,9.544401,1,malignant
5.215366,3.084744,9.711062,7.923068,3,10,5.849774,3.031422,3.7008,malignant
1.997333,1,1,1,2,1,1,1,1,benign
10.027302,4.073996,7.65992,4.995467,2,10,4.338557,9.737526,2,malignant
4,1,1,1,2,3.188751,3,1,1,benign
8.007419,9.584514,8.847991,10.109606,4.214421,10,6.647529,10,1,malignant
3.158476,1,1,1,2,1,3,1,1,benign
5.50473,1,1,1,2,1,3,1,1,benign
11.487475,6.664996,5.984851,2.751719,9.034779,5.527827,6.944946,1,1,malignant
4,2.731046,2,2,3,1,3,1,1,benign
5.380239,1,1,1,2,1,2,1,1,benign
2.680531,1,1,1,2,1,3,1,1,benign
8.736661,4.111723,6.255792,8.466721,3,3.911444,8.057007,1,6.725588,malignant
2.900236,5.864566,8.824745,8.062739,4.289872,10,6.783664,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.751363,4.714253,7.036968,3.181833,8.060251,10,2,4.638201,3,malignant
4,2.389366,1,2,1,1,2,2.963871,1,benign
9.063366,2.391058,1,1,2,8.835976,3,1,1,malignant
8.520852,4.42729,5.581156,1,7.101966,7.869896,2,5.711895,1,malignant
3.172634,1,1,2.920441,2,1,2,1,1,benign
2.048923,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.792209,9.67831,9.519679,7.005796,9.411077,10,10.91204,1,1,malignant
4,3.105044,2,1,2,1,3,2.713137,1,benign
4,3.890684,6.042687,3.78972,6.102954,2.999143,6.420163,1,5.621662,malignant
4.974283,6.253204,3.776027,2.736788,3.535454,3.326462,4.545748,6.921846,1,malignant
2.120714,1,1,1,2,1,1,2.729615,1,benign
1,1.949688,2,2,3,2.324953,1,2.868949,1,benign
1.844845,5.977375,3.047659,1,3.759532,1,3.524893,8.339741,1,benign
4,1.91347,3.273162,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.815841,10.214105,3.370573,7.104002,7.423787,10,5.98078,6.453949,2,malignant
3.666525,1,1,2,2,1,2,1,1,benign
2.644125,3.899431,3.617792,10.048167,4.523807,10,8.345432,7.43468,3.416812,malignant
8.655069,0.888969,1,1,2,1,1,1,1,benign
2.681792,1,1,1,2,1,1,1,1,benign
5.157019,10.399269,9.504904,10.114415,5.386947,10,7.699693,1,1,malignant
10.166813,9.74148,8.276904,3.068053,7.532088,3.695224,4.643165,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.58492,1,1,1,2,2.768534,7.472568,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.577035,1,1,4.050483,2,6.415671,2,2.055809,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.413208,1,1,1,2,1,2,1,1,benign
2.756709,3.106346,1,4.224568,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.411504,1,1,1,2,7.00754,2,1,1,benign
3.235311,1,1,3.677823,2,1,3,1,2,benign
4.806621,2.05386,4.051089,2,3.909441,1,3,1,1,benign
5.410662,9.578021,10.388113,5.999692,3,10,7.785354,10,2,malignant
4.586025,1,1,1,2,1,1,1,1,benign
5.640605,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.945475,10.120636,9.865258,5.84597,7.385933,10,2,10,1,malignant
2.038407,1,1,1,2,1,2,1,2,benign
1,1,1,4.210404,2,3.678094,3,1,1,benign
3.098238,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,2.378461,2,benign
2.938469,1,3.811958,1,2,1,2,2.529825,1,benign
5.104518,5.331294,5.450139,3.624713,10.391565,4.751014,3,2.127191,2,malignant
5.748103,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.436985,3.620989,5.173937,3.468981,3,6.279713,3,1.998163,1,malignant
3.189664,1,1,1,2,5.767156,1,2.961814,1,benign
1,1,1,1,2,1,1,1,1,benign
8.198951,7.65085,8.669171,10.354865,2,1.682936,7.31523,8.923072,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,3,1,1,benign
5.091389,1,1,1,2,1,1,1,1,benign
4,2.071316,2,1,2,1,3,1,1,benign
10.038548,4.749071,3.690937,5.006341,4.685645,6.013224,5.697602,10,1,malignant
5.787794,10.16548,10.48648,2.962586,10.662575,6.177713,9.639976,10,3,malignant
9.895418,4.378951,4.055177,2,5.096397,7.83965,7.439686,2.748082,1,malignant
1,1,2,1,2,1,1,1,1,benign
9.87017,4.303095,7.153439,3.704207,3,6.462896,6.953908,2.802896,1,malignant
1,2.922902,1,2,2,1,1,1,1,benign
1,1,3.530649,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.073215,9.954088,9.026792,5.515131,7.066323,10,9.790107,5.752511,1,malignant
5.586668,1,1,1,2,4.121436,2,1,1,benign
8.980954,7.111946,9.08873,4.801083,11.402251,10,3,1,1,malignant
7.92651,9.924102,9.932877,4.535668,6.19774,10,5.284973,10,1,malignant
1.996763,1,1,1,2,1,2,1,1,benign
2.596365,1,2,1,2,1,2,1,1,benign
10.063978,4.795711,7.115464,2.866588,7.597626,10,6.690641,5.709478,4.964462,malignant
1,6.808372,1,10.103248,8.06793,5.447872,1,8.013112,1,benign
2.176331,1,1,1,2,1,5.375075,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.211809,1,1,1,2,1,4.208443,1,1,benign
8.379297,4.351265,2.52917,5.271729,2,10,4.245216,1,3,malignant
3.146646,1,1,6.423326,2,10,1,1,1,benign
2.497275,1,1,1,2,1,3,1,1,benign
4,7.141159,2,9.655239,3.503068,8.776275,1,4.926669,1,benign
2.723968,1.77895,2,3.770301,2,1,3,7.038666,1,benign
5.505741,9.456008,2,7.235185,2,1,1,6.000447,1,benign
1,1,1,1,2,1,1,1,1,benign
2.750413,2.898569,4.011565,3.573027,2,4.543208,1,10,1,malignant
9.901671,9.912591,3.896708,8.041476,8.824843,10,7.025583,9.029584,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.564415,1,1,1,2,1,1,1,1,benign
1,9.318561,9.732006,3.729662,10.243566,10,6.092987,10,1,malignant
2.870067,1,1,1,4.451314,1,1,1,1,benign
8.699119,8.181282,4.195213,9.774998,4.629715,10,4.944721,10,3.863008,malignant
5.563396,1,2.906923,3.550692,2,1,1,1,1,benign
1.834369,1,1,1,1,1,2,1,1,benign
8.470837,7.99738,6.952141,10.036084,6.903532,4.547914,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,4.798145,6.274304,1,6.044243,1,6.180903,1.784798,1,benign
2.459405,1,1,5.257717,2,5.926639,3,1,1,benign
1,1,1,1,2,1,3,1,3,benign
4.567652,2.952262,2,1,2,1,2,1,1,benign
5.537878,1,1,1,2,1,2,1,1,benign
3.117167,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.24925,10.035272,9.057575,9.774257,8.577744,8.702614,7.616593,1,1,malignant
2.914458,1,1,1,2,1,1,1,1,benign
4.954081,4.454379,6.144248,9.944614,4.872093,10,4.523096,8.647375,1,malignant
8.202839,9.451706,9.672228,4.482368,3,7.129435,9.051484,2.526818,1,malignant
9.090099,7.274784,8.417993,7.197222,4.722473,10,7.51122,3.231506,7.658492,malignant
5.433719,2.388244,1,1,2,1,1,3.443045,1,benign
1.479964,1,1,1,2,1,3,1,1,benign
3.089933,2.678946,1,3.017622,2,1,3,1.860327,1,benign
9.6788,10.122615,8.197713,2,6.67944,10,10.081557,4.762731,4.640938,malignant
1,1,1,1,2,1,1,1,1,benign
2.74592,1,1,1,2,4.322217,1,1,1,benign
5.263318,1,1,1,2,1,1,1,1,benign
4.887696,1,1,1,2,1.479592,2,1,1,benign
4.833464,9.784662,9.036971,9.464796,8.746205,2.238275,7.877668,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
2.366539,2.441421,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.228455,4.119594,6.036289,8.217957,8.704161,6.56656,8.539482,2.599766,1,malignant
5.649751,1,10.076915,1,1,1,3,1,1,benign
4.777985,1.974664,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
2.701553,1,1,1,2,1,2,1,1,benign
2.443681,1,5.830863,1,2,1,1,1,1,benign
2.77785,1,1,2,2,1,3,1,1,benign
8.614266,8.184008,9.702718,6.404063,3,10,9.141026,10,1,malignant
3.075676,2.126252,3.574449,1,2,1,3,3.225608,1,benign
9.928331,9.578613,8.293694,9.900344,4.941851,10,5.622414,8.076719,1,malignant
9.183665,9.724362,5.892222,3.628638,4.64521,5.268693,3,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
9.987428,1.961647,4.293669,1,3,10,7.830503,2.66916,1,malignant
9.490833,1,2,1,2,1.670524,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.812208,4.464535,5.449077,2,2,4.96768,7.450699,1,1,malignant
5.466285,2.703282,1,1,2,1,5.262174,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.918917,1,1,1,3,1,1,1,1,benign
7.393534,4.702447,3.219834,1,6.668704,10,5.249401,1,3,malignant
4,4.060324,6.390022,6.987807,2,10,8.057178,2.472876,1,benign
1,4.030672,1,8.484654,7.166489,1,2,2.743622,1,benign
5.204344,3.535211,6.360712,3.458593,7.824508,10,8.242061,2.869595,1,benign
8.624724,4.365668,9.495384,10.202169,5.267937,2.200022,5.305578,6.106499,8.371692,malignant
5.60247,1,2,1,2,1,1,2.597272,1,benign
6.030389,1,1,1,2,1,2,1,1,benign
8.281543,9.647121,5.431933,7.522075,3,10,3,4.922326,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.679974,1,1,1,2,1,1,1,1,benign
10.032654,5.990039,5.68668,3.045307,3,2.419431,3.262346,10,1,malignant
3.58702,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.089678,1.853516,2,1,2,1,3,2.721719,1,benign
5.21358,9.870079,8.769657,4.396274,4.306215,2.558317,7.584861,2.644108,1,benign
7.287998,8.181536,5.797871,10.19159,3.751797,10,7.799629,1,1,malignant
8.67801,1.859033,2,3.097512,7.61983,3.208606,1,1,1,malignant
1,1,2,1,2,1,3,1,1,benign
1,1.611815,2,1,2,1,2,1,1,benign
4.678666,4.497343,5.596217,6.773819,3.756889,9.903858,9.111491,6.867125,1,malignant
2.757417,1,1,1,2,1,2,1,1,benign
2.578078,1,1,1,2,4.341419,1,1,1,benign
8.015336,4.486098,5.411694,9.753219,3,1,8.623007,7.37377,8.571971,malignant
4,2.822274,2,1,3,1,3,2.342032,1,benign
9.907062,9.754431,9.371398,2.675555,5.951965,5.572224,3,7.920679,1,malignant
1,1,3.135886,1,2,1,2,1,1,benign
8.251729,4.087337,3.186453,6.238736,4.139865,1,5.454721,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,4.887732,1,1,3.137656,1,benign
9.289412,9.700055,10.178054,9.947241,9.074531,10,3,1,4.82346,malignant
4.783701,1,1,1,2,1,1,1,1,benign
5.376145,1,1,1,2,1,2,1,1,benign
5.290632,6.085324,4.541968,2,3,1,3,2.740071,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.06344,1,1,1,2,1,2,1,1,benign
2.618625,1,1,1,1,4.641838,1,1,1,benign
8.541356,4.688526,6.612897,10.292204,3,10,5.583734,1,3,malignant
5.811345,7.439316,5.821844,6.362358,4.509309,6.413851,8.07428,10,1,malignant
1,1,1,2.903463,3,1,1,1,1,benign
5.074913,1,1,1,2,1,1,1,1,benign
1,3.370637,2,1,3,1,3,1,1,benign
1,1,3.52554,2,2,1,2,1,1,benign
3.213705,1,1,1,1,1,3,1,1,benign
2.572499,1,1,1,2,1,3,2.542763,1,benign
1,1,1,1,1,1,1,1,1,benign
4.832427,9.904409,9.816137,9.492974,6.508033,10,4.283234,9.255268,2,malignant
4.865893,2.459022,5.123936,3.11406,2,4.311669,1,8.158413,4.387757,malignant
1,1,1,1,2,3.533876,3,1,1,benign
3.016066,1,1,1,2,7.080476,3,1,1,benign
7.958091,9.75555,8.592745,6.698113,7.268793,7.600707,6.642362,4.122278,3,malignant
2.243438,1,1,1,2,1,3,1,1,benign
5.340733,8.142663,7.321966,7.612604,4.513857,1,6.516366,7.015297,1,malignant
2.233293,1,1,3.827956,2,1,2,1,1,benign
9.452358,3.551742,10.08226,2.770236,3,6.869924,3,3.992221,1,malignant
8.45664,4.128894,5.965783,1,4.317153,6.551426,4.886952,2.620889,1,malignant
8.56324,4.350262,3.343457,2.493947,3,4.078711,7.761689,10,9.406731,malignant
8.243008,1,2,1,12.234565,10,2,5.664627,5.57388,malignant
1,1,1,3.650341,2,3.32612,2,1,1,benign
2.795311,2.547194,3.335404,1,2,1,3,1,1,benign
8.951494,4.743027,2.737357,9.707824,3,3.644492,3,1,1,malignant
9.550019,9.903548,8.823434,9.976606,7.403062,10,9.882475,10,1,malignant
3.270328,1,1,1,1,1,3,1,1,benign
9.342246,1.53966,5.00841,2,3,10,8.27167,2.941808,10.549787,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.624253,1,1,1,3,1,3,1,1,benign
4.73985,1,1,1,2,8.073974,2,1,1,benign
3.47071,1,1,1,3,1,2,3.461644,1,benign
8.48441,1,1,3.172453,2,1,2,1,1,benign
7.964539,4.45766,6.728274,6.183824,3,10,3,3.162595,1,malignant
3.23826,1,1,2,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.162004,2.839509,3.822402,2,2,1,1,2.608134,1,benign
8.721697,9.761969,8.988683,2,9.625275,10,3,5.551522,1,malignant
1.957016,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.527035,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.592063,7.017132,9.719364,7.456328,4.137836,10,9.568773,10,1,malignant
3.216693,2.7395,1,2,2,1,1,1,1,benign
2.434683,9.791353,10.560439,7.268947,8.591104,10,5.532241,8.276617,1,malignant
5.293981,1,1,1,2,1,3,1,1,benign
1,1,1,2,3,1,1,1,1,benign
4,1,1,2,2,2.66833,3,1,1,benign
10.6187,6.568136,4.864257,2,7.283551,10,8.000277,2.486558,2,malignant
8.013242,10.507964,9.069773,10.133014,4.675612,10,10.001962,1,5.065564,malignant
4.859325,3.663691,4.939294,6.693734,4.674747,6.945606,9.121152,3.763936,4.684976,malignant
5.606736,10.290606,5.599308,10.158646,7.713444,10,8.138659,10,8.468226,malignant
5.794773,2.228922,2.808528,1,9.335295,2.939097,3,1,9.302209,malignant
11.082563,9.943472,10.278447,9.61892,10.087914,7.297446,10.008904,10,1,malignant
4,1,1,1,2,1.936854,3,1,1,benign
5.416453,1,1,1,2,1,2,1,4.062438,benign
1,1,1,8.088836,2,1,1,1,1,benign
10.26736,6.055647,5.319531,8.441551,4.523877,10,7.60594,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.768142,4.401971,1,3,10,3.881067,5.819515,2,malignant
3.177878,1,1,1,2,1,1,1,1,benign
5.134348,10.077219,9.26037,2.680547,5.557313,10,7.012174,10,4.971552,malignant
4.582116,3.848262,7.630552,4.009713,3,1.740985,5.099908,5.473079,1,malignant
3.339821,1,1,1,2,1,2,1,1,benign
5.925025,1,1,1,2,1,1,1,1,benign
9.113598,7.495928,10.762342,6.835665,4.482649,8.711225,5.422408,1,8.242857,malignant
1,1,1,1,2,2.653778,1,1,1,benign
2.167545,1,1,1,2,1,2,1,1,benign
5.421543,1,1,1,2,1,1,1,1,benign
11.306185,9.770634,8.51289,3.236082,3,10,7.090608,8.413404,1,malignant
3.129801,1,1,1,2,1,1,1,1,benign
9.901458,6.963603,8.880042,9.784445,6.697765,10,8.235393,10,3,malignant
4,1,1,2,2,1,1,1,1,benign
3.196661,1,3.531854,1,2,1,2,1,1,benign
5.219006,9.394473,6.593632,10.156009,3,10,4.334291,3.15725,11.34742,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.428356,10.157931,9.543275,1,5.700229,1.866281,8.450573,7.553286,9.71818,malignant
2.678776,1,1,1,2,1,3,1,1,benign
2.489849,1,1,3.283295,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,2.490385,2,1,1,benign
1,1,1,1,2,1,1,1.908418,1,benign
8.386258,10.495104,8.28523,2.702853,10.462522,10,6.224807,1,8.738029,malignant
5.144207,1,1,1,2,1,1,1,1,benign
4.953269,4.485319,5.266912,6.102681,4.131398,10,2,5.900762,1,malignant
10.037659,9.703125,9.218308,10.154189,6.956604,4.261384,8.366547,10,1,malignant
2.813339,9.932209,9.213334,9.92199,7.45446,8.381008,7.940625,10,1,malignant
2.912474,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.293525,2.558054,2,7.907087,1,6.300236,1,1,1,benign
2.422318,1,1,1,2,1,3,1,1,benign
1,2.852803,2.854367,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.330696,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,2,2,2.154887,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.354064,9.262934,9.43363,9.504247,4.050492,10,9.628209,10,1,malignant
3.232596,1,1,1,3,1,2,1,1,benign
4,1,2,1,1,1,2,1,1,benign
2.404275,1,2,1,2,9.42562,2,2.191566,1,benign
9.189577,1.429753,1,7.235815,3.825879,10,2,8.418304,1,malignant
1.965466,1,1,3.496807,1,4.164301,3,1,1,benign
2.806212,1,3.22759,1,1,1,2,1,1,benign
2.056303,2.800936,3.759402,1,2,1,2,1,1,benign
4,1,1,1,2,4.136855,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
8.370394,7.407281,6.650445,6.107871,5.107386,10,3,1,1,malignant
5.619661,4.821117,5.371119,8.455535,4.676685,10,6.752242,1,3,malignant
1,1,1,2,2,1,3,1,1,benign
10.478233,8.049644,7.766758,6.696401,3,6.049006,3,10,10.65213,malignant
7.731999,5.506997,9.129249,6.948058,3,2.822682,8.084744,8.363088,3,malignant
2.913577,1,3.964289,1,2,1,3.933739,1,1,benign
2.026693,2.554507,3.826733,1,2,1,2,1,1,benign
4.134751,6.562054,9.083803,10.218491,4.446433,1.839983,4.032564,1,3,malignant
2.933428,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.36001,1,1,1,4.204357,10,7.441121,5.003187,2,malignant
1,1,2.828855,1,2,1,2,1,1,benign
5.578976,1,1,1,2,1,2,1,1,benign
8.412758,4.786767,8.262875,2,3,10,5.04343,2.852387,8.989652,malignant
1,1,1,1,2,1,3,1,1,benign
8.117868,9.841687,10.123155,10.457478,3,5.242735,5.007265,1,1,malignant
8.364212,4.772758,9.657586,3.588864,4.364346,10,5.757083,7.891283,6.564899,malignant
2.831272,1,1,1,1,1,3,1,1,benign
2.586685,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.508193,9.34353,6.159747,6.972243,6.88401,10,8.532399,2.003501,5.340996,malignant
9.833381,4.072647,8.940059,3.534045,3,10,4.093011,6.563891,1,malignant
2.292087,1,1,2,2,3.8073,2,1,1,benign
5.18941,1,3.595684,1,1,1,1,1,1,benign
9.500468,4.680189,6.655126,9.235945,3,10,7.419132,4.950951,3,malignant
1,1,1,1,2,2.659529,3,1.489827,1,benign
7.113502,8.763494,8.401544,5.229386,6.706618,1,3.928671,5.133129,5.160513,malignant
8.081974,7.387413,7.998098,3.584912,4.550154,2.632885,7.106653,8.375562,1,malignant
4,2.027306,6.685989,1,3.338838,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,4.316722,7.562281,9.670397,7.792724,10,5.008415,2.164967,1,malignant
4,1,1,1,2,1,1,1,4.056709,benign
3.232714,2.305047,1,2,2,1.682842,2,1,1,benign
4.76175,2.056653,3.135774,1,4.729325,3.293694,4.237715,2.386917,3,malignant
8.643231,4.552481,4.406147,3.459341,4.046257,10,4.304587,2.778959,3.500612,malignant
1,1,1,1,2,1,3,1,1,benign
6.93383,6.454325,3.381295,8.382634,3.583497,10,6.543208,1,1,malignant
8.583914,4.411806,5.803119,1,2,10,8.211764,1,1,malignant
9.96964,6.332577,6.036496,2,4.529838,10,3,1,1,malignant
7.452252,10.104258,5.050122,9.833603,10.985518,10,5.382007,10,3,malignant
2.915633,1,1,2,2,1,1,1,1,benign
5.516698,1,1,1,2,7.87035,2,1,1,benign
3.781154,7.312546,5.980601,2,4.174851,2.9789,8.54762,10,3,malignant
9.347597,10.089197,8.539421,3.214799,9.515412,6.5734,8.569262,8.398438,3,malignant
5.396337,4.311697,4.742212,10.072512,3,10,5.604057,1.649519,1,malignant
2.119164,9.704696,8.732151,4.271406,4.189619,7.18096,8.563787,7.059991,1,malignant
5.997528,1,1,2,2,1,3,3.008262,1,benign
1,1,1,1,2,1,1,1.850949,1,benign
4,1,1,1,2,5.892413,3,1,1,benign
9.24033,10.137151,8.862967,4.726096,6.675968,10,8.121001,5.475828,1,malignant
1,1,1,1,2,4.247346,2,1,1,benign
5.638264,3.032634,2,1,2,1,1,2.053556,1,benign
4.610373,9.685062,8.624504,3.411867,9.471216,9.60706,7.956845,10,1,malignant
6.127856,1,3.360417,1,2,3.369957,1,1,1,benign
3.009291,1,1,2,1,1,3,1,1,benign
11.172311,2.00285,7.678594,3.317774,5.560575,4.228708,4.736109,3.962017,1,malignant
2.491906,1,1,1,2,1,3,1,1,benign
2.568143,1,1,1,2,2.642758,3,1,1,benign
8.045853,5.332129,9.19608,1,4.98962,10,6.278804,3.456906,1,malignant
10.175359,8.012202,3.201948,8.463722,3,2.957062,3,1,2,malignant
8.199496,10.06124,10.375799,9.803611,4.59971,2.66683,8.117248,10,1,malignant
2.405791,1,1,1,2,1,1,1,1,benign
2.816121,1,1,1,1,1.825128,1,1,1,benign
7.510738,2.755782,3.259136,4.346572,2,9.505333,6.685171,1.249105,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.474445,4.27888,1,3,2.596768,1,benign
4,1,1,1,2,1,3,1,1,benign
5.837247,9.321779,8.983695,9.923509,3,10,8.53625,1,1,malignant
8.887989,5.672101,10.011168,2,7.992936,2.454711,3.630253,1,2,malignant
2.474764,1,1,1,2,1.380927,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
2.493724,1,1,1,2,1,5.791261,1,1,benign
1,1.942312,3.753473,1,1,1,3,1,1,benign
4.846845,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.644184,2.701296,4.021097,1,2,6.489312,3,7.265473,1,malignant
1,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.096291,4.536695,3.968822,9.793187,2,10,5.626782,5.56581,1,malignant
9.426378,4.661839,5.876781,1,4.395627,1,5.26201,8.852805,1,malignant
2.952987,1,1,1,2,1,2,1,1,benign
2.864299,1.892949,1,6.408089,2,3.553296,9.711938,4.110607,1,benign
5.601069,4.370137,3.542039,3.668851,3.971971,2.63519,7.350867,5.404175,1,malignant
8.523736,10.104421,9.097453,7.740987,5.192163,10,9.167647,10,1,malignant
5.067977,1,1,1,2,1,1,1,1,benign
2.349078,10.367245,11.099542,9.868944,7.18526,10,8.676142,10,3,malignant
5.645385,1,1,1,2,1,3,1,1,benign
5.361247,1,1,1,2,1,3,1,1,benign
5.145749,7.714266,9.455583,8.318028,4.373089,3.491553,4.660631,1,1,malignant
7.48721,1.863532,3.706558,1,3,2.569275,3.730942,7.112341,1,malignant
5.402525,1.889823,3.846312,1,2,1,1,8.679453,1,benign
2.316886,2.467399,2,3.60049,2,1,4.533713,1,1,benign
2.86732,1,3.703878,1,2,1,2,1,1,benign
9.35161,2.678546,6.239261,9.842104,4.196402,10,3,4.871474,1,malignant
7.142967,6.172521,3.429297,10.017824,4.64487,3.143583,4.017928,4.25776,8.594115,malignant
9.291983,7.862287,9.063561,9.877017,4.060244,10,7.550915,8.67681,7.765667,malignant
4,1,1,1,2,1,2,1,1,benign
3.206588,1,1,1,2,1,3,1,1,benign
5.281665,1,1,1,2,1,3,1,1,benign
2.739234,4.032376,3.546565,1,5.114889,3.3964,7.885818,10,1,malignant
2.285114,1,1,1,2,1,1,1,1,benign
2.555826,3.608616,6.279911,3.098193,4.540864,10,6.276855,1,1,malignant
1,1,1,1,2,2.693845,3,1,1,benign
8.333614,9.863001,9.759176,6.841857,9.881761,10,6.777076,7.190788,1,malignant
3.290322,1,1,3.019489,2,1,3,1,1,benign
8.847583,8.081339,4.094632,7.97914,3,10,7.112145,8.551082,4.797152,malignant
5.817852,1,1,1,2,1,1,1,1,benign
1,2.435199,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,2.518541,1,benign
8.955232,3.906963,4.271648,3.762712,3,5.352903,4.542344,4.295111,1,malignant
3.181346,7.051095,5.120061,5.49087,8.054404,1,4.382116,8.381049,1,benign
8.174927,2.564849,4.957566,1,4.488704,10,4.185019,2.045519,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.278882,5.655169,5.361291,3.413884,4.320172,10,3,8.585281,1,malignant
2.218009,1,3.771444,1,2,1,1,1,1,benign
4.914497,9.5922,9.639687,10.108398,7.21304,1,3,2.177368,1,malignant
5.7383,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.199504,2.186672,5.651471,10.002747,3,10,7.43424,4.361933,1,malignant
5.13012,1,2,1,3,1,2,1,1,benign
1,1,1,2,1,1,2,2.700351,1,benign
6.740602,5.24952,3.594128,3.865599,4.782395,10,6.658649,2.335861,1,malignant
8.38233,7.296425,4.589522,6.091123,6.348253,5.329744,6.70061,10,1,malignant
1,1,1,3.14713,2,1,1,1,1,benign
5.449342,6.595182,9.19247,4.753473,9.855256,7.202657,7.956988,1,3,malignant
5.789613,9.336178,6.019503,9.784427,11.398198,10,8.817312,10,1,malignant
3.422895,1,1,2,2,1,2,1,1,benign
9.879419,2.649675,8.883437,1,7.432551,7.630015,3,1,1,malignant
5.083359,1,1,1,2,1,1,2.987932,1,benign
3.394743,1,1,1,2,1,1,1,1,benign
5.461139,1,1,1,2,1,1,1,1,benign
8.371406,10.374758,6.206948,10.134004,1,3.244223,8.498277,5.510703,1,malignant
9.400892,10.124557,9.400871,2.967288,8.433871,10,3,10,2,malignant
2.180453,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,7.627331,1,benign
7.945037,10.183925,3.111007,9.643696,7.368305,10,2,7.913028,1,malignant
4,5.175406,3.424486,6.434182,5.148489,1,7.364799,5.152325,1,benign
1,1,3.184198,1,2,1,1,1,1,benign
5.356477,1,1,1,2,1,1,1,1,benign
9.571376,9.603076,9.246049,9.735303,6.151416,10,5.797407,10,1,malignant
3.012448,1,2,1,2,1,2,1,1,benign
7.867236,9.790452,8.68689,6.870445,3,10,9.828407,10,1,malignant
5.214377,1,1,1,2,1,3,1,1,benign
5.292068,2.184479,1,1,2,1,1,1,1,benign
4.712584,1,1,1,2,1,1,1,1,benign
3.266868,1,1,1,3,1,2,1,1,benign
1,2.737038,2,1,3.553572,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.162791,2,2,3,3.116846,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.479556,2.211605,2.863437,1,3.950342,1,6.904814,1,3,malignant
8.48606,5.258287,5.508203,1,6.67247,1.017801,5.76206,2.554157,1,malignant
7.816987,6.552663,3.291954,1,8.296256,7.235873,7.743615,9.419191,1,malignant
6.128148,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.639253,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,3.129346,1,benign
10.167177,4.258779,3.362113,5.81622,9.130148,10,4.969759,1,1,malignant
1,1,3.830877,1,2,1,2,1.926597,1,benign
8.728269,3.986212,3.36396,2,4.998637,1,4.410515,1,1,malignant
2.735447,1,1,1,2,1,2,1,1,benign
5.834162,1,1,1,2,1,3,1,1,benign
5.652631,1,1,2,2,10,3,1,1,benign
5.648625,4.784308,9.13295,7.916601,7.592141,10,4.139709,10,1,malignant
7.871223,2.799376,5.141064,1,4.532308,10,5.219644,1,4.91675,malignant
10.319173,2.803524,4.657868,1,3,6.769188,5.020178,6.147887,1,malignant
5.569717,1,1,1,2,1,3,1,1,benign
7.285761,3.760361,8.251708,6.076023,8.473306,0.867962,6.628304,2.814603,1,malignant
5.634822,9.289457,8.448954,5.244371,1,1,2,2.964667,1,malignant
4,2.78772,3.07139,1,2,1,2,3.04317,1,benign
2.554672,3.004338,5.982902,1,3,3.880301,8.5169,2.985323,2,malignant
3.060318,1,1,1,2,1,2,1,1,benign
9.23129,2.768943,4.684773,8.681402,3,1.798248,5.108287,2.709896,1,malignant
1.844192,1,1,1,2,3.321536,3,1,1,benign
4.732799,1,1,1,2,1,3,1,1,benign
5.584754,1,1,1,2,1,3,1,1,benign
4.626561,2.994663,6.590718,1,3,3.940077,3,2.238281,5.511246,malignant
8.289602,8.615356,7.481123,9.861505,8.886939,10,3,1,1,malignant
5.281355,2.681756,2,2,2,3.215847,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.980947,4.905086,6.263932,10.32137,2,1,3,1,1,malignant
5.055149,2.294306,1,3.073801,2,1,2,1,1,benign
4.674057,1,1,1,2,1,3,3.541332,1,benign
9.452353,9.545754,10.166586,6.6826,6.522279,10,9.923845,5.127621,1,malignant
4.884343,6.192395,9.152554,4.971518,5.665602,8.013025,6.469695,6.70728,2,malignant
1,1,1,4.187344,2,6.119473,2,1,1,benign
1,1,1,1,4.824714,1,2,1,1,benign
2.003449,1,1,1,2,1,1,1,1,benign
7.795455,7.59219,7.570787,7.989781,3,6.185852,7.687975,10,1,malignant
2.621974,9.716696,9.652097,9.746891,7.502104,5.251125,8.356564,1,1,malignant
5.78875,1,2,1,2,1,3,1,1,benign
1.887102,10.014133,9.810776,2,5.791364,10,3.703775,6.540507,2,malignant
1,1,3.704294,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.385933,4.124955,6.161467,1,3,1,10.196629,1,1,malignant
4.352132,1,1,1,3,1,3,1,1,benign
3.06153,1,3.526608,1,2,1,2,1,1,benign
2.711454,1,1,1,2,1,2,1,1,benign
5.65023,1,1,1,2,1,1,2.617,1,benign
2.865768,1,1,1,2,1,1,1,1,benign
9.638508,5.615281,7.598947,2,4.237753,4.993166,9.137885,4.24561,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.454542,6.502259,6.021278,9.955888,4.519443,10,3,1,5.37588,malignant
2.898255,1,1,3.058993,2,1,1,2.442217,1,benign
4,1,1,1,2,1,2,1,1,benign
2.31727,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
10.690564,7.089591,2,2.803048,8.905023,1.617952,5.068713,9.162639,9.634416,malignant
2.6718,1,1,1,2,1,2,1,1,benign
8.869737,9.592944,10.000096,5.169339,3.857111,10,7.201078,3.185821,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,2.1691,1,1,2,1,2,1,1,benign
5.588824,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.954876,9.535021,8.845128,9.936498,4.160595,10,7.556415,9.222026,1,malignant
3.189641,1,1,2.642557,2,2.894864,1,1,1,benign
1,3.409102,3.823877,2,5.176352,1,2,2.06088,1,benign
4,9.678556,9.085587,5.650224,7.770415,10,9.576937,3.132401,1,malignant
9.130843,1,1,1,2,4.345749,3,1,1,benign
8.66158,4.418746,5.556584,7.961784,8.639892,1,4.504277,2.042212,2,malignant
4,1,1,1,2,2.297263,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.45759,1,1,1,2,1,2,1,1,benign
10.001168,7.024156,6.610421,3.417605,3.782823,9.078905,6.149488,6.555028,3.635849,malignant
3.086043,1,1,1,2,1,1,1,1,benign
3.084728,1,1,1,2,1,2,1,1,benign
5.113878,1,2,1,2,1,1,1,1,benign
1,10.516628,10.17034,9.586265,8.697277,10,4.300187,10,10.930288,malignant
1.907943,1,1,1,2,1,1,1,1,benign
4,6.793615,4.521793,10.028769,12.715536,10,10.34552,1,2,malignant
2.551969,1,1,1,2,1,2,1,1,benign
9.131869,2.943405,3.073968,7.028835,6.740185,10,1,6.130742,4.071076,malignant
5.259647,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,2.630067,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.011464,1,1,2,2.332406,3,7.600285,1,benign
8.589397,2.141145,3.335403,3.593339,6.686497,8.765547,1,4.362196,2,malignant
4,3.112451,1,1,2,1,2,1,1,benign
2.12831,1,1,3.736882,2,1,3,1,1,benign
4,10.387537,9.464172,4.547544,5.942767,10,8.6822,10,3,malignant
5.774288,1,1,2,2,1,2,1,1,benign
7.422188,6.848083,9.698822,4.243811,3.801287,10,3,10,2,malignant
8.515766,9.669446,4.222612,2.985097,6.753615,8.506355,3,10,1,malignant
4.779355,1,3.376246,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.367316,6.259373,9.199705,7.333165,4.731705,10,5.125957,5.930874,1,malignant
8.734381,10.507359,10.748815,3.113588,8.779592,10,4.500397,1,2,malignant
5.149849,10.118425,7.79097,3.603911,5.037038,10,8.765822,3.114589,1,malignant
10.378426,9.663197,10.29134,9.827984,11.292259,10,5.173977,10,6.685842,malignant
5.083671,1,1,1,2,1,1,1,1,benign
7.921738,4.905466,5.577803,3.523396,9.612276,10,3,7.482863,1,malignant
5.647603,1,3.775907,1,2,1,2,1,1,benign
5.618701,3.681988,5.17002,10.18586,4.130191,10,7.889373,2.455868,1,malignant
2.753664,1,1,1,2,1,3,1,1,benign
3.430435,1.746856,1,1,4.825172,1,1,1,1,benign
5.263572,2.645932,3.723699,3.194502,2,10,6.095694,5.021249,1,malignant
2.380865,1,2,3.307492,2,1,1,1,1,benign
5.099227,5.624906,8.581208,6.38499,6.212663,3.424857,3,7.492681,1,benign
7.875286,9.682721,10.005122,10.232666,5.482461,2.900292,2,10,2,malignant
1,1,1,2,2,1,2,1,1,benign
5.600535,8.417847,5.106128,7.121831,4.468759,10,4.084802,1,9.044614,malignant
1,1,1,1,1,1,1,1,1,benign
4.978982,2.468484,4.544773,1,2,1,3,1.686344,1,benign
1,1,1,1,2,1,3,1,1,benign
4,6.072637,4.827184,5.893733,4.538976,4.190264,8.270167,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
8.439221,4.061347,6.264714,3.091761,4.733089,6.93267,4.889413,8.230839,3.561631,malignant
4.496441,1,1,1,2,1,2,1,1,benign
1,2.328182,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.924154,4.50085,6.408817,3.067964,3,2.77595,3,2.43656,1,malignant
3.059848,1,2,1,2,1,2,1,1,benign
4,1,4.960305,2,2,1,2,1,1,benign
9.029052,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.04315,2.748422,2.929922,3,2.55781,1,1,1,benign
9.710709,9.61593,2,10.11303,9.280077,10,8.325089,10,3,malignant
2.607021,1,1,1,2,2.832497,2,1,1,benign
5.054897,10.541588,5.822562,9.717014,9.18526,10,3,10,1,malignant
4.974198,9.430236,10.722384,2.841851,8.352448,6.247626,7.333393,2.671579,1,malignant
1,1,1,1,2,1,1,3.26955,1,benign
5.518178,1,1,1,2,1,2,1,1,benign
2.460821,1,1,1,2,1,3,1,1,benign
3.41867,1,1,1,1,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.290884,4.00118,3.247221,7.772341,3,4.050306,7.185052,8.037985,9.183651,malignant
1,1,1,1,3,2.290081,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.242761,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.404244,2,2,2,1,2,1,1,benign
5.356495,1,2,3.094179,2,1,1,1,1,benign
2.649163,1,1,1,1,1,2,1,1,benign
3.505246,1,1,1,2,3.507368,2,1,1,benign
11.71852,3.075393,5.784506,4.164922,3,5.930713,8.100839,1,1,malignant
4,1,1,1,2,1,1,1,4.800661,benign
5.322976,2.611594,3.304356,1,3,3.045042,5.156955,1,1,benign
3.172325,1,1,1,2,1,3,1,1,benign
8.646464,6.852453,4.334829,9.321332,3,10,6.443428,1,10.025468,malignant
5.318173,1,1,1,2,1,1,1,1,benign
8.924184,7.800289,5.818573,3.124674,9.200908,10,5.624579,10,1,malignant
4.577807,1,1,1,2,2.597426,2,1,1,benign
2.694801,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.823541,1,1,1,2,1,1,1,1,benign
5.065133,9.994258,1,4.048561,10.678693,10,7.31512,3.46938,2,malignant
8.812245,10.010096,8.438945,2,3,1.282635,3.863282,6.319156,2,malignant
4,7.260727,8.91675,9.721111,5.431625,10,3,4.115262,7.190253,malignant
5.183765,1,1,1,2,1,3,1,1,benign
5.813073,1,1,1,3,1,1,1,1,benign
2.354607,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.085268,1,1,3.769214,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.853459,1,1,1,2,1,2,1,1,benign
9.687559,9.842031,5.516229,1,4.486955,10,7.267,4.854869,2,malignant
1,1,1,1,3,1,1,1,1,benign
2.792623,1,1,1,2,1,3,1,1,benign
4.878199,6.211401,4.54783,7.299798,9.334485,10,3,10,1,malignant
5.119351,1,1,1,2,1,2,1,1,benign
2.657711,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.245352,3.110564,1,2,1,1,2.998532,1,benign
1,4.107682,3.205795,2,3.755826,10,7.995631,4.691411,9.000341,malignant
9.621574,6.854024,7.629481,4.660737,4.872134,10,3,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.925167,1,1,1,2,1,1,1,1,benign
2.805855,1,1,1,2,1,2,1,1,benign
1,3.130494,1,1,2,2.37217,1,7.465901,1,benign
2.568849,1,1,1,2,1,3.342904,1,1,benign
1,2.47015,6.07653,1,1,1,1,1,1,benign
5.478918,9.432624,10.268265,2,8.344841,10,8.162148,10,2,malignant
4,1,1,3.862599,2,1,3,1,1,benign
7.776841,9.864264,2,5.547423,6.25782,10,4.601952,4.534478,1,malignant
3.267504,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,9.666229,1,1,1,benign
3.600748,1,1,1,3,1,1,1,1,benign
5.417691,2.327753,2,4.081485,4.770647,10,3,5.003903,3,malignant
10.588541,6.109925,8.019684,3.664705,6.148096,10,4.732725,7.864358,1,malignant
2.460619,2.834057,4.069813,1,2,1,3,1,1,benign
2.171602,1,1,1,2,1,3,3.015218,1,benign
1,1,1,1,2,1,2,2.993913,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1.78611,3.580372,1,3,1,3,1,1,benign
9.692629,10.050916,10.677522,9.836679,10.020348,10,7.842154,7.623947,1,malignant
5.67886,2.108015,2,5.038949,3,2.819257,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.480247,2.453282,1,1,3.93129,1,3,2.150023,1,benign
9.009632,10.274469,3.818924,2,9.29779,10,5.477194,2.726806,6.135495,malignant
9.008875,4.680642,3.878842,7.78516,3.593347,10,4.879673,4.310321,1,malignant
5.367724,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.418723,4.815966,6.070801,2,2,3.408427,8.672954,2.019927,1,malignant
3.04676,1,1,1,2,1,1,1,1,benign
4.743436,1,1,1,2,1,2,1,1,benign
5.052505,4.049618,6.251779,8.292554,4.13163,8.747071,7.674015,7.752254,1,malignant
1,1,1,1,2,1,2,2.408802,1,benign
1,1,1,3.468086,3,1,3,1,1,benign
1,2.282017,1,1,2,1,3,1,1,benign
5.36601,1,1,1,2,1,1,1,1,benign
3.171713,1,1,3.190731,2,2.324637,2,1,1,benign
3.317264,9.775745,8.568973,4.509641,3,10,8.355451,2.418136,7.051866,malignant
7.848211,9.614486,3.953036,5.727018,9.635899,3.168242,8.727641,10,3,malignant
3.19023,1,1,2.916267,1,3.02429,2,1,1,benign
8.4807,4.979613,3.100474,9.220747,4.945751,10,4.791535,5.827526,1,malignant
5.175261,1,1,1,1,1,1,1,1,benign
4,2.299184,4.199092,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.703621,1,1,1,2,1,1,1,2,benign
5.947352,1,1,1,2,1,3,2.253269,1,benign
10.596136,9.894239,9.724732,5.632567,4.580624,8.412851,9.424589,2.835329,1,malignant
4,1,2,3.209824,2,3.516966,3,1,1,benign
4,1.571622,5.738056,7.777143,4.56604,10,4.678788,7.734273,3,malignant
5.291987,4.031793,6.276458,7.35983,3,10,8.105586,1.790762,2,malignant
8.166252,2.699425,3.545616,1,7.904546,2.976362,4.62526,1.648517,1,malignant
9.395512,3.939264,2,9.857134,4.422724,10,9.343913,4.417994,8.558809,malignant
2.9457,1,1,1,2,1,3,1,1,benign
5.521221,9.772968,8.546133,3.334386,4.650034,7.138326,7.45607,10,1,malignant
2.608583,1,1,1,2,1,2,1,1,benign
5.616362,1,1,1,2,3.505985,1,1,1,benign
5.371811,7.631109,8.519632,2,3,2.215508,7.885665,7.336187,1,malignant
1,1,1,1,1,3.157876,2,1,1,benign
4,4.330115,7.135595,1,2,1,4.783352,6.641203,1,benign
2.412085,1,1,1,1,1,1,2.711759,1,benign
1,1,1,1,2,1,1,1,1,benign
6.06052,1,1,1,2,1,3,1,1,benign
1.517298,1,1,2.695783,2,1,2,1,1,benign
9.020596,10.142136,1,3.751992,3,3.729401,3,10,1,malignant
2.484848,1,1,1,2,1,2,1,1,benign
2.486161,2.971737,2,7.419089,4.529082,6.618893,2,2.641068,3,malignant
4.675436,1,1,1,2,1,3,1,2,benign
8.920191,3.962292,2,2,4.585344,10,2,7.464651,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.403913,7.0589,9.595188,7.769311,3,2.403178,7.945601,2.906675,6.265344,malignant
9.453358,9.91113,10.22241,10.116696,4.662177,10,7.961943,10,1,malignant
3.540311,1,1,7.715206,2,1,3,1,1,benign
2.874524,2.898015,2.960553,1,2,1,8.969058,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.021061,1,1,1,2,1,1,1,1,benign
5.380593,1,1,2,2,3.449032,1,1,1,benign
10.042429,2.245054,3.936325,1,8.194067,1,3,2.378262,2.073355,malignant
2.445966,1,1,1,3,1,2,1,1,benign
4.939566,1,3.518683,1,2,3.093824,3,1,1,benign
1,1,1,1,2,1,2,2.331279,1,benign
2.633727,1,2,2,2,1,1,1,1,benign
5.074166,1,1,1,2,1,2,1,1,benign
5.891755,1,1,1,2,1,8.33965,2.488656,1,benign
1,1,1,1,2,1,1,1,1,benign
5.484296,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.006696,1.04869,1,1,2,1,2,1,1,benign
8.195454,2.711366,3.358124,1,11.983398,10,4.505366,1.969547,3,malignant
9.331301,1.938278,2.922456,1,2,1,8.839531,6.189729,1,malignant
7.161822,1.836575,5.844791,5.99034,8.507892,5.140231,3,3.510873,5.348991,malignant
5.603538,1,1,1,2,1,2,1,1,benign
5.925669,1.591577,3.335578,1,3.871292,1,2,1,1,benign
2.626869,1,1,1,2,1,3,1,1,benign
5.476047,9.93472,10.615587,5.920512,4.833966,7.943493,7.295121,10,4.797049,malignant
1,5.224778,3.296294,5.238856,4.632517,1,2,2.916814,1,benign
4.935201,4.871063,5.034859,7.111079,5.078167,10,7.646012,2.700709,4.620278,malignant
8.092266,1,3.958985,10.563502,3.862783,10,6.351698,3.544015,7.788774,malignant
12.754049,6.110742,5.862314,2,7.125786,10,3,2.304335,6.145936,malignant
4,1,3.534903,1,2,1,2,1,1,benign
5.079776,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.252959,4.843315,10.728362,2,3.643684,10,4.014652,7.636551,2,malignant
6.343777,4.206876,6.425024,9.887818,3.494004,10,8.084053,8.871549,2,malignant
4.88433,1,2,1,2,1,1,1,1,benign
4,1,1,3.216367,3,2.398396,1,1,1,benign
6.068073,1,1,1,2,1,1,1,1,benign
3.024897,1,1,1,2,1,3,1,1,benign
2.291805,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.066987,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.113179,1,1,1,2,1,2,1,1,benign
5.236922,1,1,1,2,1,3,1,1,benign
2.44166,1,3.249775,1,2,2.998655,2,1,1,benign
2.485155,1,1,1,2,7.63465,3,1,1,benign
9.190106,9.505629,8.032678,6.837463,11.06663,7.636206,6.23095,1,1,malignant
5.206168,1,1,1,2,1,1,1,1,benign
2.982184,1,2.989108,1,2,1,1,1,1,benign
5.458815,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.052801,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.074041,1,1,1,1,1,3,1,1,benign
5.398758,7.53503,9.558432,2.32544,2,10,9.790165,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
7.933858,10.095858,7.506654,10.01212,8.350622,10,6.27367,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
3.133588,2.630911,2.329489,1,2,1,2,1,1,benign
4,1,3.688611,1,2,1,1,1,1,benign
2.374717,1,2,1,2,1,1,1,1,benign
6.337594,2.148107,2,2.896844,3,10,3,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.985479,1,1,1,3,1,3,2.412478,1,benign
4,1.825423,2.847329,1,2,1,3,3.366851,1,benign
1,1,1,1,1,1,2,1,1,benign
9.226759,6.886245,9.986091,3.705897,4.151855,10,6.989981,7.904923,3,malignant
3.539101,1,1,1,2,1,1,1,1,benign
1,1.984934,2,3.276748,2,1,3,1,1,benign
9.362544,9.763842,9.08751,9.930916,7.286275,10,4.031612,10,10.245242,malignant
2.727035,1,1,1,2,1,1,1,1,benign
4.734305,7.467897,3.214177,9.703267,4.638608,10,3,10,1,malignant
8.266603,3.960785,5.132544,7.048166,4.31064,10,3,5.091959,1,malignant
4,5.936851,4.325009,9.857614,8.258381,10,7.693815,8.416766,1,malignant
2.729148,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.347469,9.929296,11.194787,7.664165,7.524536,5.589094,7.09495,2.436415,3,malignant
1,1,1,1,2,1,3,1,1,benign
2.815841,1,1,1,2,1,1,1,1,benign
9.473142,7.021685,7.594927,5.335258,4.837491,5.452517,7.046343,4.644841,3,malignant
5.762202,1,1,1,3,1,3,1,1,benign
2.33209,1,1,1,2,1,2,1,1,benign
4.601157,7.467177,9.671756,1,4.555037,7.477345,7.541624,9.007517,2,malignant
2.565129,1,3.150215,3.339435,3,3.44894,1,1,2,benign
5.107945,8.256975,9.832127,10.08022,3,2.78186,3,8.120994,1,benign
4,10.04633,10.107646,9.876421,3.528641,1,6.85118,10,10.445205,malignant
1,1,1,1,2,1,1,1,1,benign
2.127266,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.609909,1,1,1,2,1,3,1,1,benign
5.169124,6.558209,6.151499,2,4.92842,2.001759,3.754644,8.064281,2,malignant
8.263971,8.362288,8.435364,5.488417,6.833462,6.287553,8.118347,7.95666,1,malignant
7.66962,10.103382,9.222393,6.380912,3.84817,10,8.05277,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
2.124949,2.424698,2,1,1,4.627152,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,2.285727,1,benign
5.225776,1,2,1,2,1,2,1,1,benign
5.267269,1,3.383163,1,2,1,3,1,1,benign
6.129224,7.819937,6.18792,5.068005,8.086846,6.588272,8.101731,1,8.262953,malignant
4,1,1,1,1,1,3,1,1,benign
8.736938,9.795838,8.981235,3.384883,4.000058,1,6.805145,4.705314,3,malignant
9.246546,8.433938,5.005412,9.885736,9.204439,10,7.512342,5.531504,1,malignant
1,1,1,1,2,3.867453,2,1,1,benign
3.696293,1,1,2.884349,2,3.703896,2,1,1,benign
1,2.374028,1,2,2,3.596823,3,1,1,benign
2.813298,1,1,1,2,1,3,1,1,benign
5.330218,9.614172,10.457165,9.822812,7.13862,10,8.974273,10,2,malignant
8.550032,2.822509,2,1,3,10,1,10,6.409127,malignant
5.899942,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.369273,1,1,1,2,1,1,1,10.309682,benign
1,1,1,1,2,1,3,1,1,benign
8.921706,2.789103,6.450185,3.661876,3,10,3.871903,6.47284,1,malignant
2.519476,1,1,9.882115,2,1.222594,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.922053,4.666534,3.652743,3.065551,3.81318,10,9.916767,8.055619,1,malignant
5.251057,2.68203,2.884507,1,4.678298,1,7.877264,1,1,benign
5.703002,3.508744,4.866551,3.256766,3,6.585389,7.936256,2.254992,1,malignant
2.424035,9.858248,4.232202,10.168635,7.655009,10,4.759454,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.221889,2.65118,2.739763,2,2,10,3,4.912976,1,malignant
2.971853,1,1,2,2,1,1,1,1,benign
7.011988,10.059915,9.567182,9.78299,2,10,7.16282,10,3,malignant
9.747094,3.416898,3.101462,1,2,10,3.723172,5.526128,1,malignant
7.822793,10.097049,10.001738,6.129369,9.888693,5.93011,3,10,1,malignant
2.487437,1,1,1,2,1,2,1,1,benign
1.251204,1,1,1,2,1,2,1,1,benign
9.496099,6.780762,8.071321,3.434374,1,6.878969,8.394578,8.159021,3,malignant
9.649847,6.911513,9.528332,10.190586,8.378718,2.121856,5.615525,10,1,malignant
5.748707,1,1,1,1,1,1,1,1,benign
2.499807,2.903051,2,1,2,3.612667,1,1,1,benign
3.341862,1,1,1,2,6.201011,3,1,1,benign
3.446333,2.65691,1,2.757248,3.586022,1,1,1,1,benign
6.733186,10.112009,10.24896,10.23154,11.662924,10,7.909077,10,2,malignant
5.387009,7.392855,5.530564,3.4889,3,10,9.051537,4.20267,3,malignant
5.11195,9.634781,9.709123,10.318372,5.684737,10,7.499151,2.682479,3,malignant
4,1,3.671348,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.112531,1,1,1,2,1,2,1,1,benign
5.531092,2.546054,3.743367,1,5.08059,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.055565,1,1,1,2,5.445043,3,1,4.34245,benign
9.257534,5.790417,9.974863,3.622203,8.569778,10,3,5.686812,8.418145,malignant
10.39678,9.681526,5.532222,4.979234,8.768922,10,2,10,5.282984,malignant
9.494572,6.428111,9.657378,5.725916,3.766374,10,8.143017,1,1,malignant
5.89597,3.023311,1,3.133979,2,1,1,1,1,benign
1,1,1,1,2,1,2,1.934579,1,benign
2.50436,2.449578,1,1,3,1,2,1,3,benign
1,1,1,1,2,2.336488,2,2.727039,1,benign
1,1,1,1,2,1,2,1,1,benign
4.073859,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.712322,1,1,3.57998,2,1,1,1,1,benign
10.69579,4.003702,6.385486,6.856528,3.589548,10,4.346839,1,2,malignant
1,2.863181,3.346828,1,3.235804,1,3,1,1,benign
5.218089,4.019872,3.234392,6.160627,4.724523,4.497682,8.482401,2.979341,1,malignant
4.468909,4.629843,5.472788,1,7.756255,1,2,2.933973,1,benign
4.639087,3.081028,2,1,2,1,1,1,1,benign
3.09315,1,1,1,2,4.314526,3,1,1,benign
2.904593,1,1,1,1,1,1,1,1,benign
2.575512,9.994859,2,9.574927,3,6.96187,8.227048,5.200813,3,malignant
1,1,3.658399,1,2,1,2,1,1,benign
8.151396,3.158991,4.414446,1,3.456801,10,4.657839,1,1,malignant
2.801997,1,1,1,1,1,3,2.215321,1,benign
11.019513,4.525808,3.072016,3.231313,3,10,5.351751,8.887486,1,malignant
2.415805,1,1,2,2,3.840805,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.260936,1,1,3.547374,3,1,3,1,1,benign
5.169523,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.688789,1,8.641935,1,4.323113,1,3,1.965055,1,malignant
2.3952,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.868692,7.315292,6.36975,6.225404,4.273034,10,3,4.55145,1,malignant
5.113027,1.379017,2,7.226987,3,10,2,2.39459,1,malignant
2.768052,4.323346,6.169819,2.577075,2,2.315746,3,4.84529,1,benign
1,2.239948,1,1,4.79925,1,2,1,1,benign
5.234574,1,1,1,2,1,1,1,1,benign
5.834754,6.459522,5.994317,9.914795,4.304196,9.886015,4.630684,7.576624,8.420261,malignant
4,1,1,1,3,1,3,1,1,benign
2.920785,2.429997,1,2,2,1,2,2.343759,1,benign
9.30447,2.637605,6.257895,1,3,6.706894,1,5.16143,1,malignant
5.160998,5.74588,9.671378,2.880414,6.32621,5.518785,7.745468,4.773894,1,malignant
4.726547,1,1,1,2,1,2,1,1,benign
4,2.13682,2,3.745092,4.948034,1,1,1,1,benign
10.418356,4.261713,9.04215,4.020768,7.834047,10,8.584678,1,1,malignant
8.425947,6.547686,2.909699,6.683761,4.654909,3.418024,4.744101,8.105676,10.078416,malignant
2.917117,1,1,1,3,1,1,1,1,benign
5.217959,10.104336,5.978245,3.285615,3,10,6.692198,2.808583,5.804421,malignant
5.308288,1,1,1,2,1,2,1,1,benign
5.188231,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,4.357918,1,2,2.850151,3,1,1,benign
2.635876,2.601586,1,2,1,3.214899,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.341208,2.958339,3.340193,1,7.174619,1,9.614199,4.399894,1,malignant
4.616278,8.212763,10.2193,9.92764,4.575865,10,3.252086,8.519593,2,malignant
1.900118,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,5.290809,3,1,1,benign
4.152782,1,1,1,2,1,1,1,1,benign
7.484616,8.489442,3.195084,9.471019,4.491642,10,8.413798,8.103268,1,malignant
6.312439,5.463637,5.76533,5.379315,4.535374,4.423159,4.791617,1,1,malignant
1,1.86401,3.950935,3.840578,2,1,1,1.89141,1,benign
4,6.265786,6.677922,10.2216,5.026954,10,5.525796,7.537713,2,malignant
4,1,1,1,2,1,3,1,1,benign
4.896627,6.909966,8.489362,10.454986,6.799627,6.701525,5.204602,10,1,malignant
10.241269,7.320058,10.892797,10.190174,1,10,8.407695,1,1,malignant
1,2.306526,2,1,3,1,4.97827,1,1,benign
8.479278,4.46873,2,1,4.65946,1,6.798182,7.520651,1,malignant
4,1,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.89828,1,2,1,2,3.46198,2,1,1,benign
4,1,3.613827,1,1,2.213255,3,1,1,benign
7.508766,4.542895,7.138996,10.086557,6.173108,10,4.949501,5.253226,1,malignant
5.08076,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.736888,1,1,1,2,1,1,1,1,benign
5.42163,2.631263,2,1,2,1,8.708563,1,1,benign
5.826715,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.031048,1,1,1,1,1,2,1,1,benign
2.006144,1,1,1,2,1,1,1,1,benign
9.162029,1,1,1,2,1,2,1,1,benign
5.676667,1,1,1,2,1,3,1,1,benign
5.448776,3.424297,4.59874,3.609625,4.897985,10,6.372772,1,2,malignant
4.815502,7.097459,10.178795,1,3,2.709164,3,8.58611,1,malignant
9.314234,9.78895,9.919543,9.437857,6.636374,10,5.279983,7.603142,1,malignant
2.707051,1,1,1,2,1,1,1,1,benign
1.155211,1,1,1,2,1,2,1,1,benign
8.561268,8.820267,6.161987,4.868987,9.972433,8.65691,8.921571,8.377607,10.021919,malignant
2.31667,4.557113,6.455164,8.675616,3,10,3,4.591312,6.248195,malignant
4,1,1,1,3,1,3,1,1,benign
4.356339,4.362051,6.227921,2.340546,3,10,8.401673,3.503952,7.723006,malignant
9.201949,7.536107,3.791467,2,4.057047,10,7.598762,1,1,malignant
4,7.938298,9.433867,2.599058,6.702061,8.668193,4.737431,9.569891,2,malignant
5.348986,8.819183,9.241263,5.578195,5.486842,6.130825,8.23819,10,3,malignant
4.747655,7.640098,10.056482,2.95262,7.349799,1,8.66472,7.366318,6.048925,malignant
9.983772,2.667184,2.900979,9.238518,3,3.047828,9.095576,4.570346,2,malignant
7.938764,10.584051,9.749827,7.447737,4.976612,5.953481,4.594988,10,4.381669,malignant
9.634743,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.595841,1,1,1,2,1,2,2.45984,1,benign
5.157891,1,1,1,1,6.379265,1,1,1,benign
8.044764,2.608818,2,1,1,1,2,1,1,benign
8.438706,1.990512,3.045542,6.108919,3,10,5.365581,3.431334,3,malignant
4.907246,1,6.643883,8.786301,4.479779,6.251075,8.53968,10,1,malignant
7.581627,4.470284,5.994974,7.506092,3.841748,10,5.251669,8.78528,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.810189,2.09618,3.956659,1,4.099222,10,5.085531,6.930674,1,malignant
1,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.867929,3.582701,6.163014,3.444786,4.679144,10,5.141673,10,3,malignant
2.475407,1.885517,3.075415,3.76457,3,1,1,1,1,benign
4.66295,1,1,1,2,1,1,1,1,benign
10.045241,4.147389,6.332624,7.632738,9.016879,4.087618,8.190146,8.134523,9.69027,malignant
2.869143,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,3,benign
4,1,2,1,1,1,3,1,1,benign
6.423814,7.435311,4.797153,3.261717,3.35214,1,8.855621,1,2,malignant
1,1,2,1,2,1,2,1,1,benign
1,1,1,4.362658,2,1,1,1,1,benign
5.146407,1,1,1,2,1,1,1,1,benign
5.539413,9.956548,9.244261,6.518256,8.45469,10,8.010969,7.34106,1,malignant
9.554762,9.762305,9.814093,10.070358,3.70543,10,3.927573,10,8.188516,malignant
8.543305,6.761998,1,2,7.705048,10,3,2.453688,1,malignant
7.449711,4.255757,4.699803,8.641999,3,10,8.871333,1,8.256344,malignant
8.045781,9.57373,9.006357,10.176344,5.441701,10,9.818041,10,2,malignant
5.829932,1,1,1,2,1,2,1,1,benign
9.023935,2.48961,3.305346,1,3,1,1,8.138292,3,malignant
4.973611,1,1,1,1,1,1,1,1,benign
2.056312,1,1,1,2,1,2,1,1,benign
8.196138,2.723676,3.845523,2,2,5.173241,1,2.360458,7.633647,malignant
1,1,1,1,2,1,1,1,1,benign
4,4.111401,5.81262,1,8.605641,9.025085,2,4.93674,1,malignant
11.163778,9.667476,10.322057,9.892354,6.819984,10,6.42346,5.206424,3,malignant
4.934292,10.078024,9.05896,9.814577,10.337204,10,8.762356,8.825711,2.581349,malignant
6.111424,2.177933,6.208307,6.551079,3,6.72344,3,2.27527,3,malignant
5.186153,1,1,1,2,1,2,1,1,benign
9.769145,9.097319,11.090801,3.193007,5.181102,10,9.147474,1,9.499879,malignant
8.916754,4.370395,3.855465,4.828375,2,10,7.327095,10,1,malignant
2.405916,1,2.719975,6.745772,2,5.303287,3,1,1,benign
1,1,1,1,2,3.241925,2,1,2,benign
1,1,1,1,1,1,1,1,1,benign
4,3.855441,5.973548,1,2,1,5.253272,3.279109,5.881704,malignant
2.482794,1,1,1,2,1,2,1,1,benign
1,2.488981,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,2.93687,1,benign
2.819692,1,1,1,2,1,2,1,1,benign
5.26871,2.166723,2,1,1,1,2,1.862378,1,benign
1,6.040043,5.001288,1,5.073753,1,8.824427,8.000208,1,benign
1,1,2,1,2,1,1,1,1,benign
9.997487,2.942798,3.953008,2.911987,4.355952,10,3,5.095116,3,malignant
7.737906,4.542154,6.123187,10.023581,4.69459,10,5.093302,2.822088,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.327013,1,1,2,2,10,1,1,1,benign
3.439068,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.117453,1.983157,3.280969,1,3,6.339938,3,7.762834,1,malignant
1,10.342427,9.857304,1,8.097099,1,3.875121,5.309363,1,malignant
10.525584,7.951319,5.979029,2.973064,4.806241,10,3,10,3.450136,malignant
3.369985,1,1,1,2,1,5.252565,1,2,benign
2.604608,3.660654,6.287269,3.595447,3,1,2,3.254593,1,benign
1,1,1,1,2,1,2,1,1,benign
8.111436,4.111061,3.391522,2,3,4.443157,3.70152,1,6.238737,malignant
2.432107,1,1,1,2,1,1,1,1,benign
4,2.403585,3.796195,1,2,1,1,1,1,benign
7.969394,6.192481,10.466912,8.353862,8.999449,10,8.21122,4.593563,1,malignant
5.419016,7.76886,9.953675,2.879753,3.722569,10,5.710863,10,3,malignant
5.537685,2.321649,1,1,3,1,3,1,1,benign
5.152047,9.874003,6.879229,7.331357,5.332901,10,7.68364,10,1,malignant
8.329056,9.439874,10.179352,9.213849,9.295871,2.897758,6.382389,10,2,malignant
7.870507,2.191674,5.453548,9.832517,3,10,7.475015,2.825071,3,malignant
3.623305,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.854102,1,1,1,2,1,1,1,1,benign
7.890254,10.740508,6.607203,9.959554,7.744312,10,3,5.52995,1,malignant
6.873369,9.828331,10.059869,9.832929,5.993211,10,5.798659,10,1,malignant
4,1,1,4.044441,2,1,3,1,1,benign
2.277781,1,1,1,2,1,3,1,1,benign
2.75412,5.970858,3.646039,9.8197,4.888966,10,7.856664,6.848673,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.735527,2,1,4.749029,1,1,1,1,benign
8.569073,1,1,1,2,1,2,1,1,benign
5.867646,6.631048,6.304982,1,3,10,3,7.643461,2,malignant
1,1,1,1,2,8.322973,3,1,1,benign
5.593213,1,1,1,2,1,3,1,1,benign
3.028655,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.782873,5.199447,6.179229,2.97648,2,2.411315,3.678027,2.369474,4.962432,malignant
5.186027,10.30053,8.839534,2.931416,9.358485,2.642329,5.14717,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.913559,6.837433,5.750268,7.229688,3,10,7.23565,8.15109,1,malignant
5.172502,3.490575,4.374911,1,2,1,3,1,1,benign
5.352326,1,1,1,2,1,3,1,1,benign
2.43555,1,1,1,1,1,1,1,1,benign
2.391247,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
11.51528,9.987649,9.661213,9.844208,6.443041,10,7.033021,2.524934,1,malignant
5.984613,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.101854,2,1,1,benign
2.820997,1,1,1,2,1,3,3.012954,1,benign
1,1,1,1,2,1,3,1,1,benign
2.395168,1,1,1,2,1,1,1,1,benign
4.762811,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.20697,1,1,1,2,1,1,1,1,benign
4.952213,1,1,1,2,1,2,1,2,benign
7.389459,7.750528,2.638278,9.864583,4.280616,10,7.752831,1,3,malignant
5.572194,5.236128,4.352812,2,2,1,1,9.854477,1,benign
2.737123,1,1,1,2,1,1,2.708287,1,benign
3.212888,1,1,1,2,1,4.837434,1,1,benign
10.116575,9.473097,7.816501,3.615272,5.410858,1,7.011927,10,1,malignant
5.126837,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.545458,9.923421,9.428639,3.455025,9.270078,10,8.336207,3.352164,1,malignant
1,1.97993,2,2,3,1,1,2.317572,1,benign
1,1,1,1,2,1,1,1,1,benign
5.162775,1,1,1,2,1,1,1,1,benign
8.149172,6.971479,9.595881,10.149373,9.404047,10,4.953691,1,1,malignant
7.101543,9.99303,9.619599,10.035253,4.189563,1.592406,7.374179,6.851955,2,malignant
4,1,1,1,2,1,2,1,1,benign
10.36707,4.952824,3.444208,1,7.718832,6.317722,2,2.895808,1,malignant
3.090156,1,1,1,2,1,2,1,1,benign
2.698468,1,1,1,2,1,3,1,1,benign
4.830366,1,1,1,2,1,2,1,1,benign
1,1.89986,2,1,1,1,3,1,1,benign
2.443923,1,1,1,2,1,3,1,1,benign
8.40867,9.868357,8.756131,3.588035,3,7.764763,2.977815,10,1,malignant
4.293003,1,1,9.902924,1,7.823874,3,1,1,benign
11.074836,2.895178,3.995489,3.180861,3,7.090289,3,2.087648,1,malignant
1,1,1,1,1,1,2,1,1,benign
5.47261,9.749199,9.300439,3.134337,6.531371,10,8.375998,10,1,malignant
4.694605,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.333054,1,1,1,2,1,2,1,1,benign
1,1,4.491868,1,2,1,1,1,1,benign
10.324601,8.456615,8.880265,4.119572,3,10,3.49855,10,1,malignant
5.166333,1,1,1,2,1,1,1,1,benign
2.606909,6.716253,10.40039,3.772813,3,1,8.160699,10,2,malignant
2.504439,7.473025,6.420556,2,4.814189,10,7.469858,1,4.693107,malignant
5.541031,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,3.298842,2,4.280715,1,1,1,benign
2.567148,1,1,1,1,1,1,1,1,benign
10.0164,3.773298,6.864892,1,7.504458,2.852658,6.69048,3.127173,1,malignant
5.668774,1,1,2,3,1,1,1,1,benign
2.28826,1,1,1,2,2.884995,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.356535,10.264016,8.393536,2.738404,7.321185,6.554464,5.359361,10,1,malignant
4.716321,3.669924,2,1,2,2.526668,3.788583,7.435116,1,malignant
2.861583,1,2,1,5.105424,1,1,1,1,benign
4.16752,1,1,1,2,1,1,7.082776,1,benign
2.875367,7.572941,5.813946,1,3,1,5.967723,8.760573,1,benign
1,1,1,1,2,1,3,1,1,benign
5.695418,2.577155,2,3.000365,1,1,4.83879,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.701184,3.356584,4.347764,3.099413,3,5.528049,4.439855,5.292455,1,malignant
4,3.066188,3.775087,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.036443,1,1,2,2,1,3,1,1,benign
5.506334,2.121184,2.991472,3.704377,3,5.144393,3,3.998512,1,malignant
7.059256,9.991454,9.465182,10.060403,5.634109,4.071234,6.327818,7.928535,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.412221,1,1,1,3,1,2,1,1,benign
10.544012,6.260191,9.953404,9.533127,7.454578,10,5.502924,8.371692,1,malignant
1,1,2,1,2,1,3,1,1,benign
8.046623,4.043717,3.456154,5.733748,6.998933,10,9.15113,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
5.629208,1,1,1,2,1,3,1,1,benign
5.51468,7.121863,5.591224,6.525971,5.901888,10,6.589866,7.42395,1,malignant
5.17621,10.087754,10.005919,6.765285,4.810045,6.448571,8.254309,3.715551,1.614604,malignant
8.505718,9.506205,8.610673,7.263075,8.674513,10,7.589697,10,1,malignant
1,1,1,1,2,1,3,3.187547,1,benign
8.740471,10.088757,10.137903,5.690068,3.378113,10,2,2.681176,1,malignant
3.923502,4.815906,3.483438,1,2,1,3,1,1,benign
1.927255,3.34786,2,3.299662,2,1,2,1.766381,1,benign
6.049076,9.379445,9.108473,3.023665,5.672961,2.038458,9.658407,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
9.018516,9.771946,9.212478,7.500225,5.786758,10,6.700332,8.409381,1,malignant
9.234235,7.296372,5.616949,3.091604,3,10,8.015456,8.064293,1,malignant
2.567245,1,1,4.314572,3,7.184753,1,1,1,benign
1,1,2,2.812574,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.764067,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,3,1,1,benign
3.016592,1,1,1,2,1,1,3.289854,1,benign
4.663356,4.090704,4.831194,3.940059,2,10,4.462009,3.678292,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,2.174448,1,benign
8.102359,9.798869,5.324435,2,9.115718,10,10.983585,5.392188,6.897119,malignant
1,1,1,2,2,3.463021,2,1,1,benign
9.556259,9.224617,5.736457,10.296906,5.868601,1,9.414291,7.990206,1,malignant
3.192539,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.03514,1,3.362644,1,2,1,1,1,1,benign
4,1,1,3.46391,2,1,2,1,1,benign
5.596872,7.831756,8.642566,9.817079,10.235894,10,4.08558,2.709287,1,malignant
5.703206,9.83725,7.488966,10.53422,6.357656,10,8.704227,10,1,malignant
5.164905,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1.856519,4.383291,3.525871,7.134191,11.426928,8.392152,3.768593,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.326437,4.58605,6.599128,7.814403,4.225184,10,7.707357,10,1,malignant
7.888525,10.004876,10.116309,1,7.949901,6.46207,8.817069,10,1,malignant
2.109443,1,1,1,2,1,2,1,1,benign
7.238886,6.483797,4.18144,9.862119,4.789687,10,4.426622,1,10.52729,malignant
1,1,1,1,2,1,3,1,1,benign
2.716715,1,3.464674,1,2,1,2,1,1,benign
1,10.286813,8.429679,10.352484,9.243695,10,5.477942,1,1,malignant
1,1,3.46324,1,2,1,1,1,1,benign
2.664668,1,1,1,2,1,1,1,1,benign
9.967902,9.987701,9.782309,3.420848,7.655141,10,7.467395,5.17349,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.157587,1,1,2,2,1,2,1,1,benign
2.34438,1,3.818921,1,2,1,4.747871,1,1,benign
4.59906,1,1,1,2,1,3,1,1,benign
2.94866,4.449982,6.893249,5.267202,3,10,3,2.095005,7.264974,malignant
9.700061,4.700113,3.180461,1,2,5.690771,3.52792,6.116202,2,malignant
3.05945,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,2.112312,1,benign
1,2.935126,1,1,3,1,1,1,1,benign
1,1,1,4.364154,2,2.49357,2,1,1,benign
5.369472,1,1,1,2,1,1,1,1,benign
4.679118,7.116831,9.267259,1,4.539883,10,3.382303,1,6.79081,malignant
8.383027,2.944955,6.265394,1,8.520907,4.702043,4.687564,4.759686,2,malignant
4.408123,1,1,1,2,1,2,1,3,benign
4,2.728337,1,1,2,1,2,1,2,benign
4,7.071635,3.702329,4.342196,3,5.198225,9.677943,1.931886,3,malignant
4.578823,1,1,1,2,1,3,1,1,benign
1,1,1,2.43503,2,1,2,1,1,benign
8.195047,3.025698,4.10697,1,8.674368,2.956211,4.058286,5.310627,1,malignant
2.514342,2.376662,2.649013,10.084165,2,5.767366,2,1,1,benign
4.626565,9.659042,9.243256,1,7.856439,3.88047,3,4.572715,1,malignant
7.315748,4.315242,5.719342,1,7.74697,3.217099,2,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.870035,1,1,1,1,1,2,1,1,benign
2.77391,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
6.940348,4.314871,2.569848,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.416359,1,1,1,2,1,2,1,1,benign
5.096307,7.140749,9.266071,3.402341,3.915242,1,8.384865,8.051114,2,malignant
1,1,2.893351,1,2,1.690062,3,1,1,benign
3.263218,1,1,1,2,1,1,1,1,benign
5.027541,1,1,1,2,1,1,1,2,benign
5.836667,1,1,1,2,1,1,1,3,benign
1,1,1,7.039062,2,7.536814,1,1,1,benign
2.553809,1,1,1,2,1,2,1,3,benign
1,1,1,1,2,1,2,1,1,benign
8.134982,9.629545,7.914542,10.45518,8.6917,2.580987,3,10,1,malignant
4,3.729647,5.830097,3.013048,8.478963,10,3,1,10.333025,malignant
8.507316,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.074967,1,1,1,2,1,2,1,1,benign
1,4.023815,3.021575,1,8.185425,1,3,9.106575,1,benign
5.563431,1,1,1,2,1,3,1,1,benign
1.577169,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.362788,7.422237,8.738404,9.847324,3.718509,10,5.407598,4.372114,1,malignant
5.49529,9.776983,8.90393,5.030963,9.938331,10,7.542218,10,1,malignant
9.163329,2.035202,5.987291,2.154144,3,10,2,1,1,malignant
5.326777,4.354197,6.569838,7.704701,3.65083,10,9.927289,1,9.725859,malignant
8.63656,10.015301,9.913399,3.642593,4.411012,11.277882,7.877576,4.950285,3,malignant
4,1,1,1,2,1,3,1,1,benign
4.168703,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.256786,8.236873,4.132481,10.09559,8.36284,10,4.981064,7.955204,2,malignant
8.209891,10.441822,8.67035,6.159657,11.571502,10,4.752067,7.726151,2.27452,malignant
1,1,1,2,2,1,2,1,8.708861,benign
3.128849,2.482709,3.120042,1,2,1,2,3.267121,1,benign
9.473622,4.033456,3.671138,7.314333,3,10,5.1834,6.179563,1,malignant
2.303897,1,1,1,2,1,3,1,1,benign
6.928719,3.833412,6.754192,9.233435,1,10,5.257143,5.379766,10.115731,malignant
5.176625,7.795538,6.007457,10.089981,4.969231,10,8.259395,3.786816,2,malignant
4.739376,3.345061,4.021115,2,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.843775,2.182199,6.969589,1,1,1,2,3.205592,1,benign
1,1,1,1,2,1,2,2.754506,1,benign
7.763967,6.53933,5.438453,4.94165,5.962099,1,3,7.958915,1,malignant
3.027848,1,1,1,2,3.3536,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,2.858654,2,1,2,1,1,benign
10.349321,4.210601,3.358437,9.653284,4.179492,10,9.115085,7.226048,7.144806,malignant
4,1,3.484975,1,2,1,2,1,4.605661,benign
8.714544,6.295287,9.371653,1,9.199253,2.205732,4.289808,8.560635,1,malignant
2.493313,2.29558,1,2,3,1,3,3.524912,1,benign
5.21078,6.451904,5.307038,1,6.744366,10,2,4.748931,1,malignant
9.180212,4.140322,5.286433,3.460223,2,10,7.815549,2.973675,1,malignant
8.150821,4.64805,10.014224,1,4.788967,2.028802,6.411033,7.332654,2,malignant
2.553659,1,1,1,2,2.866841,1,1,1,benign
5.128689,4.197588,1,1,6.822218,1,4.08172,8.372513,1,benign
9.816274,9.926585,9.293442,4.025768,9.414496,1.852929,3.139381,10,1,malignant
2.415242,2.129561,2.868398,4.129124,4.742682,10,4.727612,2.561628,1,malignant
8.761722,7.237359,9.189628,10.006685,4.501667,10,3,5.557011,1,malignant
1,1,2,1,2,1,1,1,1,benign
3.270663,1,1,1,2,1.696554,1,1,6.040365,benign
4,2.901371,3.518362,2,2,1,3,2.448446,1,benign
4,4.761387,8.06094,2.59718,3.80361,1,1,5.366427,3,malignant
5.112994,1,1,1,2,1,2,1,1,benign
1,1,1,2,1,3.433859,2,1,1,benign
9.191861,6.50405,4.790641,9.92165,10.933663,10,4.492425,4.420334,8.580903,malignant
7.644953,9.73265,5.859496,3.439406,4.543892,10,7.001815,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
7.75974,7.054372,5.94875,2,4.740957,10,5.455521,5.56774,1,malignant
4,1,8.815641,2,6.405396,10,5.983457,5.672176,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,6.199718,5.016159,3.270348,7.49581,6.475586,7.580014,10,2,malignant
1,1,1,4.261927,2,3.078166,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.05501,4.176896,8.818146,3.415759,4.164323,10,4.600451,5.419822,1,malignant
4,1,1,1,2,1,2,0.979109,1,benign
4,7.331696,10.972112,10.103969,3,10.023721,5.994216,5.204769,3,malignant
4,6.98942,8.673601,9.561025,4.399053,8.236129,3,5.540785,1,benign
5.180875,4.848184,3.718319,3.369234,3,1,5.038199,1,1,malignant
2.546125,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
2.939606,1,1,1,2,1,1,1,1,benign
3.070365,2.589707,3.343859,1,2,1,2,1,1,benign
4,1,3.539472,1,2,1,3,2.716132,1,benign
6.169936,4.004108,4.386084,7.395231,3,10,6.471977,6.274704,10.83797,malignant
4,1,1,2.847871,2,1,2,1,1,benign
4,3.076106,3.712357,9.962048,6.474664,1,3,1,1,malignant
5.365616,7.938698,6.209663,2,3,6.078922,5.008256,10,1,malignant
5.862314,1,1,1,3,10,1,1,1,benign
3.037553,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,2.304237,2,1,1,benign
3.378496,1,1,1,2,1,2,1,1,benign
5.563525,5.054139,2.70109,7.284383,4.435909,10,3,6.390879,2,malignant
1.962949,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.756581,1,1,1,2,1,1,1,1,benign
7.528781,4.49954,5.505512,2.648048,2,3.849864,6.953629,10,3.990266,malignant
1,1,1,3.920719,2,1,2,1,1,benign
3.265725,2.323606,1,1,2,1,1,2.888778,1,benign
1,1,1,3.748572,2,3.108917,3,1,1,benign
1,3.678687,6.141503,3.372796,2,1,3,3.487281,1,benign
5.270865,2.995039,2,1,1,6.884933,2,1,1,benign
4,1,1,1,2,1,3,2.897501,1,benign
10.124935,8.091656,9.512871,2,3.931292,10,6.995916,6.881019,2,malignant
8.597411,6.971302,8.620246,7.049892,7.314028,10,5.293084,7.300143,5.375264,malignant
4,1,1,1,2,1,2,1,2,benign
9.122384,6.22527,3.419694,8.505975,4.803224,10,3.956003,1,2,malignant
2.447631,1,1,2,2,1,1,1,1,benign
2.189669,1,1,1,2,1,1,1,1,benign
1,0.981789,1,1,2,1,2,1,1,benign
9.416889,3.870402,6.345741,6.955975,3,1,3,2.27346,1,malignant
2.513431,1,2,1,2,1,3,1,1,benign
4,1,1,2,2,1,3,2.797865,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.529078,2,1,3,1,2,3.118239,1,benign
4.98138,2.467262,1,1,2,2.230733,1,2.447069,1,benign
5.072769,4.657024,6.393293,2,4.973993,10,8.566472,4.984997,2,malignant
1,4.566361,3.895315,2.547998,7.38611,1.766375,2,6.485382,1,benign
1,1,2,1,2,2.591069,2,1,2,benign
2.096853,2.676844,6.130382,2,2,1,2,6.746658,1,benign
2.273238,2.914284,3.702588,1,3,1,1,1,1,benign
5.867281,3.341084,3.20871,2,2,2.929152,9.146535,4.417194,1,benign
5.703225,1,1,1,2,7.152348,1,1,1,benign
4,1,1,1,1,1,1,4.986138,1,benign
4.788381,1,1,1,2,1,2,1,1,benign
1,1,3.52878,1,2,1,2,1,1,benign
8.325483,9.705892,9.955981,3.126647,8.955814,10,8.01386,4.939497,8.868437,malignant
5.223149,1,1,1,2,1,3,1,1,benign
8.804165,6.988362,5.076299,9.880589,5.51238,10,7.567422,7.728489,1,malignant
2.59498,1,1,1,2,2.920609,2,1,1,benign
4.937382,6.764272,6.194803,9.767125,3.439409,10,5.514187,4.55614,3,malignant
1,1,1,2,2,1,1,1,1,benign
5.023136,9.91381,9.205207,9.901142,8.250738,10,3.708791,1,8.661729,malignant
1,4.576997,6.153797,4.050514,7.65006,2.593037,4.134641,5.490677,1,benign
5.10228,1,3.714693,1,2,1,2,1,1,benign
5.2992,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,2,benign
3.092098,1,1,1,2,1,2,2.53821,1,benign
9.30279,6.483927,8.480558,2,8.782947,10,3,7.979909,1,malignant
4,9.827143,9.514591,10.130959,5.091862,10,8.32219,10,5.298483,malignant
1,1,1,1,1,1,1,1,1,benign
4.969913,2.760716,1,1,2,1,3,1,1,benign
3.137575,1,1,1,2,3.627966,3,1,1,benign
6.978232,1,2,3.334887,1,2.859991,2,10,3,malignant
1,2.094337,3.446238,1,1,1,8.652127,1,1,benign
4.992856,1,1,1,2,1,2,1,1,benign
2.633637,1,2.715955,1,2,3.195395,1,1,1,benign
1,1,1,1,2,1,2,2.078271,1,benign
1,6.036581,5.424247,7.153912,4.100635,10,9.931078,1,1,benign
3.131453,1,1,1,2,1,2.795198,2.301255,1,benign
5.151762,1,1,1,2,1,2,1,1,benign
4.821765,1,1,3.514327,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.665815,9.787675,9.557024,7.022622,11.406712,6.879967,7.586858,4.68759,1,malignant
4,9.788995,8.869768,10.123373,3,10,4.762527,10,1,malignant
2.849931,4.875717,3.620783,2,2,1,1,8.413888,1,benign
5.237651,9.673081,9.233037,4.76264,1,10,7.574763,2.634446,3,malignant
1,1,1,1,1,1,1,1,1,benign
3.010388,1,1,1,2,3.555642,2,1,1,benign
4.786686,1,1,1,1,1,2,1,1,benign
4.321218,4.481319,5.994175,1,3,10,5.184743,5.953065,1,malignant
8.640592,10.106303,10.60603,10.056564,5.120931,10,8.006452,7.795649,1,malignant
5.63376,1,2.698484,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.827935,1,1,1,2,5.133988,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,3,10,3,1,1,benign
2.894559,1,1,1,2,4.575032,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.416186,4.40149,2.982577,6.386216,4.247762,1,3.3341,2.771707,2,malignant
1,3.059098,3.545377,4.189474,1,1,1,1,1,benign
8.682923,3.989054,10.417901,1,5.327874,10,3,1,1,malignant
8.638017,4.028937,8.817515,3.152043,9.950378,10,6.549867,2.807658,1,malignant
2.551396,1,1,1,2,1,3,1,1,benign
10.362826,6.97985,7.033536,6.945433,3.669,1,5.841355,7.939597,3,malignant
8.38448,10.217055,9.481666,9.276639,8.166017,10,8.862373,10,1,malignant
1,3.206552,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.274444,4.39501,4.907813,2,2,3.289124,5.8054,8.905823,1,malignant
4.879641,4.375761,4.963061,9.811898,3,7.559278,4.271902,1,1,malignant
8.541057,9.666679,10.41869,7.326306,7.807021,10,7.801364,3.181195,1,malignant
8.643954,2.001049,8.886281,3.197563,4.168447,4.562434,4.601967,1,3,malignant
4.829031,3.445652,2,1,2,10,7.587912,2.511274,2,malignant
4,1,1,1,2,1,1,1,1,benign
4.597311,1,1,3.645274,2,1,1,1,1,benign
11.767269,1,2,6.715696,3.829602,3.263832,7.537569,1,5.661768,malignant
3.341313,10.027635,9.346215,6.412972,9.449779,7.236889,8.668848,7.956689,1,malignant
1,1,1,1,2,7.645473,1,1,1,benign
5.754829,3.318199,3.856097,2,2,1,1,1,1,benign
5.526206,1,1,1,2,1,1,1,1,benign
2.585681,1,1,3.44478,2,1,3.937734,1,1,benign
5.07035,4.583102,8.338061,1,3.530193,3.989537,5.218645,7.606708,2,malignant
3.306402,2.594061,1,2,2,1,2,4.267191,1,benign
2.614651,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.832486,7.333122,4.862213,2.727937,8.587875,9.13974,5.230876,5.677703,5.565578,malignant
8.689371,6.699428,5.471651,5.423386,3.469041,6.311511,3,2.471218,10.823109,malignant
8.927765,6.889605,7.571465,5.498559,4.778699,5.706199,7.696164,8.607769,4.326247,malignant
4,1,2,1,2,1,5.198167,1,1,benign
1,1,1,2,1,3.437394,3,1,1,benign
10.215919,10.177019,6.183527,9.708059,4.40131,10,9.850436,4.520211,4.169518,malignant
1,1,1,1,2,1,1,1,1,benign
5.417296,2.740253,1,1,2,1,2,1,1,benign
1,1,1,3.130057,2,1,3,1,1,benign
2.961896,1,1,1,2,1,2,1,1,benign
2.792696,3.005045,2,1,5.900548,1,4.0415,1.698025,1,benign
3.058584,1,1,1,2,1,2,1,1,benign
2.546708,1,2,1,2,1,1,1,1,benign
7.451756,9.782336,9.151534,5.626733,9.009428,2.10545,8.398905,10,1,malignant
2.518584,1,1,1,2,1,2,1,1,benign
1,4.991022,4.693454,2,3,10,5.045327,2.056253,1,malignant
4,1,1,1,2,2.244578,1,1,1,benign
5.314408,1,1,1,1,1,1,2.147419,1,benign
3.241997,1,4.277678,1,2,1,1,2.1937,1,benign
2.563018,1,1,1,1,1,2,1,1,benign
4,2.234187,1,2,2,2.220615,2,3.243051,1,benign
10.033871,4.999115,9.355652,2,3,4.781853,8.202546,5.828071,10.444219,malignant
4.824951,1,2,1,2,1,2,1,1,benign
8.761508,4.630221,6.78767,3.253233,9.958347,1,5.995459,10,1,malignant
9.252849,9.705761,10.423437,9.366198,7.278584,10,3,10,1,malignant
2.890028,1,1,1,2,1,2,1,1,benign
5.092289,1,1,2,2,1,3,1,1,benign
8.744052,5.054305,8.630714,8.531579,4.959743,6.421502,7.659502,8.060801,1,malignant
7.493437,6.365497,6.666819,6.722768,4.559982,10,3,8.234247,3.996787,malignant
8.348496,1,1,1,2,1,1,1,1,benign
2.935376,1,1,1,2,1,2,2.333703,1,benign
9.066943,1,1,3.39384,2,1,2,1,1,benign
8.740465,4.654423,3.39907,1,4.120286,2.488413,5.096196,2.536205,5.027019,malignant
4.867282,1,1,1,2,1,2,1,1,benign
2.853605,1,3.789985,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
9.565798,6.800415,8.834262,4.81576,6.374158,10,5.932261,7.074487,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.35965,1,1,1,2,1.480087,1,1,1,benign
4,2.941521,2.901506,3.056893,3,7.387076,8.771701,1,1,benign
9.012789,5.767145,5.164343,9.828877,9.087528,6.016467,9.653828,1,1,malignant
2.047541,5.92922,2.962373,9.945884,6.582707,10,4.60505,8.180508,9.94984,malignant
1,6.185111,2.797414,1,3,1,3,8.438691,1,benign
2.530557,1,1,2,2,1,3,1,1,benign
8.730384,2.522589,4.165284,3.020376,3.435681,5.558014,5.923553,1,1,malignant
7.4374,9.726953,10.626776,6.208525,7.83495,5.104651,7.751689,4.415451,8.659845,malignant
2.385199,1,1,3.837052,2,1,3,1,1,benign
8.900876,10.023378,8.620316,9.858991,7.995767,1,7.861466,1,1,malignant
2.421942,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.950278,1,1,1,2,1,2,1,1,benign
2.371061,3.245355,1,1,2,6.567598,2,1,1,benign
8.204711,1,5.271738,2,4.083512,10,3,1,2,malignant
2.365319,1.531673,2,1,2,1,1,1,1,benign
3.117357,1,1,1,2,1,2,1,1,benign
12.55612,6.861867,7.095817,3.428006,3,7.758695,4.564133,7.232422,1,malignant
3.330773,1,1,1,1,1,1,1,2,benign
5.770396,1,1,1,1,1,1,1,1,benign
8.048379,4.686498,8.072774,9.835768,4.091748,10,3,7.464389,4.615511,malignant
1.992441,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,5.248321,1,1,benign
1,1,1,1,1,1,1,1,1,benign
10.363664,8.78728,8.327618,2.938289,5.204195,10,9.23389,10,3,malignant
1,2.645459,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.938469,1,1,1,2,1,3,2.294534,1,benign
1,2.131092,5.685052,2,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.239112,10.336685,8.829449,10.065441,7.921175,10,4.444951,10,1,malignant
1,1,1,1,8.584803,1,2,1,1,benign
4,2.001778,3.061818,1,2,1,4.402043,1,1,benign
2.930953,1,1,1,2,1,3,1,1,benign
3.329177,1,1,1,1,1,1,1,1,benign
2.454718,1,3.119459,1,2,1,1,1,1,benign
2.315966,1,1,1,2,1,1,1,1,benign
5.449305,4.65482,2,6.361821,10.060166,10,3,7.438756,1,benign
8.63256,9.798274,11.68138,1,5.086284,10,5.885928,10,2,malignant
2.003858,1,3.115377,1,2,1,3,1,1,benign
5.620827,1,1,1,2,1,3,1,1,benign
2.877005,1,1,3.205663,2,1,1,1,1,benign
5.875659,10.077545,8.423616,10.15589,7.260898,10,7.33008,1,1,malignant
5.09603,5.051244,6.052963,6.456861,2,10,7.952816,7.547996,1,malignant
4,8.791715,1,1,5.114231,1,3,2.203334,1,benign
5.03119,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.906918,1,1,1,2,1,1,2.244902,1,benign
1,1,3.469021,1,2,1,2,1,1,benign
4,1,1,10.128294,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.633805,1,1,1,2,1,3,1,1,benign
9.257317,2.758744,3.309149,10.136406,3,10,5.372251,1,3,malignant
4,1,3.625867,3.02898,2,2.724999,2,1,1,benign
8.746102,3.027183,2.869085,5.945412,4.086955,7.965059,5.002097,1,5.217317,malignant
2.060647,2.335012,1,1,2,1,2,1,1,benign
2.893614,1,1,1,1,1,3,1,1,benign
2.623588,1,3.40347,1,2,1,2,1,2,benign
9.946111,10.117028,9.734118,9.411223,8.988846,10,7.953727,10,1,malignant
2.891758,1,1,1,2,2.89019,3,1,1,benign
4,1,1,2,2,2.461385,3,1,1,benign
4.789077,6.213448,10.436318,2,3,10,1,5.525844,2,malignant
4,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.200063,1,1,1,2,1,1,1,1,benign
1.925958,1,1,1,2,1,2,1,1,benign
2.024607,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,5.322735,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
3.400488,3.050306,1,3.427641,2,1,3,1,1,benign
5.169851,1,1,1,2,2.952149,2,1,1,benign
2.641442,3.634692,6.859459,1,2,1,6.847908,4.446566,1,benign
2.913925,1,1,2,2,1.812263,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,2,1,3,1,2,1,1,benign
7.713067,10.129232,8.49904,2,10.887575,10,6.916118,1.997976,1,malignant
3.553456,1,1,1,2,1,3,1,1,benign
3.604078,1,1,1,2,1,1,1,1,benign
8.782238,9.91184,8.356346,2.801922,7.600997,10,9.115954,10,2,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.88907,1,6.271256,2,7.228035,3.123389,7.89783,8.512325,10.080484,malignant
4,1,1,1,2,1,3,1,1,benign
4,9.514909,10.394702,1.972191,8.008336,1,7.115015,2.754237,1,malignant
6.088175,3.03952,5.278362,1,8.87426,6.710096,3,2.807853,1,malignant
1,3.561372,3.692148,1,1,1,9.920593,2.426598,1,benign
3.249268,1,10.992205,4.394501,2,1,3,1,1,benign
4.978546,4.243042,3.977454,9.952221,2,10,5.612448,2.611416,5.476458,malignant
9.58501,3.449753,2,3.480177,3,10,1,1,1,malignant
2.538606,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1.797817,1,1,1,benign
4.603449,1,4.368988,1,2,1,3,2.815431,1,benign
5.337444,1,3.051991,1,1,1,1,1,1,benign
8.655307,9.542269,10.624911,7.307342,8.026583,10,8.287723,10,2,malignant
3.038051,1,2.325825,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.678514,7.118134,10.18232,7.51212,9.405457,2.683789,8.340136,4.124565,1,malignant
8.862421,9.8448,5.435492,9.643978,6.040813,10,7.966011,10,4.147592,malignant
3.114436,1,1,1,4.441137,1,1,1,1,benign
4.715371,6.694325,4.370069,4.394171,4.212681,1,4.685892,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
11.473681,6.498334,10.988257,3.300364,3.956944,8.810031,8.939861,1,5.498794,malignant
2.550938,1,1,1,2,1,2,1,1,benign
7.461045,4.80652,5.443496,6.121397,4.572467,6.278626,4.086381,2.575401,8.133034,malignant
1,1,1,1,2,1,2,1,1,benign
2.489458,1,1,1,2,1,2,1,1,benign
5.822207,1,1,1,2,1,1,1,2,benign
10.357803,6.51218,5.956481,3.132513,8.985741,7.253009,7.768006,7.056459,3,malignant
5.315548,1,2,1,2,1,2,1,2,benign
7.351551,4.813491,6.134559,10.155208,2,10,4.325075,1.675114,1,malignant
4,1,2,1,2,1,3,1,1,benign
7.1454,3.806823,7.030901,4.990905,6.451027,10,4.469109,10,1,malignant
1,2.455449,1,1,3,1,3,1,1,benign
5.13136,1,2,2.882071,2,1,1,1,1,benign
2.731847,1,1,1,2,1,3,1,1,benign
2.507582,1,1,1,2,1,3,1,1,benign
2.566594,1,1,1,2,1,1,2.103126,1,benign
2.565438,1,1,1,2,1,2,1,1,benign
5.562252,4.982064,5.534705,3.606344,5.466695,10,6.966258,3.44464,6.929678,malignant
4,1,1,1,2,1,1,1,1,benign
4,7.247855,9.0569,7.603872,3.604515,7.118271,3,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,3.382006,1,3,1,3,1,1,benign
4.855183,1,1,3.419422,2,1.134007,2,1,1,benign
4,1,1,1,2,2.901431,3,1,1,benign
5.16712,4.70306,4.732289,6.008319,4.732537,10,3.388032,2.585407,1,malignant
9.008479,3.480559,2,10.271018,3.885128,10,3.431524,10,1,malignant
10.755322,4.99499,9.898126,3.988428,3,6.71992,6.432297,8.58351,2,malignant
1,1,1,1,2,1,2,1,1,benign
4.806728,6.592198,9.674379,1,3.523093,1,3,10,1,benign
9.704177,6.37169,3.779774,9.972963,5.732981,10,7.165341,5.745825,4.653124,malignant
1,1,1,1,2,1,2,1,1,benign
6.529722,9.969187,10.297386,4.061333,6.792703,10,3.56924,8.205724,3,malignant
2.783548,1,1,9.063289,2,2.557966,1,1,1,benign
5.109702,6.821955,10.511058,10.165392,4.649156,1,7.113641,10,2.803861,malignant
1,1,1,1,1,1,1,1,1,benign
2.634385,1,1,1,1,1,3,1,1,benign
2.96945,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,9.711722,10.212946,6.253368,8.09821,3.890099,5.397044,10,3,malignant
9.694368,9.771191,4.700612,6.066963,4.028848,9.353136,9.427639,8.203903,1,malignant
1,1,1,4.293998,3,1,3,1,1,benign
4.877776,1,1,1,1,1,3,1,1,benign
4.729125,1,1,1,2,1,3,1,1,benign
5.254011,1,1,3.404752,2,4.005557,1,1,1,benign
11.459479,6.325694,8.499688,3.103634,9.047709,6.856228,4.38073,10,1,malignant
2.124084,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.622204,1,benign
4,1,1,1,3,1,1,1,1,benign
5.808736,2.229822,2,3.305182,3,9.979706,1,1,1,malignant
2.480634,1,1,2,2,1,1,1,1,benign
5.589355,1,1,1,2,1,3,1,1,benign
8.826398,6.949048,6.862558,6.826277,3.614188,6.658682,8.131216,1,2,malignant
4,7.548741,3.289357,3.801262,4.454615,5.253248,8.228111,8.528801,4.254239,malignant
9.956236,6.499601,5.010978,3.157572,4.132655,3.070967,7.219844,7.899685,3,malignant
2.741179,1,2,1,2,1,2,1,1,benign
1,2.172925,1,3.437277,2,1,1,1,1,benign
3.478998,1,1,1,2,1,2,1,1,benign
7.088776,6.915908,2.787246,3.280303,3,4.786634,9.669136,7.005561,1,malignant
10.893327,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.582343,7.469201,5.444858,8.14991,4.315946,10,5.0224,1,3,malignant
5.162005,6.889606,5.387652,2,4.004184,6.017153,7.539059,4.363804,3,malignant
3.170047,9.461941,9.355957,2,2,3.468308,5.787875,10,1,malignant
4,1,1,1,2,6.547997,1,1,1,benign
2.288679,2.529188,1,5.597272,2,1,1,1,1,benign
1.993819,1,1,1,3,1,2,1,1,benign
2.731546,1,1,1,2,1,1,1,2,benign
4,2.608324,2,1,2,1,2,1,1,benign
8.112904,5.339253,6.988363,2,3.346746,6.256368,7.209642,7.876509,2,malignant
5.705172,1,1,1,2,1,1,1,1,benign
7.169616,9.2385,9.708144,9.915701,3,10,7.373506,2.299557,9.190617,malignant
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.58788,4.05,3.421654,3.657484,8.208042,7.940136,7.654743,8.537187,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,1.869188,1,1,2,1,6.248063,1,1,benign
3.280387,3.667339,5.839941,7.728073,3,10,7.023127,10,1,malignant
4,1,2,1,3,1,3,1,1,benign
9.236084,10.182033,9.132355,9.966677,8.603613,5.66391,1,10,1,malignant
4,2.611536,2,2,2,1,3,1,1,benign
4.794006,1,1,1,2,1,3,1,1,benign
3.140937,3.313691,2,1,3,1,1,1,1,benign
4,3.848687,2,7.007649,8.129864,1,2,1,1,benign
1,1,2,1,2,1,3,4.757056,1,benign
4,7.711349,5.515777,1,4.476679,1,3,3.944207,1,benign
1,1,1,1,2,1,3,2.926498,1,benign
6.835331,1,1,1,2,1,2,1,1,benign
2.663244,4.342458,2,3.654761,7.107644,1,3,2.356222,1,benign
1.881558,2.196355,3.700724,1,8.468041,1,3.515438,10,1,malignant
2.410792,1,1,1,2,1,2,1,1,benign
4.886661,5.818132,3.515495,1,6.979752,3.662074,8.048654,10,1,malignant
3.121282,1,1,1,1,1,1,1,1,benign
12.955913,4.06454,6.042239,3.255887,6.98674,10,4.224656,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.855663,5.380524,6.203858,3.433599,4.327033,1,6.199584,1.597251,2,malignant
7.94242,9.828813,9.843311,6.545818,2,10,8.205313,1,9.31339,malignant
4.639809,1,1,3.410043,2,1,3,1,1,benign
9.924014,6.417846,3.692017,7.489901,6.848252,3.350338,6.296067,1,1,malignant
2.479071,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.811693,6.018727,8.887289,5.596105,5.004453,6.814043,5.969251,1,1,malignant
5.554907,4.714547,5.094429,9.70554,3.713767,10,5.097635,2.284979,6.251391,malignant
2.290862,1,2,1,2,1,3,1.994181,1,benign
4.781535,4.960417,5.799447,7.118619,9.399813,10,7.773787,10,1,malignant
1,1,1,1,2,1,3,2.269318,1,benign
5.261163,6.120647,5.957049,9.48396,6.481462,10,9.951573,8.563811,1,malignant
5.372428,5.844108,8.891986,1,4.934052,1,3,8.318937,1,benign
4,2.517908,2,4.128344,2,1.662593,1,1,1,benign
3.286301,3.43464,2,1,1,1,3,1,1,benign
2.670313,4.366788,3.241144,3.98147,7.949059,10,4.027848,5.720278,1,malignant
5.393286,1,4.272058,1,2,1,1,1,1,benign
5.233455,1,1,1,1,1,1,1,1,benign
5.317457,5.298599,3.624872,2,2,8.374789,2,9.194989,1,malignant
7.064684,9.835027,2.868536,2,4.537587,10,5.040544,2.300813,2,malignant
5.633258,1,1,1,2,1,3,2.977691,1,benign
1,1,1,1,2,1,1,1,1,benign
5.157129,1,1,3.543729,2,1,2,1,1,benign
1,1,1,4.228941,2,1,2,1,1,benign
1,1,3.834586,1,2,1,1,2.440237,1,benign
8.912258,7.767549,3.527391,2,4.979503,10.7232,7.527966,10,1,malignant
2.984708,1,1,5.055449,1,1,2,1,1,benign
7.385654,4.09378,3.774001,2.802041,7.041152,10,5.332444,1,1,malignant
2.169979,1,3.646034,1,2,1,1,1,1,benign
8.572819,9.975692,9.169546,9.604856,4.649517,10,7.01167,2.41427,1,malignant
8.874244,9.886286,7.324704,10.188249,6.936946,10,4.409731,1,1,malignant
3.237047,1,1,2,2,1,2,1,1,benign
2.399006,1,1,1,2,1,2,1,1,benign
2.750326,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.459354,3.252329,1,1,2,1,4.847211,1,1,benign
2.689211,4.725194,6.145112,2,2,1,2,2.488263,1,benign
1,1,3.998266,1,2,1,2,1,1,benign
2.695161,1,1,1,2,1,1,1,1,benign
2.679629,3.358344,2,2,4.499359,1,3,2.954919,1,benign
1,1,1,1,2,1,1,1,1,benign
5.722142,1,1,1,2,1,2,1,1,benign
9.332561,1.843549,2,3.750548,1,2.184368,3,7.815868,1,benign
2.857353,1,1,2,2,1,1,1,1,benign
2.727118,1,3.389841,3.366749,2,1,2,1,1,benign
6.071435,2.531093,2,2.951297,3,1,3,1,1,benign
7.653046,9.95524,10.780284,10.068976,3,1.891618,8.692887,6.73427,2,malignant
5.467584,9.909747,8.12407,10.471443,4.381442,10,6.564256,3.277492,1,malignant
5.153479,9.830699,9.304447,9.773794,6.459712,10,7.559996,1,5.544502,malignant
9.764524,6.656095,9.576048,9.991031,9.720115,2.745154,7.843697,10,1,malignant
4.335055,1,1,1,2,2.891568,3,1,1,benign
5.333932,5.000054,2.763552,4.196632,2,2.942975,8.016147,1,1,malignant
4.404759,9.838599,7.852558,1,9.341518,3.173045,6.479808,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
2.86945,1,1,2,2,1,1,1,1,benign
4.783992,2.009977,2,1,2,1,2,1,1,benign
3.226785,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.64447,1,1,1,2,1,3,1,1,benign
1,3.238387,1,3.989708,2,1,3,1,1,benign
2.653821,1,1,1,2,1,3,1,1,benign
4,1,1,6.484103,2,10,2,1,1,benign
3.224387,1,1,1,2,1,2,5.630545,1,benign
2.958349,1,1,3.315651,2,1,3,1,1,benign
4,1,3.203597,1,1,1,1,1,1,benign
1.897953,1,1,1,2,1,1,1,1,benign
1,3.011521,1,1,2,1,1,1,1,benign
2.700907,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,5.226822,1,1,benign
10.439432,10.379371,8.854877,4.021108,8.407703,10,5.811406,4.849829,1,malignant
5.142264,1,1,1,1,1,1,1,1,benign
2.473231,1,3.255408,1,2,1,2,1,1,benign
4,2.267462,7.205902,1,3,2.536143,3,1,1,malignant
5.505757,1,1,1,1,4.251035,1,1,1,benign
5.225656,1,1,1,2,1,3,1,1,benign
8.508865,2.128503,2,3.050377,9.387365,4.77762,1,4.195632,4.694208,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.301307,9.923195,7.704251,1,8.511931,1,8.010546,9.052811,1,malignant
2.993662,1,1,1,2,1,3,1,1,benign
1,1.593503,2,3.140217,2,1,1,1,1,benign
5.128919,1,1,2,2,1,3,1,1,benign
8.795738,2.427675,2,10.058671,2,10,3,5.276362,1,malignant
1,1,4.184639,1,2,1,2,1,1,benign
2.596666,1,1,2,2,1,3,1,1,benign
4,2.320166,1,2,2,10,1,7.594395,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.204984,1,1,1,3,1,2,1,1,benign
1.941957,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,2.011919,3,1,1,benign
10.020569,6.970731,8.620374,3.658385,5.729383,10,7.134699,7.738943,5.458854,malignant
5.266222,1.9517,3.060391,1,2,1,3,1,1,benign
5.804574,10.476795,6.073199,1,4.45457,5.952342,3,2.700991,1,benign
2.859385,1,1,1,2,2.459318,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.309763,10.438369,7.239674,10.470306,8.804833,1,7.263058,2.388044,3,malignant
9.257711,3.142515,2,6.656926,2,4.333734,6.581991,1.892037,9.547787,malignant
4,1,1,1,2,1,1,1,1,benign
7.642689,2.282689,4.119536,3.410616,3,6.850619,4.477888,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,3.410552,1,2,1,3,1,1,benign
7.819986,7.902162,6.600471,6.18889,7.818298,7.205381,5.9208,8.518113,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
7.669206,3.202197,6.846763,3.922842,10.735584,1.501275,7.655137,5.752036,1,malignant
5.319289,1,1,1,2,1,2,1,1,benign
8.734539,2.399775,5.217579,1,4.803414,6.200212,1,10,1,malignant
1,1,1,2,3,2.970897,4.440494,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.58133,1,1,1,2,1,2,1,1,benign
9.315819,10.047423,10.066255,3.712363,6.462648,2.611786,2.641615,6.876772,1,malignant
5.64128,2.788474,1,1,5.143166,1,1,2.722271,1,benign
1,9.719097,9.796419,10.517781,6.151768,10,4.018099,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.259916,7.379725,11.449273,3.591002,7.277473,6.195873,7.820229,5.242687,6.237446,malignant
8.830301,9.983008,8.32642,3.445807,6.948449,8.422026,8.869824,1,2.310599,malignant
4,1,1,1,2,1,1,1,1,benign
10.477775,9.984789,3.105043,3.535741,6.60237,10,7.074811,10,1,malignant
7.252983,7.786781,3.490237,9.760342,8.86155,2.107956,4.323245,10,1,malignant
9.234775,6.76207,5.61902,8.762948,5.255714,10,7.091386,5.340124,1,malignant
9.992069,2.039991,10.719466,6.280422,4.060357,10,7.427894,4.994232,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,3.545315,2,1,3,1,5.136363,benign
11.254575,4.303286,5.462091,9.810086,3,1,7.764549,2.295906,1,malignant
9.807433,6.821069,5.852261,6.864016,4.213838,5.730456,7.461307,4.561322,3,malignant
2.173252,2.385639,3.68319,4.092805,2,1,3,10,1,benign
2.121677,4.575134,3.784647,8.556695,2,4.943012,5.007842,2.519774,1,benign
1,1,1,3.22026,2,1,2,1,1,benign
5.222821,9.899824,8.404404,5.779256,3,10,4.503327,3.175552,4.49146,malignant
5.635045,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3.992352,1,1,benign
5.482147,1,1,1,2,1,2,1,1,benign
2.514836,1,1,1,2,1,1,1,1,benign
1,2.217856,6.651736,2,3,1.86006,8.736298,10,1,benign
5.329407,1,1,1,2,1,3,1,1,benign
3.243535,2.122215,1,1,3,1,2,1,1,benign
1,1,2,1,3,1,3,1,1,benign
10.790799,9.337909,3.205034,1,4.408679,1,7.832918,1,9.177121,malignant
9.100414,7.646869,9.041211,2,4.040033,10,7.881888,5.336073,1,malignant
2.604954,2.982918,5.315489,1,2,1,1,1,1,benign
2.405402,1,1,1,2,1,2,1,1,benign
2.382463,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,5.384759,9.974029,9.876822,7.145092,1.374168,5.120416,8.974264,3,malignant
5.570207,4.660484,9.669091,7.3539,6.219538,2.055941,2,2.388331,1,benign
4.563917,1,1,1,2,1,3,1,1,benign
5.663961,1,1,1,2,1,2,1,2,benign
5.559647,1,1,1,2,1,1,1,1,benign
5.05717,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.437652,1,4.168814,1,2,1,2,1,1,benign
5.529565,1,1,1,2,1,1,1,1,benign
8.598402,6.881728,2.744477,3.203525,9.287095,10,3,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.202844,9.809256,9.074119,7.320495,8.472901,1,3,10,2,malignant
9.372244,3.216106,3.265861,1,4.31302,5.795171,8.971113,10,1,malignant
8.429727,2.42744,3.614668,3.385796,3.975979,10.285833,5.428958,3.024527,1,malignant
4.363507,1,1,2.375062,7.776779,10,4.860917,1,1,malignant
5.13689,1,1,1,3,1,3,1,1,benign
2.16677,1,3.091257,1,2,1,1,1,1,benign
3.417765,1,1,2,2,1,1,1,1,benign
10.60384,7.257444,6.174927,4.858469,10.192995,10,7.820868,10,1,malignant
9.399801,6.006881,6.77425,7.206621,8.67055,10,8.376893,8.114483,1,malignant
5.437963,10.241012,9.576226,9.610769,8.078735,1,5.027702,7.986912,1,malignant
1,6.531545,9.546916,2,4.73656,1,3,8.68156,1,benign
3.048065,6.584628,2.867319,7.486077,4.89284,10,6.5051,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.828249,1,2,6.897236,1,10,7.676606,1,5.701554,malignant
3.094559,1,3.331004,1,2,1,2,1,1,benign
4,2.034157,2,2,2,1,1,1,1,benign
4,1,10.460406,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,3,1,1,benign
5.635117,3.599633,7.091504,4.395189,3.796004,10,4.639848,5.547898,3,malignant
4,1,1,1,2,1,1,8.434949,1,benign
8.035139,3.194837,4.232934,9.686164,3,1,5.324026,2.945017,3,malignant
5.632482,1,1,1,2,1,2,3.921345,1,benign
9.364146,4.49843,3.605308,1,7.506707,4.34034,4.220294,2.87954,7.340223,malignant
2.810834,2.949611,6.866989,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.109381,1,2,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.470264,4.484678,3.774872,3.05434,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.815941,1,1,1,2,1,3,1,2,benign
5.131998,9.724498,8.818616,5.704299,3,1,4.931601,2.924553,1,malignant
2.668467,1,1,1,1,1,3,2.979116,1,benign
5.440246,5.588781,9.233003,7.489885,4.669192,10,9.191663,2.782527,2,malignant
8.572036,6.415506,5.489451,7.416394,2,10,6.469087,1,1,malignant
4,3.707041,2,1,1,1,3,6.858663,1,benign
5.563478,2.631607,4.649777,1,8.733682,4.496498,5.836954,6.50935,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.873008,1,1,1,2,1,2,1,1,benign
2.793667,6.353978,8.788249,4.188703,4.401778,8.942936,3.393236,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.611705,4.109675,6.196442,1,2,10,7.949707,6.342422,1,malignant
2.703394,2.85597,2,1,2,1,3,1,1,benign
5.788166,2.620341,3.123855,1,2,1,1,1,1,benign
5.924275,1,1,1,1,1,3,1,1,benign
1,2.931115,1,3.379751,2,1,1,2.112076,1,benign
3.059106,1,1,1,2,1,2,1,1,benign
8.287899,4.063128,5.606636,3.46227,4.026046,4.910235,5.235635,6.875327,3,malignant
5.291845,3.986869,3.885897,9.878441,5.473385,10,7.672789,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
6.150451,2.67983,4.17489,3.545627,9.619725,5.500742,3.853853,1.66097,6.490087,malignant
9.5098,9.832867,9.170655,9.952427,9.722269,10,7.346157,10,1,malignant
9.210024,10.136645,6.792373,9.911148,8.306411,10,6.495896,8.328115,2,malignant
1,1,1,1,3.919678,1,1,1,1,benign
8.876476,4.120191,3.370689,2,4.674332,10,8.178731,10,3,malignant
4,1,1,1,2,7.551599,2,1,1,benign
5.03588,1,1,1,3,1,2,1,1,benign
9.670745,1,1,1,5.05333,5.302354,1,10,1,malignant
1.513468,3.096251,2,2,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
7.742593,4.404416,2,9.89886,4.629096,10,3,2.946562,1,malignant
4.877325,7.08993,5.138594,3.358751,2,4.507864,8.765264,8.290458,1,malignant
2.999363,1,2,1,2,1,3,1,1,benign
2.570428,1,1,1,2,1,1,1,1,benign
8.582358,9.948763,7.366096,3.44903,9.899899,3.690886,4.322929,10,3,malignant
5.633215,1,1,1,2,6.898187,1,1,1,benign
2.228448,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.643785,1,1,1,2,1,1,1,1,benign
2.29552,1,1,1,2,1,2,2.344548,1,benign
7.312874,4.326939,5.393386,6.110348,4.464526,10,3,4.685501,2,malignant
2.948347,1,1,1,2,1,2,2.149922,1,benign
4,1.945515,3.12868,6.024103,3,3.171966,1,8.407056,1,malignant
4,1,2,1,2,1,1,1,1,benign
7.761106,4.820698,9.953858,7.152316,3,6.82383,8.509561,2.837951,1,malignant
5.093894,9.483272,8.612509,6.894502,8.284501,7.78342,3,10,1,malignant
8.565485,6.955036,6.350219,3.26529,5.49217,10,3,1,3,malignant
2.960888,1,3.192553,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.579757,6.890562,8.702094,2.98068,4.475486,2.950331,6.496154,7.773141,2,malignant
9.187638,10.063977,9.331217,6.652051,5.663011,4.228324,8.059088,10,1,malignant
10.229295,7.82955,2.979264,8.378283,8.152563,10,4.52079,10,3,malignant
5.686487,7.122241,3.003176,6.399095,4.09352,6.982516,3,10,9.346602,malignant
2.247021,1,1,1,2,1,3,1,1,benign
2.727686,1,1,1,2,1.742036,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.460228,9.749083,3.6403,1,4.226854,2.759361,7.608808,4.97903,4.694966,malignant
2.300542,1,2,1,2,1,1,1,1,benign
9.668229,7.660255,6.676424,7.209364,3,1,7.509258,7.877285,4.715272,malignant
1,1,1,1,2,1,3,1,1,benign
8.95282,2.199351,3.131186,1,2,1,6.640843,1,3,malignant
5.426346,4.734673,3.653042,6.050503,8.315451,1,8.548058,1,1,benign
1,1.83284,1,1,2,1,3,2.529353,1,benign
5.526529,1,1,1,2,1,1,1,1,benign
2.990248,1,1,1,2,1,2,1,1,benign
4.965135,1,2,1,2,1,1,1,1,benign
5.015106,1,1,1,2,1,3,1,1,benign
2.454418,1,1,1,2,1,2,1,1,benign
5.324298,1,1,1,1,1,2,1,1,benign
7.948446,3.564113,5.1514,6.721587,7.460024,10,7.491519,1,9.128682,malignant
5.158551,10.023452,5.862331,5.626999,9.364142,5.308393,8.286001,3.251426,4.71478,malignant
4.817696,1,1,1,2,1,1,1,1,benign
5.307593,1,1,1,2,1,1,1,1,benign
7.06698,9.965855,9.326451,9.510337,7.211823,10,4.671908,10,1,malignant
6.573556,4.335722,4.085263,9.820276,3,10,8.305774,7.33743,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.928023,9.894868,10.120561,5.132906,8.359301,6.290243,8.367078,5.020106,1,malignant
5.133429,1,1,1,2,1,1,1,1,benign
5.204407,1,1,1,2,1,1,1,1,benign
4,7.448483,7.059992,3.84716,8.9527,8.317621,7.692044,8.506026,4.512994,malignant
1,1,1,1,2,1,1,1,1,benign
1,1.753406,1,1,2,1,2,1,1,benign
9.454466,7.110093,4.498145,9.75297,3.856131,10,9.533709,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.204948,1,1,1,2,1,1,1,1,benign
2.430858,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2.794507,2,1,1,1,1,benign
5.802348,2.71539,1,3.179879,3,1,3,1,1,benign
1,1,1,6.753996,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.585232,9.374884,10.607064,6.409095,9.588477,4.151372,8.197492,10,3,malignant
2.762931,1,1,1,2,1,2,1,1,benign
11.355108,6.251038,8.727742,9.58204,4.477375,10,5.563928,10,1,malignant
2.618326,1,1,3.51324,2,2.638097,1,1,1,benign
2.946998,1,1,1,2,1,1,1,1,benign
4.90682,7.14119,9.604859,3.32166,5.579452,5.818695,6.27214,8.574277,5.4798,malignant
8.373668,9.806305,10.637051,9.955393,4.640229,10,7.782186,10,9.312018,malignant
5.893583,1,1,1,2,2.238149,1,1,1,benign
1,1,1,2,1,1,1,1,1,benign
1,1,1,2,2,1,7.03649,1,1,benign
4,1,1,1,2,2.882249,1,1,1,benign
11.176846,9.866376,10.13839,10.065422,2,10,5.467199,5.782647,1,malignant
2.570975,7.270179,3.815441,8.539577,7.529901,2.044778,4.022232,6.635209,1,malignant
1,1,1,2,2,2.635868,2,1,1,benign
2.815421,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
5.416965,10.142649,5.281563,10.416171,4.864427,5.260638,5.099961,4.905696,1,malignant
2.976226,1,1,1,2,1,1,1,1,benign
9.888073,1,1,1,3,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
6.761466,5.860201,5.281503,10.146017,3,10,6.057935,10,1,malignant
2.718917,1,1,1,2,1,1,1,1,benign
3.965776,1,1,1,2,1,1,1,1,benign
3.071859,1,1,9.635571,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.879181,1,3.423978,1,2,1,1,1,1,benign
8.041558,6.061831,9.394659,1,5.052942,10,5.698757,7.919956,1,malignant
1,2.792194,3.905354,2,2,1,4.612393,2.336646,1,benign
9.307975,9.598466,7.626783,5.340895,5.630185,10,4.195158,4.948331,1,malignant
2.137813,1,1,1,2,1,2,1,1,benign
2.725864,1,1,1,2,1,5.387345,1,1,benign
2.207827,1,1,1,2,1,2,2.595486,1,benign
6.919039,7.434347,3.229918,1,4.487682,3.930642,3,2.39577,1,malignant
1,1,1,1,2,1,2,2.806368,1,benign
1,1,3.379693,1,2,1,3,1,1,benign
2.221399,1,1,1,2,1,2,1,1,benign
4.552402,1,1,1,2,1,3,1,1,benign
2.691012,1,1,1,3,1,2,1,1,benign
5.353193,1,2,1,2,1,2,1,1,benign
4.985703,1,1,1,1,1,1,1,1,benign
9.602159,3.528056,2,9.949144,8.747287,10,3,8.795432,1,malignant
4.76783,2.959076,6.013897,2,2,7.289099,2.609141,8.550994,10.022527,malignant
10.335973,9.944115,8.040597,9.974847,8.854202,10,4.973341,10,1,malignant
1,1,1,3.776901,2,1.456333,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
5.177564,1,1,3.341335,1,1,3,1,1,benign
6.516959,4.455909,10.264161,3.852824,3,10,8.64705,2.655749,1,malignant
3.308474,1,1,1,2,1,2,2.702296,1,benign
2.910121,1,3.513461,1,1,1,3,2.549594,1,benign
1,2.519175,1,2,2,1,6.373883,3.186059,1,benign
2.598074,4.970019,4.895647,2.961385,4.429014,1,2,2.09556,1,benign
2.852565,1,1,1,2,1,2,1,1,benign
2.757021,1,1,1,2,1,1,1,1,benign
8.249266,9.745154,9.120504,3.930736,7.552577,6.630233,9.018879,10,2,malignant
5.254238,3.543393,3.930191,1,2,1,7.956301,3.263053,1,benign
1.77193,1,1,1,2,1,1,1,1,benign
10.241703,9.953565,8.192544,1,4.429391,10,7.914181,10,1,malignant
9.313168,2.801115,9.29036,4.465336,3,5.33085,3,3.997536,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.322252,7.054787,6.087162,10.045572,4.501049,1,5.702217,9.341711,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.018756,3.6083,1,2,1,1,1,1,benign
5.195842,6.287785,10.723458,7.100089,9.063083,4.613871,2,7.647546,3,malignant
1,1,1,1,2,1,3,1,1,benign
10.075246,6.885235,9.354877,2,4.813214,10,3,10,6.529681,malignant
1,1,2,1,2,1,3,2.827294,1,benign
5.194841,1,1,1,2,1,2,1,2,benign
2.21284,2.570148,1,1,2,1,4.665396,1,1,benign
4,2.464606,2,1,3,1,4.620244,1,1,benign
9.290638,9.774729,10.613105,1,7.687178,3.300899,3,7.810501,1,malignant
1,1,2,1,7.19879,1,2,1,1,benign
5.397066,2.988529,2,2,2,1,1,1,1,benign
9.705229,1.875069,3.450888,5.762926,2,1,6.336154,4.431079,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,2.809908,1,2,3.319923,2,1,1,benign
7.771066,5.783964,10.576019,3.843737,9.035493,10,6.5313,4.809069,1,malignant
2.561313,2.357653,1,3.420052,2,1,1,1,1,benign
4,1,1,3.801849,2,1,1,1,3,benign
2.485793,2.466694,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.195765,2.15312,6.499002,9.787933,4.038931,10,4.734945,7.766358,1,malignant
8.375988,2.10814,6.478411,3.924701,8.685628,3.268524,3,5.279069,3,malignant
1,1,2,1,2,6.446739,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,8.42618,1,1,1,benign
2.675993,1,1,1,2,1,2,1,1,benign
2.367819,1,2,1,2,1,2,1,1,benign
4,9.731696,2,9.857026,3,2.271636,5.545705,2.790181,1,benign
1,1,4.209819,3.049907,2,1,3,1,1,benign
2.852926,2.258814,2,1,2,1,3,2.315769,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.872079,2,1,2,1,3,1,1,benign
1,1,2.878482,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.378804,4.725727,5.5901,7.286057,4.513673,1,9.069224,7.520952,10.070955,malignant
1,1,1,2,2,1,2,1,1,benign
1,2.580121,2,2.864604,2,1,1,2.68996,1,benign
9.290897,7.104584,3.519478,3.176196,6.448713,10,3,1,8.910014,malignant
2.212688,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,3.70711,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.746959,4.566897,3.479985,10.04621,8.400855,2.114984,3,7.263376,3,malignant
8.272751,6.209694,9.143139,10.073807,3,10,8.421266,5.21791,1,malignant
2.486452,2.202317,2,2,2,1,1,9.804712,1,benign
2.370569,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.279139,1,1,1,2,1,3,1,1,benign
3.471912,1,1,1,2,1,1,2.00918,1,benign
6.411491,4.605671,2,9.473705,7.813094,10,7.35832,7.583878,9.225093,malignant
1,1,2.754866,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.757114,1,1,2,2,1,4.527755,1,1,benign
7.090435,7.709541,3.383686,4.858304,3,4.482537,5.684714,6.881033,1,malignant
2.485306,1,1,1,2,3.095066,1,1,1,benign
5.1601,8.775795,8.426974,5.549,8.005565,10,6.661063,10,10.270422,malignant
1,1,1,1,2,1,2,1,1,benign
5.727195,1,1,1,2,1,3,1,1,benign
2.27723,1,3.382436,1,2,1,1,1,1,benign
1,2.294666,1,2.795239,2,1.301393,2,1,1,benign
10.320528,9.938227,9.60734,2,8.706198,10,5.048762,10,1,malignant
4.987368,6.915625,3.390368,1,4.838167,10,3,5.810271,1,malignant
2.14333,1,2,1,2,1,2,1.903353,1,benign
9.805179,9.784466,8.716885,9.997499,6.274261,10,4.147239,10,2,malignant
5.526604,10.315471,7.955801,7.339633,3.991929,1,8.425486,2.349554,10.322002,malignant
9.085418,2.617519,6.207041,9.628113,3,10,9.192924,4.284578,3.956826,malignant
8.903909,10.240999,9.732715,9.584561,4.452689,1,4.11613,10,2,malignant
10.342714,5.883636,3.432057,2,3,10,5.350966,8.359346,1,malignant
4,1,2,3.049916,2,3.659422,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.638767,9.633225,5.73529,3.241916,9.134721,10,7.582954,10,1,malignant
4,1.997294,1,1,4.480819,1,2,10,1,benign
1,2.136722,2,7.116035,2,1,3,1,1,benign
8.739185,3.955468,7.184232,9.959139,3,6.322133,4.571846,1.571499,3,malignant
5.496588,1,1,1,4.079051,3.086554,2,1,1,benign
2.76876,1,2,1,2,1,2,1,1,benign
4.994784,1,1,3.692584,3,1,2,1,1,benign
7.693909,5.599706,3.649766,10.173233,4.261824,5.885306,2,8.401049,2,malignant
2.807869,1,1,1,2,2.805832,3,1,1,benign
5.69698,1,1,2,2,1,3,1,1,benign
10.347503,4.34052,10.064615,6.086952,3,7.810277,4.61837,3.10563,1,benign
10.787451,5.670119,9.295472,5.696323,4.602403,4.033932,7.259281,3.966811,3,malignant
4,1,1,10.375341,2,1,1,1,1,benign
8.404079,9.684288,8.141695,10.149399,4.855665,10,3,4.773044,3,malignant
2.796584,2.277647,2,3.298447,2,1,3,1,1,benign
1.459392,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.724243,9.548402,5.595715,5.957606,9.465662,1.812492,7.763099,8.578407,2,malignant
1,1,1,1,2,1,2,1,1,benign
3.237435,1,1,1,2,1,1,1,1,benign
10.280225,5.09266,2.539231,10.347391,9.137473,10,8.214775,5.058502,1,malignant
3.367905,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1.55865,1,benign
3.120841,1,1,10.350545,2,1,3,1,1,benign
1.777845,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.230061,7.258262,7.002105,6.438327,2,10,8.940937,10,1,malignant
1.929658,1,1,1,2,1,3,1,1,benign
1,2.85402,2,1,2,2.109526,2,1,1,benign
5.677832,3.142962,2,2,1,3.202386,5.242974,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.907938,2.214171,2,2,3,1,1,1,1,benign
2.403594,1,10.040778,1,2,1,3,1,1,benign
3.988989,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,3.75293,1,2,1,1,benign
1,1,4.031511,1,2,1,1,1,1,benign
1,1,2,2,2,1,1,1,1,benign
5.667943,2.647397,3.230507,1,5.788643,10,8.400932,4.062715,3,malignant
7.185249,4.683836,3.192143,3.869895,3.397171,3.61282,3,1,3,malignant
2.922051,1,1,1,2,1,1,1,1,benign
4.896082,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.899358,2.508242,3.038663,1,3,1,2,1,1,benign
2.456908,1,2,1,2,3.151922,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.705812,1,1,2,2,1,1,1,1,benign
5.204255,3.821109,5.46975,1,9.275065,10,4.443374,1,1,malignant
1.759347,1,3.164123,1,2,1,1,1,1,benign
5.159078,1,1,1,2,1,3,1,1,benign
9.267732,10.202177,10.404245,5.609991,3.665188,10,8.249071,10,3,malignant
1,3.266012,1,1,2,1,2,1,1,benign
5.214022,1,1,1,2,1,1,1,1,benign
8.828075,7.447275,6.49812,5.666452,4.003129,1.701146,8.253379,10,1,malignant
8.584633,9.205318,8.897394,6.884569,3,10,7.503169,6.019391,3,malignant
9.540567,6.643051,8.694276,4.257006,4.435049,10,4.918187,1,1,malignant
11.181767,4.158836,3.999259,9.563201,4.430139,10,2.880635,1,1,malignant
1,4.48342,3.380341,1,4.434489,1,2,1.222216,1,benign
9.170742,5.827549,6.969468,5.568407,3,10,4.843652,3.4679,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.047499,10.196762,5.811768,5.906725,7.05387,10,8.621974,10,1,malignant
10.083596,4.916439,3.393573,9.696441,7.143422,10,7.145227,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.888152,1,1,3.058511,2,1,2,1,1,benign
3.190818,1,1,1,2,3.198693,1,1,1,benign
5.194329,3.048969,3.572159,1,2,1,2,1,1,benign
4.774187,1,1,1,2,1,2,1,1,benign
4.999883,10.177294,9.163252,5.173265,7.408621,5.98378,5.181098,5.894064,3,malignant
5.098257,1,1,1,1,1,2,1,1,benign
4.780381,2.338413,2,10.3214,1,1,1,1,1,benign
1,1,4.782276,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.71932,2,3.358613,2,3.24675,1,1,1,benign
9.344214,4.470887,4.422418,3.011394,4.266455,1,4.503528,5.196134,2,malignant
5.115277,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,3,1,1,benign
2.323649,1,2,1,1,1,3,1,1,benign
8.60164,4.071359,7.052292,2,3,1,3.790678,5.764243,1,malignant
8.567354,3.256817,3.712027,1,2,10,4.612808,8.103205,1,malignant
1,8.171833,9.727866,7.429748,4.224315,1,3,10,1,benign
5.210979,7.763873,9.779173,3.257746,6.322424,5.630723,3,5.434007,2,malignant
1,1,1,1,2,1,3,1,1,benign
6.556789,5.938321,8.399665,8.129114,4.323457,10,6.973106,2.977178,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.240768,2.408303,1,2,2,1,2,1,1,benign
1,4.179812,9.566383,2,7.796958,8.691634,8.85036,5.86613,6.753805,malignant
8.450165,9.671996,10.055256,10.045847,10.248821,10,8.914077,10,5.277843,malignant
5.635238,3.884958,5.533544,2.899362,3,10,7.40391,1.202369,9.67837,malignant
6.192425,9.665438,8.260565,9.514657,8.249235,5.002111,5.108418,8.379504,1,malignant
5.655896,3.777623,3.050895,1,2,2.005239,7.968252,2.153152,1,benign
6.012376,4.404846,3.279503,10.03284,3,10,6.274468,2.456551,1,malignant
1,1,1,3.163068,1,1,1,1,1,benign
1,2.284122,1,2,4.895483,1,3,1,1,benign
4.806217,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.422503,1,2,1,3.37561,1,1,benign
11.479041,7.674245,8.960424,3.293267,4.657913,6.240471,6.427432,2.962816,1,malignant
2.03594,1,2,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.369092,5.307878,4.957873,10.030556,3,10,4.407172,6.778965,2,malignant
1,1,1,1,1,1,1,1,1,benign
10.42772,4.943277,3.816689,1,4.937217,10,4.176999,9.247992,1,malignant
2.329768,8.032813,10.87655,8.022085,5.793591,10,4.508016,5.369574,1,malignant
8.580852,4.656438,3.828808,6.296667,8.336179,10,4.328084,1,2,malignant
9.687381,5.185229,7.543225,7.776522,3,1.610814,6.288129,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
1.978868,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.223443,10.153569,9.888742,5.057416,8.077144,9.438558,8.217834,1,4.186813,malignant
2.27162,1,1,1,2,1,2,1,1,benign
3.356699,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.606105,1,1,1,3,1,3,2.982791,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.518893,1,1,2.605453,2,1,1,1,1,benign
9.427044,4.375073,5.928832,3.596306,4.322965,2.85384,3,1,5.631074,malignant
1,1,1,1,2,1,3,1,1,benign
4.890615,9.485909,11.145256,7.692846,5.400224,3.604674,7.847955,10,1,malignant
4.964354,7.695539,7.915894,2.549202,3.758891,10.363795,4.43416,10,4.978603,malignant
7.90261,9.691077,10.379296,2,7.720198,2.384374,7.485093,7.211057,3.742609,malignant
4.953968,1,1,3.020052,2,1,2,1,1,benign
4,1,1,1,2,1,2,2.7639,1,benign
5.706982,3.261424,2,2,1,1,2,2.967671,1,benign
5.566381,1,1,1,2,1,2,1,1,benign
5.050725,1,1,1,2,1,2,1,1,benign
4,10.110929,9.732486,2.60552,8.457487,2.375089,3.721014,6.195679,1,malignant
7.8896,4.170036,5.015826,1.741899,3,10,7.429385,2.648661,1,malignant
4.120093,4.480336,2,4.525607,6.144499,10,4.341727,5.636308,1,malignant
11.32304,8.602047,9.462254,1,4.929289,1,5.937824,7.402314,5.63402,malignant
4,2.762266,3.389851,9.570007,5.444482,10,4.7655,7.086965,1,malignant
5.226208,10.293451,8.883586,2,5.059986,10,9.556358,10,8.195426,malignant
2.391293,2.709367,1,1,2,1,1,1,1,benign
1,1,1,1,3,2.056006,2,1,2,benign
3.85505,1,3.376996,1,1,1,2,1,1,benign
4.498257,1,1,1,2,1,2,1,7.556504,benign
7.938223,2.686613,2,1,3,2.985501,3,3.266729,3.774054,malignant
7.469258,2.185419,2,3.733338,3,9.488372,10.553599,6.867631,1,malignant
8.822341,5.17226,3.44225,1,6.786387,5.765604,5.93386,1,1,malignant
8.946713,6.890244,11.060408,7.384454,6.33467,10,6.901436,5.263658,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.223178,10.16594,9.20257,1,5.995595,2.770616,8.144531,10,8.11582,malignant
1,1,1,1,2,1,1,1,1,benign
1,1.981219,2,1,1,1,3,2.048075,1,benign
5.665673,1,4.129055,1,3,1,1,1,1,benign
8.508542,4.283993,3.700576,6.191242,4.473788,5.870859,7.496599,3.364732,1,malignant
9.993701,6.560691,5.952852,8.742295,3,1,8.043031,10,1,malignant
5.371848,4.117953,3.116856,10.014433,6.017347,10,5.13869,7.981138,3,malignant
8.988979,1,1,1,3.882206,1,5.064438,1,3,malignant
4,2.309338,5.772806,10.179871,9.778213,10,3,1,2,malignant
1,1,1,1,5.030756,1,2,1.740092,1,benign
3.39413,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,8.500569,2,1,1,benign
2.136908,1,1,1,2,2.671574,2,1,1,benign
1,1,1,1,2,1,2,1,2,benign
9.492355,9.743661,9.455565,10.128651,4.979788,10,8.757784,10,1,malignant
4,4.497135,9.781583,3.020124,4.319117,5.225686,8.221805,2.82056,1,malignant
5.530734,1,2,1,2,1,2,1,1,benign
4,1,1,3.948564,2,7.858237,2,1,1,benign
5.297924,7.092059,8.715465,1,4.382549,1,8.879229,10,9.897695,malignant
1,2.261376,3.053449,2,1,1,4.441945,1,1,benign
4,1,2,1,2,1,1,1,1,benign
6.010952,1,1,1,2,1,2,1,1,benign
2.61681,2.645686,3.879513,2,1,1,3,1,1,benign
4,1,3.208162,2,2,3.398855,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.753444,2.617516,3.76822,6.605387,3,2.955859,3,1,9.256315,malignant
4,1,2,1,2,1,1,1,1,benign
5.134719,10.582351,9.746448,10.24335,6.696195,10,8.606595,10,8.154777,malignant
4,1,1,1,2,1,1,1,1,benign
7.283922,2.95446,3.497446,6.148603,2,9.0883,7.543523,4.199446,1,malignant
4,1,1,1,4.057172,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.400303,2.392155,1,1,2,1,2,1,1,benign
9.77881,8.609847,6.140291,6.831279,9.346023,2.831964,7.847099,10,9.757873,malignant
9.082261,6.92159,8.207447,7.801408,7.301124,10,5.855803,5.45537,1,malignant
5.131971,1,1,2,2,1,2,1,1,benign
2.894464,1,1,1,2,1,2,1,1,benign
4.850249,1,1,1,2,1,1,2.528455,1,benign
1,1,1,1,2,1,2,1,1,benign
5.649996,1,1,1,2,1,1,1,1,benign
4.754285,2.065452,5.5062,2,2,3.311795,3.948534,6.48059,1,malignant
10.79774,4.843854,4.274797,2,3,11.132113,5.70687,9.654528,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.965427,1,1,1,2,1,1,1,1,benign
8.781172,10.458609,4.791954,10.041665,9.291899,10,8.743892,4.485851,1,malignant
4.77923,1,1,1,2,1,2,1,1,benign
2.839194,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1,7.944379,2,10.249368,9.53357,6.598363,8.682192,7.967148,1,benign
2.471334,1,1,1,2,1,2,1,1,benign
1.860163,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.646516,5.766324,6.69375,2,8.898432,4.971567,6.733243,7.288962,2,malignant
9.408605,4.877116,2.384849,6.959609,7.101864,10,2,1,9.410926,malignant
3.446872,3.52425,2,5.629661,3,5.168887,4.146072,2.112113,1,benign
7.621548,3.911401,2.885289,9.589934,3.833862,10,4.672738,2.754981,1,malignant
4,1,1,1,1,1,2,1,1,benign
5.505844,2.090779,2,1,2,1,3,1,1,benign
5.282487,10.085259,9.054003,6.42533,9.391273,10,7.511435,2.63136,1,malignant
4.992387,1,1,1,2,3.90469,1,1,1,benign
5.652991,1,1,1,1,1,3,1,1,benign
1,1,1,3.388124,2,1,1,1,1,benign
9.010438,6.612997,10.123715,2,3,10,6.34223,7.718746,1,malignant
8.80074,3.166363,2.769265,6.313295,3,6.327862,7.781414,10,3,malignant
3.152052,1,1,1,2,1,2,1,1,benign
2.532676,1,1,1,2,1,3,1,1,benign
5.06033,1,1,2,2,3.68014,2,1,1,benign
10.708339,4.262509,2.767222,2.991308,2,10,3,10,8.470274,malignant
2.623428,1,3.930731,2,2,1,2,1,1,benign
10.180363,9.746873,8.060927,9.454712,4.270676,10,7.301017,10,1,malignant
2.753691,1,1,1,2,1,3,1,1,benign
1,3.015724,3.437853,1,2,1,1,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.826665,5.17385,3.45122,5.413815,2,10,3,4.308971,1,malignant
7.518031,2.681252,3.722932,1,3,6.340897,3,5.604284,6.179265,malignant
2.335143,1,3.014895,1,2,1,3,1,1,benign
6.046122,4.798759,5.265342,5.926821,3,9.171235,4.236664,1,1,malignant
3.263682,2.869098,1,6.637162,2,7.762513,2,1,1,benign
4,3.153042,3.299627,3.637639,4.333399,1.829106,2,1,1,benign
10.639687,2.90162,2,3.503174,4.366702,6.62014,2,1,6.003979,malignant
4,1.580776,2,2.766569,2,4.511182,3,1.947696,1,benign
2.895085,1,1,1,2,1,1,1,1,benign
9.067968,4.021647,6.122401,6.835601,6.658701,1,4.82253,1,4.428721,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,5.199241,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.883045,1,1,3.544624,2,2.121439,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.241679,2.38842,5.169821,1,3,1,9.612624,1,2,malignant
5.144793,1,1,1,2,1,1,1,1,benign
4.904225,1,1,1,2,1,3,1,1,benign
4.549375,1,1,1,2,1,2,1,1,benign
7.5729,6.967644,3.225105,3.078123,5.029159,10,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
9.839351,7.664155,9.341662,2.847587,3.665677,3.809047,3,10,1,malignant
4.667224,4.77491,7.158585,9.975495,2,10,2,8.363208,1,malignant
9.514496,7.663535,5.519223,4.624239,4.800043,1,3,6.536738,1,malignant
3.217131,1,1,1,2,1,2,2.402594,1,benign
3.318679,1,1,1,2,1,2,1,1,benign
5.824049,3.6155,7.44668,4.239736,2,6.925716,3.823363,5.266933,1,malignant
4.882842,1,1,1,2,1,1,2.042456,1,benign
1,1,1,1,2,1,1,1,1,benign
3.315094,1,1,1,1,5.324458,3,1,1,benign
3.399743,8.091943,5.9288,7.887501,4.88397,1,3,1,1,malignant
5.281452,1,1,1,2,1,2,1,1,benign
11.100583,6.555241,5.779768,9.795736,4.227931,2.081724,4.000436,10,3,malignant
1.606944,1,1,1,2,1,2,1,1,benign
8.480211,7.065276,8.831086,5.997513,4.464559,1,3,4.32965,1,malignant
8.477596,9.823031,6.085282,6.466098,9.01141,10,8.762576,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
4.73936,9.804606,9.276465,6.152951,3,10,8.12384,10,2,malignant
2.277161,1,1,3.853318,2,1,2,1,1,benign
6.419508,1,2,3.846691,2,5.856438,3.570482,6.818348,10.399283,malignant
1,1,1,1,2,1,2,1,1,benign
2.193872,1,1,1,2,1,1,1,1,benign
1,2.30165,3.014034,1,3,1,5.630345,7.864017,1,benign
10.800286,10.152429,5.203008,2,4.61627,6.91369,7.731215,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,2.695573,2,1,1,benign
5.136623,3.301443,2,1,1,1,1,1,1,benign
4,1,1,3.433453,2,8.155773,3,1,1,benign
1,1,1,2,2,1,1,2.042114,1,benign
6.383347,1,1,1,2,1,2,1,1,benign
11.330522,1,1,3.406027,2,10,3,1,1,benign
9.10845,6.214304,5.712032,9.727754,3,10,4.674984,7.969018,1,malignant
2.663748,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.174859,1,1,1,2,1,3,1,1,benign
5.373663,1,1,1,2,1,3,1,1,benign
4,4.592582,5.344787,3.759216,2,10,3,2.481268,1,malignant
2.552916,7.617822,9.65902,9.797689,2,10,9.078321,1,5.797654,malignant
4,1,1,1,1,1,2,1,1,benign
7.296356,5.9353,10.687079,2,3,10,10.502631,1,1,malignant
2.801754,1,1,1,2,1,1,1,1,benign
10.036317,9.856471,3.240132,2,4.339862,6.853034,3,1,2,malignant
2.047469,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.925524,10.409778,8.653325,6.813727,6.849734,5.545524,3,7.349217,5.030732,malignant
8.703884,4.190038,4.214433,5.798416,3,10,8.498985,2.924618,1,malignant
3.136553,1,1,3.471664,2,1.358215,1,2.719374,1,benign
2.485153,1,1,2,2,3.938914,2,1,1,benign
6.97943,10.021767,3.353546,10.251878,5.651813,10,8.369061,6.105436,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.148994,3.147235,1,1,2,1,3,1,1,benign
2.797831,1,1,1,2,1,1,1,1,benign
7.487892,5.092061,5.789786,7.650746,9.671015,10,6.256998,2.658009,3.988802,malignant
1,1,1,1,1,1,3,1,1,benign
3.465507,4.042584,5.891726,5.081121,4.890006,10,4.554062,2.57674,1,benign
5.503921,1,1,1,2,1,1,1,3,benign
4.719485,1,1,1,2,1,1,1.883557,1,benign
8.881202,5.874814,3.815462,10.090707,3,10,5.578135,10,1,malignant
5.423189,9.8324,9.174596,5.628365,4.748305,1,1,10,8.094023,malignant
4.844078,1,1,1,2,1,1,1,1,benign
2.976143,1,1,2,2,1,3,1,1,benign
10.081498,2.581467,1,2,2,6.158595,5.488971,2.638515,3,malignant
5.208112,1,1,2,1,1,1,1,1,benign
2.044642,1,1,1,2,1,2,1.685026,1,benign
4.838232,1,2,1,2,1,3,1,1,benign
4.774621,1,1,1,1,1,2,6.594496,1,benign
8.891511,9.882865,7.528928,2,5.675398,10,6.523534,10,1,malignant
4.56912,1,1,2.565134,2,1,1,1,1,benign
2.132672,2.441765,2,1,2,1,1,1,1,benign
5.23226,1,2,2,2,4.619336,1,8.489225,1,benign
9.708356,2.118718,5.498841,1,2,4.838698,3,2.67785,1,malignant
5.451263,1,2.73653,1,2,4.1928,9.584079,1,1,benign
5.86536,9.986332,9.026529,9.970021,7.665058,10,3,10,4.101787,malignant
1,1,1,1,2,1,3,1.955852,1,benign
2.02018,1,1,1,3,1,3,2.225415,1,benign
8.938827,4.266402,4.201184,9.572455,6.990686,10,6.929401,5.548331,8.695684,malignant
4.633678,5.242928,2.315851,9.975637,7.066017,10,10.225755,2.276538,9.1423,malignant
6.99507,8.132981,5.692453,9.713439,4.392539,2.300842,3,1,7.516288,malignant
5.347561,1,1,1,2,1,1,1,1,benign
9.083123,4.249608,4.31358,2,3,2.189974,7.499969,10,1,malignant
1,1,1,1,3,1,3,2.525956,1,benign
4,4.93483,3.293067,3.86248,7.871049,9.044331,4.302931,8.31591,3,malignant
1,3.859494,5.668793,6.814233,5.47718,6.67408,2,6.800755,1,benign
1,1,1,1,2,1,3,1,1,benign
5.609329,4.400784,4.964953,3.750575,7.9052,10,3,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
3.041862,5.045096,3.428158,2.846455,2,1,9.425652,2.337647,1,benign
5.116103,6.413766,3.628076,5.895898,4.608287,10,6.349838,6.420373,1,malignant
5.285549,1,1,1,1,1,1,1,1,benign
9.89722,5.749681,6.692212,9.782028,3,10,4.859793,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.538362,1,1,1,2,1,3,1,1,benign
2.784059,1.785389,2,1,2,1,3,1,1,benign
5.122643,6.685856,7.960006,3.227059,4.669174,6.363596,4.784744,5.584797,10.766933,malignant
1,2.160213,3.745704,1,2,1,8.037151,2.035284,2,benign
4,1,1,4.579874,2,5.908417,1,1,1,benign
5.345362,3.123785,2,1,2,1,1,1,1,benign
5.5117,6.971495,5.688252,2,4.213463,5.186395,7.638989,7.959444,9.502261,malignant
2.588385,3.989276,3.278188,3.425815,5.804554,1,7.847003,2.415449,1,benign
5.427968,1,1,1,2,1,3,1,1,benign
5.142613,5.227033,6.247471,3.42956,3,8.625912,5.815672,2.030365,2.959679,malignant
10.437683,4.23919,2.974694,10.01745,3,6.174362,2,2.525556,3.028314,malignant
2.216285,1,3.551443,1,2,1,3,1,2,benign
9.01912,9.927026,8.596088,9.937739,5.785696,10,7.684888,10,1,malignant
4,2.595944,2,1,2,1,3,1,1,benign
5.787933,1,1,1,1,1,1,1,1,benign
2.602891,1,1,1,2,1,3,1,1,benign
2.702651,1,1,3.576098,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.725315,3.889797,6.481602,6.608206,7.211604,10,3.546608,6.317315,2,malignant
2.241407,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.261589,4.44543,6.278468,6.535559,8.794157,3.621969,8.282468,3.083547,1,benign
4,1,1,1,2,1,3,1,1,benign
2.891635,1,3.474024,1,2,1,1,1,1,benign
5.99666,4.424011,6.110359,1,3.895824,3.201711,7.216699,1,1,malignant
5.064245,1,1,1,2,1,1,1,1,benign
8.560951,4.52282,3.020699,2,6.112762,10,5.437278,7.010797,1,malignant
4,1,1,1,2,1,2,1,1,benign
1.912835,1,1,1,1,2.664198,2,1,1,benign
4,2.437476,2,2,2,3.074551,2,4.632551,1,benign
7.966615,7.520868,6.50992,2,8.423964,10,7.105051,4.892928,2,malignant
6.086473,4.687994,5.421463,7.595187,4.266914,10,2,1,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,2.374738,2.811529,1,2,1,3,1,1,benign
5.243121,1,1,1,2,1,1,1,1,benign
5.26768,9.728581,10.194742,3.340303,7.224091,10,4.521742,10,1,malignant
1,1,4.195852,1,2,1,2,1,1,benign
8.594308,10.02144,9.001036,9.769275,9.077282,1,8.579363,8.061284,2,malignant
5.361128,4.351876,6.207551,10.171165,8.887117,10,7.619435,1,1,malignant
5.170318,1,1,1,2,1,3,1,1,benign
1,1,2.844245,1,2,3.197133,1,1,1,benign
5.721456,1,1,1,2,1,2,1,1,benign
9.779891,4.652043,7.001038,7.44167,3,10,4.473085,2.576851,2,malignant
5.048283,1,1,1,3,1,2,1,1,benign
9.533132,6.333467,5.524641,2.608789,8.387731,6.978547,8.473412,1,9.810032,malignant
4,1,1,1,2,1,1,1,1,benign
9.159083,9.895223,7.892748,7.27845,4.615795,7.673398,7.70298,10,1,malignant
2.859555,1,1,1,2,1,3,1,1,benign
9.62623,9.992299,9.605747,5.346972,4.779631,10,5.621527,5.739215,1,malignant
4.471249,9.930602,9.434093,9.909332,8.490277,10,6.277798,6.740251,1,malignant
2.636845,9.917416,8.452489,10.306641,6.492886,10,7.641831,10,1,malignant
8.79577,10.184283,8.467729,10.22349,9.101596,1,6.116696,10,3,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4,1,1,1.720091,3,1,1,1,1,benign
2.056744,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,2.083733,1,benign
5.545649,4.58428,4.849887,10.27451,2,10,7.59273,1,3,malignant
5.821948,1,1,1,2,1,2,1,1,benign
5.287977,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.883241,1,1,1,2,1,1,1,1,benign
3.07039,1,1,1,2,1,3,1,1,benign
3.463802,6.806613,8.746146,3.064037,3,7.073418,8.146232,3.005771,1,malignant
8.890777,10.021399,9.925965,9.627936,2,10,7.001933,2.580195,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
5.260826,9.957976,8.249232,3.899899,7.937463,6.1385,3,7.786197,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.655275,4.889726,1,2.876571,2,1,2,3.580958,1,benign
2.894852,1,1,1,2,1,2,1,1,benign
4.612725,7.879257,11.97234,2.469113,3,10,7.376226,7.536116,4.272905,malignant
8.37752,2.086327,3.042504,4.634587,9.12651,10,7.872284,5.206079,1,malignant
2.767602,1,2,1,2,1,2,1,1,benign
2.465282,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.520453,3.10627,1,3.865023,3,1,3,1,1,benign
1,1,3.453701,1,2,1,3,1,1,benign
3.298136,1,1,1,2,1,1,1,1,benign
1,2.436652,2,1,2,1,9.267076,1,1,benign
7.808948,7.085655,6.013602,3.436206,8.354104,7.745766,3,1,1,malignant
9.355869,2.813211,4.108963,1,7.47289,10,7.482945,6.530616,1,malignant
5.667799,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.481046,2,1,1,1,1,benign
4.265267,1,1,1,2,1,1,1,1,benign
5.129849,1,1,1,2,1,1,1,1,benign
5.259998,4.327614,2.953869,7.294329,9.387088,9.715036,3.51212,2.068978,2,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,2.923536,1,benign
8.983956,8.007324,9.617237,9.642856,2,10,4.944905,10,2,malignant
4.53576,1,1,1,2,1,1,1,1,benign
7.387759,7.195306,6.792934,4.071025,3,5.616737,7.612341,6.944253,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.050191,8.053785,9.496323,7.576067,4.775166,7.534796,6.359241,7.518916,9.757176,malignant
8.582022,4.700722,6.661954,1,4.658578,6.433113,7.984567,4.763051,1,malignant
5.374299,1,1,1,2,1,1,1,1,benign
8.179191,9.633862,11.403182,4.830839,3.929635,2.404522,3,6.441046,3,malignant
1,1,1,2.529455,2,1,3,1,1,benign
4,2.29946,2,3.459398,3,1,1,1,1,benign
4.699348,7.235611,5.16049,3.252987,3,10,7.210359,10,2,malignant
2.32316,4.443167,3.490048,4.073639,2,4.030024,8.177849,10,1,malignant
1,7.281316,4.979454,5.888588,8.022922,7.494827,5.265032,9.344731,3,malignant
2.575577,1,1,1,2,1,2,1,1,benign
5.029448,4.844192,5.652934,3.056175,2,5.472107,5.764783,2.359788,1,malignant
4,1,1,2,1,1,2,1,1,benign
1,5.121663,2.863257,3.297852,9.670996,3.975253,4.888847,4.627809,1,benign
3.111215,1,1,1,2,1,1,1,1,benign
4.515892,1,1,1,2,1,2,1,1,benign
9.67498,7.834691,8.687126,2,5.316771,10,6.964256,6.722875,1,malignant
4.874514,5.070868,4.664556,9.449091,3,10,7.109572,2.746912,1,malignant
2.787866,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.049464,1,2,1,2,1,2,1,1,benign
7.823751,4.611594,8.176338,2,1,10,4.001381,2.932603,3,malignant
8.179697,4.363528,5.350976,7.914625,3,10,4.430039,3.128246,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.019508,5.89966,4.85792,2,6.805198,10,4.390205,7.569489,1,malignant
7.550213,2.817101,5.855977,3.707498,7.413738,10,7.334985,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.398343,5.31911,10.230786,2,7.952131,10,4.097234,8.769847,1,malignant
4.89643,1,1,1,2,1,2,1,1,benign
10.222283,1,1,1,3,1,1,1,1,benign
3.130441,1,1,1,2,1,1,1,1,benign
9.880398,2.590279,5.903718,2.484507,4.37768,10,3,2.648042,9.20134,malignant
2.557599,1,1,1,2,1,2,1,1,benign
7.755086,4.521831,6.610724,9.436155,2,6.155819,4.144384,5.877282,1,malignant
1,1,1,2,2,1,3,1,1,benign
5.259818,9.299538,10.225815,10.329477,9.124858,2.593777,7.095004,10,1,malignant
5.087724,7.225361,8.177067,3.161251,4.857988,2.079339,7.354927,7.359418,1,malignant
4,1,1,1,1,1,2,1,1,benign
9.037014,3.98401,5.421215,2,5.064969,10,8.604923,4.234075,1,malignant
2.482125,1,1,1,2,1,1,1,1,benign
2.949089,3.404364,2,1,2,1,1,8.555127,1,benign
2.11472,1,1,1,2,1.750738,1,1,1,benign
4.783828,1,1,1,2,1,3,1,1,benign
2.674929,1,1,1,2,1,1,1,1,benign
9.230611,6.818433,11.877895,3.47381,5.332916,6.160046,3,10,2,malignant
5.218176,3.08337,4.226821,1,8.40525,1,3.885424,1,1,benign
2.430193,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1.911943,1,benign
1.827022,1,1,2.534956,1,2.693058,1,1,1,benign
5.612565,9.937899,9.924465,5.014407,9.742491,10,7.487621,10,2,malignant
2.84712,1,1,2.661862,2,1,1,1,1,benign
5.080772,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,2.254327,3,1,1,benign
8.1868,2.825524,3.920819,1,5.423185,10,4.545626,3.278196,1,malignant
7.584224,7.334727,8.697939,10.308969,4.340268,10,3,1,3,malignant
9.0328,2.933147,2.975985,3.706846,3,4.017261,3,5.398151,1,malignant
2.132721,1,1,1,2,1,1,1,1,benign
7.196589,7.230541,3.330373,2,2,10,4.546271,10,1,malignant
2.039034,1,3.093842,1,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
3.025215,1,3.50758,1,2,1.947555,3,1,1,benign
1,1,1,1,2,3.159511,3,1,1,benign
7.988123,9.54029,9.592383,3.290951,4.983583,10,7.547618,5.565301,3,malignant
5.611302,1,1,1,2,1,2,1,1,benign
1,1,2.825437,2.89414,2,1,2,1,1,benign
8.486911,4.32986,6.511889,10.278175,2,10,9.366882,7.741257,1,malignant
8.992794,7.993906,9.55959,3.200654,9.008502,10,8.710101,1,1,malignant
2.588765,4.424287,3.150358,6.413985,2,8.590052,5.076072,2.943982,1,malignant
5.120522,10.566644,9.629613,1,5.801516,1.999615,6.990033,2.839672,1,malignant
1,1,1,1,2,1,1,1,10.196558,benign
4.491228,1,1,1,2,1,3,1,1,benign
1,3.434467,2.905549,2,2,1.860317,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.507982,9.702232,10.533426,6.288586,4.858928,10,4.522778,7.995373,2.67862,malignant
8.540196,6.281594,6.922877,3.731556,4.418598,10,6.077222,5.013398,1,malignant
5.123735,6.641752,9.128476,3.060914,4.43425,10,3.54426,5.550462,1,malignant
9.525437,2.89378,6.944813,3.508033,3,8.962467,4.498897,10,1,malignant
4,1,1,1,1,1,3,1,1,benign
7.317802,1,2,1,4.589471,10,6.910036,10,1,malignant
2.640793,1,1,1,2,1,3,1,3,benign
5.205114,1,1,1,2,1,1,1,1,benign
2.476089,1,1,1,2,1,2,1,2,benign
5.617271,4.852071,5.694935,9.970382,4.992031,10,8.016724,2.77933,3.720069,malignant
1,10.252728,8.874769,2.935366,8.185747,7.319576,8.539208,7.324439,1,malignant
2.58239,1,1,1,2,1,3,1,1,benign
2.3363,1,1,1,2,1,2,1,1,benign
11.328871,10.356364,9.91795,10.648568,7.582259,10,7.811773,6.192591,1,malignant
2.278162,1,1,1,2,1,2,1,1,benign
10.598811,9.861891,8.61749,2,7.451454,10,3,1,2,malignant
7.694325,9.784501,6.01206,9.979353,9.354425,10,3,10,2,malignant
9.652545,4.354425,6.516105,2,5.294013,10,9.003958,5.467111,1,malignant
1.86992,1,1,1,2,1,1,1,1,benign
2.700747,1,1,1,2,1,1,1,1,benign
8.16821,4.008512,3.334164,7.120346,4.557687,7.514678,3.248275,7.882667,1,malignant
2.302545,1,1,3.244138,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.100326,9.72248,10.085963,7.422301,3.766519,10,8.676613,10,10.201122,malignant
5.063318,1,1,1,2,1,2,1,1,benign
5.086621,1,1,1,2,1,3,1,1,benign
9.172295,6.919345,11.759268,2.654179,4.272173,1.063849,8.171589,7.483924,1,malignant
8.389707,10.217545,9.325143,8.846308,2,10,7.884487,5.252952,1,malignant
4,1,2,1,2,1,2,1,1,benign
3.318835,1,1,1,2,1,2,1,1,benign
4.583245,1,1,1,2,2.770001,2,1,1,benign
2.503803,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.893236,1,1,1,benign
5.332263,6.166136,8.520186,9.778412,4.488259,6.802901,7.158507,5.591672,1,malignant
1,1.932337,1,1,2,1,7.720473,1,1,benign
1.449666,1,4.372398,1,2,1,1,1,1,benign
2.884536,1,1,3.828745,4.711164,1,3,1,1,benign
9.058813,1,1,1,1,1,1,1,1,benign
1,2.943832,1,3.211649,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,10,2,2.630766,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.284771,2,2,2,1,1,1,1,benign
2.339097,2.675621,1,1,2,1,4.019781,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.21981,1,1,1,2,2.992164,4.9743,1,1,benign
2.860682,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.609736,1,1,2,1,3,1,1,benign
4.913752,2.198855,2,2,2,1,2,2.14481,1,benign
6.117497,4.272156,9.424869,3.177228,3,10,9.396128,7.341391,8.729401,malignant
4,1,2,2.969204,2,1,3,1,1,benign
1,1.919071,3.309798,2,3,1,4.457138,1,1,benign
5.290562,1,2,1,2,2.887439,2,1,1,benign
3.517231,1,1,1,2,1,2,1,1,benign
4,5.09939,3.673767,2,7.387632,10,6.318908,3.0355,5.199602,malignant
1,1,1,1,2,1,1,1,1,benign
4.424197,1,1,1,3,1,2,1,1,benign
9.401927,10.025657,9.592006,2,3,1,7.689663,10,5.642644,malignant
1,6.044831,5.918352,10.397199,4.814291,9.312816,8.406358,8.111259,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.855336,9.873878,9.635665,2,9.236162,10,8.960175,7.626216,4.738543,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.942502,5.460867,3.905434,3.831852,4.381215,10,3.867061,4.068527,2,malignant
1,2.289524,1,3.129893,1,1.851047,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.52889,6.010989,6.752523,2,5.155337,10,4.515579,6.894322,1,malignant
4.909046,1,1,1,2,1,2,1,1,benign
5.262108,1,1,1,2,1,1,1,1,benign
2.227159,6.272993,9.836592,7.96157,1,7.845901,7.051286,5.539522,1,malignant
5.807314,9.910605,8.386726,10.384453,4.828465,1,5.032466,10,1,malignant
8.696402,4.359976,3.250781,9.767231,3,6.150462,8.020167,3.976096,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.441819,3.948974,2,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.189074,3.514922,6.131389,9.734989,4.401041,10,3,7.314669,2,malignant
1,3.057693,2,2,2,1,1,1,1,benign
5.732452,1,2,1,2,1,2,1,1,benign
5.424475,4.763051,6.290093,6.759462,7.720874,10,7.380495,1,1,malignant
4,1,1,1,2,2.788547,1,1,1,benign
5.344246,6.933334,4.282618,2,4.259997,1,3,10,1,benign
2.666459,1,1,1,2,1,3,2.517976,1,benign
1,1,1,1,2,1,3,1,1,benign
5.644619,1,1,1,2,10.125625,2,1,1,benign
9.84232,1,1,1,2,3.403714,1,1,1,benign
1,1,1,1,2,1,4.497084,1,2.056079,benign
5.151796,1,1,1,9.060529,1,1,1,1,benign
8.427988,8.82665,9.499816,2,6.532198,7.361675,7.274628,4.729126,1,malignant
9.304567,9.54946,8.18336,4.905001,3,10,7.271073,2.775196,1,malignant
1.947925,7.708951,4.572091,1,4.838639,1,2,7.59421,1,benign
2.660933,1,1,1,2,1,2,1,1,benign
6.18194,1,1,1,1,1,1,1,1,benign
2.573121,2.69939,2,1,2,1,1,1,1,benign
2.694894,1,1,1,2,1,2,1,1,benign
9.517698,3.449046,2,1,3,2.970959,9.270469,2.167181,1,malignant
10.337936,9.623536,7.904418,9.713696,5.720745,10,3,5.085578,1,malignant
5.700143,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.322296,2,1,2,1,3,1,1,benign
7.605905,7.846148,8.269067,9.579935,7.11639,10,4.582277,8.248131,1,malignant
1,2.455818,1,3.450585,2,10,3,2.026533,1,benign
1,1,1,1,2,1,3,1,1,benign
11.543479,9.631378,8.60609,6.429544,3,7.807877,6.321894,10,1,malignant
2.88541,1,1,3.876985,2,1,3,8.861714,1,benign
7.760509,10.144382,9.557932,6.35096,8.237428,3.098475,4.999163,3.003429,8.968964,malignant
3.469651,4.3686,2.354866,4.189271,3,1.78075,3.814458,5.725455,2,malignant
8.836917,10.418756,10.535817,1,6.825172,10,7.623095,1,1,malignant
5.242455,1,1,1,2,3.088429,3,5.275942,1,benign
2.749263,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.46357,9.446461,8.515795,10.444404,8.846395,1,7.930129,6.278164,1,malignant
5.992605,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,2.49766,1,benign
8.991035,5.950288,3.338308,2,5.013535,10,9.007172,1,1,malignant
9.895243,9.723558,9.546769,4.694838,2,10,3,10,1,malignant
8.510554,9.502576,3.726415,7.687454,7.140276,10,7.179494,1,4.188964,malignant
5.293664,1,1,1,2,1,3,1,1,benign
5.2553,9.680604,3.828114,9.914418,9.327855,1,8.085403,8.477862,1,malignant
2.943036,9.310133,9.943051,7.14479,4.626095,6.193591,9.16637,7.425612,6.092854,malignant
4,1,1,1,2,1,1,1,1,benign
4.836012,1,1,2,2,1,3,1,1,benign
2.58831,3.316755,2,1,2,1,9.200237,2.014776,1,benign
4,10.235106,3.598579,9.726666,8.962764,1,6.738919,7.440047,1,malignant
9.104437,1,2,1,2,1,2,1,1,benign
2.774551,1,1,1,2,4.482527,3,1,1,benign
9.837918,2.382073,5.843395,3.428264,3,6.934612,6.067113,1,2,malignant
8.55156,4.599034,6.047118,9.943102,3,10,3,5.724009,3,malignant
2.889372,1,2,1,2,1,1,1,1,benign
6.309632,10.436382,8.303365,6.905333,4.944751,3.823242,4.813631,5.247285,9.08668,malignant
1,1,2.807384,1,2,1,1,1,1,benign
9.872535,9.012031,9.426615,3.928107,8.916969,10,7.604078,10,4.366968,malignant
5.193449,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.640017,1.922444,2,10.147604,7.61618,10,4.779842,5.097681,3,malignant
9.411884,7.457486,1,4.267195,4.753233,6.047737,4.62439,5.131231,1,malignant
2.346676,1,1,1,2,1,3,1,1,benign
2.630552,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.391473,1,3.464213,2,1,2,1,1,benign
5.073019,4.094417,4.579128,9.629276,2,10,6.721309,2.601607,3,malignant
4,5.708955,6.912964,10.057176,2,10,6.842269,2.513603,1,malignant
4,1,1,2,2,1,2,1,1,benign
1,1,2,1,2,3.159571,1,1,1,benign
2.981271,1,2,1,3,1,3,1,1,benign
5.334413,1,1,8.274172,1,3.439858,1,1,3,benign
4.951334,9.614891,6.696082,10.401479,4.506003,10,4.333859,9.646138,1,malignant
1,1,1,1,2,2.388672,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.258087,1,1,2,2,1,2,1,1,benign
4,1.699893,2,1,3,1,2,2.463928,1,benign
4,1,1,1,2,1,1,1,1,benign
2.066354,1,1,1,2,1,2,1,1,benign
3.002362,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
5.593186,1,1,1,2,1,1,1,1,benign
4.550479,3.794123,4.849592,3.254356,3,10,10.303824,10,1,malignant
8.030689,5.853963,10.443532,2,4.234541,10,6.303158,9.33024,1,malignant
4.857,1,4.05665,1,2,1,3,1,1,benign
11.236353,7.90214,5.860896,4.075551,5.001782,2.892351,8.325243,7.903238,1,malignant
7.146943,10.264387,9.751096,9.772653,7.61042,1,8.209013,9.073717,2,malignant
4.495525,1,1,1,2,1,3,1,1,benign
9.085489,2.889865,3.381314,2,2,10,5.243272,5.498232,1,malignant
3.212342,2.357819,2,1,2,1,5.334962,1,1,benign
1,1,1,2,2,1,3,1,1,benign
10.572413,4.075789,5.594446,6.192138,6.404776,10,8.441174,7.975812,5.491275,malignant
3.62689,6.285228,10.092901,3.621864,3.858546,3.036328,6.945206,10,3,malignant
10.41363,5.071612,5.543802,10.103322,3,10,3,1,1,malignant
5.309413,10.568846,8.951726,10.025143,3.874531,2.156526,8.901508,10,2,malignant
5.741742,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,3,1,1,benign
8.201629,2.527829,2,5.417246,8.340773,10,4.915775,5.456759,3,malignant
2.261951,1,3.070667,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.456889,2.754673,2,1,6.471007,4.219187,3,9.756476,3,malignant
2.677806,1,2.504623,1,4.525726,1,3,1,1,benign
1,1.601614,1,1,2,1,7.958325,1,1,benign
4.521871,1,1,1,2,7.165766,1,1,1,benign
5.350013,4.167825,4.022476,3.174589,3,6.102785,4.288079,3.556599,3,malignant
6.482596,5.645169,3.471738,8.022554,7.974819,2.59866,7.20144,1,1,malignant
7.036104,9.562262,9.686928,9.288021,6.712267,10,8.904978,2.510098,1,malignant
2.514411,1,1,1,2,1,2,1,1,benign
8.041947,9.717983,9.204983,5.837693,9.993601,10,6.8078,8.748855,1,malignant
4,1.576671,2,1,2,1,1,8.670535,1,benign
1,1,1,1,2,1,2,1,1,benign
5.120522,1,1,1,2,1,3,1,1,benign
2.863218,1,1,1,2,1,2,1,1,benign
2.276017,1,1,9.499704,3,3.535849,4.267966,1,2,benign
4.949985,3.573144,6.427646,9.620413,5.114983,1,2,7.568288,1,benign
5.145397,1,1,1,1,3.332052,1,1,1,benign
2.672622,1,2,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
4.607812,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.027619,9.879206,8.268547,10.041022,6.889586,10,8.906605,10,4.220476,malignant
1,2.436961,5.328194,1,2,1,1,1,1,benign
1,2.838675,2,1,2,1,2,1,1,benign
4.907135,1,3.768012,1,1,1,1,1,1,benign
5.25223,2.875688,3.368364,1,2,1,2,1,1,benign
3.268251,1,1,1,2,1,2,1,1,benign
3.457568,1,1,1,2,5.75741,3,1,1,benign
2.72251,1,1,2,2,2.680058,1,2.712179,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.579586,2.230071,1,1,3,2.883585,1,1,1,benign
4,1,1,1,2,8.265779,3,1,1,benign
10.362464,8.302324,5.973632,6.67942,6.686837,10,3,3.30247,1,malignant
5.848781,1,1,1,2,1,1,3.370537,1,benign
9.044996,5.1987,4.643093,2.689259,2,10,7.256217,1,1,malignant
1,2.756089,1,1,2,1,2,1,1,benign
8.457091,4.961993,4.349512,1,4.201683,1,7.415641,4.787496,11.038175,malignant
4,1,1,2,1,4.370427,3,1,1,benign
4.926723,1,1,1,2,1,2,1,1,benign
3.180789,2.541836,1,2,2,2.725184,1,4.219986,1,benign
5.382885,1,1,1,2,1,1,1,1,benign
4.77226,1,1,1,2,1,1,1,1,benign
2.083795,1,1,1,3,1,3,1,1,benign
3.015056,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.083993,1,1,1,2,1,3,1,8.727085,benign
4.655432,2.620109,2,1,2,4.502372,2,2.622253,1,benign
5.077161,1,1,1,2,1,2,1,1,benign
2.128366,1,1,1,2,1,2,1,1,benign
5.121802,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
3.314497,1,1,1,2,1,1,1,1,benign
4,3.574434,3.608232,3.413615,4.445939,5.689157,3.966206,2.460357,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.792733,1,1,1,2,9.425538,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.935466,4.328306,5.429994,2,8.84055,10,2,3.087179,1,malignant
1,6.923786,5.915067,9.514522,2,2.727938,3,7.923876,1,benign
4,1,1,1,2,1,1,1,1,benign
2.005715,1,1,1,2,2.979593,3,1,1,benign
1,1,1,1,2,2.969824,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.698817,9.540368,10.041457,2.671398,10.375031,10,4.293354,1,8.81367,malignant
4.797008,10.012989,9.496754,9.358381,4.428206,10,7.890696,5.403525,1,malignant
2.749308,1,2,1,2,1,1,1,1,benign
2.273357,1,1,1,2,1,1,1,1,benign
3.165642,7.218575,3.824112,9.671101,4.201515,5.912251,10.469374,7.797092,2,malignant
5.294882,8.041719,9.73495,9.741699,3.861309,10,2,7.468558,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.443477,9.918791,9.148413,7.511539,4.046584,3.11802,7.23752,5.584037,1,malignant
2.379461,1,1,1,2,1,2,1,1,benign
8.883099,2.867711,2,3.590178,3,1,3,1,4.106472,malignant
1,1,1,1,2,6.179904,1,1,2,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,2.879256,2,1,1,benign
9.753069,1,2,3.170978,5.202952,10,4.369881,10,1,malignant
5.185266,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.559948,1,1,3.05693,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.852152,1,1,3.500724,2,10,1,1,1,benign
5.208154,7.118177,9.731261,9.992853,5.054107,10,7.830243,10,1,malignant
9.723943,2.21987,6.530883,1,4.173165,3.21778,3,10,5.148976,malignant
2.598759,1,2.861583,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.529953,2.130932,3.612046,3.681084,3,7.577055,5.398414,2.052331,2,malignant
1,1,1,1,1,1,2,1,1,benign
4,2.493205,2,1,4.221163,1,4.997032,1,1,benign
5.216269,1,1,1,2,2.542531,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.274077,4.488485,2,2,1,1,2.470988,1,benign
2.160491,1,1,2,2,1,3,1,2,benign
2.706844,1,1,1,2,2.40043,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.17989,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.801721,3,1,1,benign
4.822364,4.634973,6.628133,10.060659,4.208984,10,4.178818,3.652662,1,malignant
8.108008,4.387368,10.17621,3.275943,5.090717,10,7.905799,2.853552,7.266273,malignant
1,1,1,3.002616,2,1,1,1,1,benign
8.837246,3.954459,6.249763,9.516717,3.945085,10,4.604572,4.18731,3.272155,malignant
2.461689,1,3.656197,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,10,1,benign
1,2.424512,2,3.624195,2,1,2,2.617765,1,benign
8.293421,9.289073,8.714569,10.172224,5.875411,10,4.090527,2.715449,2,malignant
8.365228,5.108935,5.522105,10.061238,4.730789,10,6.231845,1,2,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,2,2,2.046122,1,1,1,benign
10.177523,5.689789,4.172902,10.633293,4.161537,10,7.520746,1,4.575964,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
7.128521,7.047351,5.934701,3.415547,5.516169,8.108736,5.021097,2.380994,3,malignant
5.422144,7.411976,4.330502,6.231921,7.905878,10,6.086532,4.538387,2,malignant
8.671577,7.526306,2.899279,3.810445,4.638474,10,4.441572,8.453354,5.47486,malignant
2.518967,1,4.140102,1,2,1,1,1,1,benign
5.129687,1,1,1,2,1,2,1,1,benign
5.178898,1,3.285195,1,2,1,2,1,1,benign
1,1,1,1,2,2.40842,1,1,1,benign
10.250458,4.18667,5.906938,9.600555,4.093193,10,3.635772,7.171004,1,malignant
1.712744,7.410946,6.51317,3.252883,3,6.193238,3,5.435377,2,malignant
9.96734,4.660667,6.222927,8.41727,4.459593,10,5.44921,1,1,malignant
4,1,1,1,2,3.242473,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.212887,7.928131,9.563291,7.430896,3,10,8.25613,10,5.094961,malignant
7.402604,9.818607,9.258347,7.382211,4.144067,10,7.191951,10,7.822519,malignant
4,1,1,1,2,1.648769,2,1,1,benign
6.315417,10.205844,8.633846,9.937062,7.322521,10,9.169435,10,3,malignant
8.90725,4.651045,5.351268,2,8.155564,2.126404,6.329903,10,1,malignant
9.443691,6.476826,3.19629,9.351493,4.678517,0.821448,3,2.484352,3,malignant
4,1,1,2.842238,4.343473,1,2,1,1,benign
8.802638,9.584375,7.666615,7.48361,5.196763,1.399867,8.673198,10,1,malignant
6.861678,9.935952,8.471833,2,4.725166,10,7.863567,3.906367,1,malignant
5.046665,1,2,1,2,1,3,1,1,benign
1,1,1,1,3.981001,1,3,1,1,benign
2.543202,2.053091,1,2,2,2.116486,3,2.474451,1,benign
8.352027,9.582646,10.231632,9.993633,3,6.258905,4.747413,9.195734,3,malignant
2.453959,2.056011,2,1,2,1,1,1,1,benign
4.580559,1,1,1,3,1,2,1,1,benign
5.066757,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.834214,1,1,1,2,3.959404,1,1,1,benign
1,1,1,1,2,1,3,2.624569,1,benign
4,1,1,1,3,3.69971,3,1,1,benign
5.428352,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,4.730282,2,1,1,benign
2.757974,1,2,1,2,2.842335,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4.777929,5.870288,5.596355,7.366775,3.862113,6.711598,7.913844,2.788202,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.918067,9.668425,8.314587,8.741934,3,10,7.220046,3.516053,3,malignant
3.091283,1,1,1,2,1,1,1,1,benign
2.736853,1,1,1,2,1,3,1,1,benign
9.997162,6.965828,7.931891,5.315108,3,10,6.682719,5.170111,1,malignant
10.198366,9.498176,8.97346,3.538092,8.957917,10,3,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.90674,1,1,1,2,1,3,1,2,benign
8.696665,3.875484,3.494392,10.351326,4.482093,10,5.139852,10,2,malignant
8.630187,10.134506,9.393173,1,7.877418,8.724677,9.527549,2.763415,1,malignant
2.550474,1,1,1,2,1,1,1,1,benign
4.739994,1,1,1,2,2.737955,2,1,1,benign
2.70119,1,1,1,2,1,2,1,1,benign
8.436957,6.777561,10.218167,5.233375,3.445122,7.041698,4.979905,8.869347,8.332619,malignant
1,1,2,1,2,1,2,1,1,benign
2.909315,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.303737,1,3,1,2,1,1,benign
2.016765,1,1,5.571859,2,1,2,1,1,benign
11.120165,4.092784,5.942674,10.232161,4.460682,10,3.760331,7.602874,1,malignant
1.716503,2.565342,3.663582,3.881828,2,1.959879,1,2.363841,1,benign
5.278585,3.458092,7.022792,6.698203,8.997192,8.115053,9.666004,10,1,malignant
8.767459,5.867137,5.176529,5.618492,3,10,8.137591,1,1,malignant
9.064469,9.413631,8.447056,8.189779,8.735526,5.432967,8.377159,10,1,malignant
2.515285,1,1,1,2,1,3,1,1,benign
8.885089,2.971219,5.350558,1,2,3.005676,6.73982,1.812725,1,malignant
2.861725,9.944079,4.528841,1,4.622923,1,4.388897,8.531076,1,malignant
1,1,1,3.689433,2,1.073004,3,2.037001,1,benign
9.062742,4.845632,2.907206,7.02762,4.029426,10,7.327699,1,1,malignant
5.67782,7.254717,5.968689,4.137749,6.438898,3.028478,1,4.833841,1,malignant
4,7.931265,6.183577,3.423915,7.245807,8.87602,5.313843,1,3,malignant
9.643008,2.333061,3.705876,2,2,6.535878,2,3.306934,1,malignant
4.855832,1,1,1,2,1,2,1,2,benign
4.702546,6.775488,6.689266,10.107278,8.129897,1,7.441127,10,1,malignant
7.499619,2.092683,3.931583,7.017473,3,3.938298,3.445411,5.101647,2,malignant
2.896841,1,1,1,2,1,1,1,1,benign
8.728155,3.59267,2.471539,2,3.925864,2.225037,3,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.855775,1,1,1,2,1,3,1,1,benign
9.231642,9.504858,9.239978,9.871584,11.440333,10,2,10,3,malignant
8.638365,10.035856,3.553901,5.535721,4.893508,3.270335,3,1,2,malignant
9.978368,1.884521,3.777628,4.018915,5.750943,10,3,1,1,malignant
10.115997,10.064014,10.776069,3.442079,6.584274,7.733968,7.500994,10,1,malignant
4.598405,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,9.908685,benign
4.348246,9.748393,5.867543,9.881305,5.581153,10,7.032066,10,3,malignant
4.943747,1,1,1,1,1,3,1,1,benign
8.735682,4.104114,5.686026,10.070802,3,10,4.167903,1,1,malignant
2.951965,1,1,1,4.994822,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.270159,1,2,1,2,1,2,1,1,benign
9.361878,5.933648,10.296188,3.121503,7.457536,8.00173,4.516958,1,1,malignant
9.936665,9.319985,8.894374,9.713037,3,10,9.467868,8.118426,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.613984,1,1,1,1,1,1,2.643686,1,benign
4,2.68037,3.559081,1,2,1,4.551817,1,1,benign
4.796524,1,1,1,2,10.296321,2,1,1,benign
8.066431,2.668813,6.573205,2.677388,3,6.73759,5.763351,4.684267,8.069913,malignant
5.146966,2.195614,2,1,1,1,1,1,1,benign
4,1,1,2.923883,2,1,1,1,4.778414,benign
1,1,1,1,2,1,3,1,1,benign
8.755883,2.615548,2.558601,1,1,1.527549,3,7.976232,1,malignant
5.105699,1,1,1,1,1,2,1,1,benign
3.262859,1,1,1,2,1,3,1,1,benign
2.297963,1,1,3.553012,2,1,1,1,3.093742,benign
1,1,1,1,2,1,3,1,1,benign
7.677977,4.279377,6.270834,7.332375,1,10,5.299807,8.641207,1,malignant
4,2.851059,1,1,4.393082,10,3,3.234201,1,benign
2.365429,1,1,1,2,1,2,1,1,benign
2.538936,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,7.475948,1,benign
8.902347,5.889239,10.523688,3.448474,8.160397,8.768844,5.583857,10,2,malignant
6.976049,5.962552,5.527958,5.810695,3,1,4.9959,10,10.863199,malignant
5.542023,2.227298,3.96404,2.541131,2,2.059561,4.317293,1,2,malignant
9.182465,7.387619,5.882948,3.304616,10.776941,10,8.631533,5.533358,1,malignant
9.673338,7.278501,4.026231,5.077227,3,6.105334,4.344643,8.678123,7.187708,malignant
2.18398,1,1,1,2,1,1,1,1,benign
4.350438,2.831991,3.697453,1,2,1,1,1,1,benign
5.004383,6.757146,5.301825,3.063782,8.81432,8.113878,2,10,2,malignant
2.399274,1,1,1,2,2.61464,1,1,1,benign
1,1.97454,3.481555,1,1,1,3,3.439211,1,benign
5.233961,6.649265,9.628804,9.384796,4.250698,7.237115,3,2.179264,1,malignant
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.432522,9.638567,2.918698,9.948461,2,10,5.671525,8.701247,1,malignant
7.283593,6.579504,8.382392,3.407585,7.747023,11.106786,9.728655,8.841305,3,malignant
7.883442,9.516836,10.740464,4.771234,3,10,9.059501,4.045153,2,malignant
4.891957,1.386543,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.799384,3.961236,9.474481,9.774681,6.641563,1,3,2.199128,1,malignant
1,1,3.543249,1,2,1,2,1,1,benign
2.463688,2.823257,3.075712,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.560381,1,1,1,2,2.036114,2,1,10.557099,benign
5.521485,1,1,2.877131,1,4.462277,1,1,1,benign
4.648394,1,1,1,2,1,3,1,1,benign
8.964289,5.163822,6.326457,7.429362,2,10,4.961042,4.553586,9.768719,malignant
2.770546,1,1,1,2,1.723971,2,1,1,benign
9.202219,10.114331,5.752426,7.229104,4.693121,5.405994,8.214532,7.013828,1,malignant
4.482753,1,1,1,2,1,3,1,1,benign
8.124894,10.11701,2.872816,2,3,10,4.234391,6.832662,2,malignant
2.365152,1,3.019143,4.12671,2,1,1,1,1,benign
5.953989,9.997789,6.76574,10.348058,5.761569,10,8.117095,10,1,malignant
1,2.49132,2,1,4.859006,1,1,3.95765,1,benign
6.297744,4.699436,4.682727,9.992385,3,10,4.870325,3.377459,2,malignant
2.09722,1,3.57996,2,2,1,2,2.488305,1,benign
9.100899,9.750179,9.247519,3.144974,4.858222,1,7.235022,7.212566,5.298581,malignant
2.262516,1,1,1,2,1,1,1,1,benign
6.448382,4.693964,3.613851,2,4.434091,5.718706,8.161542,5.04614,3,malignant
10.829253,4.483454,2,10.178271,3,10,5.223246,7.809958,1,malignant
3.376642,1,1,1,2,1,2,1,1,benign
2.561934,1,1,3.908823,2,1,3,1,1,benign
5.220479,1,1,1,2,1,2,1,1,benign
5.407111,1,1,7.17992,2,8.402399,1,1,1,benign
4,1,1,2.271292,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,2.52537,1,3,1,1,1,1,benign
4,10.196081,8.703836,9.587885,11.305654,10,5.730912,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.763009,9.859085,10.383088,10.046352,9.080849,10,10.581724,10,1,malignant
4,2.259411,2,1,2,1,2,7.016373,1,benign
1,1,1,1,2,1,2,2.97971,1,benign
1,1,1,1,2,1,3,1,1,benign
5.259878,1,3.618994,1,2,1,1,1,1,benign
5.813294,7.168537,8.889867,2.673433,7.091089,10,7.626619,6.269262,2,malignant
4,1,1,1,3,1,2,1,1,benign
3.516677,1,1,1,2,1,1,1,1,benign
8.621822,1,8.210937,1,3.872945,10,7.488172,6.973947,1,malignant
5.083688,1,1,1,2,1,3,1,1,benign
1,10.013704,6.327425,4.116584,3,1,6.853563,5.27395,1,benign
5.136731,1,1,1,2,1,2,1,1,benign
3.133098,1,1,1,2,1,1,3.134305,1,benign
2.286682,6.806551,6.403607,1,8.985452,1,3,2.33481,1,benign
1,1,1,1,2,1,2,1,1,benign
2.612014,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.658722,2,1,3,1,3,1,1,benign
1,1,3.691739,1,4.463624,1,3,1,2,benign
4,1,1,1,2,1,2,1,1,benign
8.250667,9.485574,9.875407,5.593021,7.106456,1,3,10,1,malignant
1,1,1,8.29573,2,1,2,3.013761,1,benign
9.295121,7.609442,10.081372,2,3,3.20064,7.618624,10,1,malignant
9.398846,3.95332,6.221265,1,6.494764,4.638642,8.532615,1,5.359597,malignant
5.235659,1,1,1,2,1,2,1,1,benign
2.809883,1,1,1,2,1,3,1,1,benign
8.275659,3.823837,4.21545,2,4.177211,5.663539,9.285996,5.417268,3,malignant
2.539471,2.875309,2,1,2,1.360872,1,3.586319,1,benign
2.313956,1,1,2,2,2.999665,3,1,1,benign
1,3.072915,2,1,2,1,2,2.293064,1,benign
2.447571,2.786662,2,1,4.973232,1,3,3.443528,1,benign
1,1,1,1,2,1,3,1,1,benign
5.753269,1,1,1,2,1,2,1,1,benign
5.517588,9.633423,3.306368,3.801974,3.626654,10,9.735205,10,3.158711,malignant
5.85781,1.967875,2,1,3,1,3,1,1,benign
9.697048,9.67858,3.98719,5.742872,1,10,5.136357,10,8.580557,malignant
6.759304,7.511343,2,6.759618,6.640584,10,8.141449,8.402458,2,malignant
3.02238,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,2.543452,2,1,1,benign
6.592693,1,1,1,2,3.653771,2,2.356137,1,benign
5.363725,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,2.443837,2,1,1,benign
8.121792,2.699104,3.567127,3.322833,2,10,2,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
9.651571,1,1,3.073253,6.036118,1,2,5.428056,1,malignant
9.127323,10.103367,9.451673,2,3,3.045298,6.537783,8.118978,2,malignant
4,1,1,1,2,1,2,1,1,benign
7.862078,6.099666,7.08064,9.80249,8.027751,10,6.656789,7.655805,1,malignant
8.211433,4.780151,5.86088,9.369374,3,10,5.333537,5.757401,1,malignant
5.299858,1,3.770772,1,1,1,1,1,1,benign
4.570205,1,1,1,1,1,2,1,1,benign
9.237894,6.690392,6.540745,7.268515,3,10,4.869916,7.943886,4.635921,malignant
10.068176,9.909803,8.750948,1,6.575413,10,8.415669,3.049427,9.768832,malignant
1,2.802279,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.265995,1,1,3.639188,2,1,1,1,1,benign
4.116794,9.758964,10.506761,5.177575,4.171683,6.559625,9.273854,1,10.411309,malignant
1,3.13046,2,1,2,1,1,2.727234,1,benign
4,1,3.164224,1,2,1,2,1,1,benign
5.999423,1.187196,1,1,2,1,2,2.40601,1,benign
1,1,2,1,2,1,2,1,1,benign
2.646142,5.098629,2,1,2,1,4.762025,1,1,benign
2.516702,1,2,1,1,1,1,1,1,benign
2.364434,1,1,3.779606,2,1,1,1,1,benign
5.535119,3.200691,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,3.986922,1,benign
4.443643,2.482199,3.052975,1,3,10,2.646637,6.760074,5.404959,malignant
9.565136,2.398182,5.978735,9.87293,5.08941,10,3,1.686269,1,malignant
5.230921,1,1,1,2,1,2,1,1,benign
5.355494,3.784464,8.423396,6.686659,2,10,3,10,2,malignant
5.715823,1,1,1,2,1,1,4.748576,1,benign
3.277781,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.845196,1,1,1,8.166997,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.17493,2.093072,3.697811,1,2,2.974493,2,1,1,benign
2.70822,2.594827,2,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
8.743992,9.921871,9.010405,9.759595,5.818853,10,3.760129,10,1,malignant
9.295591,7.56405,9.436754,6.859229,4.192817,2.589565,7.925754,7.934058,5.785741,malignant
9.017097,4.859709,4.66173,5.453086,3,1,4.700918,8.683229,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,3.029081,1,benign
1,2.322293,2,1,3,1,2,1,1,benign
9.499055,4.382426,5.747079,1,4.394621,2.414531,4.766148,2.584119,1,malignant
9.509678,6.804608,5.134374,3.145442,3,10,7.192364,2.208523,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,3.646753,1,1,1,benign
5.576219,2.795611,5.460885,1,3,7.250498,2,4.628855,2,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.858586,7.296742,8.671467,9.783986,5.569677,7.578742,3,10,1,malignant
1.890084,1,1,1,1,1,1,1,1,benign
1,4.285918,3.413703,7.409934,8.189103,10,3,7.711088,1,benign
9.716287,3.215116,5.653311,3.36123,3,10,1,1,1,malignant
5.76008,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.089352,5.95642,9.187518,2,4.610034,6.158045,3,10,1,malignant
8.655601,9.91606,10.720812,1,5.294055,3.167048,4.344774,10,1,malignant
8.736223,4.544755,3.514476,6.021789,3,4.095719,5.565739,4.505984,2,malignant
5.775087,1,1,1,2,1,2,1,1,benign
10.303322,9.788447,10.905207,10.025183,7.378116,10,6.303808,2.118052,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.676478,9.987408,10.351859,3.596639,4.358725,7.416567,7.468409,2.441783,1,malignant
5.605793,9.675933,10.825648,7.630124,6.0692,10,5.965838,2.505016,4.464096,malignant
5.588116,6.330215,10.04952,5.162374,4.503922,10,8.492141,8.579558,3,malignant
6.789798,4.089857,3.679705,5.25931,2,3.475405,5.763981,10,1,malignant
1,1,1,2.179211,4.165401,2.672958,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.427003,4.125625,6.828033,10.183618,4.594939,1,7.313419,10,4.524171,malignant
4,1,1,1,2,1,1,1,1,benign
2.23315,1,1,1,2,8.126292,3,1,1,benign
4.956001,4.810581,3.731272,4.356989,5.698714,5.11074,8.257415,9.186168,8.957463,malignant
2.561757,1,1,3.466191,1,3.403074,2,3.341928,1,benign
1,1,1,1,2,1,1,1,1,benign
2.760014,2.437984,2,1,3,1,2,4.733417,1,benign
1,1,1,3.168709,2,1.98921,3,1,1,benign
2.759831,1,4.108371,1,2,10,1,1,1,benign
1,1,2,1,2,4.152324,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.9621,2.670021,4.046308,1,2,2.968608,3,3.785206,4.707189,benign
4.755962,3.228479,3.54826,2.519816,3,3.160708,3,10,3,malignant
5.325459,1,1,1,2,1,2,1,1,benign
5.160854,2.540778,6.208245,6.029301,4.907915,6.329708,3,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
8.064482,6.629063,10.166358,2,5.478163,10,9.231702,8.738424,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.113884,1.817195,4.299612,1,3.534737,10,3.946829,2.924904,1,malignant
5.590888,6.863297,4.029131,7.217941,5.304341,5.747979,5.490393,10,2,malignant
2.839599,1,1,1,1,1,2,1,1,benign
5.601658,5.256874,4.822479,9.948666,2,10,6.425669,5.015353,3,malignant
8.39352,10.150063,11.111275,5.681057,4.249125,10,6.110453,10,1,malignant
2.492112,1,1,1,2,1,3,1,1,benign
4.930644,1,1,1,2,1,2,1,1,benign
4.896724,6.335054,5.430496,3.384729,3,6.792087,5.059027,5.330194,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,2.391373,2,1,1,1,3,1,1,benign
5.118689,8.410312,10.784259,3.073406,4.577895,10,9.097368,10,1,malignant
3.254398,1,1,1,2,3.194959,2,3.066261,1,benign
2.578781,2.527931,2,1,3,1,2,1,1,benign
5.364538,10.185151,3.826682,5.072479,2.938992,1,7.383927,10,1,malignant
4.875311,1,1,1,2,3.125072,2,1,1,benign
4,2.598567,1,2,1,1,3,2.236034,1,benign
9.292479,10.16994,10.006596,8.070094,9.8369,7.425219,4.283693,10,1,malignant
7.045362,1,3.288589,1,4.257829,5.591876,2,10,1,malignant
1,1,3.373126,1,2,1,3,1,1,benign
9.71485,2.128117,3.506658,2.638772,2,3.075713,6.594112,1,1,malignant
5.724973,7.208177,9.739637,3.683862,4.544314,2.502244,7.764626,1,3,malignant
1.867601,3.616288,1,1,9.142471,1,4.117145,1.925102,1,benign
4.968544,2.671764,6.577532,3.703755,7.014686,8.92142,3,4.731966,3.83876,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.603587,1,1,1,2,1,2,1,1,benign
3.05285,1,1,4.29541,1,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.916246,1,1,2.963219,2,7.229267,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
9.543673,4.833496,5.410555,3.369387,3.960499,10,5.292534,6.029167,4.890917,malignant
2.345869,1,1,1,2,1,1,1,1,benign
9.485934,7.471806,9.688891,2,4.941353,10,5.050719,7.128937,1,malignant
4.565329,4.718262,5.803497,6.986095,3,10,2,2.293518,1,malignant
5.527223,1,1,1,1,1,1,1,1,benign
5.044025,1,6.809037,3.521536,2,2.018787,4.553986,10,1,malignant
9.271922,6.027928,6.644024,10.007125,4.593051,10,4.833687,10,2.270964,malignant
7.797324,9.262903,3.315542,10.093962,6.307687,1,5.128846,1.463244,3.91782,malignant
1,1,2.916747,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,7.897652,6.779453,7.506799,3,10,3,9.356722,1,malignant
1,1,1,1,8.313311,1,2,1,1,benign
9.611437,4.663044,7.150563,5.476424,5.250127,10,5.025577,7.876553,1,malignant
1,1,2,9.705263,2,4.533385,1,1,1,benign
8.847502,2.526726,1,2.440586,5.586615,2.327701,3.577037,1,1,malignant
2.287302,1,1,3.622206,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.735459,2,2,2,1,3,1,1,benign
4,6.93312,9.090081,1,3,10,8.554522,4.228939,1,malignant
8.393368,6.862512,4.30805,7.955476,4.138109,1,7.700189,2.716415,1,malignant
9.385889,8.212376,6.213181,8.07557,8.254198,4.736534,8.046338,7.192576,1,malignant
3.76655,1,1,1,2,10,5.217544,1,3,benign
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.760084,1,1,1,2,1.841064,2,1,1,benign
6.524105,6.730476,6.39335,2,8.886305,10,8.030487,7.352449,1,malignant
1,1,1,1,1,1,1,1,1,benign
8.303778,10.105673,10.805903,10.05095,9.721257,3.22551,2,2.109448,1,malignant
4,1,1,1.940681,3,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
2.735581,1,3.04633,1,2,1,3,1,1,benign
5.192182,4.839614,6.343018,1,3.597113,3.133628,3.836676,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.126755,1,1,1,2,1,2,1,1,benign
9.263513,7.570786,3.455911,2.731466,4.594001,10,3,10,5.213093,malignant
10.793198,10.070174,8.184074,9.573574,4.598617,10,5.335519,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,3.716541,1,2,1,2,1,1,benign
1,4.916494,4.985405,3.714105,3,6.181258,7.136494,2.630124,1,malignant
2.208783,1,1,2,2,1,2,1,1,benign
5.641475,7.29404,10.77818,2.841979,6.188086,5.875132,4.590062,10,2,malignant
10.055049,2.81018,5.631743,1,3.875536,6.97589,3,5.36837,1,malignant
10.643308,4.604441,6.422634,9.97197,10.083709,2.475283,8.150424,7.906315,1,malignant
1,1,1,1,2,1,1,1,1,benign
6.364088,2.584211,2.3506,1,3,1,5.064871,1,1,malignant
5.005092,1,1,1,2,1,1,3.127631,1,benign
1,2.449369,1,1,1,1,2,1,1,benign
1,1,1,2,2,2.219175,1,1,1,benign
2.915228,1,2,1,2,1,1,1,1,benign
1,1,3.61518,1,2,1,1,1,1,benign
2.812757,1,1,1,2,1,1,1,1,benign
4,2.00183,2,1,3.770892,1,1,2.343982,1,benign
8.730497,2.407426,3.307156,2,3,3.269272,5.174745,10,8.772773,malignant
1,1,1,1,3,2.171594,2,1,1,benign
9.616859,3.794829,5.572713,7.240857,4.349387,10,3.279445,2.98915,2,malignant
7.773048,9.669777,9.122485,4.963238,3,2.858539,8.984946,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.261964,5.081054,6.250506,7.656319,5.29396,10,6.755145,7.383074,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.728622,5.963609,3.243478,3.375396,2,10,5.654186,1,9.924082,malignant
1,1,1,1,3,1,2,1,1,benign
4,2.170795,3.06304,2,2,1,2,2.493725,1,benign
1,1,1,1,2,1,1,1,1,benign
5.105791,1.80914,3.025275,3.342506,3,4.8174,4.469212,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
7.801892,9.704641,10.916946,10.262045,8.263602,10,7.494504,10,1,malignant
3.178285,1,2,1,1,1,2,1,1,benign
5.517766,1,1,1,2,1,3,1,1,benign
5.24185,1,4.202472,1,2,1,2,1,1,benign
4.461911,1,1,2,2,1,2,1,1,benign
7.501617,10.154749,9.238165,9.737637,3.901028,5.137783,8.702639,1,1,malignant
2.792821,1,1,2,2,1,2,1,1,benign
1,2.479355,2.182065,2.992118,3,7.072875,5.763588,10,1,malignant
7.575583,9.890225,9.491875,1,10.752437,1.877743,7.833286,10,2,malignant
5.955083,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.934376,2,2.103576,1,benign
8.834634,4.37697,1,9.841315,4.640516,10,2,4.029489,1,malignant
4,10.636513,9.603553,7.467033,4.348827,10,7.401073,4.158138,2,malignant
3.948321,1,1,3.401298,2,3.383596,3,1,1,benign
8.594609,7.179305,10.390347,2.677383,3.829682,10,9.940611,7.664119,2,malignant
2.458293,1,1,1,2,1,2,3.32924,1,benign
8.192462,6.242452,3.451109,6.675891,5.577504,6.378154,8.715698,8.212909,6.556866,malignant
5.730163,4.113489,5.81166,1,3,10,8.190401,8.689359,4.935728,malignant
4,1,2,1,2,1,3,1,1,benign
7.519968,9.974612,9.340117,5.364706,7.464354,1,4.021583,10,1,malignant
1,1.877311,3.358822,1,2,1.257432,3,1,1,benign
2.38242,6.282866,5.16267,2.989111,2,6.605484,4.149071,10,1,malignant
2.344542,2.470626,2,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.103718,1,2,1,2,1,1,2.322013,1,benign
2.281192,2.544104,2,1,3,1,1,1,1,benign
1.733188,2.397255,2,2,2,4.12276,3,1,1,benign
9.423832,10.180111,8.389896,3.80446,2,2.204571,6.726187,1.381475,1,malignant
9.128031,7.094164,9.278236,2,4.423129,6.263544,6.933696,9.95675,1,malignant
1,1,1,1,2,1,1,1,4.991261,benign
1,2.870003,1,1,2,1,2,1,1,benign
6.255359,9.984381,10.037008,1,10.353298,10,7.581799,10,1,malignant
4,4.062729,6.366261,5.252355,3,10,3.902932,2.352908,1,malignant
7.606329,7.524262,6.340125,2.889105,4.582613,10,8.41651,3.2423,6.683351,malignant
7.155675,5.116405,7.485524,4.897221,3,2.391093,3,7.724502,1,malignant
7.822598,4.173106,3.040514,3.587887,4.235337,10,8.206542,5.526724,1,malignant
4,6.165833,8.974204,7.017172,4.178046,10,3,8.357499,1,malignant
5.121079,4.196114,5.062943,3.364144,4.786523,8.358161,7.812106,10,3.595098,malignant
4,1.971205,4.246328,2,2,1,2,1,1,benign
2.052148,1,1,1,1,1,1,1,1,benign
9.210624,3.345532,2,5.904341,3,10,5.306092,2.452512,3,malignant
4.803993,1,3.699629,3.763869,2,1,2,1,1,benign
1,1,1,1,2,4.021861,3,1,1,benign
4.710113,1,1,1,1,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.312915,1,1,1,2,4.245939,2,1,1,benign
4,2.526496,2,1,2,1,2,1.520076,1,benign
7.394718,4.783599,3.704424,6.109939,2,10,4.921847,1,1,malignant
5.956995,2.709507,2.775745,2,1,1,3,1,1,benign
1,1,1,2.49886,2,2.921935,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.029343,7.880925,8.82699,1,8.27144,2.803045,4.751091,10,1,benign
3.193967,3.036559,1,2.739049,2,6.865593,1,10,1,benign
4,2.543367,5.888051,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
4.648313,10.172,8.220925,6.352607,10.965201,10,3,10,2,malignant
2.186805,1,1,1,1,1,1,2.705941,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.323954,4.426833,5.137924,2.398831,3,10,3,2.737049,1,malignant
1,1,3.361297,1,2,1,1,1,1,benign
1,1,3.597942,1,2,1,1,1,3.881102,benign
3.026319,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.034364,9.998994,9.766889,5.73267,2,10,5.545482,10,1,malignant
2.909658,3.007993,1,1,2,2.476469,3,1,1,benign
5.259578,1,1,1,2,1,2,1,1,benign
2.960255,1,2,3.638326,3,1.272672,2,1,1,benign
5.215998,1,1,1,1,1,2,1,1,benign
5.697442,1,1,2,3,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.732749,7.633187,9.794861,3.055207,5.095277,7.004341,3,7.264556,3,malignant
4,3.604268,5.615117,2.738283,3,10,9.248889,4.638057,1,malignant
2.383874,1,3.062531,1,2,1,2,1,1,benign
5.033668,1,3.390895,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.857849,1,1,2,2,3.344968,3,1,1,benign
4.908807,1,1,1,2,1,1,1,1,benign
7.679987,3.924811,3.133503,9.912987,4.76048,10,5.393717,2.651571,3,malignant
6.198253,1,1,1,1,1,1,1,1,benign
7.582208,2.146925,3.648491,3.672569,8.253582,7.912268,4.94199,4.746227,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.849131,10.051548,9.325205,10.034915,7.602534,10,9.304627,1.675688,1,malignant
3.025154,1,1,1,2,1,1,1,1,benign
2.034593,1,1,1,1,1,2,1,1,benign
10.138253,2.292133,7.523103,3.696749,2,5.397194,7.817876,6.236672,9.674645,malignant
1,1,1,1,2,1,2,2.294807,1,benign
4,1,1,1,2,1,1,1,1,benign
5.005583,4.819092,6.131532,1,4.027061,4.317646,7.153675,8.505257,2,malignant
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.49491,1,1,1,2,1,1,1,1,benign
2.96606,1,1,1,2,1,2,1,1,benign
8.401745,4.813688,7.293649,9.970182,7.413189,10,3,3.022503,3,malignant
6.090838,1,1,1,3,1,3,1,1,benign
5.042251,2.440943,3.151147,1,1,1,3,2.542499,1,benign
1,1,1,2,2,1,1,1,1,benign
7.987923,9.587904,10.015078,3.169876,9.520354,10,5.840377,10,1,malignant
4,1,1,1,2,3.619159,3,1,1,benign
2.502747,1,1,1,2,2.991593,6.018784,1,1,benign
4,1,1,1,2,2.096107,2,1,1,benign
5.320277,1,1,1,1,1,2,1,1,benign
9.617744,4.305401,3.056114,3.443616,3,1.988904,5.645195,7.67328,1,malignant
1,1,1,1,4.283513,1,2,1,1,benign
2.540497,2.557643,1,6.574085,2,7.967687,1,5.097782,1,benign
2.594665,1,1,2,2,1,2,1,1,benign
3.019814,4.479386,3.741094,4.181295,4.584528,3.238619,2,2.888655,1,benign
2.894998,1,1,1,2,1,1,1,1,benign
1,1,1,2,1,1,1,1,11.300649,benign
1,1,2,1,2,1,1,1,1,benign
10.100791,10.338487,9.135278,7.447031,4.370119,7.96388,4.651834,7.422047,1,malignant
3.598133,1,3.228512,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.596819,8.153026,5.768137,3.363805,7.798039,5.06107,3,7.695061,5.08807,malignant
2.897698,1,1,1,4.358039,1,3,1,1,benign
2.566969,1,1,1,1,1,2,1,1,benign
2.551902,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.481446,1,1,1,2,1,2,3.559105,1,benign
4,7.179988,3.368055,8.70927,8.76647,10,5.451278,10,1,malignant
2.962138,1,2,1,2,1,1,1,1,benign
2.208912,1,1,1,1,1,2,1,1,benign
7.560894,10.284173,9.699481,9.425623,10.887202,2.14897,3.81409,7.742065,8.272362,malignant
4,1,1,3.139192,2,1,2,1,1,benign
7.192334,9.817592,9.260783,3.642193,5.505209,7.292464,9.007985,3.046885,2,malignant
2.64025,5.53561,4.454417,1,3,10,4.096192,1,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,2,3.445666,2,1,3,1,1,benign
5.621979,1,1,1,3,1,3,1,1,benign
2.315412,1,1,1,2,1,1,1,1,benign
2.191122,1,1,1,1,1,1,1,1,benign
4.782495,1,1,1,2,1,1,1,1,benign
1,2.361081,1,1,1,1,3,5.552623,1,benign
5.365285,1,1,1,2,1,4.173638,1,1,benign
5.218089,1,1,1,1,1,2,1,1,benign
4.431091,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.452879,2.838859,7.186018,1,1,1,3,2.913608,1,benign
2.318655,1,1,1,2,2.560169,2,1,1,benign
4,9.65335,6.694792,3.715968,4.496421,10,8.613444,2.821021,1,malignant
4.565046,7.745736,9.312689,10.146804,4.763514,10,4.779421,6.899289,2,malignant
5.46801,1,1,1,2,1,2,1,1,benign
4,1,3.516909,3.542326,2,1,3,1,1,benign
9.998728,9.059905,10.335323,7.043792,8.5986,1,9.923249,10,2.657897,malignant
1,1,1,1,1,1,1,1,1,benign
4.938659,7.047947,9.906731,2,6.401591,10,3,7.92247,7.116621,malignant
8.266275,7.495483,3.228265,9.775044,7.388525,10,6.014989,1,1,malignant
5.191356,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.328223,10.100253,5.018067,6.560317,8.809996,10,6.315423,10,9.407189,malignant
2.474138,1,2.070042,1,2,1,1,1,1,benign
5.56045,1,1,1,2,1,2,1,1,benign
2.38819,1,1,1,1,1,3,1,1,benign
1,1,1,8.468942,2,1,1,1,1,benign
8.869384,5.835184,5.497911,3.492819,4.557167,5.732939,3,4.672622,3,malignant
1,7.816171,7.050899,2.968593,4.831142,10,6.814477,7.899758,1,benign
4,5.768536,5.375335,5.793449,6.853973,5.853027,7.081378,5.108634,9.931958,malignant
4,1,1,1,2,1,3,1,1,benign
5.361315,1,1,1,2,7.130847,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,7.718864,6.036311,9.93207,8.926892,10,8.451277,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.300564,2.915938,2,1,4.80677,1,2,1,1,benign
7.795003,7.037717,6.747093,7.513122,4.160375,10,7.490115,1,1,malignant
1,9.932732,6.657935,3.840452,4.610136,1,4.134685,2.571225,1,benign
1,1,1,3.572446,3,1,3,1,1,benign
1.815537,1,1,1,2,1,2,1,1,benign
2.680925,1,1,1,2,1,2,1,1,benign
5.391227,9.858729,10.135059,9.734711,4.70588,2.749456,4.306374,10,1,malignant
5.06053,10.440387,11.269794,2,7.140531,5.517277,5.610545,10,6.171153,malignant
8.142498,8.195552,5.880723,3.301512,3.621064,10,8.44595,10,9.807625,malignant
1,2.907217,1,1,2,1,1,6.865285,1,benign
1,1,1,1,2,1,1,1,1,benign
8.890234,7.181683,10.215396,2,8.786511,10,6.443229,1,7.208564,malignant
5.319206,1,1,1,2,1,3,1,1,benign
7.415227,2.419909,3.002102,5.792002,2,3.815492,3.725594,1,1,malignant
4,2.962274,6.712504,1,3,10,3,1,3,malignant
5.517026,2.077407,5.225261,1,2,5.187834,5.010753,4.875548,3,malignant
2.65878,1,1,1,1,1,1,1,1,benign
3.368236,1,1,1,2,1,3,1,1,benign
4.885539,9.938937,9.880591,6.120867,4.466922,1,8.921072,8.179766,2,malignant
1,4.296639,2.508469,2,3,10,4.828572,4.930809,1,malignant
3.103592,1,3.36285,1,2,1,2,1,1,benign
1,7.011099,6.339804,2,3.864254,7.121642,4.331396,8.147652,3,malignant
5.390471,10.325805,9.005507,7.620502,10.324576,3.280894,7.546564,2.408912,1,malignant
4.927837,9.953587,9.486555,10.008386,5.892993,10,8.594394,10,4.905964,malignant
4,10.131827,10.356304,3.054346,9.747895,10,9.880983,2.923472,1,malignant
4,1,3.242226,1,1,1,3,1,1,benign
9.742773,3.889646,3.962683,3.544028,3,1,8.071076,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.246736,3.568512,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
3.14255,1,1,1,2,1,3,1,1,benign
2.591411,1,1,1,2,1,2,1,1,benign
6.342033,9.464994,9.084782,6.506545,8.991043,10,8.325932,10,6.840472,malignant
4.726547,9.797208,4.460127,9.626121,6.963302,2.158677,5.901631,10,6.072092,malignant
1,1,1,1,2,1,3,1,1,benign
5.733972,10.398061,6.525806,3.404556,4.099671,10,6.757899,10,3,malignant
5.26819,7.680722,6.889366,1,3,4.195751,4.515251,6.077157,2,malignant
4,4.222341,3.785424,7.389252,4.602017,8.36286,3,1,3,malignant
3.415532,1,1,2,2,2.757262,1,1,1,benign
2.544233,1,1,1,2,1,3,1,2,benign
5.655662,4.371647,6.582826,9.539558,3,10,9.303589,9.952859,1,malignant
5.356509,4.245233,5.867647,5.084587,2,2.842024,7.099583,1,1,malignant
5.552144,1,1,1,2,1,1,1,1,benign
6.248185,2.557149,2.002409,1,3.917111,3.593094,3,1,6.104196,malignant
10.868303,3.380694,6.184713,2,9.028776,10,6.108198,4.538115,1,malignant
10.106975,9.760956,7.153998,5.820527,6.635732,4.840231,6.735824,10,3,malignant
5.140533,4.517055,5.549795,1,4.753169,3.342704,7.264273,2.412486,6.009688,malignant
3.297806,1,1,1,2,1,2,3.40052,1,benign
3.171666,1,1,3.136042,2,1,2,1,1,benign
5.639631,9.664792,3.924029,5.932832,5.653979,1,8.806003,1,2,malignant
2.013279,1,1,1,2,1,4.545642,1,1,benign
1,5.318297,5.657915,2,7.518099,3.005857,2,3.734338,1,benign
3.288769,1,2,1,2,1,3,1,1,benign
6.913781,10.06586,5.070659,10.157306,5.336049,3.063011,8.881345,1,3,malignant
1,1,1,1,2,9.042642,2,1,1,benign
5.887135,9.903791,8.864204,1,8.165441,10,10.425849,10,2,malignant
5.632087,1,1,1,2,1,2,1,1,benign
5.123148,3.562435,6.490177,10.196537,7.726424,7.547308,8.365109,2.228217,2,malignant
5.191141,2.135186,3.279478,1,2,1,3,1,1,benign
7.835411,9.740664,9.585507,5.59946,4.285638,3.890129,6.488508,1,3,malignant
4.817453,1,4.166539,3.367874,2,1,3,1,1,benign
3.085526,1,1,1,2,1,1,1,1,benign
5.037629,1,1,1,2,2.328738,2,1,1,benign
10.63273,6.245964,5.648299,2,3,4.083892,2,1,1,malignant
8.570971,7.910866,1,3.758545,3,10,3,10,1,malignant
3.666415,1,1,1,2,1,3,1,1,benign
4,7.981161,6.727983,6.561356,6.433549,7.071236,9.224034,10,3,malignant
7.892422,9.721363,5.388539,9.517551,9.200513,10,9.832643,2.102432,9.823014,malignant
1,1,2,1,1,1,1,1,1,benign
8.827558,5.527212,9.448469,2,6.418676,10,9.563106,1.394062,1,malignant
2.979973,2.839744,1,2,2,1,1,3.46376,1,benign
5.547259,1,1,1,9.786473,1,3,1,1,benign
5.694026,1.800019,6.586239,2.811827,3,5.225126,3.814572,6.864368,1,malignant
2.557062,1,1,1,1,1,1,1,1,benign
1,2.769893,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.424762,1,1,1,2,1,2,2.655594,1,benign
5.336025,1,1,1,3,1,1,1,1,benign
6.80234,9.942376,6.849565,5.312856,8.639518,7.716333,8.029061,6.311249,1,malignant
7.041331,4.571171,6.397384,2.563973,3,8.220057,4.3856,2.683025,3,malignant
4,1,1,1,2,1,2,1,1,benign
4.775536,3.120498,2,1,2,1,3,2.473134,1,benign
4,1,1,3.226661,2,1.481986,3,1,1,benign
5.406318,9.915471,9.072209,9.855,9.162151,7.810654,8.302434,1,2,malignant
1,1,1,1,1,1,2,1,1,benign
2.980743,1,2,1,2,1,2,1,1,benign
5.091843,7.543447,6.226832,1,2,6.113182,4.838564,1,9.209801,malignant
6.006173,7.46655,7.539647,2.560389,7.406459,4.188388,8.071044,5.557693,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.26462,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.849323,3.011522,5.563831,1,7.938253,4.653629,7.176671,4.835272,1,malignant
8.892423,9.541396,8.236988,1,11.008656,3.569942,7.532033,1,10.567624,malignant
4.855238,1,1,1,2,1.560703,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.148846,1,3.869954,1,4.550502,1.5541,2,1,1,benign
8.316218,5.983723,10.269362,3.75787,6.421069,10,6.695575,6.003207,1,malignant
3.233944,4.107319,5.843346,7.895699,4.00028,10,3.539661,4.53608,1,benign
5.198926,1,1,1,2,1,3,1,1,benign
4,2.949236,1,1,2,1,2,5.180599,1,benign
3.298346,1,1,3.65641,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.704889,5.571673,3.760864,8.818635,5.169823,2,5.252613,2,malignant
2.997219,1,2,1,2,1,3,1,2,benign
5.032674,2.442979,3.404421,7.760199,2,10,4.763373,7.397119,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.418888,1,1,1,2,1,2,1,1,benign
5.75592,1,1,1,2,1,1,1,1,benign
2.616576,1,1,1,1,1,2,1,1,benign
10.354062,3.269577,3.496413,1,3,10,3.281322,5.239598,2,malignant
5.086905,6.749121,3.63679,5.101441,3,6.516182,7.756925,10,1,malignant
1,1,1,3.343598,2,1,2,1,1,benign
5.483949,1,2.648808,2,2,1,3,1,1,benign
2.381795,1,1,1,2,1,1,1,1,benign
5.712609,4.64631,2.946157,6.319858,3,10,3,2.195557,5.113676,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.54775,4.461505,5.980038,9.913378,3,10,9.602716,1,4.08757,malignant
9.390833,8.058076,8.8268,9.906292,3,4.196634,7.730173,10,3,malignant
1,1,2,1,2,1,2,1,1,benign
3.041794,6.92766,5.604415,2.976304,3,7.43207,3,8.141268,2,malignant
5.226403,1.982875,2,1,2,1,3,1,2,benign
9.431042,10.081233,9.704971,6.836678,3,10,2,10,2,malignant
1,1,1,1,2,3.450207,2,1,1,benign
2.68204,1,4.092547,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.776602,1,1,1,1,1,2,2.426004,1,benign
7.953678,10.234073,6.171767,5.102196,10.438299,6.266378,9.898141,10,1,malignant
10.02055,1,1,1,2,1,1,1,1,benign
2.773413,1,1,1,1,1,2,1,1,benign
2.519135,1,2,1,2,1,3,1,1,benign
8.812954,3.429457,2,1,2,2.646738,2,1,1,malignant
2.659236,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.428714,6.938497,8.258842,4.967292,5.004319,7.047602,6.766339,1,1,malignant
8.276861,9.967094,8.203249,8.55771,9.315269,10,8.67295,1,1,malignant
2.996989,1,1,1,2,1,1,1,1,benign
7.243781,9.979783,9.676554,3.1198,9.620115,10,9.28814,1.100815,2,malignant
5.610563,7.751265,3.924494,9.877041,3,10,7.497926,8.338027,1,malignant
5.576797,2.326078,2,1,4.520766,1,1,3.007938,1,benign
2.573753,1,1,1,2,1,2,1,1,benign
2.443394,1,1,1,2,1,2,1,1,benign
2.684785,1,1,1,2,1,1,1,1,benign
7.263301,9.848535,5.995131,3.012753,4.359779,10,6.43874,6.221193,2,malignant
2.561765,1,1,1,1,1,1,1,1,benign
5.072093,3.10889,2,1,2,2.830758,2,1.498619,2,malignant
9.796829,2.725183,3.485531,4.474043,2,9.194612,7.524573,2.869758,1,malignant
5.138124,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.002039,1,1,1,2,1,2,1,1,benign
2.338646,1,1,1,2,1,2,1,1,benign
5.539205,1,1,1,2,1,1,1,1,benign
9.672683,7.299363,7.120041,2.624556,4.066957,10,7.913291,1,4.922214,malignant
4,1,1,1,1,1,3,1,1,benign
5.070745,2.603,2,1,2,1,3,1,1,benign
2.836288,1,1,1,2,1,2,1,1,benign
1,1,3.736303,1,1,1,1,1,1,benign
10.107051,4.673369,6.84122,3.622578,2,6.893846,3.94995,1,4.468143,malignant
4.888022,1,1,1,6.216596,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.025814,1,1,1,1,1,1,1,1,benign
10.566774,6.730226,6.872945,1,4.742081,1.571759,3.267432,6.867922,1,malignant
5.15549,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1.791775,4.652014,6.497433,1,2,4.652119,7.809897,4.817496,1,malignant
1,1,4.150371,2,2,1,2,1,1,benign
3.338254,7.39547,9.78456,2,4.820368,1.214809,2,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,2.392932,2,1,2,1,1,1,1,benign
3.892857,3.941695,3.476129,4.907693,2,2.875885,5.339464,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.567475,4.394614,6.347483,9.676055,3,1,4.474798,2.401763,1,malignant
5.347941,1,2,2.936037,7.61367,7.82195,3,1,6.017117,malignant
7.831087,1,1,2,2,1,2,1.576678,1,benign
5.446307,6.577232,10.114515,9.415491,9.880938,10,7.014242,10,1,malignant
8.641612,7.140822,3.312112,7.922319,5.00672,10,9.399893,10,1,malignant
5.083853,1,1,1,2,1,3,1,1,benign
2.589343,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.135037,1,1,1,2,1,2,1,1,benign
5.851179,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.989796,4.738899,5.548816,3.110039,3.948534,2.827976,9.414564,7.962187,1,malignant
2.599008,1,1,1,2,1,2,1,1,benign
7.565339,1.89466,4.035695,9.941943,2,10,8.637602,4.300782,1,malignant
5.156074,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.21635,1,1,1,4.415295,1,2,1,1,benign
2.371444,1,1,1,1,1,2,1,1,benign
5.891584,1,2,1,2,1,2,1,1,benign
2.467482,1,1,1,2,3.128373,2,1,1,benign
1,2.62452,2,1,3,1,3.378498,2.2795,1,benign
5.277114,2.868792,4.310235,2,3,10,1,3.154832,3,malignant
5.482747,9.939816,8.659855,10.149066,7.705807,1,6.260165,8.737423,5.326505,malignant
1,1,1,1,2,1,1,1,1,benign
2.061878,1,1,1,2,1,2,1,1,benign
7.2228,2.539997,3.256869,1,3,2.287277,4.117876,1.929095,3,malignant
9.207344,3.385364,3.132021,2.979993,2,8.390211,1,6.135822,1,malignant
5.116007,1,3.519992,1,1,1,1,1,1,benign
2.827645,1,1,1,2,1,1,1,1,benign
5.220158,1,2,1,2,1,2,2.937016,1,benign
4,1,1,1,2,1,3,1,1,benign
9.638607,2.16753,6.807584,1,3,3.356587,3.654314,4.726369,1,malignant
9.288062,7.17376,6.191362,1,3,2.605643,7.029213,8.26027,1,malignant
7.949221,6.721598,6.53109,2.963521,3.968067,9.446003,7.51451,10,3,malignant
4,1,2,1,1,1,1,1,1,benign
5.365248,1,1,1,2,1,1,1,1,benign
5.76757,1.940692,2,2,2,1,1,1,1,benign
1,1,1,1,2,1,5.250783,1,1,benign
3.07265,1,1,1,2,1,2,1,1,benign
1,1,4.444881,1,2,1,4.19753,1,1,benign
2.531814,1,3.738841,1,2,1,1,1,1,benign
9.360745,9.875559,10.48473,3.672609,6.900122,4.153549,9.809036,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,10,3,1,1,benign
1,1,1,3.875636,1,1,1,1,1,benign
4,1,1,3.673039,2,1,1,1,1,benign
1,2.462199,1,2,2,1,1,2.098581,1,benign
4.800196,4.81949,5.787698,10.008329,3.900848,10,7.324495,2.162727,1,malignant
4,1,1,2,2,1,1,1,1,benign
2.557048,1,2,1,2,1,3,1,2,benign
4,1.323674,8.844704,3.398344,2,8.332142,3.374993,4.963368,1,malignant
1,1,1,3.203586,1,1.274641,1,1,1,benign
5.301803,4.181871,2.675442,10.114778,2,1,1,2.813281,1,benign
7.79535,10.217808,10.409668,3.37723,4.774518,10,7.429467,8.54192,1,malignant
8.950265,4.906378,3.641351,1,4.807575,10.708881,4.813761,2.761126,4.902187,malignant
4.39914,1,1,1,2,5.265648,2,1,1,benign
4,1,1,1,2,8.671049,3,1,1,benign
9.837923,3.87324,4.236933,7.37754,8.335724,10,7.423164,10,6.711125,malignant
3.077804,6.600051,4.418722,6.489936,8.438484,2.938944,4.552318,8.70687,3,malignant
5.0724,4.984126,11.540503,10.164856,2,10,5.33006,4.010532,1,malignant
1,1,2,7.4777,1,6.705483,3,1,1,benign
3.706004,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,3.330554,2,1,1,benign
10.136481,5.874554,5.45363,2,4.370348,6.646143,8.229511,2.281381,1,malignant
1,1,1,1,2,2.203681,1,1,1,benign
5.464486,1,1,1,2,1,4.540771,1,1,benign
2.441861,1,4.087378,1,2,1,1,1,1,benign
1.839838,7.464509,9.07766,2,4.387439,2.404894,6.870847,1,2,malignant
3.141415,1,1,1,1,1,3,1,1,benign
5.041948,2.551885,2.908467,1,2,1,1,1,1,benign
1,1,3.648921,1,1,1,2,1,1,benign
4,9.494028,9.142265,1,9.190672,10,6.907047,10,8.456642,malignant
4,1,3.343777,1,2,6.778187,3,1,1,benign
4.85333,1,1,1,2,1,2,8.899059,1,benign
9.343924,4.366305,8.665694,3.568176,8.147219,6.758368,4.762882,8.738716,1,malignant
4,1,3.257889,1,2,1,2,1,1,benign
9.578625,10.339796,10.488791,7.200544,7.710197,10,4.814399,10,1,malignant
9.082586,5.037658,4.851772,9.822926,4.607647,10,3.860794,1,1,malignant
7.097752,3.408656,3.175276,2,4.997368,10,9.225655,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.174018,1,2.645219,1,2,1,2,1,1,benign
3.20459,1,1,1,2,1.948072,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.712417,9.550275,7.967663,5.867394,7.485263,10,8.060668,3.785157,1,malignant
7.263557,4.714056,6.754506,5.464061,3,10,7.12728,3.174802,2,malignant
5.335797,1,1,2,2,1,2,1,1,benign
9.771309,2.693077,3.65753,1,3,6.096763,8.163163,1,5.077471,malignant
3.168801,7.354674,9.344306,9.313319,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.43896,3.332046,1,1,2,1,7.604661,2.186124,1,benign
4,1,1,1,2,1,1,1,1,benign
5.3147,2.945435,1,1,2,1,2,1,1,benign
5.872451,8.412782,5.211046,2,8.749053,5.258163,5.915518,4.522128,1,malignant
6.163365,5.541926,6.086828,6.217073,4.360046,1,4.243254,3.203398,1,malignant
2.271813,1,2,3.655822,2,1,3,1,1,benign
1,1,1,3.439021,2,2.431482,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
8.645233,4.13379,7.059953,2,8.352469,10,3.854757,8.554787,8.116537,malignant
5.28745,5.196902,6.813093,9.863139,4.401509,10,1,1,1,malignant
9.089955,1.297278,5.008043,3.96245,2,2.012585,2,10,1,malignant
4,4.347611,8.897332,3.552997,6.157546,9.601149,3,7.911915,1,malignant
5.56283,9.849254,8.929993,9.692059,7.144336,10,6.062591,2.906386,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.655756,3.421593,1,2,1,2,1,1,benign
1,1,1,2,1,1,1,1.343209,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.378964,1,1,2,2,1,1,1,1,benign
4.899402,9.985545,9.438677,3.590839,11.068001,5.00871,7.651016,6.508796,3.441438,malignant
9.418916,5.189508,4.041296,5.480806,2,6.174585,7.268368,8.018223,1,malignant
4,10.091613,8.58246,6.796456,6.76557,8.607648,6.797368,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.898563,1,1,1,2,1,3,1,1,benign
5.119377,3.983396,2.616336,6.67344,4.464981,2.320242,3.443304,2.970872,1,malignant
2.678256,1,1,1,4.080858,1,2,1,1,benign
5.89348,6.285253,6.476289,1,3,1.463764,2,10,1,benign
2.716861,1,1,1,1,1,2,1,1,benign
2.499239,1,2,1,2,1,3,1,1,benign
4.492638,1,1,2,2,1,1,1,1,benign
1,1,4.072849,2,2,1,2,1,1,benign
7.306844,2.430469,2,2.625114,6.038358,10,1,1,1,malignant
4,4.595237,5.602583,10.159839,4.785373,10,7.713255,2.970818,9.104374,malignant
2.412083,1,1,3.619311,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.15931,10.210054,8.77508,1,3.872135,2.503604,8.295198,10,1,malignant
2.768915,1,1,1,2,1,2,1,1,benign
5.472798,1.967455,4.347116,2.747784,2,1,1,1,1,benign
1,4.799625,6.618255,3.615649,8.835584,1,2,5.140334,1,benign
7.947246,4.875254,6.6106,6.626748,2,6.528645,2,1,1,malignant
8.932225,4.417723,3.927933,1,7.74054,10,5.087715,2.434207,1,malignant
4.93844,1,1,1,1,1,1,2.789513,1,benign
5.055753,1,1,1,2,1,1,1,1,benign
5.089638,1,1,3.682695,2,1,1,1,1,benign
2.192828,9.853901,10.651967,9.753443,6.692318,10,4.000859,2.500576,4.330223,malignant
4.860582,1,1,3.699362,1,10,3,1,1,benign
9.176387,6.526018,8.803409,9.617254,4.58847,10,3,1,7.370814,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.661836,1,1,1,2,1,3,1,1,benign
8.43484,7.913372,6.451884,7.705708,4.318294,3.861933,8.277451,6.528999,1,malignant
4,2.805611,1,2,9.012462,1,3,8.004728,1,benign
4,3.312591,3.050587,1,2,1,1,1,1,benign
5.279212,7.186795,3.434012,8.309468,7.55044,6.511143,8.387386,4.630627,5.244067,malignant
8.056302,9.663453,10.669915,9.729602,8.035451,10,6.39221,2.299071,1,malignant
8.79244,9.697538,9.12811,8.697467,3.949095,10,4.537497,6.287113,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.299677,1,1,1,benign
8.555233,6.715266,8.851928,6.475265,5.757371,6.715238,8.279387,10,2,malignant
4.879754,1,1,1,2,1,2,1,1,benign
6.00283,9.709953,5.107248,10.119431,8.039096,10,3,8.187479,3,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.150348,1,1,1,2,1,1,1,1,benign
2.238361,1,1,1,2,1,1,1,2,benign
6.03785,2.434571,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.61947,10.082017,7.281716,6.675625,7.240792,10,3,10,1,malignant
5.53246,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.444176,1,2,2,1,2,1,1,benign
4,2.879878,5.496332,1,2,1,3,1,1,benign
5.540568,5.455558,6.911998,1,2,1,5.520238,4.703505,1,benign
2.889888,1.904895,2,3.480177,2,1,3,1,1,benign
2.259086,1,1,1,2,1,2,1,1,benign
5.343217,7.393774,10.381766,2,4.238744,11.019587,5.131257,2.631557,1,malignant
1,1,1,3.266081,2,2.064851,2,1,1,benign
4.836409,1,2,1,2,1,2,1,1,benign
5.294007,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
9.75424,10.066391,4.448173,1.951647,6.535023,2.643312,4.016266,10,6.610232,malignant
4,3.145443,1,1,3,1,1,1,1,benign
5.250651,8.311519,8.121226,3.407156,3,10,3.449957,4.972871,2,malignant
1,2.110584,2,1,2,1,3,2.092964,1,benign
2.43536,1,1,1,2,1,1,1,1,benign
1.700229,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.448233,1,1,1,2,1,2,1,1,benign
5.448361,1,1,1,2,1,2,2.473462,1,benign
4.979473,1,1,1,2,1,2,8.095106,1,benign
8.935122,7.480928,9.453719,8.406108,3,1,5.580174,4.548888,1,malignant
4.945321,1,1,1,2,1,2,1,1,benign
3.489955,1,1,2,2,2.06306,3,1,1,benign
8.976712,3.043293,2,9.893577,3,10,3,8.940186,1,malignant
2.930136,1,2,1,2,1,2,1,1,benign
5.160583,4.408752,3.593519,8.18943,7.650436,10,3.962216,2.326039,5.641942,malignant
5.248487,10.044709,9.29004,9.950316,8.305117,10,3,5.380353,3,malignant
2.573024,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.284521,1,1,1,2,2.76687,1,1,1,benign
4.562207,9.579712,10.693614,5.628051,7.236971,10,7.732079,9.329562,1,malignant
3.130145,1,1,1,1,1,3,1,1,benign
2.794342,2.53985,1,1,2,1,3,1,1,benign
9.069304,2.403387,9.350516,2,3,10,7.144583,10,3,malignant
5.183853,10.202759,8.501405,10.160824,6.735199,10,5.260647,10,1,malignant
5.046697,3.903585,4.5314,6.3912,4.194561,10,4.502528,5.036297,1,malignant
4.702661,3.550139,4.162711,2,2,10,4.817199,8.47625,1,malignant
9.892198,1.7894,3.6582,5.962183,3,10,4.193162,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.765523,1,1,3,1,1,1,1,benign
2.55941,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,2,benign
9.399355,3.896263,2.953751,5.404749,8.105582,1,8.474623,8.435125,1,malignant
1.966358,2.168853,3.631303,1,2,1,1,1,1,benign
2.69044,1,1,1,2,1,2,2.184912,1,benign
7.680865,10.201459,6.524333,5.928162,4.842982,6.821638,5.348544,6.782412,1,malignant
5.562831,1,1,1,2,1,2,1,1,benign
5.860764,3.057145,1,2,2,1,1,2.892325,1,benign
9.310156,9.562479,8.864608,3.475426,6.667032,3.317739,8.376056,2.546241,11.049912,malignant
10.746459,9.999646,9.863759,6.47325,11.561901,8.340255,7.04529,10,1,malignant
4.940541,1,1,1,2,1,1,1,1,benign
4,2.198206,1,2,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
3.018998,9.826423,9.576487,5.766401,7.08271,10,3,10,2.582182,malignant
3.320827,1,1,1,2,1,2,2.100932,1,benign
1,1,3.732846,1,2,1,2,1,1,benign
7.309858,2.015716,3.743798,2,3,8.946843,7.509814,4.22806,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.261361,1,1,1,2,1,4.053018,1,1,benign
1.964345,3.292704,1,1,2,1,2,2.216772,1,benign
9.514772,2.727851,6.092517,9.798348,3,10,3,4.382412,5.869954,malignant
5.247026,5.144418,3.717443,3.801485,2,10,3,10,3,malignant
5.689635,1,1,2,2,1,1,1,1,benign
3.338689,7.025178,9.751229,5.672815,3,3.05263,8.392405,10,6.302449,malignant
10.56722,9.632314,8.647589,9.907432,2.589687,10,6.0769,1,10.09671,malignant
4,1,4.039699,1,2,1,1,1,1,benign
1,1,1,1,2,1.801564,2,2.495825,1,benign
1,1,1,1,2,1,3,1,1,benign
8.025526,4.416041,3.657524,3.519547,6.808492,10,7.201146,1,1,malignant
8.417311,3.579918,5.425378,7.00685,2,7.225335,4.319989,5.090862,1,malignant
4,5.108031,5.454001,9.636891,3,10,5.460834,7.399917,1,malignant
1.902028,2.345507,2,3.490784,2,1,2,1,1,benign
5.75976,9.573546,8.113785,3.356002,7.303474,7.555916,7.427818,10,1,malignant
4,4.7965,3.484512,1,2,10,3,5.422052,1,malignant
2.796043,10.088734,9.237976,9.464643,6.321037,10,6.671372,5.845926,1,malignant
2.403047,1,2.637662,1,2,1,1,1,3,benign
4,2.227422,1,1,2,1,3,1,1,benign
7.811206,5.388087,6.732679,9.827828,4.787504,4.677469,3,7.530489,1,malignant
2.535641,1,1,9.889439,2,7.732639,2,2.505318,1,benign
7.644492,7.531647,3.512589,1,3,2.952367,3.874819,10,1,malignant
10.2969,4.516908,4.483504,7.502953,7.390368,10,3.953368,1,1,malignant
2.272843,9.627157,2,6.862345,2,3.856585,2,7.796805,1,benign
10.435555,1.505385,3.636399,1,7.013773,10,3,5.847935,1,malignant
5.109658,4.164253,5.757073,9.897183,3,2.91509,3,2.690188,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.574447,4.665126,6.308984,2,5.324436,3.464123,5.036767,1,2,malignant
9.14539,4.163322,6.64886,9.600621,2,10,5.586257,2.447387,9.161573,malignant
9.753263,10.081719,10.405215,5.896688,4.530694,10,6.955792,10,3,malignant
5.166747,9.832901,10.745117,6.170428,4.076422,10,7.663503,3.062995,8.233382,malignant
4.638419,2.73299,10.399988,4.963295,4.224421,4.308943,4.366315,1,8.282304,malignant
7.875372,10.304739,9.940367,7.648311,9.182584,1.967003,1,10,1,malignant
2.417455,1,1,1,2,1,1,1,1,benign
2.491031,2.933785,1,1,2,1,1,1,1,benign
2.54898,3.234023,1,1,2,1,1,1,1,benign
5.369645,4.783451,5.754578,5.651963,1,2.423581,5.841745,3.258823,1,malignant
1,1,1,2,2,1,2,1,1,benign
11.615312,10.184877,9.68378,9.821946,8.453881,10,8.555073,7.927947,1,malignant
4.965066,8.732186,7.910887,9.449556,9.363403,10,7.325557,10,4.645788,malignant
4,1,1,1,2,1,3,1,1,benign
4.808798,1,1,1,2,1,2,1,1,benign
5.723545,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.423719,10.34882,12.302727,4.530126,4.130311,10,4.73256,10,10.056379,malignant
10.096631,8.334305,6.458661,3.353629,9.398491,5.895582,3,1,1,malignant
4,1,3.713018,2,2,1,1,1,1,benign
2.478169,4.424718,6.076856,3.31631,4.386229,7.231061,9.040457,4.581673,1,malignant
8.862115,9.602318,9.200436,9.629195,7.811451,2.819928,8.745339,7.960755,8.914957,malignant
4,4.83257,4.101519,2.896736,6.790646,1.4057,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.086103,3.529394,4.167455,1,3,10,6.782991,8.755321,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
9.194512,6.880903,6.873097,10.040984,4.734812,10,8.56661,7.671005,1,malignant
2.372283,4.275531,5.184377,3.464525,7.000014,6.410967,6.775389,6.887943,3,malignant
8.520359,5.252428,3.010685,2,3,1,2,1,5.970074,malignant
3.323923,1,1,1,2,1,2,1,1,benign
5.334871,1,1,1,2,1,2,1,1,benign
2.477676,1,1,1,2,1,3,1,1,benign
8.825468,10.250871,9.945465,9.733896,8.451406,8.610068,6.715304,2.679904,3,malignant
8.252402,4.219242,2.737095,1,3,10,3,5.06635,3.23377,malignant
10.956954,9.886234,11.128897,10.211588,7.870132,10,3,10,1,malignant
1,3.017128,2,1,2,1,2,1,1,benign
1,1,2,1,3,1,3,1,1,benign
1,2.233433,2,2,2,1,3,10,1,benign
4.976139,1,1,1,2,1,3,1,1,benign
4,1,3.731834,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.182314,2,1,1,benign
3.957254,1,1,1,3,1,3,1,1,benign
2.734221,2.853889,2,3.692508,2,3.16731,2,1,1,benign
5.467031,1,1,1,2,1,3,1,1,benign
5.187752,3.984753,11.023989,2,2,10,3,6.928795,9.575182,malignant
4,1,1,1,1,1,1,1,1,benign
8.522474,4.939452,5.936865,2.767437,10.471028,4.857946,5.065697,2.117261,2,malignant
5.399078,4.135906,8.175095,1,7.336318,10,7.662152,5.191596,1,malignant
4.855489,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.158785,1,1,1,2,1,3,1,1,benign
2.340142,4.45163,6.393913,2,2,1,3,8.176292,1,benign
8.973851,10.325016,8.130501,6.728715,8.346588,7.839544,7.850126,2.703608,5.536286,malignant
2.587629,3.607756,6.639465,5.771818,2,1,8.846241,7.872206,1,benign
8.82873,4.347217,5.910733,2,2,10,3,10,1,malignant
4.707069,9.910667,9.644984,6.619355,4.483592,5.871162,4.083237,10,5.390581,malignant
2.559134,1,1,1,2,2.547445,2,1,1,benign
9.779777,4.955191,3.285429,1,3,1,2,2.764222,1,malignant
2.520937,1,1,1,2,1,3,1,1,benign
2.66834,1,3.776228,1,3,1,2,1,1,benign
9.697523,2.698618,2.709915,2.953535,2,10,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
9.309685,5.069178,10.39296,10.165534,3,10,8.250387,5.43591,4.037958,malignant
8.253488,5.49463,8.485646,9.863036,3.794385,10,3,3.480662,2,malignant
5.331166,7.670264,6.190325,7.600697,4.402336,10,4.088132,6.288618,3,malignant
8.094077,1.799833,2.779696,3.940423,3,3.727592,6.118316,8.285956,1,malignant
9.443845,10.038799,10.876906,2.814772,4.60245,3.914232,3.955293,8.792763,3,malignant
9.880709,9.443595,9.667537,9.796738,4.191082,1,3.809987,1,7.400989,malignant
4,2.991346,1,1,4.043415,1,1,3.923916,2,benign
1,1,1,1,2,1.9507,1,1,1,benign
5.152824,10.085487,9.470618,7.680678,4.973615,10,6.655678,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.995413,1,1,1,2,1,3,1,1,benign
5.270812,5.971214,6.067017,1,3.854468,3.751442,8.00298,3.387158,1,benign
8.658657,1,1,2,2,1,2,1,1,benign
4,2.688152,4.134457,1,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
2.420755,9.989973,8.605392,9.972932,3,10,5.610747,5.357369,1,malignant
8.923741,9.974081,3.530399,7.362765,3,6.146632,7.839216,1,1,malignant
5.798922,1,1,1,2,1,2,1,1,benign
10.878541,10.215925,7.79925,6.598209,4.196373,10,8.393056,5.899409,10.084463,malignant
7.891391,8.363102,9.834805,7.203307,5.314916,10,7.048296,9.161001,3,malignant
4.250261,1,1,1,2,1,3,2.665118,1,benign
4.541403,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.150819,5.777615,5.246014,10.070952,9.063994,10,4.034609,4.892656,1,malignant
1,1,1,1,1,1,3,1,1,benign
7.812189,3.049062,2,3.668741,3,10,4.830119,4.794399,1,malignant
2.445681,1,1,1,3,1,3,1,1,benign
2.777735,1,1,1,2,1,3,2.557359,1,benign
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.60685,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,2,benign
4.936113,5.672803,5.229865,3.76705,7.262997,4.478576,4.567544,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.444571,1,1,1,2,1,2,1,1,benign
4,4.484714,8.444763,4.343818,3,5.60975,3,2.93042,8.606854,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,5.101366,1,2,1,1,1,1,benign
5.31509,9.633422,7.077709,10.072192,9.824577,10,5.715954,7.60197,3,malignant
1,1,1,1,2,1,2,1,1,benign
4.95663,1,1,1,2,1,3,1,1,benign
5.5045,9.821505,8.432564,2,8.517821,10,8.094923,2.335,7.602179,malignant
1,1,1,1,2,1,3,1,1,benign
9.540309,7.233052,6.180548,9.868406,4.892025,10,5.404924,8.237077,3,malignant
1,1,1,1,1,1,1,1,1,benign
9.369646,3.775255,6.718689,2.707994,7.398831,10,3.074872,5.218807,1,malignant
1,1,2,5.215201,3,1,1,1,1,benign
2.825512,1,1,1,2,3.833523,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.981461,4.79346,4.24011,4.004663,2,10,5.043835,4.520155,2,malignant
2.733133,9.596613,8.762173,4.812356,7.693838,7.088944,7.194099,5.608675,1,malignant
1,1,1,1,2,2.932542,3,1,1,benign
9.089463,2.214253,3.266206,1,3,10,4.1898,6.067004,1,malignant
5.63821,10.533104,8.037115,9.687213,9.880106,10,9.396293,4.956464,1,malignant
5.1544,1,1,1,2,1,1,1,1,benign
2.40241,2.546616,1,2.727804,5.298516,1,3,3.364765,1,benign
1,1,1,1,2,2.822661,4.277946,1,1,benign
1,1,3.101911,1,2,1,1,1,1,benign
7.543255,4.371931,5.472619,9.766614,3,10,9.886344,2.89753,1,malignant
8.178921,6.647719,2.78917,7.579421,4.033147,3.386044,5.35278,6.002455,1,malignant
4,1,1,1,1,1,3,1,1,benign
9.359842,4.546101,6.024442,10.008034,4.108627,10,6.917089,10,2,malignant
9.268769,4.685361,7.554798,5.01679,2,10,8.571416,2.600078,1,malignant
1,2.239383,2.155697,2,2,1,2,1,1,benign
6.807595,10.300521,8.132915,9.722924,8.288494,1,6.427634,1,1,malignant
2.657246,1,1,1,2,1,3,1,1,benign
2.086707,9.735389,10.968391,9.763836,4.172088,10,3,7.966859,1,malignant
9.907199,9.83509,10.908386,10.442252,4.847981,10,8.483105,5.406966,1,malignant
9.709637,4.186734,3.600422,4.074772,2,4.680616,2,3.056016,1,malignant
1.712693,2.253502,2,1,3,1,2,9.766154,1,benign
4.66774,10.009715,8.691906,9.2678,6.609574,1,7.239431,10,1,malignant
2.077822,1,1,1,1,1,1,1,1,benign
1,1,1,2,2,10,3,1,1,benign
2.548737,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.140189,1,1,1,1,1,3,1,1,benign
3.33321,3.66135,4.556859,1,2,1,2,8.299548,1,benign
4,2.863575,6.091258,2.697848,4.669939,10,1,7.098022,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,2.830657,6.760185,1,2,1,3,2.726101,1,benign
4,1,4.21301,1,2,1,2,1,1,benign
1,3.784743,3.650554,5.116664,2,4.755263,2,10,1,benign
2.78956,2.525151,1,1,2,1,1,1,1,benign
4,2.64817,3.250388,1,3,1,2,1,1,benign
3.09744,6.667682,6.849249,5.585025,6.64913,10.226887,3,10,3,malignant
2.996236,1,1,3.954694,2,3.858018,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,3.300465,2,2.324462,3,1,1,benign
7.384908,9.784122,9.475429,10.243004,3,10,9.78454,10,1,malignant
3.185578,1,1,1,2,1,3,2.740695,1,benign
8.418376,4.973161,3.907205,3.297929,3,10,5.034531,7.704891,1,malignant
2.530926,1,1,2,2,2.443588,1,1,1,benign
2.699999,1,1,1,2,1,1,1,1,benign
3.112006,2.884532,2,1,2,1,8.082967,1,1,benign
1,1,1,1,4.116793,1,1,1,1,benign
5.025371,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.856109,1,1,2.73224,2,1,1,1,1,benign
2.667922,1,1,1,2,1,2,1,1,benign
4,4.715331,6.500211,1,9.389626,1,3,10,1,benign
4,2.461301,2,2,2,1,1,2.695482,1,benign
2.269771,1,1,1,2,1,2,1,1,benign
2.737645,10.263173,9.389955,4.799666,7.971051,10,2,10,1,malignant
1,1,1,1,3,1,2,1,1,benign
6.076988,6.157866,5.274883,3.315355,6.237769,10,6.63405,1,1,malignant
9.164488,1.451263,2,1,3.903054,2.29993,5.224001,2.47766,2,malignant
5.114891,1,1,1,2,1,1,1,1,benign
3.291534,2.451168,3.381539,1,2,1,1,2.398426,1,benign
2.872865,1,1,1,1,1,3,1,1,benign
4.849362,3.058122,3.499758,1,3.810996,3.49623,4.915946,4.514341,1,malignant
5.545777,9.853727,8.950371,9.842643,10.479408,10,4.204601,8.082677,1,malignant
1,2.695752,2,2.655801,2,1,3,5.346356,1,benign
2.533061,1,1,1,1,1,2,2.149535,1,benign
4.131805,1,2,1,1,1,2,1,1,benign
5.206443,6.66929,9.39657,3.398623,4.678309,10,6.253119,7.875936,2,malignant
3.117459,1,1,1,2,1,3,1,1,benign
10.704645,4.364066,6.507556,10.205609,3,10,6.655004,4.514967,2,malignant
5.0429,1,1,1,2,1,2,1,1,benign
5.001236,1,1,1,2,1,3,1,1,benign
4.802125,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
7.709822,6.521346,3.443764,2,5.731594,10,4.673112,8.790049,1,malignant
2.517075,1,1,1,2,7.690621,1,1,1,benign
3.274417,1,1,1,2,1,3,1,1,benign
7.853983,2.16667,3.040129,3.234985,7.038491,3.554037,4.431672,1,3,malignant
4,1,2,1,1,1,3,1,1,benign
9.997853,2.634442,3.240624,7.810636,4.780775,3.821683,3,1.563527,9.838537,malignant
9.237373,1.869983,2,3.223834,9.373894,1.114652,3,7.281608,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.92268,1,1,1,2,1,3,1,1,benign
5.490051,7.238991,8.115705,2,4.547615,8.388499,4.131582,10,1,malignant
9.883964,1,2,1,1,1,1,2.432268,1,benign
9.024871,10.01387,9.280427,10.077893,4.757232,10,8.713097,1,4.192388,malignant
3.183973,1,1,1,1,5.921028,1,1,1,benign
2.560141,9.81081,8.154604,10.005949,4.40352,10,4.477019,10,1,malignant
11.38623,9.983772,9.532779,4.102638,4.755311,2.012394,8.373139,3.261644,1,malignant
2.491946,1,1,1,2,1,2,1,1,benign
1.776822,1,1,6.670281,2,3.191851,1,1,1,benign
4.318149,10.350927,10.099378,4.940655,2,3.503606,7.681163,8.224198,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.195027,1,4.231026,1,2,1,1,1,1,benign
1,10.172231,4.397276,10.290682,6.833783,10,9.072228,10,3,malignant
5.453639,2.446549,2.968107,2,2,1,3,2.177691,1,benign
6.824547,10.148406,2,6.892301,8.828649,10,5.959257,10,3,malignant
2.58619,1,1,1,2,1,2,1,1,benign
1,2.798633,1,1,2,1,2,1,1,benign
2.584492,4.848383,2,1,6.988862,1,6.226062,1,1,benign
5.246836,2.704169,1,3.029543,10.533202,10,3,3.70137,1,malignant
10.313136,6.610811,3.404775,9.68575,8.513786,10,8.557631,1,1,malignant
10.36443,4.982872,7.084321,9.127625,8.63843,1,4.240535,8.461203,2,malignant
2.854496,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.784812,2.466426,2.849061,5.170489,3,5.135691,7.024761,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.216029,2.97792,2,1,2,3.149649,2,1,1,benign
2.231738,9.420004,6.751181,5.785828,2,10,3,10,1,malignant
2.889499,2.313153,2.541778,2,2,10,3,1.444594,4.576176,malignant
4,2.504705,1,1,4.489967,1,3,1,1,benign
10.471531,1,2,1,2,1,3,1,1,benign
4,1,2.365941,1,2,1,1,1,1,benign
5.357518,1.796614,3.381321,2.835744,4.286498,5.317841,4.736963,1,1,malignant
4.433183,6.747772,6.068043,6.291745,3,10,7.274078,5.110224,5.84063,malignant
2.479066,1,1,1,2,3.939048,1,1,1,benign
4.83276,1,1,1,2,1,3,1,1,benign
9.636372,9.782829,9.410455,6.377848,4.885027,3.717054,8.296934,10,4.260573,malignant
5.885646,1,1,1,2,1,1,1,1,benign
3.230044,1,1,1,2,1,2,4.369949,3,benign
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
2.036787,1,1,1,2,4.638911,3,1,1,benign
10.43267,2.870079,1,1,3,1,1,2.060516,1,benign
10.095979,7.850065,6.994797,5.601195,4.368644,10,7.718496,10,4.808559,malignant
12.371904,3.986589,3.93831,1,9.138445,2.915767,6.650351,5.743444,1,malignant
8.091271,8.156276,7.127332,9.634594,6.69829,10,8.465335,8.341592,1,malignant
1,1,1,3.43553,2,7.821941,2,1,1,benign
9.080105,3.428832,5.178402,2,2,7.740199,4.665239,6.637361,1,malignant
2.605174,1,3.775861,1,1,1,2,4.258901,1,benign
2.883768,3.363402,2.883578,3.374548,3,10,3,5.39807,1,malignant
8.219712,4.566395,2.897603,7.583744,2,10,6.497019,5.099958,1,malignant
1,2.715194,2,1,2,1,3,6.8577,1,benign
4.99965,2.693138,3.027873,1,3,6.801401,2,2.947932,5.120698,malignant
3.227649,2.92707,1,2,1,1,7.371545,2.313436,1,benign
10.431446,2.381619,3.530984,3.373827,8.841865,7.657288,4.202546,1,1,malignant
5.171815,1,1,1,2,3.26926,3,1,1,benign
4,9.682178,10.005903,3.623072,3,10,3,1.317178,1,malignant
1,2.222184,3.803956,1,2,1,1,1,1,benign
2.715979,2.498484,3.219603,2,4.71332,10,8.368482,4.146017,7.008201,malignant
1,1,1,1,2,1,1,1,1,benign
2.859956,1,1,2,1,2.95961,3,1,1,benign
5.024184,4.410622,4.767756,9.947046,3,10,2,8.637466,1,malignant
1,1.949815,3.728175,1,3,1,1,1,1,benign
4,1,1,2.334737,2,1,1,1,1,benign
4.938247,2.125536,4.296819,4.085136,4.513157,6.945287,4.743462,5.581694,1,malignant
5.275861,1,1,4.208037,1,1,3,1,1,benign
9.141639,4.691306,2.950319,2,2,10,4.265368,4.381561,5.183462,malignant
5.129057,1,1,1,2,1,3,1,1,benign
10.543394,10.069363,9.348452,10.332784,3.997601,10,4.236583,10,1,malignant
4.674664,7.760113,10.728586,8.417654,4.228624,10,8.102141,8.180227,3,malignant
7.662201,9.895703,3.337067,7.259332,8.082934,10,3,10,1,malignant
1,1,2,1,2,1,2,1,1,benign
2.03187,1,1,1,2,1,2,1,1,benign
5.493544,1,3.212782,1,2,1,1,1,1,benign
2.473246,1,3.148211,1,2,1,2,1,1,benign
4,1,1,1,2,2.708262,3,1,1,benign
10.002629,4.963716,3.49385,2.925089,3,10,8.575676,1,1,malignant
4,1,1,1,1,1,3,1,1,benign
1,2.097009,2,1,3,1,3,1,1,benign
2.162006,1,1,1,2,1,1,1,2,benign
6.769481,4.592438,5.008271,9.906773,3.693443,10,4.137504,4.128171,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.290891,2.484682,3.891764,3.123378,2,4.433567,3,1,1,benign
1,2.703694,1,3.628345,2,1.456835,3,1,1,benign
1,1,1,1,2,1,1,1,2,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.414692,10.120296,7.692357,9.721071,9.882292,10,5.032489,2.44445,1,malignant
2.544782,3.070087,3.541335,2,2,1,1,2.014712,1,benign
5.573749,9.813997,2.900422,9.704248,3,10,7.513397,4.77246,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.677634,2.22224,2,1,3,6.55301,4.880723,7.513367,9.692859,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.458251,1,1,2,1,3,8.511434,1,benign
3.244742,1,1,1,2,2.380333,3,1,1,benign
9.318602,5.822794,5.396421,2,5.331216,10,3,10,1,malignant
10.464851,10.016842,9.153205,9.605609,7.603623,10,7.948144,6.35416,5.525489,malignant
2.668155,1,1,1,2,1,2,1,1,benign
4,2.038494,1,2,3,1,1,2.548744,1,benign
1,1,1,1,2,1,2,1,1,benign
9.59715,3.339656,4.063454,1,9.931784,3.746882,3,5.961872,1,malignant
5.187259,10.052183,2,2,1,1.710483,8.919338,5.149845,1,benign
5.485679,4.148347,5.848875,2,8.644216,10,8.554341,1,6.105921,malignant
4,2.682911,3.940783,2,2,1,4.823125,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1.887826,2,1,7.57528,1,1,benign
2.538594,1,1,1,2,1,3,1,1,benign
5.788024,6.302211,7.172999,3.464247,4.300358,10,3.742388,8.197522,1,malignant
4.462211,1,1,2,2,1,1,1,1,benign
5.308394,1,1,1,2,1,3,1,1,benign
2.141064,1,1,1,2,1,2,1,1,benign
5.604674,6.505955,9.439079,3.500394,6.143238,2.264119,8.930493,10,1,malignant
2.339877,1,2.920804,1,2,1,2,1.786711,1,benign
9.261562,5.534762,9.125041,9.254388,3,10,3,2.13249,4.717108,malignant
4,1,1,1,2,1,1,1,1,benign
5.082161,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.853897,1,1,1,2,1,2,1,1,benign
1,2.886333,2,1,2,1,2,1,1,benign
9.560271,9.553223,8.76847,6.859594,4.46089,10,4.222605,1,3,malignant
1,1,1,3.560377,2,1,2,1,1,benign
4.863908,1,1,2,2,10,3,1,1,benign
1,1,1,1,2,1,1,3.098011,1,benign
5.170774,1,1,1,2,7.060579,1,1,1,benign
5.019551,1,1,1,2,1,3,1,1,benign
8.474535,10.410803,8.982529,1,7.421063,8.164162,3,2.22055,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.098869,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
3.226648,1,1,1,2,1,1,1,1,benign
2.248205,1,1,1,2,1,2,1,1,benign
5.424346,1,1,1,3,3.555737,1,1,1,benign
5.202665,2.648712,1,1,2,1,3,1,1,benign
1,3.1408,1,3.664914,2,3.098057,3.401735,1,1,benign
5.19192,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.001369,9.701172,9.556825,9.956549,4.376419,6.663495,3,10,5.213877,malignant
5.679092,10.614069,8.991862,10.085915,4.278674,10,6.705634,10,6.637853,malignant
5.764199,1,1,2,1,1,2,1,1,benign
4,7.183808,5.225775,9.882653,5.447792,1,3,1,1,malignant
1,1,1,3.839766,2,1,1,1,1,benign
9.811272,9.880647,5.875445,9.836511,7.382065,10,8.999077,2.726508,9.654492,malignant
8.987487,7.064257,3.454044,3.732119,10.957455,3.7043,3,5.598893,3,malignant
7.601199,5.12677,2.86162,10.111501,4.298776,10,4.832278,2.967205,3,malignant
2.955592,1,1,1,2,1,1,1,1,benign
3.458693,1,1,1,8.25867,1,2,1,1,benign
1,1,1,1,2,4.802936,2,1,1,benign
8.011764,9.524371,9.325232,8.466761,7.382741,10,8.319325,10,1,malignant
9.956611,9.968108,9.564573,10.156577,7.55515,10,7.790148,7.967575,1,malignant
9.008575,8.120252,8.978706,7.786131,9.545532,10,9.669919,1,1,malignant
4,2.667497,5.040111,1,4.154906,5.767934,7.404009,4.629328,1,malignant
5.249991,1,1,1,2,1,1,1,1,benign
1.95545,1,1,6.909785,2,1,1,1,1,benign
2.582657,9.844019,4.220454,1,4.835618,1,9.310484,2.220512,1,benign
4,1,1,2.656586,2,1,3,1,1,benign
9.695358,9.706149,9.999511,5.235534,9.021391,10,9.60301,1,2,malignant
6.635381,4.68016,5.97338,9.996033,3,5.690988,9.069185,10,5.861205,malignant
5.107356,5.579423,6.451103,7.63333,6.626975,10,4.262597,8.335964,2.665098,malignant
2.801088,1,1,1,2,1,3,1,1,benign
5.423923,1,1,1,2,1,2,1,1,benign
5.634389,3.840556,5.882244,5.554704,4.578786,10,5.556799,8.449957,1,malignant
9.97406,6.782551,6.670185,3.647805,3.717787,5.012713,3,10,1,malignant
2.823834,1,1,1,2,1,1,3.420441,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.321815,10.110391,6.899452,6.909148,4.606634,4.025612,6.973892,10,1,malignant
8.185409,4.476076,4.404581,2.660515,8.12147,2.140558,5.468177,2.36596,1,malignant
4.872462,1,1,1,3,3.624013,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,5.489456,8.55901,3.752148,3,10,3,2.073668,1,malignant
2.265317,2.243627,2,1,2,1,2,1,1,benign
5.816178,1,1,2,2,1,2,1,1,benign
8.647901,2.017513,2,1,3,6.141408,1,5.183246,1,malignant
5.099028,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.01379,1,3.936825,1,2,1,1,1,1,benign
5.398294,1,1,1,2,1,2,1,1,benign
3.649247,4.283043,2.395047,10.228463,3,7.492708,7.027394,1,3,malignant
2.391086,1,1,1,1,1,2,1,1,benign
4,7.330217,7.460652,3.161711,9.149836,6.822758,3,10,6.481523,malignant
5.77142,8.016639,5.972196,3.714881,5.133727,6.928289,1,10,1,malignant
2.559211,3.299191,1,3.54596,3,1,3,1,2,benign
4.522715,5.686906,9.343245,1,4.610381,7.87392,4.193595,4.674927,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.323549,1,benign
4,1,1,1,2,1,2,1,1,benign
10.491971,9.86395,9.560604,10.334091,8.912486,10,3,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
2.947485,1,1,1,2,1,2,1,1,benign
8.489018,4.544957,6.624468,1,3.944538,1,7.159478,10,1,malignant
6.128783,1,1,1,2,1,2,1,1,benign
8.345528,9.47724,9.933058,2,9.752214,10,2,10,5.129743,malignant
7.090158,6.976187,5.553574,3.608018,3,10,8.391518,10,5.509148,malignant
5.217999,9.763321,10.122149,7.849711,5.322475,1,3,10,6.587196,malignant
2.77187,1,1,1,2,1,3,1,1,benign
1,4.402702,5.018255,6.604084,3,6.013658,6.716222,4.277446,1,malignant
1,9.55968,5.110351,9.683009,8.7782,10,8.973283,4.419089,8.77108,malignant
3.191577,2.501872,1,3.69281,2,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4.495243,1.39436,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.735232,8.352404,4.333902,6.521958,3.77265,10,9.960591,7.522067,2,malignant
2.810529,1,1,2,2,1,1,1,1,benign
5.326458,1,1,1,2,1,1,1,1,benign
3.308022,6.993609,9.113201,5.368857,6.257814,5.338874,5.073402,8.025,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.366674,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.295516,9.70739,8.503171,6.383808,7.490391,10,1,10,1,malignant
7.06737,10.614886,9.579016,5.064994,3,10,10.198535,10,1,malignant
5.040617,1,1,1,2,1,3,1,1,benign
8.270973,1,1,1,4.326147,1,2,1,1,benign
10.493147,1.785836,6.287747,3.051462,7.461342,10,3,1,1,malignant
2.457759,1.317455,1,1,1,1,1,1,4.926865,benign
5.304554,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
4.883592,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.444841,4.656433,5.707876,2.943136,8.485395,9.768225,7.647072,2.47145,1,malignant
8.946799,7.375623,10.364481,9.826121,6.909961,10,6.22664,6.791241,1,malignant
5.047201,1,1,2,3,1,2,1,1,benign
4,1,1,1,2,1,3,3.395596,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,5.939878,6.93909,4.448414,5.715348,10,6.581169,10,1,malignant
2.423406,2.419695,2,2,4.001473,1,2,1,1,benign
7.541181,9.68458,9.802868,2.994978,7.532859,6.060371,6.308015,10,4.205181,malignant
2.747428,1,1,1,2,1,2,1,1,benign
1.78814,1,1,1,2,1,2,1,1,benign
5.685189,6.184941,8.808165,3.596518,7.450568,7.086223,7.359943,9.269417,3.650811,malignant
4.560202,1,1,1,2,1,2,1.301887,1,benign
1.925551,1,1,1,1,1,3,1,1,benign
8.933652,9.93026,2,3.972722,2,10,6.453232,2.805626,1,malignant
10.071766,1,1,1,3,1,1,1,1,benign
3.107632,1,1,3.760249,2,1.505101,2,1,1,benign
1,1,1,2.544322,1,1,2,1,1,benign
5.291497,1,1,3.55238,2,2.457721,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.529469,4.456318,3.887647,3.696602,3,5.805933,3.817061,3.656254,1,malignant
4,1,2,1,2,1,2,1,1,benign
9.841829,6.84908,6.068868,3.912083,4.378443,1.27465,5.776632,8.219632,1,malignant
2.998984,2.064578,1,1,2,1,6.179086,2.050433,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.500273,4.88501,2,8.282538,10.239001,10,3,2.263689,1,malignant
5.360068,1,1,1,2,1,3,1,1,benign
5.298157,10.463371,1,6.756846,5.031965,10,3,10,2,malignant
2.80235,4.461276,2.90497,10.704755,3,6.743757,2,1,1,benign
4,7.215878,8.78534,6.352842,7.277288,7.158747,5.127949,1,1,malignant
4.714683,1,1,1,2,1,1,1,1,benign
2.378956,1,1,1,2,1,1,1,1,benign
1,2.268722,2,2,2,1,1,1,1,benign
5.232209,1,1,1,2,1,3,1,1,benign
5.038483,9.811443,9.306596,3.898256,3.647073,7.731347,8.809518,10,1,malignant
2.690195,1,1,1,4.356904,1,2,1,1,benign
5.13056,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.082013,1,benign
8.921427,5.647881,9.725428,7.659522,3,10,7.296127,1,1,malignant
4,5.852171,11.233767,8.042911,9.874656,1,4.835251,10,1,malignant
3.811595,1,1,1,2,1,1,2.82076,1,benign
1,1.915916,3.426923,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.002643,4.535332,10.105802,1,5.608249,3.116979,6.819152,3.467452,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.74828,2.40814,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.421567,1,1,1,1,1,3,1,1,benign
5.910554,1,1,1,1,1,3,1,1,benign
9.357524,4.68145,4.392348,5.257676,11.15853,10,2,1,1,malignant
1,1,1,2,2,1.750325,2,1,1,benign
4.412098,1,1,1,1,1,2,1,1,benign
6.762051,7.068086,7.075885,9.600718,6.564904,10,7.682035,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.185879,4.961973,6.276882,7.181574,5.449636,5.097558,8.281968,3.004629,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.41737,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.424052,1,1,2,1,4.859248,1,1,benign
1,1,1,3.429492,2,3.023506,2,1,1,benign
5.998406,9.548712,1,6.564398,4.45467,10,8.394479,4.833852,3.724382,malignant
3.240372,1,1,1,2,1,1,8.730676,1,benign
4,2.189551,2,1,1,1,5.185184,1,1,benign
1,1,1,1,2,2.695855,3,1,1,benign
1,1,2,1,2,1,2,2.4633,1,benign
2.459038,1,1,1,1,8.429534,2,1,1,benign
8.876809,6.009073,7.470815,3.32007,7.836983,1.703929,4.778107,4.952594,1,malignant
1.945284,1,1,1,2,1,1,1,1,benign
2.052211,1,1,1,2,1,2,1,1,benign
5.111633,1,1,1,2,1,3,1,1,benign
3.368725,2.67874,1,2,2,4.019397,3,2.602365,1,benign
8.483773,7.613196,5.994019,6.518933,3,10,7.271235,6.916186,1,malignant
9.636612,4.097594,3.587399,10.288518,3.741166,1,5.50082,10,6.702939,malignant
1,1,1,1,2,1,3,1,1,benign
5.120371,1,3.765057,1,2,1,3,1,1,benign
4.726636,2.614933,2.872767,2,4.992886,8.823918,4.604655,1,1,malignant
6.544034,1,1,6.974044,4.102163,6.991817,2,1,4.303126,malignant
4.970743,1.763215,3.969446,2,4.38266,10,3,1,1,malignant
3.469422,4.092736,6.191406,1,2,3.280213,4.764587,2.328989,1,malignant
4.464322,3.503535,5.59228,10.284449,9.219659,5.126381,1,2.944106,1,benign
1,1,2,2,2,1,3,1,1,benign
7.219333,9.829664,10.055395,1,12.096494,2.454731,6.712316,10,3,malignant
5.572263,10.033577,9.635746,10.548789,1,10,10.443804,10,1,malignant
7.53713,4.963472,5.94264,7.673352,4.084134,2.018853,4.634804,2.453477,1,malignant
1,1,2.736758,1,2,1,3,1,1,benign
8.517326,7.112365,5.120478,6.275093,4.365299,4.816474,8.911062,6.888139,2,malignant
2.230674,2.555756,2,1,2,1,3,2.634194,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.871986,2.533184,2,3.039079,2,1,3,1,1,benign
9.852359,6.293716,4.300287,5.728833,3,10,5.251618,7.706289,1,malignant
10.470583,7.690152,6.768385,4.054041,4.062996,10,7.669791,5.185761,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.224977,1,1,1,1,1,3,1,1,benign
4.794256,1,1,3.358776,2,1,3,1,1,benign
5.318939,1,1,1,2,1,2,1,1,benign
3.537616,1,1,1,2,1,1,1,1,benign
4.522942,1,1,1,2,1,3,1,1,benign
5.192345,1,1,3.05851,2,4.236242,2,1,1,benign
2.850381,1,1,1,2,1,2,1,1,benign
4.704739,2.626392,3.584737,1,3.575766,1,3,2.789535,3,malignant
5.408777,1,1,1,2,1,2,1,1,benign
7.991419,3.166987,3.466671,3.404786,3,10,7.409498,5.708031,3,malignant
10.374228,3.919369,9.848751,9.83705,10.232044,1,3,2.595212,1,malignant
6.308123,5.132881,3.863368,9.643713,4.796046,3.348211,8.531815,7.382755,5.918455,malignant
7.045,4.793215,6.474137,9.968755,3.946505,10,5.141213,1,1,malignant
4.979038,6.776724,4.120837,6.34917,3,6.291757,6.583933,10,1,malignant
5.14071,3.116989,3.632929,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,2,benign
2.107025,2.47511,2,2,3,1,3,1,1,benign
1,4.044837,6.320613,2,3.723224,1,3,2.494087,1,benign
5.85088,1,1,8.219725,1,1,3,1,1,benign
5.570774,1,1,1,2,1,3,1,1,benign
9.321954,4.215654,2,2,8.80703,7.61533,3.908634,8.733091,2,malignant
4.376484,5.183153,5.54294,8.81295,3.682246,10,5.760328,2.327337,1,malignant
8.767117,6.313491,5.604161,10.021964,3.903936,10,8.940332,10,1,malignant
8.681193,4.053197,6.113412,2,9.704045,1,7.733925,3.03839,1,malignant
5.486551,1,1,1,2,1,2,1,1,benign
4.538924,1,1,1,2,1,2,1,1,benign
10.487315,9.74469,1,6.701645,9.912088,10,5.349835,2.573668,3,malignant
1,1,3.195304,1,2,1,1,1,1,benign
4,9.885603,8.529366,3.571523,9.643391,7.114035,2,5.339395,1,malignant
2.901655,1,1,1,2,1,2,1,1,benign
3.676491,1,1,1,2,1,1,1,1,benign
7.718638,10.106054,9.542031,1,4.434035,3.357301,7.780357,1,2,malignant
2.2131,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.542932,6.841388,9.680731,5.952027,4.411663,10,8.848934,4.628176,2,malignant
2.090229,2.859634,1,4.018388,2,1.756568,2,1,1,benign
5.518433,4.387229,5.442809,3.661985,6.088598,10,3.789103,10,1,malignant
2.310284,1,2,1,2,1,1,1,1,benign
4,10.14744,9.78135,6.563584,4.113949,3.456662,4.655336,1,9.506781,malignant
8.827153,10.3054,3.532093,7.258239,8.194585,7.857346,7.695762,10,1,malignant
5.175418,9.555364,3.058055,2,6.540777,10,9.210545,10,1,malignant
3.115939,1,1,1,2,1,1,1,1,benign
7.132763,4.674723,2.303283,6.725935,4.852087,4.726101,8.677112,10,1,malignant
2.668655,1,1,1,2,1,3,1,1,benign
9.666455,9.699687,11.523568,7.854859,3.983268,7.529004,5.565262,5.635805,3,malignant
4.949113,10.082319,10.390331,3.177035,6.528937,6.855743,5.874676,8.795952,1,malignant
10.525644,9.877763,10.53216,3.794577,4.404458,7.574563,8.790061,1.907215,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.01022,5.229624,8.44743,2,9.203662,10,8.143032,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
5.083976,1,1,1,2,1,1,1,1,benign
2.70498,1,1,1,2,7.2561,1,1,1,benign
8.158591,6.711346,6.559011,1,3,5.773466,6.121265,2.771405,1,malignant
5.130769,1,1,2,2,1,3,1,1,benign
1,2.48628,2,1,2,1,3,8.146589,2,benign
2.586609,1,1,1,2,1,2,1,1,benign
4.956924,1,1,1,2,1,2,1,1,benign
2.428388,2.128262,4.554051,2,2,1,2,1,1,benign
5.272643,1,1,1,2,1,2,2.183102,1,benign
1,1,1,1,2,2.6897,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1.932508,1,1,1,2,1,1,1,1,benign
4.583441,5.317063,3.4133,2,2,7.680453,7.264686,1,1,malignant
1,1,1,10.137353,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.22583,9.999122,7.865148,7.14087,6.82759,10,8.168287,6.396307,1,malignant
4,1,1,2.705173,1,1,3,1,1,benign
1,2.595766,3.413219,1,2,1,9.101868,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.332461,3.04291,3.510126,3.268651,3,3.36,5.464816,1,2,malignant
8.460998,6.5972,2.720928,10.066767,6.632853,10,8.656655,2.387734,1,malignant
3.281278,1.644002,3.208019,1,2,1,3.72311,4.974906,1,benign
1,1,3.31382,1,1,3.379385,1,1,1,benign
3.0024,1,9.275615,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.270825,1,benign
5.02722,9.452396,10.339752,9.872665,5.945131,2.484061,6.390539,10,1,malignant
8.512752,4.416225,3.962564,9.59257,3,10,5.534614,8.957419,1,malignant
5.153685,7.365756,3.128121,9.925163,3,10,5.264409,10,1,malignant
5.368818,7.369845,9.213687,9.907061,4.336594,10,4.270345,1,1,malignant
2.068453,1,1,1,2,1,3,1,1,benign
1,1,3.066918,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.487471,1,3.178919,2,2.935801,4.80585,2.58954,1,benign
4,1,1,1,2,1,2,1,1,benign
4.958633,4.728428,5.025951,2,5.016438,10,5.238018,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.610414,2.475297,3.014957,8.142925,2,10,4.935167,2.285953,1,malignant
5.260904,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.39157,1,1,1,2,1,8.555514,1,1,benign
1,2.133441,2,1,3,1,1,1,1,benign
2.743541,1,1,1,2,1,1,1,1,benign
4,3.969509,3.203166,7.787527,2,1.229944,2,3.187657,4.70944,malignant
2.312417,1,1,1,2,1,3,1,1,benign
5.347789,1,1,1,2,1,3,1,1,benign
4.853329,10.154994,2,6.280941,7.323428,10,3,1,1,benign
7.254557,9.948241,10.397598,3.028909,4.318919,2.694727,7.755523,10,1,malignant
1.688248,1,1,1,2,1,1,1,1,benign
5.280601,2.043337,1,1,2,1,3,6.861276,1,benign
1.880701,4.549283,5.471873,9.828899,2,10,6.239214,5.54085,1,malignant
1,1,1,3.890562,2,1,3,1,1,benign
3.087862,3.299256,4.366158,1,2,1,1,1,1,benign
4.415238,10.619695,9.268286,7.127015,9.058623,3.47103,2,7.978153,1,malignant
4.629562,6.857159,5.731588,2.51131,5.131513,4.773167,8.644846,10,1,malignant
8.453862,9.72526,8.749268,7.659819,4.232032,10,5.953808,2.97716,1,malignant
7.13285,10.113585,8.717199,9.804016,5.809479,10,4.897426,7.832616,9.023863,malignant
4,1,1,9.381904,2,10,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.043952,1,1,3.335039,2,8.202962,1,1,1,benign
1,2.544886,1,2,1,1,3,4.776323,1,benign
1,1,1,1,2,6.444098,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.946999,9.524426,9.233529,10.493704,8.91613,10,8.827555,5.371128,1,malignant
10.971126,10.293858,9.594797,3.551311,6.566023,10,8.751616,10,1,malignant
1,10.144286,8.774268,5.739624,10.091673,5.204831,4.552642,10,1,malignant
10.998128,2.408751,5.949097,9.759846,2,10,4.473773,1,3.984578,malignant
5.008044,3.881007,5.274696,9.73043,2,7.258876,3,3.874206,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,3.630501,1,2,1,3,1,1,benign
2.976893,1,3.386825,1,2,1,2,1,1,benign
8.110025,2.002512,4.036865,9.531156,7.971495,1,3,2.219249,1,malignant
7.919004,9.835556,10.248628,7.173877,7.137096,5.341944,3,8.277057,1,malignant
2.639374,2.753097,2,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.253865,1,benign
1,9.487867,11.499966,4.611034,4.637965,10,3.033397,1,1,benign
2.057979,1,1,1,3,1,2,1,1,benign
4.697701,1,1,3.318283,2,10,1,1.742841,1,benign
2.338249,1,1,2,2,1,1,1,1,benign
1,1,3.92865,2,3.59976,10,1,1,1,benign
8.192887,6.050725,6.736323,2,4.044847,3.474615,3,8.40284,1,malignant
9.021964,2.413333,5.792775,1,3,2.996988,3,4.633199,1,malignant
3.16423,4.623737,7.109711,2.995262,4.578726,3.695536,3,2.468427,1,benign
8.609565,4.172736,8.78292,6.820304,2,1,2,4.865914,4.784876,malignant
2.714119,1,1,1,2,1,2,1,1,benign
3.232248,1,1,1,2,1,1,1,1,benign
3.014001,2.993358,2,2,2,1,1,2.768605,1,benign
1,1,1,1,2,1,2,1.965994,1,benign
2.678043,1,1,1,2,1,1,2.537075,1,benign
1,1,1,1,2,1,1,1,1,benign
8.282401,10.11537,5.841837,5.768448,3,10,7.191743,8.119955,10.27767,malignant
2.319548,1,1,1,2,1,3,1,1,benign
3.337778,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1.546508,1,benign
4,1,1,1,4.758546,1,2,1.968738,1,benign
9.027715,6.926067,6.355213,3.026603,3,4.457617,2,2.489174,1,malignant
6.394053,2.741042,3.881209,2,10.040526,3.844938,3,1,2,malignant
1,4.364032,3.727578,1,8.081982,1,7.708267,1,1,benign
5.733165,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,2,benign
1,1,1,1,2,1,1,1,1,benign
1,2.950551,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.740068,1,1,1,3,3.34916,2,1,1,benign
3.064699,1,1,1,2,1,2,1,1,benign
3.479863,6.102931,2.88491,9.228855,4.637214,10,6.180227,1,1,malignant
1,1,2,1,2,1,2,1,1,benign
2.192205,1,1,1,2,1,3,1,1,benign
9.038989,8.097608,3.613791,6.61269,5.540372,10,4.211627,7.642954,1,malignant
1,1,1,2,2,3.04203,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.886321,5.947157,4.057208,10.02822,7.989397,3.192359,3,1.639379,1,benign
4,1,1,1,2,1,2,1,1,benign
5.792156,1,1,1,2,1,2,3.218069,1,benign
7.870261,7.224819,9.095563,10.310868,3,10,3,6.308451,1,malignant
9.747959,9.903899,9.300995,5.937217,7.677324,7.915819,8.537356,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.218971,4.088539,6.009087,10.04887,4.115858,2.666058,8.639393,5.347754,4.059321,malignant
5.296621,7.683689,8.915601,4.052718,4.419043,10,10.460406,1,3,malignant
1,3.198078,1,1,2,1,3,1,1,benign
8.793158,9.902145,8.645334,1,8.330299,10,8.685821,10,1,malignant
7.714429,1.985184,3.077338,2,4.143019,10,3,8.205902,1,malignant
1,1,1,3.6121,2,1,1,1,1,benign
4,9.944845,8.715122,9.561107,7.029253,10,8.443518,10,3,malignant
8.080175,7.206297,2,2,5.427429,4.805295,6.878804,8.025934,1,malignant
7.207463,5.615025,9.662261,5.557868,6.76581,10,4.564641,4.044474,1,malignant
1,1,1,1,2,1,4.304889,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.051366,3,1,1,benign
3.993449,2.981892,1,3.195213,2,1,1,4.410452,1,benign
4,1,1,1,2,1,2,1,1,benign
2.216165,1,1,1,2,1,1,2.171538,1,benign
2.713127,1,1,1,2,1,4.274559,1,1,benign
9.741284,3.506243,2.57159,7.844613,4.279103,5.449785,3,2.642956,4.474577,malignant
5.40675,4.653523,8.226576,9.804121,5.306112,10,4.493658,10,8.176278,malignant
9.443037,4.376662,4.947674,10.053187,3,7.063136,4.030171,5.601831,3,malignant
9.652955,6.147346,5.826243,4.783457,8.113005,6.974295,4.246979,1,1,malignant
1,1,1,1,6.90893,1,2,1,1,benign
5.385597,5.390447,3.703721,4.887423,3,10,3,4.90498,1,malignant
4,1,1,1,2,1,2,1,1,benign
3.434795,1,1,1,2,1,1,1,1,benign
4,3.121689,1,1,2,1,2,1,1,benign
4.773808,4.334546,2.944756,1,3.951668,1,2,2.4413,1,benign
5.003606,1,1,1,2,6.482046,3,1,1,benign
8.479694,9.897053,10.134818,4.330639,3,1,10.077753,1,9.015435,malignant
5.303918,1,1,2,2,6.434064,1,1,1,benign
7.621096,9.713559,8.128401,3.570415,4.344043,10,8.882156,2.522353,1,malignant
3.500548,1,1,1,2,1,1,1,1,benign
3.011529,1,1,1,2,1,2,1,1,benign
3.157225,1,1,1,2,1,2,1,1,benign
1,1,2,6.32651,2,1,1,1,1,benign
5.742841,1,1,3.308793,2,1,1,1,1,benign
6.678658,10.301231,8.445455,7.149038,7.102291,10,6.516634,10,1,malignant
5.312481,2.391731,2,4.155222,3,2.826402,1,1.640714,1,benign
5.009436,1,1,1,2,1,3,1,1,benign
5.323874,1,1,1,2,1,2,1,1,benign
5.084653,1,1,2.837172,2,3.190483,2,2.468107,1,benign
2.106165,3.938829,5.798064,10.083928,4.099938,2.601135,9.622931,2.002498,1,malignant
5.110688,1,1,1,2,1,1,1,1,benign
4,2.738472,2,1,7.52636,1,3,1,1,malignant
4.993192,2.615199,3.820112,2.563815,3,8.275107,2,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,9.69936,6.601495,3.212873,3.72489,9.107725,7.857348,10,1,malignant
8.176235,4.638362,4.181749,2,4.339585,10,3,1,5.173103,malignant
5.536936,1,1,1,2,1,1,1,1,benign
8.686858,9.916523,10.112587,3.44029,6.469019,7.396725,7.424393,10,8.813934,malignant
11.262131,4.250988,3.728936,5.813813,3,7.407342,7.99838,7.536119,1,malignant
1.89622,1,1,1,2,1,3,1,1,benign
5.18564,6.886155,9.119665,9.505702,4.586974,10,3.938694,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.29379,1,1,1,2,1,1,1,1,benign
5.418369,10.699572,10.198132,3.49629,4.559762,2.850896,9.09796,7.838771,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.494303,1,1,1,2,2.550069,2,1,1,benign
5.35325,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,2.278545,1,benign
5.196192,1,2,1,2,1,3,3.377738,1,benign
1,1,1,1,2,1,2,1,1,benign
10.726375,9.74937,9.377077,2,4.740061,10,7.460547,10,8.700501,malignant
5.216365,1.459838,1,1,2,1,3,3.952738,1,benign
4,1,1,1,2,1,3,1,1,benign
2.791245,1,1,2.978759,2,6.810694,3,1,1,benign
2.688718,1,1,1,2,1,2,1,1,benign
8.892092,4.988196,5.208731,3.777182,2,10,5.404712,3.910228,3,malignant
8.910813,4.121986,5.622259,9.963349,4.495803,10,8.315894,1,9.117603,malignant
9.868048,3.354255,1,7.912609,4.273799,10,1,1,1,malignant
6.627902,4.633191,6.454154,3.806617,4.31805,5.977147,2,2.675827,1,malignant
4.947596,6.185632,5.089719,2,7.195496,10,4.425524,8.350846,1,malignant
1,2.360761,1,1,2,1,3,2.220069,1,benign
2.636284,1,1,1,2,1,2,1,1,benign
4.651778,9.882295,9.360841,9.809731,2,10,10.101907,10,2,malignant
4,1,1,2,3,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.935869,2.731468,2,3.318716,2,1,3,1,1,benign
5.393681,9.223872,9.600048,5.499478,9.845454,10,7.759573,8.007868,2,malignant
9.524656,10.28808,9.707843,2.146194,4.598139,2.473527,7.259922,7.757367,4.463555,malignant
2.751426,2.550287,3.78921,3.75375,4.611068,1,1,1,1,benign
4,1,1,1,2,1,1,1.511256,1,benign
8.734917,7.045758,5.043141,2,2,1.276803,3,1,3.306539,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,3.064282,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.205906,1,1,1,2,1,2,1,1,benign
4,1.938019,1,1,2,1,2,4.589348,1,benign
5.062522,1,1,1,2,1,2,1,1,benign
9.121854,4.169514,3.728699,9.853036,3,10,4.427219,4.158985,1,malignant
8.190236,3.893453,8.760845,9.70711,8.611862,10,7.309485,10,2,malignant
5.388108,1,1,1,2,1,3,1,1,benign
6.739102,9.752392,6.508035,7.218547,1,10,9.841459,4.704415,1,malignant
9.240788,10.158468,5.658806,3.516212,8.229491,6.914909,7.864533,6.426458,1,malignant
5.679288,1,1,1,2,1,1,1,1,benign
7.822286,1,1,1,2,1,2,1,1,benign
6.792516,1,2,2,2,1,2,1,1,benign
5.484123,1,1,1,2,1,2,1,1,benign
8.318919,6.873946,6.254745,3.815935,5.415638,6.560215,3,10,1,malignant
3.090199,2.817903,2,1,2,1,2,2.303995,1,benign
1,1.623419,3.405097,3.839187,4.297321,1,2,1,1,benign
8.557045,4.068086,6.6436,3.019616,5.462828,10.479633,6.824727,5.213706,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.444258,1,1,1,2,1,1,1,1,benign
1,2.523292,1,2,3,1,3,1,1,benign
5.330748,1.953237,6.805958,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.019876,7.463886,5.998842,2,7.736026,10,3,6.474185,1,benign
4,3.795238,3.999695,9.875542,10.501379,10,4.26178,4.120647,1,malignant
10.055874,5.559856,10.265612,2,3,7.058108,8.837599,7.920576,3,malignant
1,1,2.841649,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.680284,1,benign
1.91986,1,1,1,2,1,1,1,1,benign
4.877033,6.384426,8.37379,7.755355,3.530844,6.110302,8.955428,3.068301,3,malignant
3.209958,1,1,1,2,1,3,1,1,benign
7.499012,9.453018,8.378269,7.578674,4.630302,1,3,4.647609,1,malignant
4.822031,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.242185,7.075955,5.418448,8.126412,3.325071,10,2,5.712612,1,malignant
2.508156,1,1,1,2,1,1,1,1,benign
8.79608,6.406661,8.27322,2.935587,3,10,7.187946,1,1,malignant
4.568291,10.024243,8.706071,5.09161,7.87212,10,3,10,1,malignant
9.718027,4.4259,2.748771,3.696357,3.818575,10,3,2.199055,1,malignant
1,1,1,1,1,1,2,1,1,benign
3.255348,1,1,1,2,1,3,1,1,benign
5.567774,1,1,1,1,1,3,1,1,benign
4.712011,5.378597,9.900159,6.780453,2,1,5.126804,10,1,malignant
5.109801,1,1,1,2,1,3,2.643867,1,benign
8.139002,10.134108,4.761999,6.001244,8.513035,10,7.346286,2.369876,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.242097,1.936801,1,2,2,3.247211,4.32802,1,1,benign
5.739113,9.90963,10.068571,8.793354,6.28008,10,9.00348,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
1.675947,1,1,1,2,1,3,1,1,benign
5.297701,1,2,6.167867,1,6.671677,4.497938,10,1,malignant
2.468962,1,1,1,2,1,2,1,1,benign
3.224356,7.230868,8.678241,9.996107,7.001635,10,7.57967,5.751929,1,malignant
9.40093,4.059443,6.483486,7.125777,6.663939,10,5.066368,10,1,malignant
7.952455,10.43026,9.674789,9.804711,4.583831,10,9.367139,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.463836,1.782794,1,1,2,1,2,1,1,benign
2.660841,1,1,1,2,2.580204,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.196974,8.368008,8.916809,9.723455,4.515794,6.924915,8.059408,3.488654,1,malignant
9.67503,10.218336,10.764656,2,8.975074,7.998147,7.762034,3.213702,1,malignant
5.002457,5.05465,5.874822,6.676982,7.794936,1,8.061943,5.878955,1,malignant
2.379879,1,3.786627,1,2,1,2,1,1,benign
4.62848,2.590462,4.008653,2.945156,4.042586,10,3,6.70857,9.914748,malignant
1,1,1,1,2,1,2,1,1,benign
5.071581,6.483451,5.614223,2.283552,7.992111,9.032719,5.06624,5.824065,1,malignant
4.653429,2.31654,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.735778,1,1,1,2,1,1,1,1,benign
7.679085,2.754809,2,2.874501,3,10,1,5.059147,4.728401,malignant
3.8925,4.380272,6.541649,1,2,1,5.435226,4.743566,1,benign
9.830716,4.045372,2.874891,2,4.561263,10,7.64378,1,3,malignant
2.644399,1,3.468959,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1.341322,1,benign
9.446897,4.584847,4.888054,3.400244,8.579808,10.548556,7.023866,2.970877,1,malignant
7.506385,1.394414,1,1,1,10,4.361856,10,3.223021,malignant
5.220607,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.061617,2.265998,4.020745,1,3,1,1,2.983221,1,benign
1,1,1,3.719947,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.963514,1,2,1,2,1,1,1,1,benign
8.577133,4.132647,5.674286,3.186949,4.064436,4.922469,3.78807,2.809738,1,malignant
4,2.823958,9.925855,1,5.489754,1,4.38455,1,1,benign
4.752277,4.737696,2,7.183351,6.380456,1,4.396958,8.860843,1,malignant
2.475154,1,1,1,2,1,2,1,1,benign
8.343775,3.144554,3.553223,2,4.298951,7.571829,1,1,1,malignant
4,1,1,1,1,2.175661,1,1,1,benign
4,1,1,1,3,1,1,1,2,benign
7.563875,4.045141,2,3.802099,8.210629,10,5.289332,6.965026,1,malignant
7.563366,2.412084,9.806302,3.115766,2,2.706176,4.27983,1,1,malignant
4,9.231431,9.13148,10.482357,8.797569,1.737759,8.43867,2.543575,3,malignant
8.865381,7.63625,5.512289,7.753528,4.398558,10,7.492743,8.045481,2,malignant
3.252545,1,3.170259,1,2,1,3,1,1,benign
9.284516,4.116905,6.152677,4.009938,4.700038,10,7.578312,5.456431,1,malignant
3.320806,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,5.732798,1,1,2,benign
2.102192,1,1,1,2,1,2,1,1,benign
4.688841,1.624543,2,1,2,1,2,1,1,benign
1,3.299077,2,1,2,1,1,1,1,benign
2.871591,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.010999,2.278716,2,2,2,2.564693,3.67512,1.900423,1,benign
5.064763,9.507278,9.69061,7.456695,8.322522,2.291048,9.031106,10,1,malignant
2.892911,1,1,1,2,1,3,1,1,benign
8.524067,9.884969,1,3.745505,4.902273,7.966057,8.821552,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.038886,7.67683,3.070416,10.081068,6.393697,10,8.216439,10,1,malignant
7.433182,9.465064,5.532958,9.789757,8.390153,10,4.406917,7.920597,5.232314,malignant
2.326071,1,1,1,2,1,3,1,1,benign
1,3.18549,1,2,2,1,2,1,1,benign
2.564881,1,1,1,2,1,3,1,1,benign
8.580609,2.669091,5.832369,1,2,6.133931,5.226511,10,1,malignant
4,3.100775,3.061431,2,2,1,1,1,1,benign
8.284106,4.901366,5.990109,3.108372,3,10,4.450588,2.204287,1,malignant
4,1,1,3.792743,2,3.140715,2,1,1,benign
1,1,1,1,8.944466,1,3,1,1,benign
2.886756,1,1,1,2,1,1,1,1,benign
7.958589,2.966757,2,1,2,6.338193,8.215444,1,8.451559,malignant
4,2.654655,3.347036,2,2,1,2,1,1,benign
5.827523,2.177279,4.50196,2,5.027317,10,1,1,8.394721,malignant
5.021218,4.838885,3.561668,1,2,6.606966,1,5.531937,1,benign
7.377516,10.372433,8.300506,3.198815,9.676676,5.044437,8.827983,5.400478,3,malignant
4,2.807894,2,1,1,1,2,1,1,benign
5.162869,2.407452,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.729482,6.474685,6.145056,2.627957,4.22815,10,6.72398,9.413635,1,malignant
2.122208,2.295661,2,3.045674,2,1,2,1,1,benign
8.10851,7.812601,4.973982,10.087033,4.386258,5.066837,3,6.01728,1,malignant
4,2.292469,2,9.426265,2,1.961932,1,2.32679,1,benign
3.280379,1,1,1,3,1,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
3.013313,1,2,1,2,1,1,1,1,benign
4.370376,1,1,2,2,1,1,1,1,benign
5.339505,9.874351,8.698316,5.626012,8.923575,10,5.233794,5.549953,3,malignant
5.030423,10.122385,8.024361,2.995596,10.254589,10,8.819471,10,3,malignant
1,1,1,1,2,1,3,1,2,benign
4,1,2,1,2,1,2,2.292525,1,benign
5.124106,1,1,1,2,1,3,7.035525,1,benign
1,3.004701,3.406694,1,4.392064,1,9.304927,9.019398,1,benign
2.489244,1,1,1,1,1,4.808208,1,1,benign
4.602303,1,1,1,2,1.06048,2,1,1,benign
2.101171,4.529795,8.631197,6.81413,8.733505,1,5.518456,1,1,benign
1,1,1,1,3,1,1,1,1,benign
4.378861,1,1,1,2,1,3,1,1,benign
5.181646,1,1,1,2,6.56017,3,1,2,benign
4.978597,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.596595,4.681563,2.954032,4.130313,5.466557,10,8.227725,2.71459,3,malignant
3.864776,7.782815,6.252661,1,5.242683,1,1,6.301684,1,benign
4,1,1,1,2,1,1,1,1,benign
9.230249,3.340192,3.392219,4.058951,2,10,3,2.602317,9.25919,malignant
3.158581,2.005914,2,1,3,1,2,1,1,benign
2.349388,2.909255,2,10.125193,2,7.433612,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
2.519448,1,1,1,2,1,3,1,1,benign
4,4.598738,3.399033,5.950249,6.918451,10,4.324827,4.713447,5.109296,malignant
4,1,1,1,1,3.822427,2,2.765455,1,benign
2.740879,1,1,1,2,1,1,1,1,benign
5.211712,1,1,1,2,1,2,1,1,benign
4,1,1,1,4.914646,1,2,1,3.440913,benign
2.50593,1,4.254261,1,5.366743,4.606397,2,1,1,benign
1,1,1,1,2,1,4.485704,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.708118,9.848261,2,9.873606,4.948914,10,8.024471,10,1,malignant
8.444534,6.692794,12.127106,3.148053,5.052633,10,7.625239,9.288957,3,malignant
2.242758,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.063982,10.038926,9.603656,7.499122,4.487475,7.497979,4.128469,10,1,malignant
5.144121,2.77631,5.789526,3.592732,4.215875,10,5.325985,1,8.682594,malignant
8.281738,9.344984,10.544553,3.098336,10.108549,10,7.387013,7.202093,1,malignant
4.52069,9.534981,4.885262,10.016771,6.636333,10,3,5.169363,1,malignant
4,3.007218,2,1,2,1,1,2.689526,1,benign
4,1,1,2.883797,2,1,3.443597,1,1,benign
4,1,4.135933,1,2,1,2,1,2,benign
2.341882,2.171675,2,1,2,1,2,2.795519,1,benign
2.57045,1,1,1,2,1,3,1,1,benign
4.746907,9.684612,9.140709,9.896555,9.424164,1,9.631859,10,1,malignant
1,2.153829,2,1,2,1,2,1,1,benign
4,7.560698,3.754591,9.960387,3,6.116298,2,2.287969,2,malignant
4,3.073846,1,2,3,1,1,2.273197,1,benign
1.928221,3.940744,6.184902,9.626601,3.978425,10,4.831627,1,1,malignant
2.884748,7.541066,3.674796,3.617529,6.488352,3.618685,7.570051,10,4.712955,malignant
4,6.210948,5.518832,8.123475,3,6.570143,3,1,1,malignant
2.833889,1,2,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.130903,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.440647,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,2.68007,2,benign
5.385326,1,4.160918,1,2,1,3,1,1,benign
10.881619,7.110256,9.438944,1,7.184342,10,7.452366,8.387886,1,malignant
8.39461,3.374736,3.329807,2,4.298863,10,3,2.411796,1,malignant
2.943576,1,1,1,2,1,3,1,1,benign
2.372666,1,1,1,2,1,1,2.715746,1,benign
1,3.962538,4.334297,1,7.175401,1,3,2.872519,1,benign
3.085165,1,1,1,2,10,3,1,1,benign
2.164316,1,1,1,2,1,4.621504,1,1,benign
7.88892,9.26352,9.217947,10.079435,6.090427,10,7.431764,10,8.014129,malignant
10.096196,1.921969,2,6.12168,3,10,3,4.190784,1,malignant
1,1,1,1,2,1,2,1,1,benign
11.827078,4.116293,6.010859,2,2,10,4.279379,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.261514,1,1,1,3,1,2,1,1,benign
5.768225,1,1,1,2,1,3,1,1,benign
7.642016,5.401509,6.480259,2,2,7.143919,5.064327,3.131069,1,malignant
10.846493,1,1,1,2,1,1,1,1,benign
4.506005,3.821475,2.820779,4.000119,4.620397,10,3.526869,7.704349,2,malignant
1.888823,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.203093,1,3.810654,1,2,1,1,1,1,benign
4,3.75831,4.014204,1,3,6.795992,3,4.82959,8.95533,malignant
4,1,1,1,2,1,1,1,1,benign
2.441116,1,1,1,2,1,2,1,1,benign
3.018739,1,1,1,2,1,1,1,1,benign
4.401648,2.250873,2,1,2,1,3,2.72898,1,benign
1,2.856047,2,3.899101,2,1,2,1,1,benign
1,2.293715,2,1,2,2.298218,3,1,1,benign
1,10.142981,3.149911,2,7.987581,10,4.94803,5.34517,1,malignant
2.085953,1.899235,6.79544,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,3.399995,2,1,2,1,1,benign
1,4.181798,2,3.561796,2,1,2,1.312709,1,benign
1,1,1,2.751449,2,10,2,1,1,benign
4,1,4.097031,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.969532,1,1,1,1,1,3,2.870194,1,benign
2.894967,1,1,1,2,1,2,1,1,benign
8.503226,7.128937,7.803508,3.218287,3,5.595386,7.573112,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.724269,1,1,1,2,1,3,1,1,benign
2.926424,1,2,1,2,1,2,1,1,benign
4.238072,1,1,1,2,1,1,1,1,benign
8.021967,5.121411,6.870235,1,3,2.608398,3.535665,5.87989,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.287974,1,1,1,2,1,2,1,1,benign
4,2.05397,1,1,2,1,1,2.469353,1,benign
1,2.699766,3.100568,1,5.232054,1,1,1,1,benign
2.90225,3.028549,3.16013,1,2,1,1,10,1,benign
2.704894,1,1,1,2,1,1,1,1,benign
2.508138,3.189752,2,2,2,1,1,1,1,benign
2.970606,1,1,3.948469,2,2.023941,2,1,1,benign
1,1,1,1,2,1,2,2.91833,1,benign
4.913813,9.956404,8.886898,1,3,10,8.738171,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.370213,1,1,1,2,1,1,1,1,benign
5.637607,10.207239,9.453361,10.119293,7.392705,2.520996,5.636036,7.378299,1,malignant
5.060804,2.34477,2,7.198161,1,10,1,1,1,benign
2.856774,4.110062,6.571812,1,4.248793,10,2,2.665691,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.010874,9.824663,9.226722,7.087023,7.327559,3.10509,7.739394,10,1,malignant
5.269,1,1,1,2,1,1,1,1,benign
5.71449,1,1,1,3,1,1,1,1,benign
1,1.550867,1,2,2,1,1,1,1,benign
5.126728,1,1,1,2,2.046915,3,1,1,benign
7.675924,3.051052,3.446713,1,4.55718,2.932904,4.390339,10,2,malignant
3.157745,1,1,1,2,3.144094,2,1,1,benign
5.260597,1,1,2,2,1,1,1,2,benign
2.753758,1,1,1,2,1,2,1,1,benign
7.862793,4.873443,8.16216,7.019058,2,8.557269,9.247598,2.173473,3,malignant
1,1,1,1,2,3.00591,2,1,1,benign
2.810522,1,4.185545,1,2,1,1,1,1,benign
4.512787,5.754962,6.289412,1,4.778003,7.880477,4.083728,8.225279,2,malignant
4,2.844542,2.937565,4.007142,2,1,2,1,1,benign
9.182226,10.204078,10.650039,5.102069,6.341036,7.808552,7.690441,2.26887,1,malignant
7.770559,9.680803,10.228726,9.037513,8.655153,4.39833,4.545696,1,1,malignant
1,1,2,3.57836,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.256202,1,1,1,2,1,1,2.895833,1,benign
5.689745,1,1,1,2,1,3,1,1,benign
9.661084,5.976494,9.026476,2.599118,4.529269,4.426011,7.569821,1,1,malignant
6.617599,6.496949,3.506862,10.03514,7.616139,10,3,5.561184,1,malignant
5.149817,1,1,1,2,7.764959,1,1,1,benign
4,2.107321,7.130221,7.401832,8.800546,7.578462,7.780313,3.164572,1,malignant
1.301255,1,1,1,1,4.905911,1,1,1,benign
9.202257,10.323256,7.824008,10.234192,3.885556,2.93916,7.644002,4.702502,2,malignant
1,1,1,1,1,1,2,1,1,benign
5.396395,4.836159,11.880421,4.409453,4.355188,10,4.55061,4.990528,1,malignant
7.30929,5.92521,4.931095,10.031316,3,10,8.891458,1,1,malignant
4.140816,1,3.229165,1,2,1,2,1,1,benign
2.903609,1,2,1,2,1,3,1,1,benign
2.731149,1,1,1,2,1,2,1,1,benign
4.848621,4.132006,4.51017,10.020335,3,10,4.449977,2.189865,1,malignant
8.313171,6.470311,9.174822,2.657381,4.799244,1.640665,3,4.915112,1,malignant
5.090071,10.343788,9.103578,3.284627,5.345634,10,6.295844,10,3,malignant
2.793782,1,1,1,2,1,1,1,1,benign
1,1,3.80638,1,2,1,1,1,1,benign
4.593082,3.66254,7.059955,3.67494,2,10,5.341528,1,2,malignant
3.408108,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,4.499832,6.394136,7.843295,7.019482,7.083125,2,8.898375,1,benign
1,7.162928,5.03057,9.935216,5.495817,1,5.032818,4.24154,1,benign
2.518904,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.475665,4.363138,4.792915,3.496872,8.162683,10,8.924031,5.013719,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,2.88099,2,1,2,2.033279,2,1,1,benign
5.504386,4.567221,6.868922,5.809852,3,10,8.094302,1,1,malignant
4.305172,9.631218,7.644902,1,8.641685,10,5.034047,1,3,malignant
5.540095,1,3.290564,1,2,1,2,1,1,benign
9.468031,7.880895,4.603896,9.549235,3,6.395051,7.222799,10,1,malignant
9.54617,7.218921,7.080577,10.338848,5.706353,7.241679,6.479184,8.381633,1,malignant
5.016114,1,1,1,2,1,2,1,1,benign
2.52503,1.954672,2,2,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.109307,6.003689,7.671814,3.681291,4.21124,4.252764,4.10053,10,2,malignant
9.347429,9.903236,10.187173,9.654771,9.961962,6.950876,6.764755,10,8.87688,malignant
8.188176,10.181592,10.2088,9.797351,8.957252,10,4.982841,10,1,malignant
1,1,2,3.070508,2,1,1,1,1,benign
1,1,1,2.744251,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,2,4.762692,1,2,1,1,benign
1,2.359225,2,1,2,10,2,1,1,benign
1,2.412962,1,1,2,1,2,2.504008,1,benign
5.369793,1,1,1,2,1,3,1,1,benign
4,2.632056,1,2,2,1,1,1,1,benign
3.507327,1,1,1,2,3.525642,2,1,1,benign
10.51086,4.58199,4.474124,2,3,6.992974,7.380656,2.971401,2,malignant
5.991088,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,3.074138,2,1,2,1,2,1,1,benign
2.691516,1,1,1,2,1,2,1,1,benign
2.061723,2.564028,1,1,2,1,1,2.414266,1,benign
5.443884,1,1,3.13032,3,3.140004,3,10,1,benign
1,1,2,2,1,1,2,1,1,benign
4.056761,1,1,1,2,1,2,1,1,benign
2.423252,1,1,1,2,2.673867,3,1,1,benign
4,1,1,1,2,3.832603,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,4.758894,3.589149,1,3,1,2,6.813237,1,benign
4,1,1,1,1,2.543209,2,1,1,benign
1,2.844129,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.06534,9.829091,10.579367,3.554527,6.937218,5.672295,4.822839,8.866745,3,malignant
1.629994,2.620318,2,2,4.751822,1,2,7.403119,1,benign
1.274646,5.028779,6.901957,3.979974,6.993205,10,5.107852,10,1,malignant
1.941912,1,1,1,2,1,3,2.256884,1,benign
9.721473,6.644582,2,9.733532,4.304137,10,8.62934,8.411384,1,malignant
1,1,1,2,2,1,3,1,1,benign
4,1,1,3.972323,2,1,3,1,1,benign
3.014947,1,1,9.966227,2,5.25531,2,1,1,benign
1,1,2.950931,2,2,3.882338,2,1,1,benign
4,10.237815,8.891601,7.534266,5.13396,10,3.607263,5.549254,3,malignant
8.472216,9.936478,9.516353,9.65847,7.332981,10,7.328754,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,2.604326,2,1,1,1,1,benign
8.633739,9.475489,9.109504,9.683013,6.019153,1.560175,7.640644,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.699529,1,1,2,2,1,1,1,1,benign
1,2.934929,3.855753,3.327765,2,1,2,1,2,benign
5.116447,1,3.871999,1,1,1,3,1,1,benign
5.525706,9.900621,9.078721,10.168782,6.505751,10,6.896052,7.522315,5.275569,malignant
8.81982,3.712917,7.704384,9.921053,5.740161,3.592597,2,5.495252,2,malignant
7.527273,2.929191,3.005387,1,3,7.555576,8.830118,1,6.750564,malignant
5.222553,2.44764,2,2,2,1,1,1,1,benign
2.435284,1,1,1,2,1,2,1,1,benign
4.640377,1,1,1,2,1,1,1,1,benign
3.341222,10.452416,9.329786,6.529681,8.243127,10,8.071873,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.424115,1,1,1,2,1,3,1,1,benign
4.865315,1,1,1,2,1,2,1,1,benign
5.321221,2.379149,3.250897,4.480522,3,10,3,10,1,malignant
3.010561,1,1,1,2,1,1,1,1,benign
5.677149,5.779523,9.408229,10.154277,3,3.732829,7.872894,4.111567,1,malignant
5.264725,1,1,1,1,1,1,1,1,benign
3.337918,1.042748,1,1,3,4.245225,3,1,1,benign
10.382088,3.479994,3.914577,3.075203,3,10,7.555258,1,1,malignant
4.856143,1,1,2.668706,2,7.825503,2,1,1,benign
9.188168,7.154028,2.566546,8.924081,3.523912,10,3,6.50258,1,malignant
1.918254,1,1,1,1,1,1,1,1,benign
5.39205,7.465136,6.382785,8.197453,5.106053,10,9.619969,6.919874,1,benign
2.877107,1,1,1,2,1,1,1,1,benign
1,1,4.101054,1,2,1,2,1,1,benign
5.732185,10.207041,2.346447,1,5.824405,3.628702,3,2.725149,1,malignant
5.149473,4.389337,3.254427,2,2,10,8.552455,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.250184,7.688692,6.624836,3.219347,8.241541,1,10.600375,8.286804,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.902971,4.589792,4.589739,9.686584,4.265943,10,8.245732,4.89904,2,malignant
2.872872,1,2,1,2,2.771769,3,1,1,benign
1,1,1,2.470143,2,5.189029,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.097233,5.06122,5.917547,5.687094,5.823804,10,4.712133,6.680449,1,malignant
4,1,1,1,3,1,2,1,1,benign
5.295096,10.317813,10.375453,9.707977,3,10,8.845284,8.180648,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1.779821,4.82086,1,2,1,3,2.817183,1,benign
1,2.582318,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.763295,5.035553,2,1,4.067918,2.781252,5.067845,2.674587,1,benign
5.84127,4.724978,2.629791,9.814569,7.840004,10,8.066512,8.024697,3,malignant
4,2.40316,1,1,2,1,3,1,1,benign
8.492024,6.93994,3.364786,6.200614,3,10,3,10,1,malignant
7.80672,9.94728,9.287644,3.434043,3.483356,10,3.433499,4.404181,1,malignant
4,1,1,1,2,1,2,6.535865,1,benign
1,1,1,1,2,4.045092,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.405012,5.8595,5.477918,5.041623,3,1,7.289514,10,1,malignant
2.183244,6.971159,8.501694,9.766131,7.840425,8.206984,3,5.637246,3,benign
10.550117,4.272725,3.502597,5.670438,11.772976,10,4.930206,3.098736,2,malignant
7.254561,4.010819,3.295984,7.443198,2,5.463863,5.12375,1,9.254671,malignant
1,1,3.369849,1,2,1,2,1,1,benign
3.127551,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.990583,1,1,1,2,1,1,1,1,benign
4.674295,4.040297,5.190243,5.519126,7.662317,2.734848,8.992441,1,1,malignant
5.606277,1,2,1,2,1,2,1,1,benign
5.222476,4.584226,5.276505,1,7.300166,10,7.634004,7.696491,8.072187,malignant
4.635039,6.901359,4.998938,6.369065,5.096707,3.459651,9.817208,10,1,malignant
8.34434,9.060898,10.339024,6.494964,4.216202,6.131522,3,5.623203,2,malignant
2.253763,2.080019,4.839998,3.162866,2,1,1,1,1,benign
9.963939,1,1,1,2,1,2,1,1,benign
9.402184,6.063018,4.000515,10.364951,5.689392,10,4.362255,4.214021,2,malignant
4.935657,10.145392,8.778568,2.955308,8.71396,2.030326,8.228701,10,5.235772,malignant
1,3.109446,3.622398,1,2,1,5.173951,1.894496,1,benign
4,1.161416,1,1,2,1,5.405764,1,1,benign
5.40851,1,1,1,2,1,2,1,1,benign
1.988815,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.816428,3.808013,1,2,10,3.575446,3.877211,3,malignant
7.789374,5.39402,5.902593,5.608306,4.422675,1.821967,6.528039,2.423266,10.721788,malignant
3.190953,1,1,2.903936,2,1.25541,1,1,1,benign
9.715374,5.298646,6.489953,3.484022,6.951665,7.289591,4.23695,2.60328,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.880924,1,2,9.97443,2,10,1,1,1,benign
5.136588,1,2,1,2,1,1,1,1,benign
9.367967,10.160767,9.956041,10.164516,10.565967,2.350943,6.936924,10,2,malignant
5.199059,1,2,1,5.555122,1,1,2.267442,1,benign
4.536214,1,1,1,4.837147,1,2,1,1,benign
9.133487,9.930634,7.709157,9.977136,8.590333,10,6.979004,10,2,malignant
2.97032,1,2.601155,1,2,1.54072,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,1,1,2.48856,2,1,3,1,1,benign
9.244427,9.835531,11.269458,6.069985,7.950902,8.941043,2,3.087359,1,malignant
1,1,2,1,2,1,3,1,1,benign
4,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.694336,1,1,3.645263,2,1,1,1,1,benign
9.1166,6.329945,9.4708,3.987178,6.081237,6.531396,4.977652,10,1,malignant
2.496546,1,1,1,2,1,2,1,1,benign
2.444438,1,1,2,2,1,1,1,1,benign
10.28661,10.062129,3.861679,10.145078,3,10,3,2.23279,1,malignant
5.018174,2.083784,2,2,2,10,3,4.901982,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.48611,1,1,3,benign
9.773143,4.031366,2.898256,6.890456,2,10,2,10,6.294807,malignant
1.958783,1,1,1,2,3.86854,1,1,1,benign
1,3.788982,5.948929,5.060869,2,1.692523,3.491156,2.400648,1,benign
2.728555,1,1,1,2,1.57464,1,1,1,benign
8.242653,6.717297,9.687976,3.560408,2,10,10.179516,1,1,malignant
7.892526,10.310511,10.10037,6.730486,3.271915,1,7.556673,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.753592,1,1,1,2,1,2,1,1,benign
9.308372,9.920242,11.824474,2,7.327157,10,5.740958,10,1,malignant
5.039725,2.2567,2,1,2,1,3,1,1,benign
7.908848,5.872037,5.35301,6.782195,2,10,4.943993,1,3,malignant
5.017438,4.041776,4.090722,3.351907,2,10,3,2.820635,3,malignant
8.597956,3.922337,6.492141,10.370066,3,10,4.74481,4.453348,3,malignant
5.056908,1,2,1,2,1,3,1,1,benign
4,3.134015,3.653813,1,2,1,1,2.424707,1,benign
2.478111,1,1,3.192424,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.673923,1,1,1,2,1,1,1,1,benign
5.045535,1,1,1,2,1,2,1,1,benign
10.057362,4.627703,5.646238,1.938624,2,6.008675,2,4.393179,6.359926,malignant
8.014184,6.650528,9.601932,2,3.881729,6.11872,3,8.359352,3,malignant
9.331672,2.663433,2.684959,3.097862,3,10,5.079842,10,1,malignant
1,1,2.345106,1,2,1,3,1,1,benign
5.312685,1.976678,3.078985,7.501243,3,10,3,2.663415,1,malignant
5.320099,1,1,1,2,1,2,1,1,benign
7.387451,4.373022,5.34048,10.09999,1,10,4.38615,1,1,malignant
5.73449,4.208564,6.908324,6.923724,7.963272,10,8.281975,4.480242,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.444743,8.231301,10.294726,2.53609,3,10,2,10,9.480937,malignant
5.422775,1,1,1,1,2.665848,3,1,1,benign
5.081685,1,1,1,1,1,3,1,1,benign
2.468131,1,1,3.543338,2,1,1,1,1,benign
4,1,4.296862,3.606097,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.014417,1,1,1,2,1,2,1,1,benign
1.727111,1,1,1,2,3.727178,1,1,1,benign
2.099459,1,1,1,2,1,2,1,1,benign
5.678751,1,1,1,3,1,2,2.938706,1,benign
7.905026,1,1,4.759834,4.709709,10,5.357622,1,1,malignant
5.275865,9.892252,10.430076,3.25035,3,10,4.201886,1,5.654717,malignant
5.032893,2.265399,3.359286,4.188809,2,1,1,1,1,benign
4.7392,1,1,1,1,1,3,1,1,benign
2.58581,9.604433,8.399925,10.06435,8.572454,3.049271,9.582174,1,9.667238,malignant
7.891335,3.763407,7.622236,2,3.444303,7.078965,3,2.737756,6.67777,malignant
2.911052,3.75068,3.400198,2,3,10,9.847215,4.188173,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.961453,2.526414,3.321081,1,3,3.828744,3,10,3,malignant
4,1,4.21251,1,1,1,3,1,1,benign
4.945938,1,1,1,2,1,3,1,1,benign
2.510753,1,1,1,2,1.619357,2,1,1,benign
8.08377,5.228331,3.748761,3.356668,4.842916,10,10.044818,4.742599,2,malignant
2.321961,1,2.960107,1,2,1,1,1,1,benign
4.737771,1,1,1,2,5.589201,2,1,1,benign
9.144946,9.536481,10.28611,10.154809,10.13172,8.386362,7.463621,9.440352,1,malignant
1.842304,1,1,1,2,1,3,1,1,benign
4.75305,1,1,1,2,4.615364,1,1,1,benign
1.978541,1,1,1,2,1,2,1,1,benign
10.525076,6.948193,2.87891,3.708257,8.353539,10,8.483436,9.199823,1,malignant
4.272768,1,1,1,2,1,1,1,1,benign
2.694513,1,1,1,2,1,1,1,1,benign
2.589344,1,1,1,2,1,2,1,1,benign
4,4.636558,3.809448,3.195612,8.663483,10,2,1,1,malignant
5.411002,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.990691,1,3.494939,1,3,1,1,1,1,benign
2.349762,1,1,1,2,1,3,1,2,benign
4.89133,1,1,1,2,1,3,1,1,benign
9.489017,6.603473,3.685013,3.086849,3,5.681047,7.050376,1,3,malignant
10.462522,2.037492,10.188721,5.219171,6.605173,6.038852,5.288814,1,1,malignant
2.49664,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.787029,4.486597,3.706063,4.551077,2,10,3,2.625233,3,malignant
8.793312,1,2,1,2,2.954052,7.304651,10,2,malignant
5.093371,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.228988,4.542896,5.205013,3.968676,4.15696,4.193642,3.657004,1,10.101938,malignant
4,1,1,1,2,1,3,1,1,benign
7.417784,6.27204,4.180864,2.916739,9.973725,7.357481,3.933211,8.363848,1,malignant
9.940526,4.025617,6.810969,1,2,1,8.948165,4.002425,1,malignant
8.252606,9.821932,7.372203,9.860727,9.891713,10,8.279026,5.935782,6.641273,malignant
2.911961,1,3.084359,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.566737,9.697503,8.404501,10.10237,7.999394,3.369686,7.198955,9.026537,6.475278,malignant
1,1,1,1,2,5.112087,2,1,1,benign
1,1.68968,2,1,1,1,2,1,1,benign
8.642033,4.070152,5.039543,3.155109,2,5.004646,3,8.19416,1,malignant
9.066576,9.573725,8.870678,2.869937,10.564444,10,4.224586,10,6.263015,malignant
5.064669,10.396863,7.242179,6.759908,8.436393,10,7.969267,10,1,malignant
2.556195,1,1,1,3,1,1,1,1,benign
3.238421,1,1,1,2,1,3,1.920645,1,benign
9.222061,5.484578,7.034434,3.456383,4.853334,10,4.61676,1,3,malignant
3.349847,2.318558,2,1,3,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,3.346401,3.587375,6.668361,2,10,3,1,3,malignant
4,1,1,1,2,2.979974,2,1,1,benign
1.895283,1,1,1,2,1,3,1,1,benign
9.587114,10.130391,9.586378,9.731766,4.596312,1,7.888913,7.173142,1,malignant
3.264935,1,1,1,2,1,1,1,1,benign
3.229598,1,1,1,2,7.077536,2,1,1,benign
8.348099,4.095552,5.474018,7.732165,2,10,5.035624,2.750825,1,malignant
1,2.39727,1,2,2,1,1,1,1,benign
5.487899,1,1,1,2,1,3,1,1,benign
2.892509,1,1,1,2,1,3,1,1,benign
3.063026,1,1,1,2,1,2,1,1,benign
5.280311,1,1,1,2,1,2,1,1,benign
5.000541,4.595462,3.337648,2.65811,3,3.122066,4.08596,8.524857,5.485235,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.404471,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,4.651556,1,1,1,3,1,1,benign
5.622555,1,1,2,2,1,3,1,2,benign
5.286241,9.887241,9.642178,7.858433,4.415517,10,8.296176,10,1,malignant
5.186362,1,1,1,2,1,1,1,1,benign
5.223307,2.678847,2,1,4.397202,1,3,1,1,benign
3.049385,1,1,3.240535,2,10,1,1,1,benign
4,3.227049,2,2,1,1,2,1,1,benign
5.38144,1,1,1,2,1,1,1,1,benign
1.989327,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.204832,6.429234,8.314953,3.180615,4.68082,10,3,5.084094,6.212024,malignant
9.274808,2.411597,4.886399,1,10.273701,7.718645,1,3.917288,10.738397,malignant
1,1,4.034892,1,2,1,2,1,1,benign
10.610729,10.111704,9.408276,7.127285,5.357872,10,3,7.58926,1,malignant
10.564184,4.145127,5.734198,4.051844,3,10,4.657818,10,1,malignant
4.709424,10.041964,8.476427,10.05774,5.470548,5.274317,4.391457,9.429215,1,malignant
1,1,1,1,1,1,3,1,1,benign
4.973513,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1.66688,1,1,1,2,9.762561,1,2.507941,1,benign
9.571889,5.216265,2,9.983147,3,1,4.252448,2.649048,1,malignant
9.593682,10.077963,2,7.598567,4.753622,10,3.962301,2.890854,4.965718,malignant
2.095188,3.44526,9.593712,2.915815,2,1,3,4.923461,1,benign
5.232516,1,1,1,2,1,1,1,1,benign
1,1,3.232212,1,2,1,1,1,1,benign
1.870263,1,1,1,9.381642,1,2,1,1,benign
1,2.516397,3.424829,1,2,1,2,7.820643,1,benign
3.120147,1,4.152639,1,2,1,2,3.615393,1,benign
9.758827,6.128883,9.06097,2.369195,3.915866,10,9.022011,8.806088,3,malignant
2.375507,1,3.29306,1,2,1,2,1,1,benign
5.220347,2.236575,3.464525,1,2,1,3,1,1,benign
5.375673,1.995471,3.285087,3.492074,5.150051,1.325279,4.965608,6.267716,2,malignant
6.812875,10.167478,8.772957,10.125761,8.622709,1.68385,6.605679,10,1,malignant
1,2.607406,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.997345,1,1,3.344111,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.602019,1,1,1,2,1,1,1,1,benign
2.389987,1,1,1,2,1,3,1,1,benign
4.866819,1,1,1,2,1,2,1,1,benign
5.495556,1,1,1,2,1,1,1,1,benign
9.062651,10.461332,8.499814,6.384262,9.286438,10,8.427319,7.407556,2,malignant
8.385909,3.871802,3.105997,10.258219,5.551529,10,7.14067,7.515403,3,malignant
4,9.888492,10.007781,3.566278,4.610051,6.428187,7.425237,6.15326,1,malignant
9.637444,10.004807,9.971208,1,4.927459,10,8.349073,10,3,malignant
8.530477,7.603536,11.854198,1,6.347965,2.635725,5.794869,10,1,malignant
2.683596,2.538586,2,1,2,1,3,1,1,benign
5.712579,10.336051,11.064667,9.807924,8.7443,2.261544,5.901855,4.915089,2,malignant
5.373575,2.078081,1,2,2,1,9.961479,9.346213,1,benign
8.117055,3.740995,4.918635,10.071039,2,10,8.707769,5.831653,1,malignant
8.916547,2.836891,2.845496,2,2,10,4.092855,5.936757,4.713978,malignant
2.640575,1,1,1,2,1,3,1,1,benign
2.784331,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.378648,9.97255,9.200221,9.828233,4.281388,10,10.552991,2.15259,1,malignant
9.240036,10.422837,8.090528,9.868326,2,10,2,8.500252,1,malignant
1,1,1,1,1,1,3,1,1,benign
5.003891,1,1,1,2,1,2,1,1,benign
9.132852,5.356126,6.230929,3.242011,4.300031,10,8.272583,2.577136,1,malignant
2.290956,1,1,1,2,1,2,1,1,benign
8.974215,10.101441,10.58656,2.731528,5.256533,4.38185,6.689276,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.631823,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.765125,4.919898,6.285969,9.829247,3,10,8.716724,8.042453,1,malignant
8.59449,9.511578,7.829456,6.510837,6.264073,2.740536,9.49452,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
9.482835,4.638218,6.30733,3.068483,1,8.302971,9.034091,10,9.77705,malignant
5.299169,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.78097,9.906674,10.93538,9.984688,2,10,8.412164,7.790978,6.845387,malignant
9.394627,4.813254,2.733793,1,2,1.240312,2,7.960669,1,malignant
3.093947,1,1,1,4.216355,1,3,1,1,benign
7.257212,1,2,3.060764,2,10,4.139803,5.007044,1,malignant
3.006724,6.117511,4.211319,1,3,1,5.631892,8.018805,1,benign
3.651746,1,3.144659,1,2,1,1,1,1,benign
1,1,1,2,2,3.667301,3,1,1,benign
1,2.837013,2,1,2,1,1,2.550821,1,benign
1,1,2,1,1,1,1,1,1,benign
3.478029,1,1,2.70114,1,1,1,1,1,benign
1,1,1,1,2,1,1,3.252384,1,benign
5.372283,4.33775,6.023143,2,3,10,4.374619,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.708897,1,2,2,1,2,1,1,benign
1,1,1,1,2,6.631796,2,1,1,benign
9.974576,1.940257,6.610793,1,4.10884,5.933114,2,2.091135,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.319533,1,1,1,2,1,3,1,1,benign
5.68828,4.787547,3.498892,9.735913,3,10,7.353165,5.813548,1,malignant
2.930096,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,3.406976,1,benign
2.591248,2.757185,2,2,2,1,2,1,1,benign
5.794078,3.343569,3.137638,7.305706,3,4.248312,4.229516,5.25138,3.699964,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,2.457163,1,benign
5.493221,4.067689,4.260159,2.896032,8.79407,1,2,9.541764,1,benign
1,1,1,1,2,1,3,1,1,benign
4.893675,8.308989,9.964704,2,5.88275,10,5.29925,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1.990504,2,1,1,2.569313,6.526586,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.441183,1,1,1,2,1,3,1,1,benign
9.421148,9.82419,6.998895,5.45091,4.614544,10,2,4.33413,1,malignant
10.364367,4.547708,6.596794,8.001957,3,10,8.099875,5.426182,1,malignant
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.162182,8.261284,5.411136,3.329423,4.950742,3.785605,8.358517,10,2,malignant
5.606211,4.664553,9.053817,4.86186,4.085817,1,5.986317,2.483037,1,malignant
9.25853,8.311847,3.544828,5.861064,4.445915,10,4.569366,5.786691,9.502258,malignant
2.646686,1,1,1,2,1,1,1,1,benign
5.093545,6.614151,6.195196,3.634863,4.603032,10,5.301613,3.021058,1,malignant
2.946758,1,2,1,1,1,3,1,1,benign
8.343284,6.568488,6.298552,4.560493,3,10,3,4.273933,3,malignant
1,2.660554,1,2,2,1,3,6.624143,1,benign
5.15216,1,1,1,2,1,3,1,1,benign
4.549311,1,3.263019,1,3,1,1,1,1,benign
4.931078,9.724518,2,9.969299,6.835751,10,4.482213,10,1,malignant
7.478815,9.998668,8.322761,2.680732,6.4882,2.381718,3,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
4.565705,1,1,1,2,2.200097,1,1,1,benign
2.599665,1,1,1,1,1,1,1,1,benign
9.031708,4.63383,3.65124,9.720796,4.041922,5.044148,3,2.172018,10.798452,malignant
4,1,2,1,4.541564,2.075273,4.654354,5.139889,1,malignant
5.021984,7.492852,2.57278,2,8.977684,10,7.385195,10,5.725298,malignant
1,1,1,1,2,1,2,1,1,benign
9.406773,9.503593,9.9907,1,11.562372,4.442686,6.643008,10,5.642201,malignant
4,2.825473,1,2,2,1,2,1,1,benign
5.433682,6.753015,6.24162,6.645947,2,10,4.169493,1,3,malignant
10.449978,4.48623,5.61362,8.823331,3,10,2,4.631311,3,malignant
1,1,1,1,2,1,3,5.168537,1,benign
5.252287,8.425525,5.449251,6.91703,9.194059,9.078243,3,9.493162,1,malignant
5.597876,7.00915,4.656892,3.153821,3.744006,1,7.393243,5.385753,9.361496,malignant
5.244176,5.859188,5.973989,2,8.637849,2.994059,7.067394,10,3,malignant
2.527057,1,1,1,2,1,1,1,1,benign
9.478873,10.381016,8.555908,3.874831,7.396151,3.01357,7.7736,10,1,malignant
5.406775,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.323205,3.145146,4.42358,1,4.24631,2.189374,7.162903,6.474613,8.998562,malignant
2.694458,2.687835,2,2,1,1,4.766839,1,1,benign
9.884935,8.473045,5.848441,8.050939,4.191064,1,7.441256,7.478042,1,malignant
1,1,1,1,2,1,2,2.549141,1,benign
4.502134,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.120429,1,1,1,2,1,2,1,1,benign
5.349829,3.639493,4.82046,10.080786,6.903302,10,9.285477,6.232311,7.425624,malignant
4,7.516955,1,9.975173,5.120991,1,2,7.035939,1,benign
1.934357,1,1,1,2,1,2,1,1,benign
4.871686,1,1,1,2,1,2,1,1,benign
4,1,1,2.921687,2,1,2,7.041033,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,2.95521,3,1,1,benign
4.926268,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,8.432936,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.986793,1,1,1,2,1,2,1,1,benign
2.902959,1,1,1,2,1,2,1,1,benign
3.094938,1,2,1,1,1,2,1,1,benign
1.992402,1,1,1,2,1,3.300801,1,1,benign
4.524101,7.557746,4.264657,4.071136,3,9.115298,7.312942,8.361217,1,malignant
8.038298,7.085182,10.443468,1,3,5.244356,4.395758,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.132263,1,1,1,2,1,3,1,1,benign
1,1,1,7.263026,2,1,1,1,1,benign
7.858659,2.263534,3.961802,3.518979,2,5.01878,3,8.412048,7.581426,malignant
2.499301,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,2,2.211728,1,benign
2.829301,1,1,1,1,1,1,1,1,benign
3.308311,1,1,1,1,4.573556,1,1,1,benign
5.023013,4.135755,3.614928,6.50136,3,10,4.666389,2.044579,3,malignant
5.323694,1,1,1,2,1,2,1,1,benign
4.961061,3.134341,3.835966,2.620172,10.997193,2.41231,4.823628,5.543884,1,malignant
7.527747,5.512185,10.177831,2.830944,3,1,6.957624,1,1,malignant
2.480783,5.385632,3.379136,3.200283,3,2.937397,1,2.820963,3.172068,malignant
8.299181,7.601528,5.604371,9.798266,3,10,7.656345,7.541718,9.279719,malignant
5.625649,10.327719,10.348745,5.932605,8.428926,1.450599,4.603727,3.371105,1,malignant
8.084476,6.461894,6.207673,10.203673,4.008414,1,5.878479,1,1,malignant
8.394797,4.152482,3.46999,2.557376,7.147384,1,2,1,1,malignant
4.897146,6.859162,5.690683,10.021364,2,3.277324,4.659274,8.876621,1,malignant
9.849395,7.208369,3.738646,2,4.702066,3.219754,7.501749,10,1,malignant
8.733086,10.025757,9.5815,10.027148,6.047736,10,1,10,1,malignant
5.256697,9.907089,6.095395,3.508569,5.094102,7.733105,7.735787,5.003658,2,malignant
1,1,1,1,2,1,2,1,1,benign
3.916848,2.527006,2,1,2,1,3,2.503102,1,benign
4.109156,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.588767,1,1,1,4.575863,1,5.159099,1,1,benign
5.052989,1,1,1,2,1,1,1,1,benign
5.36768,5.969077,5.828431,2.622824,5.204473,10,9.017272,7.201492,3,malignant
8.24852,4.478867,3.540939,6.21556,4.254791,5.555483,4.530858,1,1,malignant
2.616278,2.924171,3.069594,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1.986302,2,3.753871,2,1,4.162593,1,1,benign
3.041632,1,1,1,2,1,3,2.383708,1,benign
9.142455,5.242889,7.280703,9.652618,3,10,5.446514,2.829609,5.842786,malignant
1,3.19176,2,1,2,1,1,2.431967,1,benign
4,1,1,2,2,1,3,3.200064,1,benign
2.315298,1,1,1,2,1,2,1,1,benign
9.768994,9.679241,8.745212,10.334889,8.105053,10,4.999428,10,3,malignant
5.084572,1,1,1,2,1,3,3.015813,1,benign
1,1,1,2,2,1,3,1,1,benign
7.47797,7.473662,9.075711,2,3.772781,10,3.754586,7.417829,5.293929,malignant
1,1,1,1,2,1,1,1,1,benign
5.27116,2.544596,2,2,1,1,5.998674,2.330827,1,benign
5.398101,10.129972,8.855145,1,3.939893,1,9.316463,3.321517,1,malignant
2.651092,1,2,1,2,1,3,1,1,benign
4.801814,1,1,1,2,1,3,1,1,benign
1,2.75865,2.618964,2,8.494889,1,3,1,1,benign
4.712246,3.866464,6.446277,3.333185,3,2.132742,7.120067,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.969865,1,1,1,2,1,3,1,1,benign
5.411669,1,1,1,2,1,2,1,2,benign
6.413387,9.733323,8.345099,9.837974,6.557559,10,6.783442,8.548399,1,malignant
1,1,2,1,2,1,1,1,1,benign
4.874285,1,1,2,2,2.616861,3.939619,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.305673,10.144783,9.786348,9.914402,8.054497,10,5.516749,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.980382,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.915955,1,1,1,2,1,2,1,1,benign
2.688691,1,1,1,2,1,1,1,1,benign
2.64275,1,3.30869,1,2,1,2,1,1,benign
2.914589,4.637341,1,2.875048,2,1,5.204492,1,1,benign
8.723457,4.86494,5.499771,1,3,8.484405,7.360673,3.881549,3,malignant
8.827598,4.096876,6.347713,6.187936,6.648592,8.064178,5.523289,1,11.646048,malignant
4,1,1,1,2,2.717113,2,1,1,benign
9.135965,6.350275,9.039918,3.467781,9.423066,4.958572,3.606173,6.827093,3,malignant
5.136645,6.899802,6.87623,6.552657,3,10,3.540807,8.041755,2,malignant
4,1,1,1,2,1,1,1,1,benign
2.570639,3.828971,4.861238,10.161748,7.18693,10,4.229265,6.446159,2,malignant
1,1,1,1,2,1,2,1,1,benign
5.277361,7.813353,4.62676,9.734437,2,2.667301,7.039831,1,1,malignant
2.294394,1,1,1,2,2.922966,2,2.45933,6.415535,benign
5.503948,4.589729,9.969732,9.670658,6.560232,1,3.943138,3.503259,1,malignant
9.698229,4.3074,5.555603,3.353607,5.153046,10,5.030709,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
3.204677,2.674976,2,1,3,1,5.022969,1,1,benign
3.167003,1,1,1,2,1,2,1,1,benign
2.331257,1,1,1,2,1,3,1,1,benign
10.151507,5.074879,7.044066,1,3,3.025599,7.710951,7.789737,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.994966,9.701054,10.399497,4.969737,4.212409,6.60907,9.160103,1,6.426534,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.586021,1,1,1,2,1,2,1,1,benign
4.807163,1,3.39123,1,2,1.311032,2,1,1,benign
8.389534,4.5582,3.448771,5.264548,4.15308,1.816114,5.625663,1,8.611693,malignant
1,1,1,2,2,1,2,1,1,benign
2.237658,1,1,1,2,1,3,1,1,benign
2.419549,1,1,1,2,1,1,2.393879,1,benign
5.375101,1,1,1,2,1,2,1,1,benign
7.862474,5.070415,6.574871,3.340106,4.203426,10,4.265766,3.475852,2,malignant
1,1,1,3.013343,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.103571,1,2,1,2,1,3,1,1,benign
4,2.148283,1,3.55313,2,2.890396,1,5.171091,1,benign
5.231247,1,3.654466,1,2,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,7.68212,8.509198,5.359789,4.245062,6.912398,9.790312,9.096931,3,malignant
3.705895,1,1,1,1,1,1,1,2,benign
9.520836,6.734268,9.417075,7.096039,7.555422,10,3,10,1,malignant
8.418258,7.561871,4.199608,1,8.057728,6.004322,5.998114,10,1,malignant
2.399937,9.798931,8.976866,3.245942,8.300836,1.824882,8.244775,2.853248,2,malignant
12.244918,6.081222,5.818091,9.914248,8.637425,10,8.055713,5.830402,2,malignant
8.940759,7.708769,8.919617,5.72909,9.212215,10,9.148491,10,1,malignant
5.063086,1,1,1,2,1,2,1,1,benign
9.797231,9.453312,9.24968,7.756876,3,10,3.481645,10,1,malignant
9.813127,8.696954,9.734102,7.207113,8.366587,2.375984,5.430849,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.364739,1,1,1,2,1,2,2.442343,1,benign
9.76166,7.304213,9.216988,9.425702,4.351683,10,7.478301,1,1,malignant
1,1,3.324346,1,2,1,3,2.781386,1,benign
5.237825,3.029765,3.945862,1,1,1,1,1,1,benign
4,3.555635,5.554165,4.190286,3,3.558221,5.495357,4.771577,1,malignant
5.290339,1,1,3.62506,2,1,2,1,1,benign
5.834814,1,2,1,2,3.054782,1,1,1,benign
3.077602,1,1,1,2,1,1,1,1,benign
2.245358,1,1,3.317561,2,1,3,1,1,benign
5.431695,1,1,3.264854,2,3.753876,3,1,1,benign
11.709073,9.567989,10.797178,1,8.99092,4.040844,7.894058,1,1,malignant
3.209341,5.668971,3.860073,3.507357,3,1,9.472006,10,2,malignant
5.264015,6.627218,5.728768,6.545242,5.074525,10,3,1,1,malignant
2.977097,1,2,1,2,1,3,1,1,benign
5.109999,1,1,1,2,1,2,1,1,benign
1,3.226453,1,3.175437,2,3.140558,1,2.201654,1,benign
2.328084,1,1,1,2,1,1,1,1,benign
1,2.808407,3.692777,2,2,1,3,1,1,benign
8.171005,1.527425,3.915384,6.182365,3,2.781619,4.893044,2.103733,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,4.00774,2,1,1,1,1,benign
2.201545,1,1,1,2,1,3,1,1,benign
4,1,1,9.524226,2,10,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4.775632,1,1,1,3,1,2,1,1,benign
4,2.085313,3.028917,1,2,1,3,1,1,benign
8.344294,4.698213,5.480861,3.515495,4.418311,10,4.853466,1.817291,2,malignant
1,1,1,3.945313,2,1,3,1,1,benign
5.075811,4.874672,9.473265,1,3,1,2,2.129366,1,benign
7.959811,4.241542,10.383657,1,8.521527,10,3.922509,4.798781,3,malignant
1,1,1,1,3,1,1,1,1,benign
10.304541,10.120366,8.919926,5.829001,6.194124,10,7.79062,10,1,malignant
5.039843,6.601886,5.157496,3.755338,8.945972,7.879499,4.147485,8.063155,1,malignant
2.834389,4.500396,5.038724,5.958799,3,10,6.445228,1,1,malignant
7.935142,2.707586,3.096047,2,2,10,7.989338,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.413011,1,1,1,2,1,1,1,1,benign
2.829509,1,1,1,3,1,2,2.398624,1,benign
1,4.118875,2,4.70495,3,10,2,4.893218,1,benign
8.044036,9.468034,7.43368,1,9.306955,10,9.072177,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.054712,10.18827,8.703574,1,5.418321,4.653457,7.33288,2.585188,9.902377,malignant
4,1,1,1,2,2.10385,1,1,1,benign
1,1,1,1,2,1.625915,1,2.052226,1,benign
5.206951,4.0215,6.689665,9.813858,3.788207,10,7.214192,2.115238,3,malignant
1,1,1,2,2,3.584535,1,1,1,benign
5.16693,2.647209,2,1,3,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.124856,3.316947,1,4.025146,3,3.330469,3,1,1,benign
6.528616,1,1,1,2,1.992309,2,1,1,benign
8.810832,3.164089,2,2,1,10,3,3.384702,6.157118,malignant
1,1,1,1,2,1,1,1,1,benign
3.459011,1,1,1,1,1,2,1,1,benign
2.99595,1,1,1,2,3.497391,2,1,1,benign
5.50486,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,8.841438,11.42291,6.955189,3,10,4.087521,1,1,malignant
5.843125,9.423588,9.424555,3.575142,7.405614,3.016603,7.029202,1.979144,1,malignant
4,2.70608,8.34135,2,2,1,3,2.707449,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.656521,6.985356,3.738714,6.261542,4.304214,5.442304,3,10,1,malignant
2.310299,1,1,1,2,2.163812,3,1,1,benign
2.783705,2.991632,2,1,2,1,3,2.838449,1,benign
2.650289,1,1,1,2,1,3,1,1,benign
2.95951,2.511356,2,3.031608,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.986267,9.897718,8.412264,3.003553,4.810019,3.973541,8.168637,4.229616,2,malignant
5.149026,4.444068,5.915382,9.905588,2,10,7.919841,6.378945,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.668101,1,1,1,1,3.476816,3,2.326642,2,benign
9.125621,8.405652,5.837675,6.569761,9.077835,10,9.069531,9.491691,2,malignant
1,1,1,2,2,1,2,1,1,benign
1,3.015975,1,7.74432,2,1.957399,1,1,1,benign
7.178066,6.120873,3.257597,5.226266,5.326785,10,3.585029,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,2.18452,2,3.023719,3,1,1,1,1,benign
5.797944,1,1,1,2,8.849105,1,1,1,benign
5.472904,4.798746,4.917655,3.301084,3,3.553149,9.185189,5.292767,1,malignant
8.217445,1,1,1,2,1,1,1,1,benign
2.917403,2.001861,1,2.963913,2,1,5.347313,1,1,benign
3.312023,1,3.100107,1,2,1,2,1,1,benign
1,3.334248,2,1,2,1,1,3.003838,1,benign
2.768283,9.72045,7.097375,10.268094,4.497869,1,1,1,1,benign
2.756345,1,1,1,2,1,3,1,1,benign
2.51725,5.012566,5.094421,6.039765,3.857969,10,4.458505,1,2,malignant
7.557785,2.258567,6.946483,2,8.20694,7.417639,5.300582,2.677304,3,malignant
1,1,1,3.434374,2,1,3,2.472829,1,benign
4.843439,1,1,1,3,1,3,1,1,benign
2.886297,1,2,1,2,1,3,1,1,benign
8.764774,9.845585,7.14217,10.087633,3,6.174839,8.927184,10,1,malignant
4.856319,9.99386,9.123507,2.628526,5.414907,4.829722,7.322599,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.618585,4.011234,2,9.443656,3,10,3.808525,1,3,malignant
1,1.858961,3.304283,1,2,1,2,1,1,benign
6.644644,9.667156,10.22145,7.226801,5.656841,10,6.74812,10,3,malignant
1,2.715178,1,1,3,1,4.96677,1,1,benign
8.602346,4.7239,3.39705,3.129599,2,10,9.790719,1,1,malignant
5.671118,1,1,1,2,1,2,3.014475,1,benign
8.568583,3.612156,3.171395,3.379327,3,7.419191,3,5.204375,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.445864,1,benign
3.442348,1,1,1,2,1,1,1,1,benign
11.236005,2.997178,3.061468,3.506376,3,10,5.429075,6.428128,3,malignant
7.429309,10.061029,9.859965,7.533649,4.439539,10,8.893229,10,1,malignant
5.482886,10.387663,7.071392,6.587153,6.317659,10,7.252643,10,1,malignant
9.454546,10.370996,7.898254,9.809475,9.39594,10,4.806455,7.820232,6.858334,malignant
7.451553,7.978402,5.600914,3.356864,4.708877,9.034362,1,10,1,malignant
5.15602,2.540113,6.154415,1,4.949041,2.844602,5.586074,10,3,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,3.513361,1,2,1,1,1,2,benign
2.287653,1,1,1,2,6.504459,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.116293,2.846043,4.207711,3.542274,3,4.420489,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.732717,4.313081,3.813888,1,3.702348,1,7.194149,7.054726,2,malignant
8.73465,4.614816,6.524661,3.928208,3,7.646216,4.719464,2.414616,1,malignant
2.244174,9.551403,6.629142,5.674281,5.138474,3.035132,3.802076,2.737168,1,benign
9.600185,1.981752,4.399491,3.75535,3,10,4.731765,2.063206,1,malignant
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1.944194,1,benign
1,3.571248,1,1,8.254576,1,3,7.482939,1,benign
4,1,1,3.124921,2,10,3,1,1,benign
5.372343,1.850203,4.479757,2,3,10,8.632367,3.856462,2,malignant
1,1,2.857852,1,2,1,3,1.656771,1,benign
9.149203,2.739148,6.979948,5.69065,4.319844,10,3,7.09113,1,malignant
4.78368,2.978287,3.49073,2,2,4.203681,3,1,1,benign
7.662332,9.628336,10.002623,9.453879,8.378167,10,3,10,1,malignant
8.912078,9.903607,8.779549,4.382847,4.537728,3.173798,8.752582,10,5.947824,malignant
4,1,2,1,2,1,3,1,1,benign
8.813275,2.247445,2,4.580782,3,10,6.738162,4.776863,1,malignant
7.583079,7.927345,6.856582,4.338071,4.812376,1,8.600422,1,2,malignant
5.894483,1,1,1,2,1,1,1,1,benign
10.383086,4.679894,6.834087,9.883024,4.300342,10,2,10,3,malignant
4,1,1,1,2,1,3,1,1,benign
9.538345,1,2,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.414354,2.586291,3.757399,3.339076,4.348575,8.402608,4.155797,10,1,malignant
1,3.109971,3.574635,1,2,1,2,2.495815,1,benign
4,1,1,2,2,1,1,1,1,benign
9.053883,5.071834,2,7.090773,3,10,9.056652,8.013054,1,malignant
1,1,1,1,2,2.850991,2,1,1,benign
3.244573,1,1,1,2,1,2,1,1,benign
5.070445,2.518122,6.387788,1,4.856596,3.461513,6.091834,5.420956,1,malignant
2.29191,1,2.609133,1,2,1,2,1,1,benign
7.460855,6.725546,9.579059,3.645727,4.618941,10,3,3.242523,9.826459,malignant
2.712891,1,1,1,2,1,3,1,1,benign
7.751185,9.923685,3.491177,4.457878,6.803183,2.328787,3.394593,10,3,malignant
1,1,4.231417,1,2,1,2,1,1,benign
1,1,1,2.554539,2,1.957418,1,1,1,benign
4,1,1,1,2,1.990891,1,1,1,benign
2.884614,1,1,1,2,1,3,1,1,benign
9.939525,10.14651,8.8228,4.891904,8.03408,1.90606,6.595004,2.69819,5.750572,malignant
5.363926,1,1,1,8.648869,1,2,1,1,benign
1,1,1,1,2,2.805503,6.784331,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,5.939861,9.686914,1,7.021635,1,3,8.460612,1,benign
10.080485,9.526606,8.812859,10.369247,5.112111,3.868587,5.700901,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.340536,1,1,1,1,1,1,2.143732,2,benign
5.662992,4.227065,2,5.463917,3,1,7.853767,1,1,malignant
8.742917,10.220779,9.883687,7.113227,7.081494,10,3,2.5491,2,malignant
4,1,2,2,3,1,2,1,1,benign
2.987452,2.844112,2,1,2,1,1,9.163616,1,benign
1,2.925864,1,3.203794,4.444268,2.890844,3,2.782737,1,benign
4,1,1,1,2,1,1,1,1,benign
10.937671,7.425734,7.978946,2,2,10,3,1,9.67266,malignant
4.967597,4.272113,5.483158,10.015137,3,10,7.619342,2.874376,1,malignant
8.775374,9.887388,8.001607,5.285614,4.65142,1.414818,8.652668,1,2,malignant
5.464044,1,1,1,2,1,3,1,1,benign
5.867382,1,1,1,2,1,2,1,1,benign
9.927795,1.715054,4.889442,1,3,10,3,8.168763,1,malignant
2.473681,1,1,2,2,1,1,1,1,benign
7.666314,4.176113,9.083772,2.595899,4.906485,1,8.291762,4.528827,1,malignant
4,1,1,1,2,1,2,2.407081,1,benign
4,1,1,1,1,1,3,1,1,benign
2.863998,6.810256,6.167199,3.670615,8.587495,4.015321,3,1,1,malignant
4.733363,1,1,1,2,1,3,1,1,benign
8.829147,9.778887,6.028144,9.660798,8.763075,10,6.180036,7.925915,1,malignant
5.058294,1,1,1,2,1,1,1,1,benign
8.790438,3.461415,4.030119,1,2,10,4.328683,5.922783,1,malignant
7.853127,6.921207,8.62513,2.713323,8.939411,1,6.880735,4.877688,2,malignant
8.20562,4.28103,5.410245,9.833175,10.281612,10,4.021467,7.695088,3,malignant
1,1,1,1,2,2.542853,1,1,1,benign
2.419749,1,1,1,2,1,3,1,1,benign
1,1,4.024535,1,2,1,3,1,1,benign
5.208319,2.385221,3.695404,8.278514,2,7.360803,7.26081,1,1,malignant
10.064202,2.489532,2.845806,1,4.936704,1,8.842608,2.108337,2,malignant
7.743473,10.020433,10.701873,3.065978,8.615055,5.337875,6.180323,10,1,malignant
4,1,1,1,1,1,2,1,1,benign
4,3.168404,2,1,2,1,1,5.868816,1,benign
5.468451,2.767769,3.552275,3.598431,2,1,3,1,1,benign
4.771173,6.101756,8.81427,10.332226,2,1,9.313272,10,1,malignant
9.553397,9.975826,9.613043,3.861347,6.414925,10,7.07119,2.336848,4.68662,malignant
2.936522,3.207837,3.694188,1,1,1,3,1,1,benign
2.391764,2.426867,3.811609,1,1,1,3,1,1,benign
4.613859,1,1,1,2,1,3,1,1,benign
1,2.90654,3.750759,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.103575,1,2,1,2,1,2,1,1,benign
8.696023,5.274166,4.040366,3.737383,2,8.592387,5.264856,2.180586,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.538625,1,1,1,2,1,1,1,1,benign
4,1,1,3.871773,2,1,1,1,1,benign
4,4.898321,5.095612,9.718901,3,7.992709,3,4.817169,1,malignant
3.25417,9.365319,9.515715,2,9.141906,10,6.440148,2.211975,10.712949,malignant
5.383801,1,1,1,2,3.085932,3,1,1,benign
5.100334,1,1,1,1,1,2,1,1,benign
1,7.496592,5.843144,1,3,2.134713,5.826318,8.047754,1,benign
2.989056,1,1,2.729036,2,6.282034,3,1,1,benign
4,1,1,1,2,1,4.298002,1,1,benign
4,5.629845,6.495493,3.367799,4.305877,8.128964,4.788121,6.60791,1,malignant
5.541308,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1.98135,1,2,1,2,1,2,1,1,benign
9.47658,2.85554,4.153242,6.79272,3,7.107404,3,4.573444,2,malignant
9.182611,4.762673,5.588764,4.759622,4.10876,4.868299,4.103563,1,1,malignant
7.817211,4.706613,6.533977,9.787272,5.640685,10,6.847977,5.345697,1,malignant
8.89931,5.597273,2.584845,7.270344,5.004233,5.941582,3,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.047985,5.546628,5.928621,3.758365,4.787839,5.362631,8.333174,2.305133,1,malignant
5.3383,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.593353,9.595212,4.709169,3.576784,8.651269,10,8.72295,2.3865,1,malignant
1,1,1,1,2,1,1,2.758238,1,benign
1,1,1,1,2,1,2,1,1,benign
5.702167,1,1,1,1,1,2,1,1,benign
5.859517,1,1,2,2,1,1,1,1,benign
5.001287,1,1,1,1,1,2,1,1,benign
9.769296,8.180275,7.048582,3.357868,7.521022,7.760251,8.538495,2.807332,1,malignant
1,1,3.233578,1,2,1,3,1,1,benign
9.864944,3.374968,3.594116,1,3,2.102165,3,3.530464,8.951526,malignant
4.835938,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.243265,7.287334,9.356511,5.919257,3,10,3,4.293274,1,malignant
4.409448,1,4.816246,1,1,6.571947,4.294152,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
7.819537,3.233186,5.941423,3.328869,2,10,4.318215,1,1,malignant
3.09005,4.736759,2.94878,3.625487,3,1,6.691192,3.586306,1,benign
1,1,1,1,2,1,3,1,1,benign
6.881044,10.312122,9.693454,10.021906,4.949832,10,5.4061,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,2,1,1,benign
8.842604,4.325736,8.859028,8.64771,5.722483,10,10.69893,6.081519,7.018265,malignant
4,2.833098,1,1,5.363688,1,1,1,1,benign
7.497328,4.330775,3.498857,4.066085,3,10,7.565093,10,1,malignant
1.209543,9.729666,8.832747,5.809811,7.447413,10,4.469142,7.592137,1,malignant
2.305481,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,3.547364,2,1,2,1,1,benign
5.182284,2.475742,1,3.166613,2,1.684366,3,1,1,benign
1.974615,1,2.662902,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,3.628465,3,10,3,1,1,benign
3.625597,1,1,1,2,1,2,1,1,benign
5.464209,1,3.669467,1,2,1,3,1,1,benign
9.748561,9.724971,10.34282,5.568123,5.090725,10,3,10,1,malignant
2.311265,3.239141,1,3.788012,1,1,3,3.578821,1,benign
1,2.577025,2,1,2,1,6.445486,1,1,benign
8.215979,10.193637,8.935437,5.874691,10.447891,10,8.777351,4.797098,3,malignant
5.162167,4.577781,10.056156,7.584174,2,10,7.664543,3.254288,1,malignant
9.504591,6.203957,8.142152,7.112205,4.303222,1,4.707325,10,1,malignant
3.063477,1,1,2,2,1,1,1,1,benign
4,1,3.478652,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.119593,9.928638,8.706629,9.667969,5.072158,10,5.748279,10,1,malignant
2.527269,1,1,1,2,1,3,1,1,benign
5.414762,1,1,1,3,1,3,1,1,benign
8.108508,7.229955,5.935545,3.060618,4.281405,5.968391,4.512961,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.189401,10.081725,9.751383,9.736186,3.586624,10,7.624749,2.469298,1,malignant
2.442204,1,1,1,2,1,3,1,2,benign
1,4.663735,3.194757,5.807587,8.305645,1,3,3.13976,2,benign
1.715417,2.668539,1,1,2,1,3,1,1,benign
2.482559,1,3.99493,2,1,2.826663,2,1,1,benign
5.149147,5.745428,5.084924,7.615862,8.529794,6.804096,2,7.879121,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.019,1,1,2.646031,2,1,2,1,1,benign
1.813145,1,1,1,2,1,2,2.434229,1,benign
4,1,1,1,2,1,1,1,1,benign
9.057976,2.69544,6.911152,1,6.912985,1,7.260518,10,3,malignant
9.250663,9.878287,10.466189,9.739314,7.904993,10,7.007553,1,1,malignant
2.626792,1,1,3.407735,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.905152,7.633285,9.737905,3.48484,3,4.267595,3,1,1,malignant
2.862895,1,1,1,2,1,2,1,1,benign
9.857769,4.23048,5.779636,2,3,10,8.116647,2.619145,1,malignant
9.276882,2.920309,3.469227,3.075578,2,5.115059,3,1,3,malignant
8.800217,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.172562,4.527412,4.409193,1,3,10,2,7.619453,1,malignant
9.034,4.722042,5.672335,3.615304,5.147674,1.984212,5.420314,4.230825,1,malignant
5.180205,2.539442,4.126176,3.619332,4.794978,7.844064,4.931598,1,1,malignant
4.986272,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.96735,2,1,1,1,3,1,1,benign
1,1,1,1,2,2.268097,2,1,1,benign
3.212552,1,1,1,3,3.250744,3,1,1,benign
5.439968,9.938051,7.249791,9.431562,6.97153,1,3,10,1,malignant
5.221008,2.807412,3.530278,1,3,10,3.744514,8.029211,3,malignant
1,2.265094,2,4.428633,2,1.777163,4.450808,10,1,benign
7.240759,4.653484,6.095021,2,3.801716,9.074156,8.051175,6.893479,3,malignant
5.513156,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,2.097115,1,benign
5.716742,7.133456,5.283679,9.921539,4.660807,10,3,9.249843,1,malignant
5.738256,9.737196,9.599241,2.950803,9.50395,10,7.665467,10,10.146454,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,9.256943,7.935349,6.200556,4.161418,10,7.227565,10,1,malignant
4.733751,4.255893,6.206371,10.262292,3,1,10.37535,1,3,malignant
6.274658,9.82141,7.954346,1,7.551449,7.573417,6.681328,1,3,malignant
3.468347,1,1,1,2,1,1,1,1,benign
1,2.955622,1,2,2,2.702646,1,2.142649,1,benign
5.348276,1,1,1,1,1,2,1,1,benign
4,5.146675,3.639928,1,10.210203,2.478869,3,2.707685,1,benign
4,1,1,1,1,1,2,1,1,benign
10.774884,9.932305,3.239637,10.264323,4.711692,10,5.400312,10,1,malignant
1,1,1,1,2,1,2,2.67066,1,benign
10.377068,9.905003,10.154445,9.866663,7.452282,10,7.113373,10,1,malignant
1,5.400106,3.269141,3.116989,8.015074,10,9.238748,1,3,malignant
4,3.765802,6.909022,3.317481,3.273864,1,1,3.11727,1,benign
4,2.432943,2,1,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.513601,1,1,1,2,2.153207,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.53665,1,2,1,2,1,2,1,1,benign
3.465383,1.689585,3.083625,2,6.026232,1,2,7.530609,1,benign
1,1,1,1,1,1,3,1,1,benign
5.392005,1,1,1,2,1,2,1,1,benign
9.393101,4.704226,5.38595,1,8.638274,2.731375,6.819769,4.809286,2,malignant
2.241615,1,1,3.354325,2,1,2,1,7.499014,benign
7.412102,3.222899,2,3.669683,4.896909,10,8.198131,4.113255,1,malignant
1,5.417746,6.928908,2.882561,4.489679,1,5.551418,1,1,benign
6.17913,10.378178,8.991318,5.34596,4.869887,10,3,10,3,malignant
11.571855,9.887875,9.233758,5.863806,8.704834,10,4.018713,10,9.545503,malignant
1,4.2745,3.031616,1,3,1,2,2.747373,1,benign
5.49743,9.181676,9.035195,1,12.676814,2.589929,8.02389,10,1,malignant
2.254266,1,1,1,2,1,2,1,1,benign
3.21015,1,1,1,2,1,2,1,1,benign
4.214739,7.079121,7.84677,3.629553,6.030502,7.761747,5.865165,10,1,malignant
3.302106,1,1,1,2,1,3,10,1,benign
3.102975,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.371915,10.023488,9.16926,1,7.324423,2.223811,2,10,1,malignant
8.602373,7.723174,9.583464,7.092897,7.422914,4.31358,4.32456,4.964766,2,malignant
10.316078,10.064929,9.205589,7.810666,3.679462,7.828558,9.961774,2.60934,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,2.634451,2,1,1,2.228511,1,benign
3.553977,1,1,2,2,2.756498,2,1,1,benign
4,1,1,1,2,3.068756,2,1,1,benign
8.393889,3.363557,2,2,2,5.006128,3.990262,5.258135,1,malignant
5.167439,10.070688,9.317525,7.526797,3,10,6.863283,7.705735,1,malignant
5.007159,5.901085,10.808977,9.647284,5.065618,10,8.451109,7.654405,3,malignant
1.382818,1,1,1,2,1,2,2.716951,1,benign
2.221586,1,1,1,2,1,2,1,1,benign
4,2.746891,1,3.702701,2,1,2,1,1,benign
5.794156,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.461988,1,1,1,2,2.489551,2,1,1,benign
1,2.15252,2,1,2,1,3,5.922336,1,benign
10.53386,1,1,1,2,1,2,1,1,benign
5.212229,2.683369,2,2,2,1,3,1,1,benign
4,4.358254,4.116026,5.586776,6.873736,10,6.951399,7.31699,1,malignant
5.201011,2.451662,2,1,2,1,4.615275,2.922014,1,benign
1,1,1,1,2,1,3,1,1,benign
5.621333,7.287954,9.331499,2,8.980348,9.921939,3,9.200339,1,malignant
5.983911,1,1,1,2,1,1,1,1,benign
3.117223,1,2,1,1,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,2.224584,1,benign
2.308528,1,2,2,2,1,3,1,1,benign
3.394262,9.921649,9.508258,6.709319,9.314895,8.839247,5.387848,8.402284,1,malignant
3.265592,1,1,1,2,1,3,1,1,benign
5.051743,2.386666,2.44164,1,1,1,1,1.491202,1,benign
4.807921,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.479457,10.446942,10.065173,9.938694,8.511773,10,7.43145,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,2.117893,2,1,3.137665,1,3,2.737216,1,benign
8.898408,7.972664,8.935426,3.686096,4.505355,7.896011,9.252784,3.188344,3,malignant
3.180152,6.81144,6.420141,2,4.31324,5.392084,7.000314,1,9.223367,malignant
1,1,3.827135,1,2,1,2,1,1,benign
8.044099,2.904747,3.856688,1,3,10,6.759882,2.517566,1,malignant
4.319361,1,1,1,2,10,1,1,1,benign
10.078157,1,2,5.816866,3.886251,1,2,1,1,malignant
2.541419,4.988363,2,7.38385,3,1,8.407971,1,1,benign
2.204443,1,1,1,2,1,1,1,1,benign
4.738492,9.615546,8.258179,6.865824,9.005949,8.444328,4.677583,8.187797,1,malignant
5.170647,6.316791,6.04197,8.074482,4.525263,6.532066,8.247085,10,1,malignant
1,1,1,1,2,10,3,1,1,benign
4,2.563137,2,5.985772,2,1,1,1,1,benign
2.883908,1,1,1,2,1,1,1,1,benign
3.200732,1,1,2,2,1,3,1,1,benign
3.233545,1,1,1,1,1,4.902832,1,1,benign
1,1,1,1,1,1,2,2.473588,1,benign
7.353699,6.585633,2.572764,10.507933,10.622848,10,7.300751,10,4.495032,malignant
9.090243,4.239473,6.036021,3.772232,2,4.341361,7.011676,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.173985,2.541084,2,1,2,1,2,1,1,benign
9.235625,6.971267,10.342096,2,4.018938,10,7.928696,10,3,malignant
5.057823,9.935203,1,6.971676,6.985907,10,8.306143,10,3,malignant
1,7.172596,5.712845,2,9.757018,9.626801,4.155625,7.194692,9.619909,malignant
5.351041,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,2,1,1,2,1,3,benign
5.612959,6.327063,3.99184,10.403329,5.053828,1,6.435857,10,1,malignant
4.832793,1,1,1,2,1,3,1,2,benign
8.878889,2.787595,7.564133,3.76553,3,1.689917,3,5.656777,1,malignant
8.618487,4.521378,6.274915,5.728058,2,7.87857,7.6291,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
7.651563,6.559009,9.925385,6.869322,4.407795,1.93678,4.760781,8.66482,1,malignant
4,2.466026,2,1,2,1,2,2.092605,1,benign
2.386107,1,2.918802,1,2,1,1,1,1,benign
2.250117,1,1,1,2,9.306465,2,1,1,benign
1.386351,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1.877358,2,2,1,1,2,1,1,benign
8.930162,6.85313,6.102539,6.582274,5.171706,7.190767,7.225895,9.172128,6.504703,malignant
4.415219,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
4.898079,1,1,1,2,1,1,1,1,benign
5.318721,1,1,1,2,1,2,1,1,benign
9.565059,9.681412,9.571396,9.599912,7.657088,10,9.247821,10,3,malignant
2.320837,2.258306,2,5.080821,2,3.031681,1,2.082693,1,benign
1,2.366058,2,1,2,3.200917,3,1,1,benign
7.267979,9.420168,9.419334,9.864731,9.951118,10,7.816487,2.638263,1,malignant
2.425691,4.576037,6.315139,2,2,9.921009,5.135762,3.453911,1,malignant
5.512289,1,1,1,2,1,2,1,1,benign
1,1,1,2,3,1,1,1,1,benign
4,5.034933,6.902504,3.558368,7.440904,10,4.959936,2.567808,1,malignant
5.406029,1,2,1,1,1,3,1,1,benign
1,1,1,1,3,1.961055,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
5.151712,2.378981,3.804881,2,3,10,1,1,2,malignant
6.419502,5.05396,6.050561,1,2,2.391897,3,4.584535,4.786998,malignant
9.629501,2.672988,2,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.901727,1,1,1,1,1,2,1,1,benign
5.32632,4.399276,6.636361,1,4.592307,1,2,2.396237,1,benign
9.368588,1,2,5.679993,4.280373,8.477577,1,6.350889,1,malignant
3.325529,1,2,1,2,1,1,1,1,benign
8.563952,2.215783,4.723997,6.697843,3,10,3,4.498685,1,malignant
9.187827,8.782168,9.872751,2,6.98212,3.625636,3,8.001848,1,malignant
1,1,2,1,1,1,3,1,1,benign
3.009588,1,1,1,2,1,1,2.577555,1,benign
2.516535,1,1,1,2,1,3,1,1,benign
2.424507,1,1,1,2,1,2,1,1,benign
2.174326,1,1,1,1,1,1,1,1,benign
1,4.383526,6.093423,9.996587,3,10,3,3.461792,1,malignant
2.745194,1,1,1,2,1,3,1,1,benign
2.282432,1,1,1,2,1,1,1,1,benign
1,2.566216,1,1,2,1,3,1,1,benign
1,2.300085,2,1,3.863964,1,2,1,1,benign
7.279676,4.001481,6.53594,1,2,3.243457,7.934343,6.614479,1,malignant
4.742357,1,1,1,2,1,2,1,1,benign
10.528378,8.743914,9.748916,3.266667,8.591704,10,7.983694,10,10.769025,malignant
1,3.004296,2.86497,2.802298,2,1,1,2.836627,1,benign
10.801473,3.779342,6.088815,4.497988,8.197875,3.913707,4.581057,10,3,malignant
4.900149,1,1,1,1,1,1,1,1,benign
5.285838,4.356597,5.709445,9.840026,3,10,4.816343,1,1,malignant
1,1,5.639045,1,2,1,2,1,1,benign
4.42826,2.404639,1,1,2,4.91928,3,1,1,benign
1.903903,1,3.558673,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.311096,4.794701,8.878944,1,2,3.794044,3.675123,10,1,malignant
1.752123,1,1,1,2,1,1,1,1,benign
9.436264,3.879005,6.526272,7.412758,2,8.137685,8.968997,1,3,malignant
5.085552,1.795871,5.801038,1,3.809912,5.45697,3,2.302549,1,malignant
4,2.860488,5.771146,10.117073,3,10,2,5.908495,3,malignant
4,2.388224,2,1,3,1,2,5.881264,1,benign
9.614039,1,4.098532,1,4.398865,10,5.254922,5.065304,1,malignant
2.945957,1,1,1,2,1,2,1,1,benign
7.366717,9.930549,9.718311,7.962873,7.855099,6.149993,10.116313,10,1,malignant
7.398906,4.861569,5.286293,2.79528,3,3.671207,5.344137,2.28453,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.490076,1,1,2,2,1,3,1,1,benign
4.369602,6.526746,10.89851,4.151055,2,10,4.563392,8.512786,9.535229,malignant
5.126274,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.714102,10.049032,9.693914,1,5.381382,10,6.158904,10,9.266814,malignant
2.542777,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.718831,8.061477,8.453583,6.968562,7.606132,10,8.145821,2.497237,1,malignant
5.191941,9.930428,9.112665,2,8.600142,6.031289,5.103917,8.193081,3.253628,malignant
2.401741,1,1,1,1,4.065944,3,1,1,benign
4.985968,1,1,1,2,1,2,1,1,benign
1,2.640241,2.62831,3.766008,3,1,4.059445,1,1,benign
4.728369,1,4.100501,1,2,1,3,1,1,benign
9.010998,3.470416,1,1,7.775732,10,3,5.198811,3,malignant
4.77883,7.40136,2,9.733051,1,1,3.968179,5.12799,1,benign
9.054821,2.083623,9.558593,1,3,10,6.335593,10,10.306902,malignant
2.625651,1,6.61965,6.084772,4.876737,10,5.003358,7.522153,1,malignant
2.887424,1,1,1,2,1,2,1,1,benign
5.489066,1,1,1,2,1,3,1,1,benign
2.32666,1,1,1,2,1,1,1,1,benign
4.668447,2.041878,3.588477,5.215872,3,10,3,1.627779,1,malignant
1,1,2,3.660528,2,1,2,1,1,benign
1,1,1,3.255675,2,1,3,1,1,benign
4.86021,1,1,1,2,1,3,1,1,benign
2.635705,9.821223,3.916378,8.142455,9.978341,10,1,5.776679,1,malignant
2.274725,1,1,1,2,1,2,1,1,benign
5.614474,8.007472,8.562154,7.714918,8.402051,10,5.099501,4.975867,1,malignant
10.453972,9.690453,9.725828,9.789674,4.847155,10,3.83522,10,2,malignant
5.64098,1.91588,2.897658,1,2,1,8.499561,1,1,benign
1,1,2,1,1,1,1,1,1,benign
4.919912,1,1,1,2,1,1,1,1,benign
4.986604,2.805019,3.479348,3.472604,4.094333,10,4.213991,5.786378,1,malignant
4,1.488899,1,1,2,1,2,1,1,benign
6.591007,4.092946,2.865727,5.236336,4.400306,10,3.924058,6.272898,3.473721,malignant
2.206406,1,1,1,1,1,2,2.476539,1,benign
1,1,1,1,1,5.336343,3,1,1,benign
9.74985,5.221658,6.821682,10.173944,4.92072,10,3,4.920088,1,malignant
4,1,1,1,2,4.04421,1,1,1,benign
5.59578,1,2,1,1,6.258336,4.375801,10,3,malignant
4,1,2.372538,1,2,1,2,2.178178,1,benign
5.528714,1,1,1,2,1,3,1,1,benign
7.282581,9.775553,10.255004,10.183099,9.698055,10,6.228005,1.455978,3,malignant
2.53076,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,3.627351,1,4.422283,1,1,1,1,benign
8.772314,10.384715,9.647994,5.428654,8.196419,10,4.191833,10,1,malignant
5.321024,1,1,1,2,1,1,1,1,benign
5.54064,6.585996,10.090771,1,4.476673,1,5.441635,7.030461,1,benign
9.062088,2.842563,2.587036,2,2,3.543755,4.259699,1,2,malignant
3.677852,1,1,1,2,1,2,1,1,benign
4.986216,1,1,1,2,1,3,1,1,benign
5.517088,1,1,1,2,1,2,1,1,benign
4.706629,1,1,1,2,1,2,1,1,benign
5.322661,3.998779,5.322401,3.803923,9.02671,10,5.123998,6.483925,9.61213,malignant
2.470712,1,1,1,2,1,1,1,1,benign
1.837838,1,1,1,2,1,1,1,1,benign
5.658107,4.844739,8.973576,2,10.253827,2.331358,8.388072,8.86531,1,malignant
1,1,1,1,1,2.917078,2,1,1,benign
5.920718,1,1,1,2,1,3,1,1,benign
2.482289,1,1,1,2,1,2,1,1,benign
2.422932,1,1,1,2,1,2,2.655614,1,benign
9.062418,8.185492,4.551879,2.585007,3,3.86853,7.584229,10,1,malignant
8.262246,10.001913,8.723191,6.252373,11.767572,8.678489,9.845922,10,1,malignant
8.842749,10.282109,4.424457,9.873091,6.662089,10,4.737032,1,1,malignant
5.552289,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.388681,10.103958,9.194311,6.413012,7.821172,10,7.417601,8.033281,1,malignant
5.859206,1,1,1,2,1,1,1,2,benign
10.971411,9.70357,6.093163,7.014056,7.699141,10,8.687962,5.773671,1,malignant
3.432699,1,1,1,2,1,2,1,1,benign
2.424973,1,1,1,2,1,1,1,1,benign
9.333979,4.762569,6.689729,5.292671,9.571677,3.441104,3,5.91898,1,malignant
4.963626,1.62466,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.956413,1,1,1,2,1,2,1,1,benign
7.351156,10.030364,9.861656,10.020585,2,10,4.481536,6.573783,3,malignant
1.78183,1,1,1,2,2.772337,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.861458,3.244087,4.211207,1,4.871491,3.223882,7.797223,4.080525,8.641413,malignant
11.830282,10.209566,9.922176,3.116989,3.81445,6.883978,3.914706,5.658657,2.396342,malignant
1,1,1,1,2,1,1,1,1,benign
7.349275,7.256917,9.46876,5.969949,4.875434,1,3,10,1,malignant
5.025117,1,1,1,2,1,2,1,1,benign
9.326552,9.602893,10.247544,9.973987,10.439141,6.413056,7.607321,4.377301,3,malignant
1,1,1,1,2,1,2,1,2,benign
5.705616,9.818261,10.401604,4.359053,6.06961,4.828435,6.399438,1,2,malignant
4,5.479464,5.530197,8.780081,2,1.634502,6.066306,7.597397,1,malignant
1,1,1,3.61086,2,1.278786,3,1,1,benign
4,6.986853,9.157273,7.13021,8.09472,10,5.134068,1,3,malignant
3.371719,1,1,1,2,1,3,1,1,benign
1,2.121338,1,3.739612,3,1,3.371498,1,1,benign
7.920025,9.900026,8.606476,2.777119,4.081246,10,7.049094,2.066078,3,malignant
1,1,1,3.724709,2,10,2,1,1,benign
9.701461,9.925037,8.873307,10.073183,9.097752,2.125348,8.790793,10,1,malignant
9.665973,4.341639,7.05819,1,3,10,8.396737,3.099591,1,malignant
4.386476,1,1,1,2,1,2,1,1,benign
5.580563,3.187176,3.532261,1,4.258402,1,3,6.241627,1,malignant
4,10.223778,9.043586,7.085128,4.682282,10,7.66868,10,2,malignant
1.695006,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.478085,1,1,1,1,1,3,1,1,benign
4.88843,9.88547,9.447023,9.949958,5.301128,10,7.192826,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.667993,1,2.880209,1,1,4.878262,2,1,1,benign
5.950732,1,1,4.522438,2,10,1,2.029816,1,benign
2.811088,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
11.685517,1.918295,9.537831,3.770998,3,10,4.830383,8.140833,7.398361,malignant
4,1,1,1,2,1,3,1,1,benign
2.794773,1,1,1,2,1,3,1,1,benign
8.690876,10.387222,2.978927,1,5.941238,3.440245,4.757439,10,1,malignant
1,1,2,1,2,1,1,1,1,benign
5.496987,4.265649,7.085538,7.619388,3.32894,10,7.992872,7.40863,3,malignant
8.771877,9.495589,8.450237,9.902831,7.6327,10,7.035057,7.719838,2,malignant
2.150017,1,1,1,2,1,1,1,1,benign
1,1,3.629901,1,2,1,3,1,1,benign
8.044654,3.879024,2,5.64512,2,10,7.730325,8.864298,2,malignant
2.228884,2.552622,2.890785,1,4.871642,1,3,1,1,benign
4.532352,2.449383,2,10.076492,3,10,3,10,3,malignant
4,1,1,1,2,1,2,2.529144,1,benign
10.020439,6.884311,6.391343,7.49994,4.872801,10,6.013005,9.329644,1,malignant
3.049314,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1.988167,1,1,3.07741,2,1,3,1,1,benign
1,2.360819,3.076985,1,2,1,3,1,1,benign
2.60598,1,3.400733,1,3,1,2,1,1,benign
9.192623,3.204117,5.152224,1,6.207487,1,4.25785,5.161158,1,malignant
4.96426,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.562124,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4.801421,6.842443,6.352169,9.578347,3.795447,10,8.63864,2.713503,1,malignant
5.515557,1.838701,1,3.392383,3,1,3,1.900102,1,benign
8.661055,4.509381,4.906349,3.685718,6.236186,10,1,1.747608,1,malignant
2.839667,1,2,1,2,1,2,1,1,benign
9.66977,3.966603,6.839614,3.711188,6.270274,5.084501,4.054705,8.720096,1,malignant
9.806607,2.012286,3.775794,1,4.766364,6.278444,5.076396,4.402871,1,malignant
1.753182,1,1,1,2,1,1,1,1,benign
4.793362,3.023022,1,6.718244,2,1,2,2.266529,1,benign
2.514838,2.416505,2,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.556727,4.490013,5.881273,10.06378,3,10,4.313392,1.787906,2,malignant
8.834169,4.670049,4.862518,1,4.712525,2.928806,7.195456,1,8.889356,malignant
3.213344,1,1,1,2,1,3,1,1,benign
5.639618,4.403511,4.189893,3.240759,4.91366,5.256008,7.99014,8.028536,1,benign
4.481944,6.910556,10.150273,6.497637,3.309201,3.322323,8.294592,5.96795,1,malignant
1,1,1,1,2,6.734737,2,2.681053,1,benign
5.56678,7.44881,6.608374,1,8.459446,5.929161,7.289822,7.167069,6.510649,malignant
2.198164,1,1,1,1,1,1,1,1,benign
1,3.10459,3.748489,1,2,1,3,1,1,benign
2.901174,3.679854,5.791173,2,7.381073,1,3.630525,2.649206,1,benign
9.128262,2.748553,3.241342,1,4.564703,10,4.694338,2.704049,1,malignant
7.397558,4.749314,7.675158,3.363703,5.060131,2.533659,9.317625,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,2.277685,2,1,2,1,1,1,1,benign
3.034034,1,1,1,2,1,3,1,1,benign
9.517557,8.833747,7.373494,3.213581,7.643704,7.141842,7.787228,5.471533,2,malignant
4.987037,9.654857,10.499687,10.395272,5.753765,10,2,10,3,malignant
2.566783,1.631587,2,2,2,1,3,1,1,benign
5.232239,7.973218,9.529353,3.677735,9.935878,8.519673,8.491316,7.300499,1,malignant
8.76691,4.767411,4.432835,10.161276,2,5.656886,3,1,1,malignant
3.449998,1,1,1,2,6.050614,2,1,1,benign
7.390156,2.209657,3.308261,3.287686,4.512061,8.338673,5.456834,8.264835,1,malignant
5.364582,2.999851,3.886933,3.577686,4.592961,2.519804,6.5815,1,1,malignant
4.83325,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.559568,8.401232,9.309062,3.559907,9.637732,10,4.12368,8.013242,2,malignant
6.022217,1,1,1,1,1,3,1,1,benign
1,4.32476,3.115551,1,1,1,3,1,1,benign
9.397287,6.81474,6.885812,3.208684,5.653655,6.851123,7.452693,8.259,3,malignant
1,1,1,1,2,1,3,1,1,benign
2.161233,1,1,1,2,1,2,1,1,benign
2.522533,1,1,1,2,1,2,1,1,benign
2.016838,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.266319,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,3.815621,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,3.482289,2,1,1,1,1,benign
10.872117,4.118256,6.371766,5.842409,4.429143,1,5.018277,5.992886,1,malignant
2.306106,1,2,1,2,1,2,1,1,benign
5.331539,1,1,1,2,1,1,1,1,benign
10.269389,6.917015,5.960597,6.886718,3.859694,3.969324,3,10,1,malignant
4.724359,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1.650592,1,benign
2.664811,1.995186,3.182544,1,5.144639,1,8.780283,1,1,benign
9.223663,9.707872,6.502925,8.080294,5.359179,6.04855,6.818685,5.516679,1,malignant
8.108621,7.602582,5.167927,10.339037,6.431479,4.269571,8.3962,2.246716,8.532003,malignant
4,1,1,1,2,1,2,1,1,benign
9.49847,8.293452,2.57326,4.201649,3,4.95895,9.639825,5.037692,1,malignant
4,1,3.370326,1,2,3.308419,3,1,1,benign
8.429717,2.362272,3.79062,8.565063,3,10,4.770796,10,1,malignant
4,3.451705,2,1,2,1,1,1,1,benign
2.172591,1,1,1,2,1,3,2.331947,1,benign
2.16372,1,1,1,2,1,1,1,1,benign
7.42322,1,1,1,2,1,2,1,1,benign
5.9284,9.698489,9.180941,3.591805,9.119764,6.176489,8.036043,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
6.893178,10.235424,2.623872,3.150798,5.933577,10,5.28721,10,1,malignant
3.052314,9.592863,6.130328,9.881008,5.974147,1,7.868832,3.137719,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.066479,8.635909,7.934364,5.957062,8.748133,10,1,7.626465,1,malignant
8.790762,7.618605,7.354505,4.20184,4.586111,10,6.767022,10,1,malignant
1,3.174136,2,1,2,1,3,2.85205,2,benign
2.26628,4.587332,7.121084,3.26139,3,1,4.75101,2.235499,6.285117,malignant
8.895661,4.545097,2.803964,6.451541,2,10,4.613934,10,1,malignant
4,2.091578,1,3.385913,2,1,5.097786,2.728344,1,benign
5.688968,2.702599,3.403792,1,6.63478,2.343896,5.180897,10,1,malignant
7.422362,10.300936,6.136015,1,3.673538,5.904247,9.095526,2.394187,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.289304,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.489541,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.297206,1,3.258532,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.735933,2.62966,9.514521,3.326144,2,10,7.404401,7.580093,1,malignant
5.436863,4.428269,3.712494,2,4.843801,1,3,1,1,benign
8.659572,2.245607,3.767219,3.871497,2,6.255975,4.243928,8.650559,5.629285,malignant
5.488016,8.019796,5.895701,9.813878,1,10,3,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
7.282485,4.485338,6.337264,9.767558,3,10,8.670847,7.888722,1,malignant
10.235667,6.4756,5.58843,6.3592,4.082382,10,8.911451,8.762709,8.629301,malignant
2.574594,2.189782,4.381766,2,2,1,1,4.734192,1,benign
9.043204,4.453259,3.015009,3.179714,2,3.794207,8.601194,1,8.665431,malignant
2.219695,1,1,3.095928,2,2.897785,1,1,1,benign
8.37727,9.362721,5.441393,10.422016,8.683734,10,6.460815,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.20013,10.445433,8.169203,8.047601,3.850457,10,8.886896,10,1,malignant
4.251052,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.580071,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.7216,10.121957,8.084638,6.304519,5.511081,10,6.167934,3.114189,2,malignant
7.858554,10.217398,7.996319,5.889813,8.409289,10,5.415701,8.805118,6.568069,malignant
1,1,1,1,2,1,2,1,1,benign
2.090005,1,1,1,2,1,3,1,1,benign
9.131835,9.80186,9.474598,10.024402,7.081181,10,8.254402,1,1,malignant
9.028904,4.928447,5.343638,4.12706,9.329411,10,9.670156,4.682294,1,malignant
5.294215,1,1,1,2,1,3,1,1,benign
10.041977,4.679184,3.155366,1,3,10,7.059005,1,4.490756,malignant
3.122763,1,2,4.060255,2,10,1,1,1,benign
4,1,1,1,1,2.136429,2,1,1,benign
9.136196,9.953313,7.565428,1,9.056497,3.623813,2,2.683054,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.575797,9.96617,10.170122,9.831114,3,10,7.847168,3.034135,1,malignant
2.869834,1,1,1,2,1,3,1,1,benign
5.526802,1,1,1,2,1,1,1,1,benign
4.690152,3.005593,1,1,2,1,2,1,1,benign
5.926907,9.779067,6.710634,3.397337,8.75262,1,3.193327,3.992549,1,benign
5.576248,1,1,2,2,1,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
9.688669,2.823843,1,3.049931,6.539803,10,8.057778,1.998631,3,malignant
5.329632,1,1,1,2,1,1,1,3,benign
2.871807,6.662874,7.898686,9.802873,4.59308,6.991532,3,8.527351,1,benign
5.592161,1,1,1,4.232086,1,1,1,1,benign
9.887801,9.553278,6.151222,2,10.223264,10,4.610693,5.519123,9.258487,malignant
5.453982,1,1,1,2,1,2,2.592662,1,benign
2.734559,1,1,1,2,1,1,1,1,benign
1.920908,1,1,1,2,1,2,2.088089,1,benign
1,1,1,1,3,1,1,1,1,benign
1,2.827944,3.411286,1,2,1,1,4.035439,1,benign
8.126236,6.257789,9.203487,6.379716,9.96274,6.437202,3,4.595093,1,malignant
4.341457,6.55946,8.642068,6.115331,8.698187,1,5.283319,4.527555,1,malignant
2.892936,1,1,1,2,1,2,1,1,benign
3.236459,1,1,1,2,4.856162,3,1,1,benign
4.385123,4.088189,5.897733,2,5.192301,7.427834,4.263471,10,9.291022,malignant
5.076094,1,2.489569,1,2,1,1,3.388475,1,benign
5.917634,4.366039,2.641901,3.84521,4.620636,10,8.801896,5.00971,1,malignant
7.57049,8.069341,6.713434,3.647366,3,7.511252,8.234017,8.946817,1,malignant
4.762467,3.606365,6.106337,1,12.909913,1,2,1,1,benign
2.897168,2.634333,1,1,2,3.600628,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.307658,6.575804,10.106177,6.448839,3.740534,10,7.533381,7.446439,9.081146,malignant
2.799384,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,2.428695,2,1,2,1,4.304399,2.122033,1,benign
5.022904,2.655737,3.288071,1,6.37695,10,3,4.483843,3,malignant
1,2.486654,4.343724,1,2,1,1,1,1,benign
9.028146,2.677248,2,3.402693,2,7.380648,7.542822,1,2,malignant
1,1,1,1,1,1,2,1,1,benign
8.061892,5.898355,10.661582,10.344304,11.798096,10,6.011825,10,9.498325,malignant
8.459983,6.623934,3.334554,6.882064,8.741424,10,9.354321,7.138071,1,malignant
5.006169,1,1,1,3,1,2,1,1,benign
5.440465,9.625473,6.433653,9.947952,6.922001,10,7.772913,8.570894,1,malignant
5.331673,7.638695,8.543819,2.109087,4.448139,10,7.690122,10,3,malignant
9.997344,2.030943,3.197641,1,3,3.222707,4.02074,1,9.468124,malignant
1,1,1,1,1,1,1,3.378446,1,benign
4,1,1,1,2,1,2,1,1,benign
4.918175,1,1,1,2,1,2,1,1,benign
2.469714,1,3.134238,2,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.779691,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1.586031,3.48262,1,2,2.763652,1,1,1,benign
7.271671,9.597235,11.245697,7.045797,10.285113,10,9.326984,10,4.242659,malignant
2.711877,1,3.250448,1,2,1,2,1,1,benign
5.27303,10.2288,7.963351,10.314514,7.493165,10,9.606354,7.602471,1,malignant
2.013499,1,1,1,2,1,1,1,1,benign
4.949096,1,1,1,2,1,3,1,1,benign
4,1,1,3.663447,3,1,2,1,1,benign
5.153444,1,1,1,2,1,3,1,1,benign
5.547756,4.777027,7.966297,5.989173,10.142713,2.739795,5.43198,4.589147,1,malignant
5.03184,2.847718,4.268284,3.213167,3,2.739924,2,3.466911,5.624199,malignant
10.082971,9.295349,7.294096,5.169795,6.977391,10,6.921576,8.153175,1,malignant
1,1,1,1,2,1,1,2.958899,1,benign
8.973764,4.920681,5.232429,3.159753,3,7.318357,4.386233,6.188404,1,malignant
4,3.043757,1,1,3,1,7.101451,1,1,benign
9.294195,7.808436,9.562287,10.512432,3,4.877434,4.305871,10,1,malignant
9.282394,4.354568,7.020048,2,3.538063,10,6.324674,6.980302,5.495185,malignant
7.775333,3.806548,4.815715,6.044425,9.521252,10,7.184539,1.977837,1,malignant
3.27415,9.727672,9.249265,7.818589,5.186055,2.044757,3,2.647478,1,malignant
1.682053,1.913581,2,1,2,1,1,1,1,benign
2.008291,1,1,6.909759,2,1,3,1,1,benign
5.492692,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.304778,1,1,1,2,1,3,1,1,benign
2.729511,1,1,1,3,1,1,2.858882,1,benign
8.95215,10.100011,10.069285,3.411005,3,10,9.186705,10,1,malignant
6.017078,2.452693,2.218334,9.860628,3,4.724564,4.673493,1,1,malignant
5.483643,6.698873,9.539144,7.698715,5.836455,1,6.873265,1,3,malignant
10.238948,3.949771,7.100093,10.035761,3,10,3,7.90512,2,malignant
2.491979,1,1,1,2,1,2,1,1,benign
5.074543,1,2.859443,1,2,1,3,2.634883,7.959782,benign
3.202319,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,2,1,1,benign
5.839758,1,1,1,2,1,1,1,1,benign
8.510042,3.144579,2.588605,6.639851,4.520786,1,4.880077,10,1,malignant
4,1,3.931438,1,2,1,1,3.702175,1,benign
4.38507,1,2,1,2,1,3,1,1,benign
7.534933,5.598978,9.023632,9.846281,3,10,7.622069,5.041059,1,malignant
8.204949,10.131882,9.895089,9.771469,8.407498,10,2,8.109399,11.217069,malignant
4.325894,2.856633,2.845147,2.734922,2,1,3,1,1,benign
9.9416,5.315916,3.316309,1,3,3.665863,4.590045,4.264574,1,malignant
3.085045,4.475768,6.103252,2,2,10,7.802882,7.567987,1,malignant
3.70019,1,3.487108,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.119741,1,2,2,2,1,2,1,2,benign
4,10.024945,8.446185,10.16055,5.182613,1,8.851445,3.270786,1,malignant
5.163597,1,1,1,2,1,1,1,1,benign
9.041247,1,1,1,2,1,3,1,1,benign
4.876891,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,6.98465,9.990847,6.880625,4.710226,10,8.213425,1,1,malignant
2.564673,1,1,1,2,1,2,1,1,benign
5.233961,2.658761,2,1,3,1,3,4.603669,1,benign
2.537014,1,3.058023,1,2,1,1,1,1,benign
2.717458,1,3.155108,1,4.710457,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,2.703516,2,1,2,1,1,1.672799,1,benign
5.9516,2.510017,3.298289,1,3,1,5.004041,6.018267,3,malignant
5.297668,1,1,1,2,1,2,1,1,benign
5.157696,1,1,1,1,3.951359,2,1,1,benign
9.117754,5.010487,2.923212,1,6.473411,10,8.759292,1,1,malignant
4,2.32742,2,1,3,1,2,1,1,benign
4,1,1,3.657071,2,1,3,1,1,benign
1.989194,1,1,1,2,1.833258,2,1,1,benign
4.916973,4.668578,2.803576,4.718248,2,10,3.964139,2.613813,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
3.567344,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4,7.078969,9.792961,2,4.333071,9.223403,4.939759,1,1,malignant
4.313907,6.695701,5.857104,6.808588,3,10,8.484983,3.578238,1,malignant
2.185819,1,1,1,2,1,1,1,1,benign
8.17714,10.073403,9.892879,9.408822,5.371298,10,8.230564,2.80997,1,malignant
2.480475,1,1,1,2,1,3,1,1,benign
2.393262,1,1,1,2,1,1,1,1,benign
5.610878,2.541331,4.09256,2.904318,7.341017,10,3,7.818104,1,malignant
2.421054,1,1,1,2,1,1,2.304705,1,benign
5.129267,1,1,1,2,1,1,1,1,benign
2.180828,1,1,2,2,1,1,1,1,benign
7.439608,1,1,3.088818,2,1,3,1,1,benign
9.011356,1,1,1,2,1,3,1,1,benign
5.071542,1,2,1,2,1,1,1,1,benign
3.087483,1,1,1,2,1,1,1,1,benign
1,1,1,1,4.280159,1,1,1,1,benign
2.634565,1,1,1,2,1,2,1,1,benign
1,1,4.091549,1,2,1,1,1,1,benign
4.430274,1,1,1,2,1,2,1,1,benign
4.801891,8.07757,5.319183,2,6.442657,7.47478,3,10,5.424375,malignant
4,10.383703,10.49859,9.559058,11.591791,2.863105,4.329668,10,3,malignant
3.158136,1,1,1,2,1,2,1,1,benign
5.631143,9.601508,8.846435,9.886203,3,10,6.543548,10,1,malignant
4,9.954906,9.63356,10.591503,5.611464,1,1,10,5.236524,malignant
6.143491,8.111695,6.748049,5.643723,8.814317,3.468406,4.184184,8.20916,1,malignant
3.160134,4.942698,8.228502,1,1,1,7.477762,1,1,benign
7.466801,7.978715,3.373515,7.79678,3,10,3,5.710097,1,malignant
9.706781,7.644628,9.917199,5.847802,2,8.345714,9.259665,8.920652,1,malignant
9.290564,5.056763,7.168161,3.845977,2,2.415603,5.949591,1.601499,1,malignant
6.825174,5.570884,9.568363,3.814136,2,6.442494,5.377191,7.396124,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,4.253669,1,1,benign
9.061179,9.89249,10.486175,6.177244,7.759294,10,5.709621,4.707318,3,malignant
8.123652,3.76441,4.741605,3.738797,3,1,4.531634,8.063478,1,malignant
4,1,2,2,2,1.676994,2,1,1,benign
2.762585,10.160553,7.169105,4.046684,5.196343,10,3,1,9.681146,malignant
3.004293,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.515048,2.607665,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,3.826073,1,2,1,2,1,1,benign
1,4.216119,3.263682,2,7.527113,1,3,1,1,benign
8.601318,9.777819,9.746072,2,11.896175,10,4.862022,2.784993,2,malignant
1,1,1,2,2,2.184562,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.55298,2.583855,2.687782,3.818038,3,6.635976,3,4.013986,1,malignant
9.900894,4.530736,7.955555,3.517872,6.395241,10,4.880785,2.564041,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.281579,1,1,1,2,1,1,1,1,benign
1,1.99468,2,3.671196,2,1,3,1,1,benign
2.50688,1,1,1,2,6.853101,2,1,1,benign
8.42379,3.57621,3.556151,3.713059,4.261575,1,4.87712,1,6.819806,malignant
4,1,1,1,2,1,2,1,1,benign
9.163376,7.161132,3.909703,10.049594,3,2.669403,10.210781,7.994757,1,malignant
2.669644,1,1,1,2,1,1,1,1,benign
5.403292,7.766702,4.038569,7.913651,4.391764,8.92968,6.259642,2.97419,1,malignant
4,4.914693,3.169519,1,4.680847,1,2,1,1,benign
5.270355,1,1,1,2,1,2,1,1,benign
5.445906,1,1,1,2,10,2,1,1,benign
5.518002,3.750887,8.997699,3.086855,1,9.052292,4.71222,3.044152,1,malignant
2.656381,1,3.65987,4.318186,2,1,1,1,3,benign
4,9.762974,8.389423,9.981699,4.772516,10,7.412602,7.453094,3,malignant
4,1,1,1,1,1,1,1,1,benign
2.321467,1,2,7.047306,2,7.050341,1,1,1,benign
3.311504,1,1,1,2,1,2,1,1,benign
5.512552,1,1,3.376614,3,1,3,1,1,benign
5.242206,2.609291,1,3.603229,2,1,3,1,1,benign
3.420736,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.78586,3.848482,4.484051,10.008547,7.459178,4.110102,3.879088,1.877943,1,malignant
9.597521,9.748321,8.879918,2.957812,4.900378,10,3,10,1,malignant
8.714713,4.419872,4.821993,1,3,10,6.100486,7.788863,4.475394,malignant
9.053844,2.723118,3.417842,9.628578,4.373187,4.595539,3,5.509938,1,malignant
4,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.94672,1,1,1,2,1,1,1,4.566704,benign
2.014576,1,1,1,2,1,3,1,1,benign
1.815296,1,1,2,2,1,2,1,1,benign
3.449667,2.970776,3.710916,3.70529,6.871649,10,3,5.635239,1,malignant
9.152364,8.239974,5.802175,2.864454,8.768947,2.323455,3,10,1,malignant
2.714111,1,1,1,3,1,1,1,2,benign
5.499934,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.848633,3.595297,2,3.018082,4.39704,2.534345,3,1,1,benign
2.770761,3.257997,2.784315,4.325536,2,3.307403,2,3.866903,1,benign
1,1,1,1,2,1,1,1,1,benign
5.33331,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.614497,1,1,2,1,5.337047,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.435409,1,1,9.942887,1,1,6.757509,1,1,benign
5.258341,9.472369,6.922143,10.186276,6.878206,10,7.469578,10,3,malignant
8.876259,6.781533,5.585417,9.897127,4.411941,10,7.800362,6.713771,3,malignant
5.104629,10.202566,8.799659,1,7.040649,2.148699,6.639164,5.114027,10.584649,malignant
4,6.929289,5.857296,10.140361,4.590358,10,9.547398,1,1,malignant
2.999439,1.756464,3.676984,2,2,1,1,1,1,benign
1,4.067633,2,3.067922,5.886513,1,5.520235,8.209864,1,benign
5.445547,4.705281,7.014992,3.326911,3,10,4.23186,1,1,malignant
1,1,3.288878,2,1,1,5.173535,1,1,benign
4,2.470585,2,6.519875,2,1.614273,3,1,1,benign
5.832595,6.147,11.29836,5.645256,4.856022,10,3,7.781135,1,malignant
3.261039,1,1,1,2,1,1,1,1,benign
8.771171,9.839578,10.275329,10.114282,3.493084,4.425936,8.794661,10,4.756275,malignant
2.817256,1,1,1,2,1,1,1,1,benign
9.94363,7.591659,5.972635,5.849551,3.695856,10,8.540764,8.746559,3,malignant
5.361844,1,1,2.696386,2,5.364949,2,1,1,benign
1,1,1,6.793353,2,1,3,1,1,benign
10.315207,6.262559,9.089733,5.816601,3,10,5.794702,1,3,malignant
9.250157,4.998514,5.405123,5.940376,4.623885,10,7.848867,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
8.871503,1,1,1,2,1,3,1,1,benign
5.189144,1,1,1,2,1,2,1,1,benign
4,2.966805,3.0829,1,2,1,1,1,1,benign
5.19669,1,2,3.617138,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.354744,1.521781,2,7.372783,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1.85156,1,2.615981,2,1.264786,2,1,1,benign
2.276553,1,1,1,1,1,2,1,1,benign
4.82542,2.377736,4.546234,4.000532,2,10,3,5.890527,3,malignant
5.589347,2.84709,2.714873,1,2,1,3,1,1,benign
4,1,2,1,3,1,1,1,1,benign
5.332654,1,1,1,2,9.417862,2,1,1,benign
8.444783,7.721382,7.46755,2,4.880519,10,4.512779,1,3,malignant
5.743008,1,1,1,2,1,1,1,1,benign
5.038271,1,1,1,2,1,1,1,1,benign
2.553805,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,6.407217,8.27306,5.03115,10.106148,9.204993,3,10,1,benign
9.675029,4.473673,6.051736,5.65908,4.827157,3.845026,4.385262,7.828343,1,malignant
5.170467,1,1,1,2,1,2,1,1,benign
7.553843,1,1,1,2,1,3,1,1,benign
5.924491,1,1,2,2,1,1,1,1,benign
7.498765,2.147918,3.696652,1,3.387393,10,4.558557,1.801439,1,malignant
5.001336,10.330055,9.739401,9.856991,6.716663,10,3,10,1,malignant
4.814535,1,1,1,2,10,8.304994,7.976412,8.121591,malignant
2.307681,1,4.015693,1,3,2.844473,3,1,1,benign
8.741483,7.535508,6.109791,2.62912,4.872904,3.859397,6.603384,7.501933,1,malignant
8.904115,7.153026,3.486032,2,4.831098,3.503439,4.581072,4.585379,1,malignant
4,1,3.989568,1,1,1,2,1,1,benign
9.367346,7.513773,3.334068,6.104406,3,10,6.610994,1,8.566662,malignant
1,1,1,1,2,1,3,1,1,benign
10.554032,6.467794,3.722669,10.192092,7.087568,10,7.93313,5.102371,1,malignant
7.198929,9.99378,10.09794,9.656024,6.881629,10,9.605473,6.988032,6.455897,malignant
4,1,1,1,2,1,3,1,1,benign
8.438252,3.674966,5.25459,9.907189,2,10,5.282199,2.473312,1,malignant
2.665783,9.769322,10.377421,4.537962,6.99189,7.45781,3,10,1,malignant
5.376155,6.510055,6.160873,5.052738,4.574155,9.277409,7.030413,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
7.342499,4.200608,9.351204,6.045787,4.492869,1,3,10,3,malignant
5.475234,1,1,1,2,3.221057,1,1,1,benign
8.230968,4.170486,4.08963,9.443621,3,10,2,10,1,malignant
4.721261,4.60862,4.134951,1,7.995854,1,4.581207,5.719344,1,benign
8.165967,6.781703,5.037444,5.593991,3.575399,10,3,1,1,malignant
10.458892,3.815865,2,3.543267,4.457394,8.279771,3,1,2,malignant
9.097327,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,2.632625,3,1,1,benign
5.509937,1,1,1,2,1,3,1,1,benign
3.260372,1,1,1,2,1,3,1,1,benign
5.894971,7.311943,3.157657,2.339153,3,10,8.96455,10,3,malignant
1,1,1,1,2,6.435741,2,1,1,benign
6.160192,10.022603,9.959816,9.583132,11.424694,10,7.670883,10,4.215893,malignant
4.950198,1,1,1,7.332281,1,3,1,1,benign
5.000248,9.617794,2,9.810179,8.07465,1,4.282364,2.790843,1,benign
1,1,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.535878,9.780267,4.617833,1,3.781492,7.789762,2,8.720523,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.847212,6.596492,4.318914,2,3,2.716694,5.984056,5.236877,5.494795,malignant
5.355675,1,1,1,2,1,3,1,1,benign
5.577578,1,2,1,2,1,2,2.998459,1,benign
1,1,2,1,2,1,3,1,1,benign
8.698653,5.839023,9.213557,7.123847,3.732674,7.502415,7.138299,6.078083,2,malignant
2.486245,1,1,1,2,7.571124,3,1,1,benign
7.966329,5.504481,9.816469,3.292861,3,1,10.301475,1,9.492963,malignant
5.170235,1,1,1,2,1,3,1,3,benign
10.505227,9.970601,9.606942,6.487645,10.694795,10,4.288304,2.727,1,malignant
1,1,1,1,2,1.870425,2,1,1,benign
2.617548,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.62872,1,1,1,2,1,1,1,1,benign
5.778595,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,4.973527,2,6.150224,2,5.286052,3.805237,7.380393,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.797729,3.721766,3.170673,1,4.415754,1,2,6.148524,1,benign
4.55686,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,4.618882,1,benign
5.280971,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.213584,1,1,1,2,1,1,1,1,benign
5.369583,1,1,1,2,1,2,1,1,benign
2.966546,1,1,1,1,1,1,1,1,benign
2.338202,2.29579,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.824649,2.748682,3.146986,1,3,10,6.64403,4.264677,6.146925,malignant
4,6.929604,6.346433,2.7526,5.161403,5.599327,4.249993,3.130213,3.879331,malignant
4.811089,7.65861,9.812093,11.096069,3,6.551668,5.463859,8.389906,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.483418,3.215749,1,3.912225,2,7.960374,4.041242,1,2,benign
8.852477,1,1,2.820628,1,7.763273,8.336791,8.332776,3,malignant
1,4.652387,6.440708,1,7.82235,10,3,9.122467,5.592716,malignant
9.338489,9.390648,9.261854,2,6.239502,10,7.688655,10,3,malignant
5.424941,9.760622,11.161104,2,8.429795,3.66282,3,1,3,malignant
4,2.177214,3.532507,3.07839,2,1,2,1,1,benign
5.544942,1,1,1,2,1,3,1,1,benign
5.169947,2.616788,1,1,3,1,2,1,1,benign
3.337013,1,1,1,2,1,2,1,2,benign
10.343671,4.346128,5.005037,8.702051,3,10,8.275452,8.130466,1,malignant
9.539979,7.11868,9.214305,1,4.352265,1.769883,4.707853,10,1,malignant
1,1,1,1,2,1,2,2.677129,1,benign
4.972364,1,1,1,3.559317,1,3,1,1,benign
2.102104,1,1,2,2,1,2,1,1,benign
5.684502,9.731439,9.702305,4.813566,7.584913,4.85472,9.412319,10,1,malignant
5.841182,3.959182,5.939414,10.094972,4.258143,10,5.14354,5.688639,1,malignant
4.924345,1,1,2,2,2.791929,2,1,1,benign
3.506583,1,1,1,2,7.267883,2,2.858116,1,benign
9.323328,2.650408,5.290874,3.325291,7.833074,3.333889,3,5.458182,3,malignant
4,10.144356,9.810921,6.413636,8.112418,8.901776,1,4.691689,1,malignant
5.016065,10.063197,9.396021,9.164497,9.196459,7.792111,2,10,1,malignant
1,1,1,3.87122,3,1,3,1,1,benign
10.295306,7.775712,2.456488,1,4.023265,8.485435,4.206321,5.513567,1,malignant
4,1,3.683945,1,1,1,3,1,1,benign
1,5.480155,6.327515,1,2,1,2,3.195526,1,benign
2.106393,4.941883,2.584682,2,6.084149,1,2,4.77403,1,benign
4,3.10657,2,1,2,1,3,1,1,benign
9.377451,9.920704,3.812716,5.022197,4.458236,6.232102,4.474178,1,3,malignant
3.041575,1,1,1,2,1,2,1,1,benign
1,4.820597,4.073338,3.09931,5.980358,1,7.587608,5.543714,1,benign
1,2.796382,4.288261,1,2,1,2,2.642005,1,benign
2.724446,8.301438,8.697989,2,3,1,3,6.367096,1,benign
9.6451,2.131329,3.593724,1,4.666775,1,3,4.403253,7.976576,malignant
2.509267,1,1,1,1,1,3,1,6.807014,benign
4,1,1,1,1,9.584375,2,1,1,benign
3.007337,1,1,1,2,1,2,1,1,benign
7.672347,6.557552,6.339383,2,7.106321,4.383605,3,2.759617,1,malignant
2.644287,1,1,3.696188,3,1,3,1,1,benign
6.106716,5.497963,5.479709,9.595316,3,10,3.217871,10,2,malignant
1,1,2,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.638869,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.65691,4.76791,3.490928,3.231317,2,10,3.343435,8.13228,1,malignant
6.88834,1.929771,5.730342,1,2,10,4.435289,3.667346,2,malignant
1,1,2,1,2,1,3,1,1,benign
9.916332,6.810533,9.670326,3.891776,3.799946,2.234353,8.862587,8.035631,1,malignant
4,4.227561,5.5387,5.481751,2,10,6.228858,5.819651,3,malignant
2.433912,1,1,1,2,1,3,1,2,benign
4.985319,10.42502,7.769187,1,4.670429,1,5.976802,10,8.847243,malignant
4.311542,4.744286,6.777477,8.436162,3,6.620403,1,2.625478,3,malignant
5.306587,7.102337,9.674415,3.50127,6.030287,10,4.55782,4.685015,3,malignant
9.779087,3.159903,2.564119,3.486379,3,8.133072,5.460029,10,1,malignant
5.313904,1.892469,2,1,3,4.271877,4.540664,4.115954,3,malignant
2.883529,1,2,3.022483,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,2.627558,1,benign
4,1,1,1,2,2.643227,2,1,1,benign
5.697696,1,2,1,2,1,3,1,1,benign
1,9.882689,8.988795,6.596241,5.17405,4.444539,5.013552,2.33293,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.031524,6.696922,8.124881,6.79556,3,5.005277,7.556765,10,1,malignant
10.667407,2.183727,2.94021,1,11.017464,10,5.554862,4.52497,2,malignant
5.310105,1,1,1,2,1,1,1,1,benign
8.570968,9.669175,8.372795,3.973894,3,10,7.470584,2.91436,3,malignant
1,1,1,1,3.885814,6.115146,8.702145,5.820903,3,malignant
5.77534,3.519692,9.840581,5.041421,4.317857,6.73712,2,4.679822,1,benign
1,1,1,1,1,1,1,1,1,benign
2.920072,1,3.629672,1,2,1,2,1,1,benign
5.551263,2.442251,5.215926,2,1,10,3,3.527472,4.260573,malignant
2.978536,1,1,1,2,1,3,1,1,benign
1.701979,4.73713,9.464297,4.035772,9.265823,4.234017,6.692584,1,1,benign
4,1,1,2,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
3.516454,1,2,1,4.787531,1,2,1,1,benign
7.779939,6.675691,2.978419,9.704974,10.764176,10,5.887954,8.300641,3,malignant
4.784982,1,1,1,2,1,1,2.919885,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.805535,1,3.163222,1,2,1,1,1,1,benign
9.315116,6.35102,4.329087,1,4.788396,5.934817,3,1,2,malignant
5.398356,1,2,1,3,1,3,1,1,benign
5.741337,4.930623,7.160844,3.993365,3,7.866996,9.579828,5.246788,1,malignant
3.047919,10.034996,9.409688,10.670448,7.302423,10,10.201925,2.374866,9.708747,malignant
9.415692,9.715449,10.020328,3.420035,7.671084,9.916973,6.362211,7.911281,2,malignant
2.151315,1,2.589899,1,2,1,2,1,1,benign
1.790229,1,1,1,2,10,2,1,1,benign
5.059386,1,1,3.028324,2,1,2,1,1,benign
6.288874,4.339886,6.161868,7.014696,3,10,5.917272,5.535671,8.339589,malignant
1,6.416636,3.164301,3.203367,5.328799,8.643545,8.23395,8.792058,1,benign
8.3748,6.58055,9.750376,3.032357,10.29847,5.685165,3,4.246441,1,malignant
10.160856,3.568262,4.814213,9.793069,8.354987,1,4.119232,1,1,malignant
3.029427,1,3.474765,1,2,1,2,1,1,benign
1,2.387545,3.723083,1,1,1,2,2.107217,1,benign
9.465495,10.424592,9.856212,9.679678,9.164696,10,9.48104,7.971508,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.00227,7.880213,3.029976,2,9.744885,2.307848,7.543024,5.254963,6.223491,malignant
1,7.904576,4.734617,3.704132,8.554533,1,9.161966,7.723008,1,benign
9.144324,7.873759,6.079502,5.852902,4.849239,2.104262,9.791393,3.130182,1,malignant
4.609108,1,1,2,2,1,2,1,1,benign
5.752491,10.325443,2,7.651593,5.312476,10,7.728401,2.813643,3,malignant
2.497667,4.719365,3.180536,2,5.011821,1,8.781013,3.131411,1,benign
7.294395,2.761364,2,1,6.450601,10,4.762014,3.168541,1,malignant
7.580875,10.054155,10.431994,4.835158,6.675191,3.949905,6.950556,10,3,malignant
5.299402,4.528422,3.578366,6.564536,2,8.241454,3,5.768151,1,malignant
8.200292,6.985915,2.665288,9.667381,4.386804,3.943638,3,10,2.772601,malignant
6.076001,1,1,1,1,1.690093,1,1,1,benign
2.603391,1,1,1,2,1,1,1,1,benign
2.293859,1,1,1,2,1,2,1,1,benign
1,1,1,1,4.526265,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.192035,1,1,1,2,1,2,1,1,benign
2.515119,1,1,1,2,1,3,1,1,benign
2.502395,1,1,1,2,1,1,1,1,benign
8.652592,9.767285,5.786305,10.056514,7.909169,2.62568,5.745611,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.382906,1,2.307286,1,1,1,3,1,1,benign
5.399974,7.22634,9.052222,3.880174,3.696743,3.674049,8.161815,2.770203,2,malignant
5.13755,5.66984,5.777733,7.641178,8.022064,10,8.128492,8.834459,1,malignant
4.560889,1,1,1,3,1,3,1,1,benign
4.856565,6.225135,5.850504,7.821829,4.596921,10,9.742899,10,1,malignant
4,1,1,1,3,1,1,1,1,benign
4.844684,1,1,1,2,1,2,1,1,benign
3.165956,1,1,1,2,3.286829,2,1,1,benign
8.917405,10.282503,4.15856,6.593495,4.449099,4.813067,8.71146,10,1,malignant
8.848185,9.554052,10.355495,5.546767,5.801602,10,8.620395,10,1,malignant
7.022153,7.177491,6.356008,6.749001,8.765343,10,3,8.488988,1,malignant
4,2.836188,1,1,2,1,1,4.752165,1,benign
1,1,1,1,2,1,3,1,1,benign
4,7.061278,8.57069,2.897587,4.617465,2.845194,3,10,1,malignant
2.079303,2.611257,2,3.047307,1,1,3,1.97423,1,benign
1,1.50318,3.717512,3.79017,2,1,1,1,1,benign
5.584993,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.475221,1,1,1,2,1,2,1,1,benign
5.093458,4.076405,5.34312,7.742625,4.848846,6.698284,5.37549,1.732605,1,malignant
5.430626,1,1,3.268611,2,1,2,1,1,benign
7.520916,2.644758,6.69494,3.046658,3,8.913775,7.896874,10,6.823887,malignant
8.355059,4.584116,3.315365,10.237102,3,10,4.527777,4.022308,1,malignant
1.920303,6.469712,9.150756,3.358303,8.01142,7.385057,7.398022,5.91818,3,malignant
4.959063,6.689604,6.501202,7.030099,8.875109,5.564934,7.252851,10,1,malignant
2.518751,1,1,1,2,1,2,1,1,benign
3.441643,8.136572,6.656353,3.387461,8.1931,4.222329,3,1,1,malignant
9.191048,8.170425,8.998731,9.326037,3,10,6.382812,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.818419,2,1,1,benign
3.06397,4.883451,6.080931,9.68607,9.90002,10,8.369348,2.955973,2,malignant
8.866708,9.705632,8.437034,2,6.984193,10,2,10,1,malignant
4,1,1,1,1,3.298033,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
3.105096,1,1,2,2,1,1,1,1,benign
9.385409,10.198368,9.884078,9.919563,9.366139,10,10.691013,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.710438,4.684513,5.2637,2,5.609071,1,3,1,1,benign
2.717273,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
2.430843,1,1,1,2,1,3,1,1,benign
8.811311,7.326309,9.721003,10.338795,6.060905,10,4.664247,1,1,malignant
2.116395,1,1,1,3,1,2,1,1,benign
1,1,3.676359,1,1,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
10.227341,7.336156,6.089195,2,3,10,8.66259,8.817514,1,malignant
4,1,1,1,2,8.664228,3,1,1,benign
1,1,1,3.31714,2,4.483861,2,1,1,benign
2.422242,1,1,1,2,1,4.784926,1,1,benign
2.121975,1,1,1,2,3.604969,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,2.388121,1,benign
7.354735,4.457397,5.773317,1,5.19714,3.028575,3.742126,3.006745,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.988026,1,1,1,2,1,2,1,1,benign
2.77448,1,1,4.305844,2,1,1,1,1,benign
4,1,3.494113,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.725583,2.727737,5.435803,3.085589,7.956125,2.967179,4.934961,8.00723,3,malignant
9.201652,9.971589,4.700712,9.822666,3,10,5.21055,4.463866,9.485677,malignant
4,1,2.857212,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.318206,7.327131,9.254947,9.835112,4.525224,10,3,10,1,malignant
2.813156,1,1,1,2,1,1,1,1,benign
5.10401,1,1,1,1,1,2,1,1,benign
2.923714,1,3.107479,1,2,1,3,1,1,benign
9.558251,9.941475,10.777587,6.083288,11.757427,5.743609,4.990438,2.549865,3,malignant
2.853063,1,2,1,2,1,3,2.959076,1,benign
4,1,1,1,2,1,2,1,2,benign
6.811111,7.576566,8.333616,10.346088,4.402956,10,7.491734,6.422885,1,malignant
7.916037,6.780912,4.206639,10.431649,4.536142,10,3,10,8.5157,malignant
4,1,1,1,2,3.044851,1,1,1,benign
6.768925,3.928738,5.281802,2,2,6.762104,8.755161,7.953872,2,malignant
9.949838,6.192765,8.95916,4.633153,5.925989,5.056492,7.688663,1,2,malignant
2.503927,1,3.099175,1,2,1,1,1,1,benign
5.170949,1,1,1,2,1,3,2.481132,1,benign
2.695302,1,2.855956,1,1,1,2,1,1,benign
4,1,1,2,2,2.930994,1,1,1,benign
7.470305,3.911785,4.048142,2,5.562382,2.922571,5.26325,2.721373,1,malignant
4,4.16686,3.175584,5.83104,3,3.158799,7.910316,2.944276,1,malignant
10.024282,3.990855,5.249854,3.822931,3,10,5.299864,7.676532,1,malignant
2.325741,2.1532,2,1,2,1,3,7.630964,1,benign
4,1,1,1,2,1,1,1,1,benign
3.203481,1,1,3.24275,2,8.290568,1,1,1,benign
5.187543,1,1,1,2,1,3,1,1,benign
5.358324,1,1,1,2,1,2,1,1,benign
2.320301,1,1,1,2,1,1,1,1,benign
2.723559,1,1,1,2,1,1,1,1,benign
1,1,4.288857,1,2,1,1,1,1,benign
7.714844,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,6.167517,1,benign
2.671966,1,2,2,2,5.114957,3,1,1,benign
4.710934,2.640905,2,2,2,1,1,3.198803,1,benign
3.115916,1,2,1,2,1,2,1,1,benign
5.367215,1,1,2,2,3.34293,1,1,1,benign
2.928361,1,1,1,2,1,1,1,1,benign
4.999507,1,1,1,2,1,1,2.490638,1,benign
4,1,1,1,1,1,3,1,1,benign
2.754554,1,1,1,2,1,3,1,1,benign
3.029434,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.504186,9.76745,9.316497,10.090572,4.918809,10,9.071218,2.935554,1,malignant
9.620202,10.175498,9.293986,10.161314,7.975958,10,6.78059,1,1,malignant
2.728908,1,1,1,2,1,2,1,1,benign
3.056088,1,1,1,2,1,2,1,1,benign
1,2.402438,1,1,2,1,3,2.668612,1,benign
1,1,2,1,2,1,2,1,1,benign
7.892565,9.463934,8.969848,3.472366,5.013005,3.57485,4.977163,10,3,malignant
7.842338,4.797321,3.415131,9.793921,3,2.673384,7.807653,7.162387,1,malignant
5.858306,9.8505,10.248483,3.143413,5.384555,10,7.574647,8.783138,1,malignant
10.334205,6.73991,10.29639,2,3.739116,4.730614,4.577873,4.413258,2,malignant
4.979933,9.795047,10.137948,1,4.856941,3.023847,7.464862,10,7.708682,malignant
3.173665,1,1,1,2,1,1,1,1,benign
4,1,1,3.148354,2,1,3,1,1,benign
4.804567,1,1,1,2,4.087642,1,1,1,benign
4,1,2,1,2,7.890177,2,1,1,benign
5.430086,1,1,1,1,1,1,1,1,benign
2.409746,2.41695,3.133184,1,3,1.287879,3.90102,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.211527,3.623484,7.125685,1,2,5.639178,7.919944,10,1,malignant
2.75303,1,1,1,2,1,2,1,1,benign
5.668955,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.578634,1,1,1,1,1,3,1,1,benign
3.170158,1,1,1,1,1,1,1,1,benign
1,1,1,2.941586,2,1,1,1,1,benign
3.082898,2.405179,3.937771,2,2,1,2,1,1,benign
1,2.657461,2.546936,1,3,1,2,1,1,benign
5.302625,1,2,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4.513318,3.024924,1,1,2,1,1,1,1,benign
1,2.687352,2,1,9.574036,6.175684,7.323204,10,3,malignant
7.043927,8.254815,4.003884,10.170406,4.287839,6.800861,4.906683,1,2,malignant
10.485118,6.457784,3.386089,9.631663,6.047884,10,4.468732,1,9.72902,malignant
6.578815,5.064312,3.993727,10.068317,4.151199,10,4.664792,4.124784,1,malignant
4,1,2,1,2,1,3,1,1,benign
1,1,1,2.235837,1,1,2,1.914267,1,benign
5.309511,1.931764,2,2.815275,2,10,5.210004,4.723987,3,malignant
2.986003,1,1,1,2,1,2,2.447596,1,benign
4,5.005996,6.855301,2,2,3.505222,7.602478,1,1,malignant
4.979817,1,1,1,2,1,3,2.139794,1,benign
7.741346,4.647809,3.584119,3.965626,3,10,8.068302,2.671119,2,malignant
4.502276,3.78223,6.490715,1,3,1,3,6.698115,1,benign
10.116156,6.753136,9.583017,9.667454,11.229777,6.507218,7.437698,8.651654,9.980842,malignant
7.582701,4.553595,6.648546,3.350037,3,10,2,8.656466,6.54654,malignant
10.495951,8.066278,5.55989,10.150326,4.020758,1,3.847282,10,6.659718,malignant
5.034102,7.977446,6.849343,3.698287,3.393125,4.440737,8.548638,3.415195,1,malignant
5.152934,2.484296,2.95187,1,6.01206,1,3,1,1,malignant
4.48003,1,1,1,2,1,2,1,1,benign
2.473578,1,1,1,2,1,3,1,1,benign
4.844361,1,1,1,2,6.439475,1,1,2,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,5.563785,1,1,benign
7.671776,9.553202,4.165057,3.626906,6.084079,12.548596,8.227359,1,3.070808,malignant
9.312382,7.525652,4.0206,9.985089,11.850551,2.709652,5.422255,5.912868,3,malignant
10.123219,9.954331,3.208545,10.455423,6.369813,10,4.562806,4.723018,3,malignant
5.494696,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.314443,9.928935,8.999008,3.563724,5.621845,1,5.095537,10,6.836579,malignant
1,2.536119,2,1,3.759091,1,1,7.139854,1,benign
5.427427,3.25969,5.98008,1,2,10,3.251668,5.022333,1,malignant
1,5.216592,2,3.570434,2,2.143487,8.506783,2.740265,1,benign
8.785046,4.50054,3.606985,1,2,10,7.616344,4.572208,3,malignant
9.033047,5.408397,5.248005,10.318373,10.843226,10,5.689683,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.26277,9.627206,8.827395,5.736167,4.341866,10,6.128097,5.217236,1,malignant
3.194751,1,1,1,2,1,1,1,1,benign
5.106324,1,1,1,2,1,3,1,1,benign
8.410795,7.921665,3.329135,10.050029,9.236803,3.920154,7.02202,1,2,malignant
5.729853,1,2,1,2,1,5.831997,1,1,benign
4.496049,1,2,1,2,1,3,1,1,benign
5.098687,1,1,1,2,1.966148,2,1,1,benign
2.235058,1,2,1,2,1,3,1,1,benign
4,1,3.061946,1,2,1,3,1,1,benign
1,2.843887,2,1,2,1,2,1,1,benign
0.987992,1,1,1,1,1,1,1,1,benign
2.567301,1,1,1,2,1,1,1,1,benign
7.683221,9.902401,5.499062,9.7415,7.140331,10,4.39928,10,1,malignant
4,1,1,1,1,8.11288,3,1,2,benign
2.963659,1,2,9.329735,2,1,1,1,1,benign
4,2.525418,3.740043,3.491222,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
11.693833,9.710501,8.682825,10.271664,9.073765,10,9.21817,2.573651,1,malignant
5.535638,6.615702,3.691917,7.302939,4.920668,10,6.514239,7.178085,5.579724,malignant
1,2.899537,2.907349,1,3,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
11.037029,4.344635,6.537839,5.541768,4.256115,7.186454,3.492057,8.105473,1,malignant
4.837033,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1.930358,9.216174,10.512562,6.348027,6.876061,8.749016,7.185828,10,1,malignant
4,7.991056,4.816379,6.638283,9.639934,10,7.708315,5.331237,1,malignant
1,3.299176,2,1,2,1,4.627002,1,1,benign
1,1,1,1,2,2.067136,1,1,1,benign
2.048584,1,1,1,1,1,1,1,1,benign
2.355313,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.053382,1,1,2,2,1,3,1,1,benign
5.510009,1,1,1,8.916561,1,2,1,1,benign
4.800295,4.103792,5.117396,10.399165,2,2.236553,6.821809,1,1,malignant
2.063994,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,5.817651,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.981904,1,1,1,2,1,1,1,1,benign
9.056548,2.099843,2,1,4.273213,1,4.478434,2.895411,1,malignant
11.691815,4.181396,2.993009,5.569694,11.36118,6.528451,9.568298,2.999208,1,malignant
8.364119,10.175715,10.324169,10.028028,5.460697,10,3,10,3,malignant
3.07008,1,1,3.464191,3,1,2,1,1,benign
8.874133,3.316699,3.079465,1,3,5.842084,6.064377,5.178275,1,malignant
1,1,1,1,1,1,3,1,1,benign
2.133723,1,1,1,2,1,3,1,2,benign
5.688077,4.735807,5.220487,1,3,3.641231,5.64289,2.921872,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.000718,6.714956,3.538645,9.980365,4.348013,10,4.556969,1,5.240903,malignant
1,1,2.285352,1,2,1,3,1,3,benign
9.441742,8.464776,5.817932,1,3.733458,5.979364,11.155331,8.843637,1,malignant
7.022444,7.555687,6.675074,7.374037,9.093143,10,3,4.866979,1,malignant
8.657374,1,2,1,3,1,5.45871,1,1,malignant
1,1,1,1,3,1,3,1,1,benign
3.095058,1,1,1,2,1,2,1,1,benign
2.857224,1,1,1,1,1,1,1,1,benign
2.915726,1,1,1,2,1,2,1,1,benign
9.161929,9.481865,3.462727,3.713495,6.269333,2.635118,4.724755,10,1,malignant
1,1,1,1,2,1,2,2.627918,1,benign
1,1,1,1,1,1,2,1,1,benign
3.416383,1,1,1,2,1,2,3.022799,1,benign
1,1,3.849504,3.648139,2,1,1,1,1,benign
9.228904,9.792875,4.914241,4.004469,6.983451,8.282243,3,2.391506,1,malignant
9.226462,9.45284,9.163739,2,9.591454,10,10.39723,5.073612,2,malignant
1,1,2.965742,1,2,1,3,1,1,benign
2.291627,2.627409,2,5.419994,2,1,3,1,1,benign
5.668595,9.666793,4.208675,10.389573,6.740486,6.77702,6.349074,1.777927,1,malignant
4.56407,1,1,1,2,1,2,1,1,benign
5.097045,1,1,1,2,1,1,1,1,benign
11.468805,4.173811,6.384131,4.990032,3,10,4.305084,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.911871,1,1,1,2,1,2,3.059724,1,benign
1,1,1,1,2,1,3,1,1,benign
4.871012,2.983007,3.579419,1,3,2.503649,1,1,5.537161,malignant
4,1,1,1,2,1,3,1,1,benign
10.834306,9.710152,11.008292,6.746164,8.907321,10,8.834338,5.33018,9.343171,malignant
5.401891,1,1,1,4.312889,10,3.616328,1,1,malignant
4,7.849638,6.48925,8.209105,3,4.456377,6.249147,6.971578,1,malignant
3.219975,1,1,1,1,1,3,1,1,benign
2.332749,1,1,1,2,1,1,1,1,benign
5.213224,7.896788,3.214818,2.273837,5.975003,10,6.538217,7.690347,2,malignant
1,1,3.257591,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.360001,1,1,3.270549,2,1,3,1,1,benign
2.303179,1,1,1,2,1,1,1,1,benign
8.741072,3.383334,3.378197,3.35455,7.665749,10,8.193821,1,1,malignant
5.139605,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.85745,6.12831,3.356669,2,4.863468,1,7.58516,5.836957,3,malignant
8.163072,4.134782,6.054,10.117014,2,4.015786,4.961483,4.707673,1,malignant
4.033846,5.074117,5.603432,9.623863,6.032133,10,4.917587,5.586383,1,malignant
5.042731,2.73741,1,2,2,1,3,9.543611,1,benign
3.012423,1,1,1,3,1,3,1,1,benign
4.897283,1,1,1,2,1,1,1,1,benign
2.106625,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,3.423344,1,2,1,2,1,1,benign
2.45671,1,2,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
10.054103,6.514563,9.148024,2.958385,3,5.798947,7.70363,7.14633,8.332446,malignant
2.974054,1,1,1,2,1,1,1,1,benign
1,2.942837,1,2,2,0.365624,3,1,1,benign
2.503046,1,3.10075,2.84903,2,1,2,1,1,benign
1,6.618268,10.421065,7.167267,7.952237,10,6.097049,8.691892,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,10,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.931138,1,1,1,2,3.607053,3,1,1,benign
1,1,1,1,2,7.279806,3,1,1,benign
1,1,1,2,2,1,3,1,3,benign
9.373407,6.440096,9.119327,1,8.551597,1,6.96655,7.281062,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.994745,9.660067,4.593606,5.350329,7.007517,7.109088,4.722798,10,1,malignant
5.161064,1.999047,3.627104,1,2,1,2,1,1,benign
2.56217,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1.76536,1,1,1,2,1,2,1,1,benign
4,2.17439,1,3.005888,4.543223,1,5.192469,1,1,benign
2.589109,1,1,1,1,1,1,1,1,benign
3.077377,10.346869,9.376565,9.600327,5.645549,2.808353,8.397403,8.629711,1,malignant
2.397398,1,1,3.182336,2,3.600351,1,1,1,benign
4.787538,2.426994,2,1,2,1,2,3.720434,1,benign
8.606903,4.808096,5.657927,1,1,2.845411,3,9.242133,1,malignant
5.923727,2.482764,1,2,2,1,3,1,1,benign
5.23354,6.828362,5.155647,4.247046,4.116683,2.333516,4.867066,10,1,malignant
8.742644,9.69106,9.849863,7.689231,2,5.018767,8.170833,10,6.636593,malignant
5.584234,2.234687,2,2,2,10,4.661146,4.937885,1,malignant
1,5.121232,2.967439,5.948241,4.41471,2.691447,3.529805,3.823162,3.969543,malignant
7.630063,6.2734,2.747201,6.148958,3,2.759022,9.643908,3.896818,1,malignant
5.599546,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.315701,3,1,1,benign
4,1,1,1,2,2.126446,3,1,1,benign
1,2.937237,2,1,2,1,2,1,1,benign
2.81694,2.407041,1,6.888612,2,10,2,2.137345,1,benign
1,1,2,1,2,3.256132,3,2.816827,1,benign
11.008996,7.869937,5.951156,10.125233,6.882312,10,4.388636,1,2,malignant
1.811093,1,2,1,2,1,2,2.865717,1,benign
1.975194,1,1,1,2,1,2,1,1,benign
6.422853,9.437278,9.941371,10.089635,10.617232,10,8.107201,1,1,malignant
5.522996,2.101878,2,1,3,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.071791,5.052475,7.34841,2,5.898058,10,3,3.507626,3,malignant
3.096822,1,1,1,2,1,3,1,1,benign
2.477898,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,3.365922,1,benign
9.037324,2.191219,2,9.823986,3,7.266971,4.925127,1,2,malignant
1,1,1,2,2,1,2,2.549793,1,benign
10.328025,4.066886,3.352237,3.209829,6.418019,1,4.535655,10,1,malignant
3.047883,1,2,1,2,1,2,1,1,benign
2.642175,1,2,1,2,1,1,1,1,benign
5.425838,2.596936,10.004406,2.956019,2,7.769152,7.762705,1,1,malignant
8.536689,6.353668,9.821211,3.410938,2,8.735654,8.767059,1,1,malignant
8.444176,4.927358,5.809259,4.750931,6.398625,10,5.40834,1,1,malignant
1.773584,2.997384,5.768369,1,1,1,1,1,1,benign
8.107624,9.937143,7.326362,1,5.744325,2.971962,6.303365,10,1,malignant
2.289928,8.975055,7.504489,10.551083,4.77574,2.691452,4.716624,2.035176,1,malignant
2.96028,1,1,1,2,1,3,1,1,benign
2.943247,1,1,3.002824,2,1,1,1,1,benign
2.384573,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,1,1,1,benign
6.571787,9.266602,10.463046,9.759301,9.287373,10,7.568751,10,1,malignant
9.030684,10.018964,7.935636,3.389723,11.439519,4.552843,7.710038,7.847419,1,malignant
5.32967,9.419483,6.791074,10.302667,2,10,6.653022,2.165371,4.773551,malignant
2.180375,1,1,3.181174,2,1,2,1,1,benign
1.470985,1,1,1,2,1,2,1,1,benign
4.708783,3.881888,5.824044,3.656749,2,10,8.252471,7.605512,1,malignant
2.847082,1,1,1,2,1,3,1,1,benign
4.556131,5.761836,5.899222,5.71135,10.03892,2.679046,7.168266,10,3,malignant
5.094005,1,4.057117,1,2,1,1,1,1,benign
2.396855,1,3.69762,1,1,1,1,1,1,benign
4.683356,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,2.28774,3.383039,1,2,1,1,1,1,benign
4,4.577547,6.77884,2.842691,4.44405,1.962048,3.724364,6.868789,1,malignant
5.590835,1,1,1,2,1,3,1,1,benign
10.158477,2.390275,3.327088,1,4.155997,1,3,5.319001,1,malignant
5.390897,1.72418,1,1,4.989669,6.983616,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
10.104468,6.952516,1,2,9.780098,10,7.364988,1,1,malignant
1,1,1,1,2,4.507501,1,1,1,benign
3.162557,1,3.009473,2,2,1,1,1,1,benign
8.575534,4.925054,10.084447,9.517898,4.840889,10,5.39885,7.473157,4.715344,malignant
2.612657,1,1,6.668473,2,8.791485,2,1,1,benign
5.186042,1,1,1,2,1,1,1,1,benign
7.635217,10.146983,9.091779,9.87412,4.438162,10,6.835227,7.575597,1,malignant
3.125318,1,1,1,2,1,3,1,1,benign
7.345541,4.857653,6.73715,3.655243,9.919828,7.655868,5.348995,1,1,malignant
6.682808,10.693607,9.749798,6.505786,7.364769,4.615675,7.46849,10,1,malignant
2.492284,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.572131,2,1,2,1,1,benign
9.549845,9.629311,8.961715,6.845946,4.66,10,3,10,2,malignant
4,1,1,1,2,2.590764,3,1,1,benign
5.765069,1,1,2,2,3.373436,3,1,1,benign
5.218678,9.904595,8.729585,4.368902,4.698277,2.117988,6.966954,10,2,malignant
2.423277,1,1,1,2,1,4.416337,1,1,benign
9.844655,7.18817,4.049083,8.402844,4.666278,3.967678,9.663685,4.676488,1,malignant
3.451979,1,1,9.695943,2,4.749198,3,1,1,benign
8.11378,4.912849,4.999993,1,6.711033,4.013984,4.487891,9.540065,1,malignant
4,1,2.874946,1,2,2.300792,1,1,1,benign
5.205382,1,1,1,3,1,1,2.850127,1,benign
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,2,3,1,1,1,1,benign
2.998329,1,1,1,2,1,2,1,1,benign
5.912128,4.847828,2.780666,1,3,1,6.468824,7.333564,1,malignant
8.638442,10.167679,9.809935,7.777951,4.581876,7.031131,8.335709,2.316685,1,malignant
8.419716,9.981543,10.324556,7.340936,3,2.239756,7.935566,7.60952,1,malignant
2.889148,1,1,3.204251,2,1,2,1,1,benign
2.690263,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,4.213813,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.070323,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.365584,1,1,1,1,1,2,1,1,benign
10.444838,4.578441,6.778097,3.372966,3.937727,10,7.908112,1,1,malignant
4,10.243853,5.790911,9.638667,6.493237,10,3,10,3,malignant
5.62565,1,1,1,2,1,2,1,1,benign
1.983504,1,1,1,2,1,1,1,1,benign
2.000115,2.439771,3.583699,1,3,1,1,1,1,benign
8.720986,7.569316,6.845614,6.306592,8.870121,8.497241,7.284987,1,6.786844,malignant
2.301661,1,1,1,2,1,3,1,1,benign
2.708291,3.128131,1,1,2,1,1,1,1,benign
5.298706,9.962129,8.036615,3.847276,3.693886,1,3,7.8683,1,malignant
2.348666,9.743431,9.588376,3.035746,10.219354,10,7.691615,5.052116,7.98502,malignant
3.03227,1,1,1,2,1,2,1,1,benign
9.266336,7.439435,9.532118,2,4.411907,10,4.479134,7.505238,1,malignant
8.080455,4.737034,6.102198,2,3,10,3,3.142527,3,malignant
4,1,1,1,2,1,3,1,1,benign
1,1.987175,3.48659,1,1,1,2,1,1,benign
8.503135,9.43477,10.021021,6.543148,6.862901,8.049968,7.243918,10,1,malignant
2.502,1,1,1,2,1,3,1,1,benign
3.204767,10.230716,3.157925,5.679928,8.399751,10,3.845774,2.824874,1,benign
2.176354,5.731846,9.676599,2,4.849802,10,6.290328,10,7.570201,malignant
7.735387,3.700877,10.566407,2.396979,3,10,7.912056,1,7.724916,malignant
8.081424,1.839439,3.322223,10.248698,2,10,1,4.450083,1,malignant
3.152535,4.433971,2,7.9385,3,5.087909,3,3.296447,1,benign
5.723168,4.264512,3.486984,3.599782,3,1,2,1,1,benign
1,1,1,3.44897,1,1,1,1,1,benign
2.503251,1,1,1,1,1,1,1,1,benign
1,4.562825,5.765617,1,4.928654,1,1,5.358634,1,benign
8.918921,4.208192,5.798938,10.227228,2,10,3.653768,3.339543,1,malignant
8.41664,10.046893,5.200521,6.715875,7.122285,10,7.351417,10,1,malignant
1,1,1,1,2,1,2,1,2,benign
3.463249,3.396414,2,2,2,1,1,1,1,benign
5.229453,1,1,1,2,1,2,2.650942,1,benign
2.033085,2.521054,2,4.075009,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.54316,6.26518,8.624847,10.295164,3,10,7.5716,2.163088,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.638527,1,1,2,2,1,2,1,1,benign
2.583902,2.37475,2,3.696288,2,1,8.215923,6.205712,1,benign
8.176933,3.929155,5.803921,5.446267,4.251081,2.932814,7.884409,2.93071,3,malignant
1,1,1,3.003681,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.283059,2.245171,3.41387,2,3,5.430495,3.890851,4.074643,1,malignant
8.645327,10.569278,9.355304,9.577452,7.6653,7.150136,6.370622,1,1,malignant
5.260755,1,1,1,2,1,2,1,1,benign
5.028398,1,1,1,3,1,3,1,1,benign
9.682209,3.867518,6.700268,5.459515,2,5.365564,7.216771,5.110335,1,malignant
4,1,1,1,2,1,1,1,1,benign
11.211137,2.706226,6.361683,9.794803,3,1,4.882601,1,4.143826,malignant
9.968995,6.970785,9.965647,5.851315,6.958226,6.062796,4.30093,7.703198,3,malignant
1,1,1,1,2,1,3,2.178471,1,benign
2.75204,6.576269,9.72022,9.886975,3.65828,2.314678,3,10,1,malignant
5.724653,2.01209,2,1,2,1,1,1,1,benign
2.919301,2.31134,2,3.353889,4.009622,1,3,1,5.588853,benign
4,1.812094,3.491687,1,4.658146,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.223467,9.756445,10.125584,7.702904,5.582358,7.917046,7.218109,10,1,malignant
4,3.036809,1,1,2,1,2,3.007589,1,benign
5.067482,1,1,2,2,1,2,1,1,benign
8.594915,2.567789,2.828916,3.07108,7.502576,10,6.153989,1,1,malignant
4,1,1,1,1,1,3,1,1,benign
1,2.488012,1,1,1,1,3,1,1,benign
8.126145,9.735626,10.835812,10.313985,3.412622,10,8.00531,2.354145,1,malignant
5.118241,1,6.649312,1,4.658721,3.073112,1,2.833506,1,malignant
1,5.118527,5.454515,5.651495,1,10,5.079113,4.317461,1,benign
4.664498,1,1,1,2,1,1,1,1,benign
7.779597,5.985028,9.965346,1,6.894375,4.417467,3,7.587528,1,malignant
2.517662,1,1,1,3,1,2,1,1,benign
2.620087,1,1,1,2,1,1,1,3,benign
1,4.531929,3.489057,10.001327,3.562441,10,8.563951,5.476149,3,malignant
3.143921,1,1,1,2,1,2,1,1,benign
10.009941,6.849644,6.100578,6.257993,8.197662,4.914255,9.013782,10,6.972385,malignant
10.80759,3.245993,2,1,5.515859,3.066348,5.104266,4.40351,3,malignant
2.582864,1,1,1.908453,2,1,3,1,1,benign
2.618679,1,1,1,2,3.104812,1,1,2,benign
9.064222,3.155834,3.348251,2.229409,2,10,8.309833,5.726058,7.963314,malignant
5.142028,1,1,1,2,1,2,1,5.456523,benign
5.512673,1,1,1,2,4.495319,2,1,1,benign
2.798721,1,1,1,3,1,2,1,1,benign
1,2.776683,5.853458,1,5.062603,3.961495,2,1,1,benign
5.896687,6.287227,9.299458,6.317156,7.756373,1.386453,6.934101,10,1,malignant
4.715823,1,1,1,2,2.461011,4.319308,1,1,benign
1,1,3.389206,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,10.346259,7.268515,3.503174,11.322915,6.057733,5.381244,10,2,malignant
1,1,2,1,2,1,2,1,1,benign
5.322614,9.214871,5.663127,1,8.079822,6.791562,7.148125,7.903273,1,malignant
4,2.200497,1,1,1,1,1,1,9.974261,benign
1,1,1,1,2,1,3,1,1,benign
3.053775,1,1,1,2,1,2,1,1,benign
2.203293,1,1,1,1,1,2,1,1,benign
9.891379,9.918438,9.918408,9.515004,9.804382,1.936309,8.509194,10,1,malignant
5.626294,9.788949,10.789321,9.343615,7.47943,10,8.06404,3.082901,2,malignant
4.593037,4.567337,6.116029,10.020742,2,10,3.835,3.047537,3,malignant
5.69659,5.75801,2.952154,6.793918,7.201921,7.334244,7.551433,5.0137,5.733637,malignant
4.833341,1,1,3.522973,2,3.232571,1,1,1,benign
1,1,1,1,2,7.056865,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,8.455828,2.769103,2,3,10,4.766385,9.014911,3,malignant
2.531065,4.961111,2,1,7.96606,1,9.200705,1,1,benign
5.548826,1,2,2.503283,2,7.054268,4.215146,3.110704,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.3012,1,1,1,2,1,2,1,1,benign
5.341327,1,1,1,3,1,2,1,1,benign
8.548711,2.602157,3.132684,10.249566,3,10,5.488343,2.858578,1,malignant
1,1,1,1,2,2.858525,2,1,1,benign
8.554572,10.168969,7.454434,10.088795,7.301622,10,7.46632,7.842841,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,8.642171,1,2,1,1,1,1,benign
1,1,2,3.796021,2,1,3,1,1,benign
8.65145,7.362785,5.523118,8.998362,4.010384,1,6.894755,1,2,malignant
3.01132,1,1,1,2,1,2,1,1,benign
8.487479,10.235932,11.007307,8.10343,8.987347,3.141782,3,5.044665,1,malignant
4.580791,5.994009,5.476725,1,3.823298,1,9.694575,10,1,benign
1,2.769321,3.070205,2,2,1,1,1,1,benign
3.234657,2.894741,2,3.206217,2,1,3,1,1,benign
5.234626,1,3.394454,1,2,1,1,1,1,benign
7.511154,2.347082,3.18371,3.748342,3,8.384504,4.714705,7.726466,2,malignant
3.000653,1,1,1,2,10,5.039195,1,1,benign
4,1,2,1,2,1,2,1,1,benign
3.19026,1,1,2,2,1,2,1,1,benign
9.15332,5.852688,6.137757,5.749861,4.604015,10,3,5.917056,4.815375,malignant
2.552135,1,2,2.902889,3,6.229608,3,1,1,benign
4,2.956884,2,1,2,1,1,1,1,benign
8.834432,4.30129,3.849508,3.214652,4.751048,3.257607,5.039386,2.587573,1,malignant
2.610499,1,2,2,2,3.148928,4.704588,1,1,benign
1.99227,1.754007,1,3.92853,3,3.893126,2,1,1,benign
6.365657,7.35126,10.242599,9.69253,4.865003,10,2,4.395577,1,malignant
4.966905,4.335683,6.005678,9.864225,4.79419,10,5.046308,1,2,malignant
6.553747,6.620482,9.464815,5.035404,4.280741,6.430218,4.435768,10,1,malignant
4.948492,1,1,1,3,1,2,1,1,benign
4.935993,2.453924,2,3.282704,3,1,2,1,1,benign
2.335201,1,1,1,2,1,2,1,1,benign
4.932462,1,3.407616,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.928502,6.283385,4.134151,4.080441,5.141071,10,2,8.32167,4.598912,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.630543,1,1,1,2,8.136071,1,1,1,benign
3.065901,1,1,1,2,1,1,1,1,benign
9.860401,1,1,1,4.683541,10,4.55609,10,1,malignant
9.963769,1,1,1,2,0.474628,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.879442,1,2,1,1,1,1,benign
8.217461,9.595129,8.963444,9.715581,6.479743,10,4.871841,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,10.057583,9.506161,9.08978,3,2.885757,7.914478,2.671245,1,malignant
7.540619,7.271116,8.660693,6.469017,3,10,7.150051,7.748922,1,malignant
7.441542,9.969986,8.527598,6.067841,5.179644,10,5.937873,10,2,malignant
1,1,1,1,2,2.305588,3,1,1,benign
1,2.215512,2,1,2,1,5.109375,1,1,benign
4.925413,4.441685,7.213155,1,2,10,7.572041,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.928721,7.718286,6.407561,2,9.055351,10,9.53014,9.016052,1,malignant
2.062076,2.976964,1,1,2,1,2,1,1,benign
8.885301,7.539016,5.323899,4.195694,3.592149,10,7.443677,10,1,malignant
1,1.832493,4.731488,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.766222,1,benign
2.458996,1,1,1,1,1,3,1,1,benign
4,1,2,2,2,1,1,1,1,benign
2.546805,1,1,1,2,1,3,2.24618,1,benign
2.364593,1,1,1,2,1,2,1,1,benign
4.516821,1.8741,2,3.702441,4.82623,1,2,2.783128,1,benign
4,1,1,1,2,1.939199,2,1,1,benign
5.278608,3.395928,3.508329,2,3,10,1,2.710419,1,malignant
1,1,1,1,2,1,1,2.372573,1,benign
4.280288,1,1,1,2,1,3,1,1,benign
5.387764,5.551906,5.189643,2,4.284318,4.44997,3,10,1,malignant
4.452153,2.754959,2,1,4.588477,1,2,1,1,benign
2.491053,1,1,1,2,1,2,1,1,benign
1.747925,1,1,1,2,1,2,1,1,benign
9.368696,1,1,1,2,1,3,1,1,benign
2.73158,2.710524,2.70798,1,2,1,2,3.480904,1,benign
5.131575,1,1,1,3,1,1,1,1,benign
4,1,2,4.157348,2,1,2,1,1,benign
4.700827,1,1,1,1,1,5.566656,1,1,benign
1.874418,10.063498,9.583602,6.494415,6.280916,10,3,10,4.591929,malignant
5.630012,2.243644,7.019734,6.240669,2,7.643077,9.217467,4.180664,1,malignant
8.979232,5.737992,8.033797,10.290673,2,10,7.799139,8.630623,1,malignant
5.559536,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
8.902012,9.744493,9.125944,1,8.445945,10,8.043461,5.371892,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.814382,1,2,1,3.907897,1,1,1,1,benign
5.627551,9.507298,6.520514,9.924945,5.738182,10,9.155274,8.408291,1,malignant
9.895421,9.394026,9.925513,7.434399,11.727872,1.649622,7.30261,10,9.008438,malignant
1,1,1,1,2,1,1,1,1,benign
10.440402,6.745375,3.307739,2,5.444549,4.368847,3,5.074698,1,malignant
1,1,1,2.451633,2,1.704052,2,1,1,benign
2.646039,1,3.658335,1,2,1,2,1,1,benign
4.754917,2.700912,2,1,3,6.481913,4.142925,4.053259,2,malignant
3.337588,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.352289,1,1,1,benign
5.094725,2.139807,2,1,2,1,5.412681,2.207862,1,benign
5.350605,7.426039,9.488908,3.005738,4.987505,2.818631,7.816487,8.493565,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.854566,9.833027,9.704583,7.038215,3,10,7.976184,8.015498,3,malignant
8.535081,10.31893,8.951129,10.065146,6.559923,10,5.182494,6.25228,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.775617,2,1,2,1,3,9.007656,1,benign
4,2.435082,2,2,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.945525,9.992624,9.014197,10.249814,5.123919,10,4.075773,1,8.835866,malignant
1,1,1,1,2,1,2,3.415415,1,benign
9.8342,2.483606,4.891218,1,3,3.031541,7.250546,1,2,malignant
1,1,1,2.22522,2,1,3,1,1,benign
4.487965,1,1,1,1,1,2,1,1,benign
9.183174,9.942805,9.527768,5.599961,7.228743,10,9.337754,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
2.746739,2.262905,2,2,2,1,2,7.188202,1,benign
3.704581,1,1,1,2,1,3,1,1,benign
5.249287,1,6.041121,2.835813,3.738963,4.57431,4.916526,1,1,malignant
9.381026,6.690006,5.621789,9.796106,2,10,8.284709,1,5.270316,malignant
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.194633,10.287304,11.769011,9.993344,7.858205,10,7.676146,10,1,malignant
2.765298,2.889108,1,3.353993,1,1,1,1,1,benign
2.118063,1,1,3.658866,2,1,1,1,1,benign
1,1,1,1,1,2.380578,2,1,1,benign
4,4.467722,3.06542,2.939349,2,5.396637,3,8.196052,1,malignant
5.355572,2.353882,3.988903,7.085865,3,10,3,6.124013,5.165944,malignant
5.231723,1,1,1,2,1,1,1,1,benign
2.77689,10.285588,5.91515,10.17405,7.665431,10,7.049063,10,1,malignant
4,1,1,2,2,2.608422,3,1,1,benign
7.710256,2.568134,3.461723,3.909423,4.306278,6.260223,8.890387,7.313955,1,malignant
5.456629,1,1,1,2,1,1,1,1,benign
4.345863,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.249896,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,1,2.95793,1,2,1,2,1,1,benign
4,1,1,1,2,1,5.120896,1,1,benign
9.2149,5.27619,9.921273,9.871513,4.117285,10,6.810133,2.123783,7.449494,malignant
9.521184,7.556733,5.530927,9.979074,5.044452,10,8.211446,1,2,malignant
5.443008,10.047849,8.213176,2,2,2.582234,3.809376,10,1,malignant
2.769447,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.168437,9.818457,9.769201,6.1746,4.494859,10,7.794968,8.00354,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.635748,9.825207,2.988779,7.654047,8.767377,10,3.483801,10,1,malignant
4,7.47776,4.230694,9.731255,6.152814,10,7.673216,10,1,malignant
9.945645,10.158478,9.709842,5.422956,12.272802,10,3,10,1,malignant
2.366279,1,1,1,2,1,1,1,1,benign
8.908498,5.400967,3.17568,9.979301,7.586736,7.741639,3,5.030058,3,malignant
8.096732,7.527235,6.058638,2,3.552101,10,3,1,4.738539,malignant
1,4.983971,7.506394,2,2,1,8.905889,1,1,benign
5.385479,1,1,1,2,1,2,1,1,benign
2.385967,1,1,1,2,1,2,1,1,benign
5.301497,3.395912,3.48692,1,3,1,4.020548,1,3.092809,malignant
2.445199,1,1,1,3,1,2,1,1,benign
2.797216,1,1,1,3,1,1,1,9.116527,benign
9.436287,4.003549,6.856014,1,4.777287,10,4.560873,4.440458,3,malignant
2.503947,2.444885,2,1,2,1,1,1,1,benign
7.886043,10.482986,4.893037,7.160081,7.036141,10,8.583611,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
4.510253,7.521022,9.761708,2,9.660981,7.723469,3,1,2,malignant
4,1,1,1,2,1,1,1,1,benign
2.729503,1,1,1,2,1,2,1,1,benign
1.861257,1,1,1,2,1,1,1,1,benign
4.670083,4.207778,4.919183,9.477108,2,1,4.89934,2.162183,1,malignant
5.318677,2.678832,2,4.414602,2,1,3,3.78454,1,benign
1,1,1,1,1,1,1,1,1,benign
2.262303,1,1,3.207107,8.692997,3.032386,2,1,1,benign
2.600339,1,3.819989,1,2,1,1,1,1,benign
4.487582,1,1,1,1,1,1,1,1,benign
4.89338,1.821809,9.992767,1,9.710592,10,5.431944,4.939277,6.748912,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.799208,1,1,1,2,1,1,1,1,benign
5.352372,1,1,1,2,1,1,1,1,benign
5.287626,7.510992,3.36681,6.699359,4.886535,10,4.157173,6.931498,1,malignant
1,1,2,1,1,1,1,1,1,benign
10.423433,5.791154,6.777496,3.168929,4.89699,1,7.960053,6.822167,1,malignant
4,1,4.331671,1,2,1,2,1,1,benign
10.153838,3.346753,3.163011,3.150752,3,3.704822,3.39764,1,3,malignant
8.822992,5.63425,4.127511,9.874629,8.857402,10,2,4.574328,6.54253,malignant
4,1,1,1,2,1,2,1,1,benign
3.241967,4.70532,6.043236,1,2,2.551867,6.085613,1,1,malignant
4,1,2,1,2,1,2,1,1,benign
2.334977,1,1,1,2,1,3,1,1,benign
2.316528,1,1,3.302301,2,1.58059,2,1,1,benign
2.641028,1,1,1,2,1,2,1,1,benign
2.438609,1,1,1,2,1,1,1,1,benign
8.411312,4.148716,5.922356,9.813725,9.067151,10,8.351704,2.272475,1,malignant
5.743879,1,1,1,2,3.679011,2,1,1,benign
9.873801,7.058651,3.290288,5.583421,7.199001,10,4.324856,1,1,malignant
1,1,1,4.605041,2,1,1,1,1,benign
8.439529,3.014488,4.184394,2.718063,4.279017,7.604958,8.751497,1,4.924725,malignant
2.672809,1,1,2.992599,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.305011,1,1,1,2,1,1,1,1,benign
1,3.371841,5.367696,1,3,1,2,10,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.320707,1,2,1.267319,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.277758,4.091168,7.095384,10.278579,6.767658,10,4.923115,2.567466,2,malignant
1,2.744535,1,1,2,1,2,1,1,benign
10.242006,1,1,1,3.844139,4.818114,2,10,9.533044,malignant
1,2.927608,2,3.075417,2,3.292241,2,1,1,benign
9.734308,6.646801,5.904891,1,8.10429,10,8.402994,10,1,malignant
1,1,1,1,2,1,3,1,2,benign
2.663375,1,1,1,2,1,2,1,1,benign
4.974064,1,1,2.713323,1,1,3,1,1,benign
9.171116,10.057757,5.714893,2,4.430389,10,3,6.026857,1,malignant
5.732346,1,3.110341,1,1,1,2,1,1,benign
5.505729,1,3.79299,1,2,1,1,1,1,benign
5.438573,1.949819,1,6.229362,4.424815,10,7.910132,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.828841,1,1,1,2,3.929037,3,1,1,benign
3.419515,2.797203,3.179944,2,2,1,1,2.457491,1,benign
1,1,1,1,2,1,1,1,1,benign
3.608953,9.483613,8.705442,2,2,1,5.480501,1.758106,1,benign
2.495706,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.302647,1,1,1,2,1,2,1,1,benign
3.005863,1,1,1,3,1,3,1,1,benign
8.011005,4.003467,3.506563,1,3.956812,10,2,2.677592,1,malignant
5.208247,9.937823,10.293308,2,8.118288,10,7.735702,7.919766,1,malignant
5.01975,6.431983,4.746065,5.751619,3.508941,10,5.070077,1,2,malignant
5.135766,7.534662,10.918199,6.038288,8.016941,1,3,3.668301,3.433763,malignant
2.672303,1,1,1,2,1,8.54667,2.142393,1,benign
9.286571,9.800234,9.45611,6.416135,4.268926,10,7.369681,10,5.743726,malignant
9.706843,3.08276,2,6.809535,5.336779,7.369219,3,5.796994,9.204812,malignant
7.35945,4.890707,6.7012,3.496407,5.599003,10,7.163623,8.200782,1,malignant
9.01636,3.482623,3.532025,2,3,10,8.171605,5.755786,1,malignant
11.324642,5.086924,6.196987,1,2,1,6.994469,5.2176,2,malignant
2.040501,1,2.794073,1,2,1,2,1,1,benign
2.710559,2.297641,2.600563,1,2,1,2,1,3.339138,benign
2.937973,3.08721,2,1,4.750127,1,3,4.533881,1,benign
3.141043,1,3.18525,1,2,1,1,1,1,benign
2.251149,3.006377,1,1,2,1,3,9.69278,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.885596,4.359303,6.748284,1,3,3.689377,3,1,2,malignant
7.353844,4.83386,7.142857,10.107315,3,10,7.095862,4.558303,6.961141,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.226111,8.441759,5.402366,6.214099,8.496,10,7.647455,4.19425,1,malignant
2.19098,1,1,1,2,1,1,1,1,benign
2.854605,1,1,1,2,1,3,1,1,benign
1,1,1,1,4.503979,1,1,1,1,benign
2.615959,1,1,1,1,1,2,1,1,benign
2.331865,1,1,1,2,1,1,1,1,benign
4,1,1,9.976678,2,1,2,1,1,benign
7.048315,4.986227,9.896228,8.252371,2,10,7.900606,10,5.937286,malignant
2.246854,1,1,1,3,1,3,1,1,benign
5.127666,2.718837,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.194797,4.222096,3.980516,6.600004,4.123181,5.381767,2,10,1,malignant
2.608717,2.324116,1,1,2,1,2,1,1,benign
5.55277,1,1,1,2,1,3,1,1,benign
2.866376,4.166196,5.90919,2,2,10,4.441096,1,5.082106,malignant
4,1,1,1,2,2.649739,1,1,1,benign
5.245427,3.454148,1,3.455901,3,1,2,1,2,benign
5.223806,1,2,1,2,1,3,1,1,benign
2.566978,1,1,1,2,1,2,1,1,benign
9.536056,7.768895,8.427224,3.041509,4.112435,2.772528,4.650414,5.8421,1,malignant
1,2.392583,2,2,3,1,2,1,1,benign
6.034723,1,1,1,1,1,8.494768,1,1,benign
6.270776,4.064232,2,10.134558,2,10,5.40389,2.22658,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.244206,1,1,1,2,1,1,1,1,benign
4.973744,1.815189,2,1,3.722965,1,3,1,1,benign
2.650172,1,1,1,2,1.897859,6.452974,1,3,benign
5.915401,3.263949,2,4.709255,2,4.327671,3,4.1397,1,malignant
8.884912,6.567343,9.184656,2.529565,3,6.513933,4.799506,1,1,malignant
1.988373,3.123448,3.279578,1,3,1,4.260032,1,1,benign
5.795362,9.472307,9.368324,10.578092,7.893074,10,3.803334,2.367274,6.409603,malignant
6.106949,9.303513,8.221632,4.681928,7.847608,4.880092,7.43586,10,1,malignant
4,9.830339,8.666006,1,5.249823,3.294013,4.661853,10,2,malignant
5.710097,2.876274,3.473941,1,2,1,3.801627,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.431798,9.2795,8.390433,9.253989,4.101286,5.321837,4.412334,10,1,malignant
6.430407,2.326825,3.93427,9.954201,3,10,1,1,1,malignant
1.773252,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,9.755879,2,10,2,1,1,benign
2.722239,8.049663,10.078923,6.464357,2,1,5.212229,8.56207,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.108598,3.855131,8.156217,9.943791,3,6.924706,5.310591,8.025079,3,malignant
2.570734,7.785028,8.961207,2,4.471392,2.433748,3,6.055337,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.250568,1,1,1,2,1,3,1,1,benign
3.071247,1,4.580796,3.021688,1,1,2,1,1,benign
4.904459,3.615442,5.19063,3.478999,8.838962,5.694762,3,7.741062,11.500764,malignant
9.034307,10.194834,8.070278,2,7.948141,1,7.913517,8.663684,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.424859,1,1,1,2,1,2,1,1,benign
1.514635,1,1,1,2,1,2,2.253365,1,benign
5.245461,1,1,1,2,1,2,1,1,benign
4,4.632054,3.832049,6.762651,3,8.222988,4.735234,10,1,malignant
2.202572,1,1,2,2,1,3,1,1,benign
10.857385,10.063988,9.498294,5.417259,4.232142,1,3,1,3,malignant
2.504041,1,1,1,2,2.386058,1,1,1,benign
2.277053,1,1,1,2,1,2,1,1,benign
10.451661,2.638485,3.581048,2.665722,7.477475,3.948534,3,3.034519,3,malignant
5.013362,3.72801,6.01638,1,3,3.591628,4.576327,3.296482,1,malignant
5.353043,10.050803,6.002972,9.902971,3,10,7.078718,1.951226,1,malignant
1.921345,1,1,1,2,1,3,2.569234,1,benign
8.4306,9.93233,2.854746,2,8.062874,10,7.816684,6.887557,7.144189,malignant
1,1,1,2,1,1,1,1,1,benign
8.375497,2.053124,8.705951,3.082848,2,6.505851,3,4.104986,6.724745,malignant
7.694655,7.42287,10.329229,1,4.699495,1.801853,3,5.550204,1,malignant
4,8.889046,8.485462,4.011251,3,1,4.739162,1,1,benign
1,4.30674,2.716118,2,5.700283,1,3.537616,8.181281,1,benign
4.803269,1,1,1,2,1,1,1,1,benign
5.312885,10.117517,3.900247,2,4.319065,6.671847,3.259979,7.66752,3,malignant
4,1,1,1,2,1,1,1,1,benign
1,1.594063,2,1,2,1,2,2.610613,1,benign
2.52663,1,3.44068,1,2,1,1,1,1,benign
8.210919,4.700001,7.869633,9.946892,2,10,7.0182,4.647848,1,malignant
3.299096,1,1,1,2,1,1,1,1,benign
4.859978,10.304682,7.958899,2,11.659127,6.485564,7.878953,6.486445,11.255148,malignant
4.693123,10.19216,6.168424,5.633351,9.228631,2.440702,8.791222,10,1,malignant
2.69818,1,1,1,2,1,1,1,1,benign
2.500773,1,1,1,2,2.17494,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.421582,10.05489,9.066368,9.701096,8.439789,10,6.068397,4.423238,2,malignant
4,1,2,1,1,1,2,1,1,benign
9.641402,7.262572,5.801835,3.721546,7.972426,10,5.17629,1,1,malignant
4,2.176942,3.356538,2,2,1,2,2.336843,1,benign
2.76173,1,2,1,2,2.476873,3,1,1,benign
9.816448,1,1,1,1,10,3,1,1,benign
10.030628,9.996245,8.040797,10.134095,3,1,3.714189,1,2,malignant
2.311331,2.317394,3.726614,1,3,1,3,1,1,benign
4,1,1,1,2,2.457286,3,1,1,benign
1,3.345231,1,3.530219,5.36747,1,1,1,1,benign
5.007327,7.847847,10.699165,3.307147,4.291853,10,8.071302,6.113735,1,malignant
5.281638,4.666737,3.6539,2,2,2.621033,5.829908,1,1,benign
5.473424,1,1,1,3,1,3,1,1,benign
1,7.830231,6.21441,1,5.608105,1,3,9.756272,1,benign
4.774228,1,5.550816,3.402632,4.180337,10,2,1,9.531515,malignant
4.570103,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,2.706437,1,benign
2.889069,4.188835,5.522594,1,3,3.783729,8.214746,4.865741,1,malignant
1,2.609291,1,1,4.675906,1,1,1,1,benign
10.613294,3.025789,2,1,2,1,1,1,1,benign
4.896587,1,1,1,2,1,2,1,1,benign
4,1,2,1,1,1,1,1,1,benign
2.510624,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.589169,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.229341,4.402172,3.973788,1,1,6.42183,8.460248,2.539099,6.997696,malignant
5.526706,4.419879,2.953397,10.243923,2,10,4.88825,7.683382,1,malignant
1,1,1,1,1,1,3,1,1,benign
5.328849,2.670648,3.225151,1,3,10,3,4.59456,1,malignant
5.642799,6.622564,6.68856,2,3.769168,10,9.29113,8.629521,2,malignant
2.369916,1,1,1,2,1,1,1,1,benign
2.107847,1,1,1,2,1,3,2.691679,1,benign
11.340744,9.895931,7.587103,9.973687,8.896956,10,3,10,3.484067,malignant
5.943372,1,1,1,2,1,3,1,1,benign
2.46001,2.606649,1,1,2,1,2,1,1,benign
5.342366,1,1,3.554366,2,1,1,1,5.859777,benign
2.38898,1,1,1,1,4.400355,1,1,1,benign
4,3.829482,3.047608,1,4.999449,1,3.893806,2.271296,1,benign
9.847025,5.550563,8.954846,5.191161,4.189812,10,5.269844,6.36193,3,malignant
9.248749,9.682948,10.100084,9.881448,3.870258,10,3,5.416684,1,malignant
5.336832,1,1,1,2,1,2,1,1,benign
10.384027,10.073501,9.996519,9.804786,3,2.246986,7.575882,1,1,malignant
1,1,1,1,2,1,1,3.006919,1,benign
8.289709,2.969288,6.699614,3.234003,3,4.488883,3,1,2,malignant
1,7.946465,8.666726,6.183949,9.416863,7.377048,3,9.784772,1,benign
1,1,1,2,2,1,3,1,1,benign
2.657869,1,1,3.170429,2,1,1,1,1,benign
9.02504,4.49432,2.16572,1,3,10,8.426368,7.909651,1,malignant
10.212865,10.238045,7.576159,9.507247,11.469876,10,8.131355,5.693735,7.25938,malignant
10.511697,4.212434,4.034616,5.483091,4.810539,8.047348,5.244773,1,5.274614,malignant
7.199906,7.171848,5.641765,6.741105,5.156209,9.122268,9.420577,8.27806,1,malignant
1,1,1,1,1,1,3.30465,1,1,benign
2.668725,10.010963,6.82381,5.542856,3,8.444556,3,1,1,benign
2.750721,4.244384,7.192107,3.705188,3,10,2,4.353297,2,malignant
1,1,3.370017,1,2,1,3,1,1,benign
9.388729,9.877938,5.281575,1,8.456075,2.683534,5.248999,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.57458,1,1,1,2,2.08994,1,1,1,benign
9.433876,1.698309,2,2.588636,4.140127,10,7.076234,4.784981,1,malignant
2.932127,1,1,3.520692,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.605044,3.579112,6.237315,2,3.562223,10,4.859522,6.674791,7.119853,malignant
4.971464,3.993583,4.892753,7.380905,6.041619,6.979704,2,1,5.830844,malignant
2.710757,1,1,1,2,2.629717,1,1,1,benign
6.011912,1,1,1,1,1,1,1,1,benign
4.984104,4.692374,3.875863,1,4.524196,1,2,3.058433,1,benign
4,2.690838,2,2,3,1,3,1,1,benign
5.210596,1,1,1,2,1,1,1,1,benign
2.78619,1,1,1,1,1,2,1,1,benign
5.87014,1,1,1,1,1,3,2.451727,1,benign
1,1,1,1,2,1,1,1,1,benign
5.671689,1,1,1,2,1,1,1,1,benign
5.518289,1.820761,4.585405,2,2,1,1,2.401759,1,benign
5.232676,1,1,1,2,3.934375,1,1,1,benign
2.519667,1,1,1,2,1,3,1,1,benign
8.818016,8.411943,6.192001,6.782587,4.65997,1,3,7.704812,1,malignant
2.521336,1,1,1,2,1,1,1,1,benign
1,3.263519,2,1,2,1,2,1,1,benign
2.682508,1,3.797633,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.035853,1,1,1,2,1,1,1,1,benign
7.886403,7.673917,2,6.555987,4.734678,10,4.654081,4.308957,1,malignant
8.004471,10.111385,10.019222,9.945743,9.304408,10,4.387424,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
8.166868,9.689143,9.394685,8.881862,6.957955,10,7.950996,10,8.617595,malignant
2.805203,2.889751,1,1,2,1,2,10,1,benign
4,1,1,2,2,1,1,1,1,benign
6.287993,6.091951,3.820576,9.730784,9.158679,2.513414,3,4.443012,9.25237,malignant
4,1,1,1,2,1,3,3.007005,1,benign
5.482312,4.388409,4.965461,10.114375,4.137538,10,6.814818,4.502597,3,malignant
5.6507,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.146168,1,1,1,2,1,2,1,1,benign
10.597718,9.578532,11.721387,2.811985,7.922033,7.122234,9.562203,10,1,malignant
3.251268,1,1,1,2,1,3,1,1,benign
4.92294,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.546869,1,1,1,3,1,2,1,1,benign
9.324566,10.298779,9.144656,10.050979,3,10,4.022633,10,1,malignant
4.964885,1.876387,2.919377,6.80507,2,8.334777,7.249296,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.988893,2.143891,2,2.931023,2,1,2,1,1,benign
3.289661,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.671034,1,benign
2.679554,5.280708,3.627402,3.265452,3,10,5.095423,4.14977,1,malignant
4.919879,9.551841,6.189954,3.527147,9.740918,10,8.21478,3.733582,1,malignant
4,8.585659,8.016677,9.62962,7.369784,10,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.928576,6.741817,10.472089,7.839028,3,10,3.27184,1,3,malignant
3.399496,1,1,1,5.134054,1,1,1,1,benign
5.347725,1,3.4708,1,2,1,1,1,1,benign
4.598182,4.428739,3.707453,7.584224,3,5.750554,2,10,7.911387,malignant
4,1,1,2,2,1,1,1,1,benign
4.692234,1,1,2,2,1,5.495398,1,1,benign
4.829737,2.947494,3.557525,3.663831,7.179328,10,7.454007,1,1,malignant
2.700505,1,1,1,2,1,3,1,1,benign
5.193564,1,1,1,2,1,3,1,1,benign
3.181573,1,1,1,2,1,2,1,1,benign
4.532302,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
2.380411,1,1,1,2,2.504842,3,1,1,benign
1,1,1,1,2,1,1,7.645382,1,benign
2.970194,1,2,1,2,1,3,1.963441,1,benign
5.548425,1,3.182048,1,2,1,1,1,1,benign
3.578989,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.596273,1,1,1,2,2.266386,2,1,1,benign
2.40909,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.714607,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,3.723797,1,1.389114,1,benign
9.573035,5.649411,8.943346,3.810805,3,10,9.82292,7.995441,1,malignant
2.876981,1,1,1,2,1,2,1,1,benign
4,2.197913,1,1,2,3.12749,3,1,1,benign
8.632622,3.858262,6.065885,4.51096,2,5.053078,8.672335,10,1,malignant
1,3.033211,1,1,2,1,3,1,1,benign
2.275552,1,2,1,2,1,2,3.038668,2,benign
1,1,1,1,2,1,1,1,1,benign
4.984045,2.390953,3.656253,2,2,10,2,2.709938,2,malignant
2.996138,1,1,1,2,1,2,1,1,benign
1,1,1,4.623883,2,10,2,1,2,benign
5.002488,3.605331,2.817195,9.955616,4.850913,1.902877,7.713428,2.466503,9.240007,malignant
9.218062,5.748348,10.044402,2,8.003101,10,3,4.253733,1,malignant
2.434614,1,1,1,2,1,2,1,1,benign
5.001533,3.913108,5.695558,5.046001,3,10,3.874039,10,2,malignant
1,2.652546,3.00735,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.244145,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.842579,2,1,2,1,2,1.427031,1,benign
5.002998,9.80954,9.828731,7.081821,6.950683,10,7.802326,10,6.327986,malignant
4,1,1,1,2,1,2,1,1,benign
3.393537,1,1,3.532733,2,9.293943,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
4,8.271321,9.890708,2,4.020441,10,4.53334,10,3,malignant
2.157692,3.0508,3.496367,1,4.840638,1,2,5.954275,1,benign
5.328033,4.342219,6.65508,2.83509,2,10,4.913511,1,1,malignant
2.902967,1.882346,1,2,2,1,7.653889,1,1,benign
2.712327,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.852413,4.073244,5.519969,1,4.206931,3.959489,3.670992,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
9.201524,10.038984,8.86505,9.915413,10.264421,10,3.834935,1,1,malignant
2.520167,1,1,1,2,1,1,1,1,benign
2.793891,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,1,1,1,2.207236,1,benign
4.994615,1,1,1,2,1,1,1,1,benign
5.123214,1,1,2.801806,1,1,2,2.727005,1,benign
8.754855,10.245382,10.672153,7.802134,2,10,3.00135,8.409796,1,malignant
4.849315,1,1,1,2,1,3,1,1,benign
8.830801,7.838449,9.940546,8.554468,3.89793,10,7.468614,3.125243,1,malignant
4,1,1,1,2,2.228526,2,1,1,benign
8.6464,4.26987,6.061991,6.494816,7.250733,10,7.152647,1,2,malignant
2.385282,1,1,1,2,3.709619,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.950678,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.490971,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.250489,2.989148,3.689701,1,2,6.97723,4.26067,1,9.586087,malignant
1,1,1,1,2,1,3,1,1,benign
3.229239,1,1,1,2,1,3,2.452065,1,benign
2.414403,1,1,1,2,1,1,1,1,benign
7.351217,1,1,1,1,1,1,1,1,benign
1,2.623,3.471338,1,3,1,2,4.576166,1,benign
2.168938,1,1,1,6.687768,1,2,1,1,benign
5.085214,1,1,3.70934,2,1,1,1,1,benign
10.017218,7.583066,9.268552,2,7.158509,5.965235,10.485224,5.160221,1,malignant
4,2.408782,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.010689,2.18795,9.728538,2,2,1,1,1,1,benign
2.6421,1.334133,1,1,2,1,1,1,1,benign
9.077464,4.132705,10.702186,1,4.289006,1,3,4.328171,6.542862,malignant
9.33473,6.823529,7.572699,5.763337,3,10,6.053667,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.438767,4.840321,5.55535,2,6.884474,1.889234,7.488268,8.55562,1,malignant
5.793776,1,1,1,1,1,1,1,1,benign
5.343932,6.119359,5.241931,1,6.512622,1,3.534976,4.566065,1,benign
4.024272,1,1,1,2,1,1,1,1,benign
3.056261,1,1,1,2,1,1,1,1,benign
2.874904,1,1,1,2,1,2,1,1,benign
4.96671,1,1,1,2,1,1,1,1,benign
5.237419,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.885386,1,1,1,2,1,2,1,1,benign
7.772038,4.463381,5.3089,5.480394,2,10,9.693701,2.288349,2,malignant
2.80597,1,1,1,2,1,2,1,1,benign
1,9.834329,9.193339,5.563493,8.23569,10,9.802905,3.887489,6.021831,malignant
1,3.581039,4.771486,1,3,1,2,5.430526,1,benign
8.658631,4.316085,2.516524,2,2,10,8.718238,7.444917,9.306286,malignant
8.883975,1.823481,9.558839,2,3,8.1444,3,6.010206,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.406322,4.992732,8.018059,1,8.558946,7.624309,3.696125,2.860455,3,malignant
1,1,1,1,1,1,2,1,1,benign
4,2.379724,1,1,2,1,2,1,1,benign
3.413795,1.767194,2,1,2,1,1,1,1,benign
6.06524,1,1,1,2,1,3,1,1,benign
9.622072,7.849554,3.422775,10.092447,4.05932,2.339963,3,2.717327,1,malignant
4,1,1,1,2,1,2,1,1,benign
11.307085,1,1,1,2,1,1,1,1,benign
1,1,4.043336,1,2,1,1,1,1,benign
7.840457,6.900367,6.046687,3.408031,5.362571,10,9.946376,7.344872,1,malignant
8.92759,9.890742,9.578807,5.326965,4.974731,10,7.647978,1,1,malignant
9.686687,9.76037,9.793,9.942117,8.750896,10,8.704617,4.707982,3,malignant
1,1,3.558403,1,4.9608,1,3,1,1,benign
2.664135,1,1,1,2,1,1,1,1,benign
4.68036,1,1,1,2,1,1,1,1,benign
8.718823,9.943299,7.993771,3.554231,8.98402,10,6.671269,10,1,malignant
5.414524,1,1,2,1,1,3,1,1,benign
5.349724,3.023094,2,1,3,1,3,1,2,benign
4.685764,1,1,2.781233,3,1,1,1,1,benign
9.641855,2.032612,2.633616,1,2,2.648778,4.81052,10,1,malignant
2.394227,1,1,1,2,1,1,1,1,benign
1,6.073225,3.687368,6.500749,4.074527,10,5.24069,1,1,benign
2.43062,4.979828,2.865859,3.380219,8.632762,1,3.879706,1.818449,1,benign
8.429142,10.148431,9.344094,6.60958,3,10,5.371067,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.761429,2.550551,2,2.952583,4.656665,5.016144,7.764551,1,1,malignant
10.934839,4.42127,4.369647,2,7.272686,10,4.789308,8.58416,5.509151,malignant
5.053539,1,3.23312,3.270404,2,2.108192,2,1,1,benign
1,1,1,1,1,3.864785,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.215473,1,1,1,2,1,3,1,1,benign
2.606855,1,1,1,4.465285,1,2,1,1,benign
2.572273,4.991866,6.783619,3.130165,2,10,8.209791,8.338098,3,malignant
1,1,1,3.336844,3,1,1,1,1,benign
9.659724,8.105928,6.380136,7.219696,9.732794,6.348127,10.228748,1,1,malignant
1,2.328387,2,8.428723,2,10,1,1,1,benign
7.219006,9.762118,8.402481,1,6.752706,10,8.720773,10,5.376459,malignant
4,1,1,1,2,1,1,1,1,benign
9.648909,2.406818,4.228969,1,3,7.529483,3.857243,2.825804,1,malignant
2.842349,1,1,1,2,1,1,1,1,benign
5.759205,7.660168,3.350958,5.53685,3,10,7.292799,10,1,malignant
1.850754,1,1,1,1,7.450992,1,1,1,benign
1.771376,1,1,2,2,1,3,1,1,benign
5.275999,4.052615,6.624773,7.264197,2,10,4.050696,4.861999,1,malignant
4,1,1,1,2,4.795405,3,1,1,benign
3.512148,1,1,1,2,1,1,1,1,benign
5.006061,3.634054,4.634892,9.84347,3.655096,10,4.631408,4.931591,2,malignant
9.637862,5.012431,5.697423,1,2,6.839709,8.049553,1,1,malignant
6.194914,5.071408,2,3.079715,6.304835,1,2,2.464395,1,benign
5.550903,4.76005,4.037602,2,3,10,3,5.337552,1,malignant
8.574693,10.436094,6.906016,6.501405,9.009113,10,7.847158,10,1,malignant
1.969963,1,1,1,1,1,1,1,8.789538,benign
1,1.78406,2,1,6.226643,1,2,1,1,benign
1,1.73961,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.170871,8.325597,5.624336,3.39896,4.698576,8.224195,2,10,1,malignant
7.642318,2.112805,3.768367,2,8.202011,7.566188,5.793307,9.40853,1,malignant
8.772604,5.451089,8.711347,10.053908,4.992516,3.341711,6.516311,1.839633,2,malignant
4.732485,1.551977,9.861215,3.673023,5.74356,10,3,5.06847,1,malignant
10.142159,9.914007,9.214692,10.038625,3.91292,2.467056,9.406422,1,2,malignant
5.529382,1,1,3.371916,2,1,8.289651,1,1,benign
5.562325,3.950469,5.616235,6.232561,3,2.624686,7.970788,2.815632,8.751618,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
7.974116,5.322557,2,7.581172,7.91116,9.344259,2,6.7559,1,malignant
1,2.928283,7.294663,2.734399,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.848326,9.74101,10.769901,9.403449,4.212213,10,8.464125,2.644844,3,malignant
5.356543,2.66074,3.081906,1,2,10,2,1,1,benign
9.512706,4.750079,3.849612,4.183746,3,10,8.170425,1,9.437644,malignant
4,10.219893,9.572412,2.823313,7.445552,10,8.237705,10,4.498195,malignant
3.42335,1,2,1,2,1,1,1,1,benign
5.202225,9.338062,9.014396,10.18594,11.692086,10,8.582861,5.707411,1,malignant
4,1,1,1,3,1,2,1,1,benign
5.248271,1,1,1,2,1,1,1,1,benign
10.671091,4.10566,5.704404,3.310683,5.166773,5.541061,4.353912,3.129871,1,malignant
9.969435,7.183734,10.48245,1,2,6.186904,6.766444,5.575769,2,malignant
4,6.527017,5.57499,1,3,3.663448,7.696096,8.858725,1,benign
9.359104,2.61103,3.390799,3.95538,3,1,3,6.222368,1,malignant
5.026933,10.046608,8.966242,5.792808,4.100826,10,3,2.182651,1,malignant
1,6.673517,8.784814,1,3,2.725409,4.113005,8.01392,1,benign
1,1,1,2.429983,2,3.117597,1,1,1,benign
1,1,1,2,3,1,2,1,1,benign
2.442564,1,1,2.878281,1,7.185111,3,1,1,benign
5.655976,1.987104,4.043412,2,2,1,2,1,1,benign
4.901321,6.106143,3.149394,4.66425,6.607405,7.994177,7.237798,1,1,malignant
8.378459,4.562416,5.183404,3.204974,3,10,8.046215,5.742074,2,malignant
4,1,1,1,2,1,2,1,1,benign
5.513846,2.227988,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.544457,9.320928,8.262527,9.851925,7.155571,10,3,10,1,malignant
5.411549,1,1,1,2,1,3,1,1,benign
5.474597,9.782787,9.904833,9.952685,7.6918,10,3,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.135439,9.877225,9.750265,10.289024,5.229854,10,5.86985,6.572248,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.6036,1,1,1,2,1,2,1,1,benign
2.031444,2.584817,1,2,1,1,1,1,1,benign
5.170838,1.917974,3.833087,6.203235,2,5.158603,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.140965,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.577236,1,1,1,3,1,2,3.124091,1,benign
3.333739,7.387958,10.046472,10.07135,4.902544,5.476102,7.009195,10,1,malignant
4.907738,1,1,1,2,1,1,1,1,benign
2.341667,1,1,1,1,1,2,1,1,benign
2.506582,1,1,1,2,1,3,1,1,benign
5.340654,4.789949,3.549227,3.207182,6.507699,10,7.610502,2.455985,1,malignant
2.9089,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.18027,1,1,1,2,1,3,1,1,benign
5.79495,1,2,1,2,1,1,1,1,benign
1,2.622642,1,2,2,1,3,1,1,benign
8.973744,5.519407,6.037828,6.054479,4.166487,10,6.47055,8.208827,1,malignant
8.851622,2.871367,3.240949,1,2,10,5.046366,5.510332,1,malignant
8.205153,8.034981,6.421574,8.021468,5.054402,10,7.237419,8.172569,1,malignant
2.239055,1,2,1,2,1,1,1,1,benign
2.646361,4.711353,2,7.412842,5.937659,6.833937,9.055639,1,1,malignant
8.792104,1.582241,5.39023,10.045761,2,10,1,5.402005,1,malignant
5.47093,1,1,1,3,1,2,1,1,benign
5.158494,1,1,3.58763,3,4.786861,2,1,1,benign
2.71219,1,1,1,3,1,1,1,1,benign
2.334565,1,1,1,2,1,2,1,1,benign
4.693823,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.979954,1,1,1,2,1,1,1,1,benign
9.236126,10.133187,9.933474,2.872882,4.993777,7.143064,6.60439,10,5.143195,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
9.619468,6.858248,8.932601,9.954866,4.01445,10,5.563055,8.672015,1,malignant
8.615051,2.708028,5.937148,9.820259,4.713979,7.25549,4.627567,5.645075,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.923305,1,2,1,2,1,3,1,1,benign
8.752665,2.687209,3.825286,3.235753,4.868638,3.011001,4.288193,10,1,malignant
7.66273,5.716545,8.968997,5.395793,4.506239,10,3,9.25241,1,malignant
1,1,1,3.947455,3,1,3,1,1,benign
2.753086,2.727637,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.788774,1,1,1,2,1,1,1,1,benign
9.040216,9.944799,5.691476,1,6.356332,8.188316,5.39592,10,2,malignant
2.531627,1.95972,1,1,2,1,4.286778,1,1,benign
2.675912,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.669307,4.13839,2.424915,6.212362,3.81223,4.241112,7.669176,8.737628,3,malignant
8.192838,4.7181,5.274632,7.508843,5.116659,10,5.084491,10,1,malignant
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,2.100757,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.883066,3.525925,2,5.863674,2,5.953305,4.453014,4.469455,1,benign
2.008042,9.76205,5.221101,2.831398,5.961891,10,8.450288,10,1,malignant
2.591437,1,3.560665,1,2,1,1,1,1,benign
2.434395,1,1,1,2,1,1,1,1,benign
8.378241,4.158199,8.112018,3.097205,3,10,3,1,2,malignant
9.466778,1.819995,3.953615,2,2,1,4.484503,5.127538,1,malignant
1,1.990399,2,3.355574,1,1,3,1,1,benign
4,1,1,3.598983,2,1,2,2.959342,1,benign
9.968395,9.70453,7.797439,9.561196,8.52306,10,8.06013,8.155888,1,malignant
1,1,4.188034,1,2,1,1,1,1,benign
1,1,3.791213,2,4.934773,1,3,1,1,benign
5.652659,9.761242,9.312218,7.925761,10.972556,10,7.864656,10,1,malignant
2.42497,2.435994,6.787917,1,2,1,2,2.574393,1,benign
3.084914,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.28358,7.846074,6.00934,3.834156,4.913121,10,6.500839,7.109113,1,malignant
2.661215,1,1,1,2,1,3,1,1,benign
5.161343,1,1,1,1,1,2,1,1,benign
10.81046,4.582089,4.827276,3.755221,2,0.950666,4.703748,8.411021,1,malignant
11.215583,5.873898,7.799157,5.724735,6.155439,10,7.618129,10,3,malignant
10.636234,4.492723,3.598149,10.222929,6.142715,10,3.962793,1,5.65224,malignant
4,1,2,1,2,1,2,1,1,benign
5.761863,6.166971,3.990472,8.59416,9.338817,10,8.444142,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,3.019334,2,1,2,1,2,2.436282,1,benign
8.105543,4.321649,5.101737,9.549611,4.912731,10,9.126433,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.425017,4.217349,6.862789,8.282353,8.374604,10,4.630681,3.513105,1,malignant
5.679601,10.060179,4.141808,9.303662,4.008439,10,7.58258,8.28826,3,malignant
5.458108,2.058689,1,1,3,1,2,1,9.937708,benign
5.680397,1,1,1,2,2.218674,1,1,1,benign
2.283613,1,2,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
8.019388,2.51215,3.489553,2,7.630954,5.739293,3,1,1,malignant
5.708448,2.417234,1,2,2,1,3,1,1,benign
7.735933,9.869365,8.671119,3.69933,9.169495,10,10.23229,2.822734,1,malignant
2.391547,1,2,1,2,1,2,1,1,benign
3.042084,1,1,8.181106,2,10,3,2.972108,1,benign
5.908436,1,1,1,2,1,3,1,1,benign
4.42028,1,1,1,2,1,2,1,1,benign
8.395669,4.054515,2,2,3,5.606492,4.59411,2.966202,2,malignant
10.966335,1.811389,3.25872,2,2,4.688864,2,5.615614,5.461024,malignant
1,6.233721,7.965619,3.935648,3,1,3,1.822522,1,benign
4.942222,4.143973,6.789201,1,3,6.230436,4.937175,1,1,malignant
5.775876,1,1,1,1,1,2,1,1,benign
4.830496,3.138022,2,3.558349,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
6.033564,5.604181,9.782454,9.630996,3,3.568945,6.917293,2.211489,1,malignant
5.475005,2.866649,2,5.194415,4.388887,8.7945,5.06338,5.966233,2,malignant
2.614887,1,2,1,2,1,3,1,1,benign
10.547405,9.73174,8.423624,2,5.188356,1.852947,5.184507,6.750718,1,malignant
3.363761,1,2,1,2,1,2,1,4.29764,benign
2.887259,1,1,1,2,1,3,2.581374,1,benign
1,2.338281,4.237422,1,2,3.320907,3,1,1,benign
1,2.778287,2,3.658619,2,2.610231,1,1,1,benign
1,1.877665,3.704949,1,2,1,3,1,1,benign
8.409291,7.64668,8.665276,8.725066,7.036354,1.653763,8.499292,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.741885,1,1,3.141947,2,3.175499,1,1,1,benign
5.954881,5.06521,6.667012,8.24479,4.645202,10,8.291019,2.10201,2,malignant
5.021366,1,1,3.346525,2,1,1,1,1,benign
4.625611,1,1,1,2,2.635171,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.409549,1,2,1,2,1,1,1,1,benign
1,1,1,1.945744,2,1,1,1,1,benign
4,1,1,1,2,1,1,2.551078,1,benign
4,2.321949,1,3.259229,2,1,1,1,1,benign
9.37882,6.970269,5.44755,9.9195,4.383078,10,4.576502,10,1,malignant
2.713571,1,1,1,2,1,2,1,1,benign
3.096223,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.043587,1,1,1,2,1,2,1,1,benign
1.865287,5.028539,4.896559,3.214249,10.617761,10,4.279268,10,9.570625,malignant
1,1,1,1,2,1,1,1,1,benign
8.192158,6.93382,9.290548,3.334577,9.211333,10,8.021196,1,1,malignant
5.347442,1,1,1,2,1,3,3.173334,1,benign
1,1,3.857164,1,2,1.984752,5.536531,1,1,benign
1,2.5865,2,5.533943,2,3.290651,2,1,1,benign
3.054004,1,1,2,2,1,3,1,1,benign
9.78008,4.07583,9.522244,10.262789,2,9.132473,2,2.526621,1,malignant
5.626685,4.703676,2.989621,5.887276,4.473022,1,8.175698,5.400472,2,malignant
5.281495,2.132213,5.172331,1,1,3.6141,6.603069,2.598561,1,malignant
1,1,1,1,1,1,1,1,1,benign
7.70416,4.955903,5.197328,7.151025,7.835216,3.715256,3.634395,1,1,malignant
7.734171,9.893389,9.586743,2.156038,4.661637,10,4.748619,10,3,malignant
4.880879,9.702403,9.292169,5.824485,8.5995,10,7.25839,10,2,malignant
3.045611,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.285239,7.928957,10.598074,1,3.899838,7.991491,9.777276,10,1,malignant
11.061257,6.508802,8.075301,2,3.837902,10,3,8.843491,1,malignant
4.35185,1,3.126829,1,2,1,2,1,1,benign
1,2.801215,2,1,4.708484,1,1,2.565908,1,benign
4.953637,7.09656,6.075774,7.613755,4.878043,10,5.039009,1,1,malignant
1,1,1,1,1,1,1,1,1,benign
9.412125,8.046583,9.985569,2,4.748745,10,8.053884,5.669185,1,malignant
4,2.576895,2,1,2,1,3,1,1,benign
5.58283,1,1,1,2,1,3,1,1,benign
4.730691,4.16399,6.067007,3.917365,2,10,7.762218,4.821899,3,malignant
5.202268,4.402313,6.301932,3.467949,6.08591,8.206564,8.807331,5.041176,1,malignant
4.405495,2.706215,5.614089,2.703474,6.854561,10.774263,5.131001,2.157344,7.583084,malignant
5.434419,1,2,2,2,1,2,1,1,benign
9.456587,8.791921,10.628613,7.783522,3,10,7.464195,10,6.183461,malignant
2.988549,1,1,1,1,1,2,1,1,benign
5.121401,1,1,1,4.347,1,1,1,1,benign
9.055544,5.652607,6.625158,2.354053,8.642996,10,8.605557,8.404146,1,malignant
1,1,3.062338,1,2,1,2,1,1,benign
4,1.474587,1,2,2,1,1,1,1,benign
1,2.612708,1,1,3,1,2,1,2,benign
8.865053,10.090866,9.296523,1,8.183991,10,7.469222,10,1,malignant
5.467739,8.554802,8.701237,5.993635,8.824685,8.348267,7.169324,4.33599,1,malignant
4,5.177002,4.37232,6.126245,4.710283,10,5.13293,6.033698,3,malignant
3.006293,1,1,1,2,1,3,9.222863,1,benign
5.273029,1,1,1,3,1,1,1,1,benign
5.305852,4.036161,6.205016,6.73489,3,1,7.484332,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
4.8331,9.921134,7.092761,5.45251,5.259253,5.666947,7.254603,10,1,malignant
7.389035,6.709525,9.244756,6.476797,7.571107,2.852899,7.943879,4.293694,1,malignant
9.080915,5.910907,8.285301,6.510813,4.400051,10,7.892529,10,3,malignant
2.687926,3.404377,1,2,2,2.57757,2,1,2,benign
4,1,1,1,6.526026,1,3,1,1,benign
8.572437,5.131683,7.57921,4.382725,3,10,4.897079,2.110679,3,malignant
1,1,1,1,2,1,2,1,1,benign
3.417638,1,2,1,2,1,2,1,1,benign
7.038711,5.586816,5.174384,5.244401,7.106248,10,7.465309,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.893924,4.697191,2.950257,2.654674,7.047402,10,5.970542,10,1,malignant
1,1,1,1,1,1.814694,3.932206,1,1,benign
1,1,1,3.382325,2,1,2,1,1,benign
2.883259,1.935627,2,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.799761,2.257446,9.787175,3.327774,3,10,4.193793,1,1,malignant
2.555404,1,1,1,2,1,2,1,2,benign
10.762148,10.075394,8.999186,3.581363,6.179539,10,8.481657,10,10.223541,malignant
5.179457,1,1,1,2,1,1,1,1,benign
7.732114,4.079099,4.999548,6.731167,4.583482,4.194875,6.308478,2.688084,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.999702,1,1,1,2,1,2,2.230911,1,benign
1,1,1,1,2,1,1,1,1,benign
5.416206,1,1,1,2,1,2,1,1,benign
1,1,2,9.645924,2,1,3,1,1,benign
8.841491,6.153983,2.734714,1,4.85697,1,3,4.333355,2,malignant
1,2.30065,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.240791,2.701536,3.168644,10.046298,3,1.789127,3,8.329073,3.446875,malignant
1,1,1,3.79803,2,1,2,1,1,benign
9.066401,1,1,2,2,1,2,1,1,benign
5.496134,1,1,1,2,1,2,1,1,benign
7.45984,4.552622,2.99208,3.931653,2,1.47256,5.639591,2.631883,1,malignant
5.567823,1,1,1,2,1,1,2.624672,1,benign
2.63023,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,3.191121,1,benign
1,1,1,1,2,1,1,1,1,benign
8.169142,2.462989,2.202762,4.91639,2,4.071003,3,5.879897,1,malignant
4,1,1,2,2,1,2,1,1,benign
3.010964,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.937248,1,3.177226,1,2,1,3,1,1,benign
4,1,3.311589,2.988556,2,1,2,1,1,benign
2.309105,2.925744,1,1,2,1,2,1,1,benign
4.909567,1,2.01667,1,2,6.334881,2,1,1,benign
5.042928,10.090396,9.972998,10.010127,8.558469,10,8.067691,1,1,malignant
1,1,1,1,1,1,1,1,1,benign
4.93655,1,1,1,2,1,2,1,1,benign
10.476664,2.931942,6.192694,3.214466,2,10,8.477956,1,3,malignant
5.373815,1,1,1,2,1,2,1,1,benign
4,2.848532,5.306785,9.745599,7.369886,3.661042,3,1,1,malignant
5.484296,6.647431,3.619267,5.666119,4.206642,8.369487,7.27629,10,1,malignant
2.918872,1,1,1,2,1,1,1,1,benign
5.254479,7.834281,2.405466,3.68681,3,4.983418,8.260634,1,1,malignant
9.308269,4.186477,6.995967,10.260499,7.284262,10,3.188132,2.355201,4.297876,malignant
1,1,1,3.375967,2,1,3,1,1,benign
2.866766,1,1,2,2,1,1,1,1,benign
4.937225,6.807376,8.890206,6.673129,4.607631,6.424085,7.241064,9.114386,4.937459,malignant
8.664127,9.583018,8.554824,5.115547,10.340969,5.87884,5.523331,10,1,malignant
5.772103,1.514659,1,1,1,1,1,1,2,benign
5.641918,1,1,1,2,3.565255,3,2.485267,1,benign
4.818633,8.207186,3.474268,6.659225,5.289808,10,5.661492,1,2,malignant
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.330102,1,1,1,2,1,1,1,1,benign
3.390244,1,1,3.274565,4.094441,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,10.406536,5.309609,10.207595,9.104977,10,3.986274,7.509084,1,malignant
8.096251,3.952041,6.945853,10.340472,4.700985,6.536827,3,7.218682,9.968796,malignant
1,1,1,1,2,1,2,1,1,benign
6.1296,1,1,1,2,1,3,1,1,benign
2.956704,1,1,4.532527,1,8.62625,1,2.549253,1,benign
5.265191,1,1,4.379017,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.494006,8.648777,8.549596,9.816531,3.402945,5.67308,5.216204,3.071768,1,malignant
8.798331,8.601898,6.275108,3.328465,8.230446,10,6.364038,10,1,malignant
4,1,1,1,2,4.001928,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.387421,1,1,1,2,1,3,1,1,benign
5.522581,9.870252,11.076095,9.680304,9.931432,10,6.227354,10,2,malignant
5.055924,1,1,1,2,1,1,1,1,benign
8.114051,10.020613,9.118129,9.987823,7.170216,10,6.630868,1,1,malignant
1,2.356349,3.249222,3.472897,2,1,2,1,1,benign
2.479689,1,2.95337,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.243749,1,1,1,2,1,2,1,1,benign
8.745873,7.440671,7.467028,3.130327,4.465145,10,8.36611,10,1,malignant
5.806021,1,1,1,2,1,1,1,1,benign
3.494314,1,1,1,2,1,1,2.035422,1,benign
1,1,1,1,2,1,2,2.362777,1,benign
3.094136,1,2.935293,2.738409,2,1,3,1,1,benign
11.41435,7.513588,5.340119,1,4.020308,2.74691,3,1,1,malignant
6.128756,3.02736,2,2,3,1,3,1,1,benign
2.475138,1,1,1,2,1,2,1,1,benign
5.350407,3.812582,4.559746,2,2,10,9.0161,1,2,malignant
5.092651,1,4.812635,1,2,1,1,1,1,benign
4.700742,9.720049,9.212562,2,5.563072,10,6.525256,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
10.2372,10.266986,9.410028,10.183284,6.539848,10,7.806273,1,3,malignant
4.745981,3.995781,3.395162,9.861916,3,10,2,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.433094,10.241982,3.716597,10.037196,7.43177,1,3.880179,7.711894,1,malignant
8.37548,9.662244,2,5.50627,8.635077,4.735258,4.934872,2.961544,1,malignant
2.013659,1,1,1,2,1,1,1,1,benign
5.807197,9.75209,5.949835,10.087709,8.310969,10,7.546745,7.104459,9.00149,malignant
9.267925,9.806648,10.008011,7.123331,7.768992,10,2,10,1,malignant
2.751697,5.418173,9.671158,7.20623,8.420194,8.275629,7.012826,4.179431,1,malignant
9.619886,6.729404,8.805898,1,3,8.49486,7.654258,7.909608,1,malignant
5.236177,2.7342,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
4.75796,1,1,2,2,1,2,1,1,benign
2.853343,4.433092,8.185652,3.994622,11.819854,1,3,4.882946,1,benign
1,1,1,1,3,1,3,1,1,benign
3.270468,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,3.008672,1,benign
8.669645,9.86741,8.235307,7.046607,5.297771,1,9.41471,7.063466,2,malignant
5.336395,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.841321,1,1,1,2,1,2,1.925956,1,benign
1,2.240549,2,3.741012,3,1,1,1.64571,1,benign
5.267648,1,1,1,1,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,6.423966,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.652259,1,1,1,2,5.757187,2,2.782724,1,benign
5.336457,8.032448,4.919668,9.920934,8.680487,10,8.973319,9.257057,1,malignant
1,9.928051,9.090053,2,3,7.778573,4.689076,1,1,malignant
6.134192,2.463821,4.098676,1,2,1,3,1,1,benign
4,1,1,2,2,1,1,1,1,benign
5.593055,2.540398,2.897405,3.403055,2,1.572914,4.620701,1,5.09537,malignant
5.145689,9.894827,9.582761,4.151263,10.538141,2.869716,8.115965,5.129465,4.388054,malignant
4,1,1,1,2,1,1,1,1,benign
10.694907,9.652931,10.783629,3.587222,6.305262,8.468853,7.303866,10,1,malignant
7.997663,7.176771,2.959128,3.04564,3,10,3.659119,5.896449,3,malignant
1,1,1,1,2,1,2,1,1,benign
4,4.918961,5.821065,10.022966,5.10771,10,9.643007,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.746979,2.379204,3.594152,6.439329,7.11431,10,3.725225,1,1,malignant
9.287088,7.427517,4.295985,8.058897,6.440704,10,4.957305,6.733711,1,malignant
5.775766,1,1,1,3,1,2,1,1,benign
3.106023,1,1,1,2,1,2,1,1,benign
4.959548,1,1,1,1,1,1,1,1,benign
7.728336,10.22581,5.729629,9.715714,7.475648,10,4.592692,3.292326,1,malignant
5.456907,4.148595,5.742656,9.718071,3,10,3.092213,2.400278,1,malignant
11.10846,6.54389,3.854925,3.453491,3,4.245159,5.734153,7.609081,4.488998,malignant
1,1,1,1,2,1,3,1,1,benign
8.882832,5.391866,3.201343,3.079789,3.599363,10,4.860926,2.399045,1,malignant
8.552104,9.836237,7.966474,9.989617,3.758765,10,8.208209,2.7998,1,malignant
1,1,2,2.825363,2,1,3,1,1,benign
2.198704,3.168708,3.214177,1,2,1,2,1,1,benign
9.341258,6.21772,7.020836,2.995403,6.947181,10,8.18875,6.941653,1,malignant
10.906365,9.599803,3.986844,5.574562,4.64908,10,4.32703,2.708866,1,malignant
2.410622,2.600268,2,2,2,1,3,1,1,benign
5.202661,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,6.771336,1,1,1,benign
2.995624,1,1,1,1,1,3,1,1,benign
5.10592,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,5.836163,1,1,benign
7.63039,3.12432,3.958567,1,7.658963,3.687175,9.031165,1,3,malignant
3.403771,1,1,1,1,1,1,1,1,benign
6.559268,6.5451,5.599244,4.379073,5.096092,5.969162,6.611335,7.95332,1,malignant
10.049344,4.454757,5.952717,9.733918,3,10,6.015948,10,2,malignant
5.264592,1,1,1,1,1,2,1,1,benign
5.618179,9.921832,3.503331,2,3,10,8.163476,10,5.320339,malignant
3.43864,3.238393,2,2,2,1,3.419881,1,1,benign
8.439081,9.707631,8.521306,9.578546,8.158886,10,6.251484,7.586996,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.038834,7.385968,6.351726,6.013813,8.051936,10,8.833298,10,1,malignant
5.171969,1,1,2,2,1,3,1,1,benign
2.735957,1,2,1,1,1,1,1,1,benign
9.588691,9.88788,9.180583,5.225449,1,10,8.588537,3.681134,2,malignant
2.138537,1.771266,2.715591,2.930392,3,4.665634,6.416629,2.593634,1,malignant
3.130882,1,1,1,1,1,2,1,1,benign
2.905442,2.770778,2,1,2,1,3,2.256278,1,benign
9.70972,7.859937,6.270833,2.346579,4.920661,3.914594,7.159203,5.347808,1,malignant
7.863835,10.326332,8.387273,1,9.751543,10,8.366085,10,1,malignant
4.989807,2.223152,3.514896,2,3,10,5.106504,2.495108,1,malignant
7.229762,9.898117,9.089061,2.972544,5.849449,1,3,2.859256,5.135601,malignant
4.934258,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,6.681509,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.159006,7.287929,4.730628,8.237241,3,1,4.992909,4.706238,6.032409,malignant
1,1,1,1,2,1,2,1,1,benign
8.571671,9.565874,6.855447,6.13952,4.678779,10,5.134176,2.576045,1,malignant
10.510528,2.749606,3.777113,3.631624,4.152392,7.239601,6.898168,6.143681,3,malignant
5.431343,1,1,1,2,2.022332,1,1,1,benign
4.975656,2.472547,2,1,2,1,9.657684,1,1,benign
1,1,2,4.26981,2,1,1,1,1,benign
10.382257,6.450617,8.953428,3.880251,3,7.278191,6.07719,7.714225,1,malignant
7.951977,1,1,1,4.418631,3.035524,8.819771,7.529524,1,malignant
1,1,1,1,2,2.275286,3,1,1,benign
2.5519,2.144686,4.417096,2,4.430393,1,3,1,1,benign
1.681294,6.468989,7.972577,7.365306,6.608555,10,3,7.20206,1,malignant
4.998106,1,1,1,3,1,1,1,1,benign
4,1,2,1,2,3.198455,3,1,1,benign
4,1,1,1,1,1,1,2.108587,1,benign
1,1,1,1,2,1,2,1,1,benign
2.266825,1,1,1,2,1,1,1,1,benign
2.866244,1,1,1,2,1,1,1,1,benign
2.821294,1,3.715603,1,2,1,2,1,1,benign
11.794809,4.020015,6.236106,5.879433,4.331744,10,7.439967,2.547963,3,malignant
2.765295,1,1,1,2,1,2,1,1,benign
2.57021,1,1,1,2,1,1,1,1,benign
5.649047,1,1,1,2,1,1,1,1,benign
5.618127,9.777322,9.313266,6.702747,8.211931,8.964791,6.174345,1,1,malignant
5.377905,2.619117,5.756669,6.636376,5.300263,7.104142,7.32161,5.490563,7.976685,malignant
8.408666,4.615815,7.313185,6.264155,3,7.380896,3,2.242325,1,malignant
1,9.875587,3.997722,1,4.614216,1,4.857023,2.60231,1,benign
10.427206,6.936121,8.738435,3.725567,9.033695,10,9.180442,1,3,malignant
1.964193,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.946759,1,1,1,2,1,1,1,1,benign
2.886152,1,3.584727,1,2,1,3,2.740617,1,benign
1,1,1,1,2,1,3,1,1,benign
3.143321,3.987266,3.559875,2,3.643174,1,9.827464,2.380314,1,benign
4,1,1,1,2,1,1,1,1,benign
8.521232,8.392755,9.772587,3.398946,9.226514,10,3,7.622816,6.812678,malignant
5.276534,1,1,2,2,4.813464,3,1,1,benign
1.908406,2.072603,2,7.041836,2,10,3,6.146308,1,benign
10.659767,4.136819,9.924346,2.568731,5.105599,10,9.005274,3.172977,1,malignant
1,1,3.51713,1,2,1,3,1,1,benign
4.748832,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,2.148374,3,1,1,benign
5.285161,1,1,1,2,1,2,1,1,benign
5.289122,9.862155,3.389867,2,12.126102,7.299488,7.459527,7.905395,1,malignant
4,9.784725,9.142494,9.663659,3,10,3,2.833918,1,malignant
5.052538,2.429751,3.944305,1,3,1,8.032145,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.907768,4.74307,3.201357,10.344244,9.415604,10,4.495877,3.868657,3,malignant
5.337837,10.046053,3.011342,10.046452,8.506832,3.615,6.939784,1.934301,3,malignant
2.149969,1,1,3.394565,3,2.771432,2,1,1,benign
5.653346,9.850768,8.764517,5.458141,7.479765,1,5.995209,10,1,malignant
9.288718,9.894159,9.523486,9.695755,7.459944,10,5.173558,10,1,malignant
9.400167,4.58061,3.080862,6.109281,2,10,8.341189,1.378404,6.987843,malignant
1,1,1,2.841133,2,1,2,1,3,benign
8.527322,9.691045,9.784749,3.907905,5.233024,10,5.825067,2.354221,2,malignant
5.0785,1,1,1,2,1,2,1,1,benign
1.935589,1,2.420412,1,2,2.760352,2,1,1,benign
8.011714,2.40112,3.246503,6.764267,3,10,3.160363,2.70334,1,malignant
2.25602,1,1,1,2,1,1,1,1,benign
3.107554,1,1,1,2,1,2,1,1,benign
10.597699,6.748649,6.299515,1,7.735531,10,3,10,10.053203,malignant
8.796298,1.809043,8.404472,1,4.336039,3.737758,3,2.54257,1,malignant
4.536146,1,2,1,2,3.92035,3,1.476037,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.911408,2,1,2,1,3,1,1,benign
2.976138,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.666428,2.605151,2,1,2,2.563976,2,10,1,malignant
1,4.124453,4.452801,5.949637,4.07848,10,7.062266,3.280751,1,malignant
2.859786,1,1,1,2,1,1,1,1,benign
5.644797,1,1,1,2,1,3,1,1,benign
7.501633,4.34687,3.581832,7.458918,2,0.724608,4.457329,4.912845,1,malignant
2.380106,1,1,1,2,1,3,1,1,benign
2.255742,2.113465,1,1,3,1,3,2.962676,1,benign
5.768818,6.919255,8.229846,2.660837,5.834092,3.320919,4.266145,1,1,malignant
10.042204,4.62038,5.444073,1,7.056471,3.821109,5.857897,2.132062,4.914228,malignant
1,1,1,1,3,1,3,1,1,benign
2.510111,1,1,1,2,10,2,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.498338,1,1,1,2,1,2,1,1,benign
5.727761,1,1,3.989879,2,1,3,1,1,benign
5.850756,3.988165,9.100306,10.174255,2,2.827318,1,1,1,malignant
1,1.972433,2,2,2,2.63799,1,3.198224,1,benign
1,1,1,1,2,3.348732,3,1,1,benign
9.852848,6.973421,4.788874,6.240467,7.022586,10,4.565482,8.703919,9.45682,malignant
8.930916,3.774452,3.482074,9.646681,3,10,6.297155,10,1,malignant
2.545617,1,1,1,9.434883,1,2,1,1,benign
5.211414,1,2,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.81352,10.57017,8.758412,4.044253,8.882813,10,8.456952,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,4.099957,2,1,2,1,1,benign
1,9.526832,5.665494,1,7.670229,1,7.396772,3.923097,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.722874,2.337785,2,2,2,2.430203,3,7.912939,1,benign
4,1,2.685371,1,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
4.828243,7.102256,9.737497,9.64412,3.817127,3.304076,4.965183,10,1,malignant
3.777429,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.438589,4.179347,5.174016,8.622569,2,10,6.743296,1,5.215928,malignant
5.186099,6.926022,9.210621,2,3,0.558594,6.58647,8.024928,1,malignant
5.37535,9.797473,8.574055,2,6.216042,10,6.026737,2.698564,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.524432,4.466733,6.218084,10.360941,3,10,7.787915,2.491863,3,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.045467,2,1,1,benign
5.225657,1,1,1,3,3.504233,3,1,1,benign
2.561938,1,4.216396,1,3,1,2,1,1,benign
7.133308,4.099841,5.593808,9.863861,3,10,4.513203,7.455829,1,malignant
3.248839,1,1,1,2,1,1,3.136606,1,benign
10.476194,6.456181,3.400251,10.067357,4.09519,10,6.162257,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
5.478105,1,1,2,3,1,3,1,1,benign
4.936064,10.095072,8.630885,5.463638,3,3.407622,8.7369,10,7.009029,malignant
1,1,1,2,2,1,2,1,1,benign
4,2.282596,1,1,2,1,1,1,1,benign
1.581602,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,7.959644,1,1,1,benign
8.704825,1,1,1,2,2.254586,3,1,1,benign
2.485757,1,1,1,8.379999,1,2,1,1,benign
10.077867,2.662531,5.86564,1,3,1,5.550457,1,3,malignant
1,2.350831,1,1,8.681628,2.53182,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.526682,7.322371,10.081943,6.247723,3.903848,10,8.811703,10,1,malignant
2.644049,1,1,1,3,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.036896,3.679786,4.467994,10.05125,4.787048,10,5.820209,2.681928,3,malignant
4.932645,4.367146,9.370964,3.323953,3.771693,10,7.205548,1.301124,3,malignant
5.469005,6.589922,3.892493,1,3.622185,1,3,8.009417,1,malignant
2.627057,2.738551,3.454251,9.692852,5.274201,2.935349,2,1.863462,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.597244,3.372002,3.689955,3.817905,3,1,7.967665,2.458262,3,malignant
4,1,2,10.056414,2,5.937373,2,1,1,benign
7.200157,7.017484,9.36635,9.846984,4.568566,10,3,7.860246,4.800751,malignant
4.926218,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.711667,1,1,1,2,3.930823,2,1,1,benign
3.032186,3.787523,3.69012,1.946445,3,1,4.232636,1,1,benign
4.584915,9.453206,5.441069,9.943362,3,10,8.396379,3.195329,2,malignant
5.190509,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,5.655615,3,1,1,benign
4.571179,2.747425,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.750612,1,1,1,1,1,2,1,1,benign
9.618168,9.678538,8.953476,3.881803,7.720561,7.960852,3,8.285909,1,malignant
5.709161,9.743293,11.479528,7.166164,3.97656,10,8.971772,10,1,malignant
5.423169,3.449771,3.630818,4.183749,4.527941,1,3,7.728546,1,malignant
5.136108,9.805465,9.195406,10.416176,1,10,8.721002,7.67008,2,malignant
4,1,1,1,2,5.322472,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.920112,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,5.150824,6.551547,10.357628,4.916124,10,5.439819,10,5.812431,malignant
9.344833,1.884216,3.251883,3.183228,7.057103,1,2,10,5.562419,malignant
1,1,1,1,1,1,2,1,1,benign
5.402208,6.302509,6.015184,9.813049,9.574744,10,3,7.784818,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.539473,4.786114,5.661008,5.830174,3,10,2,1,1,malignant
5.136243,2.291541,2,1,4.676097,1,3,1,1,benign
4,7.342262,7.890952,5.574467,3.385262,1,3,10,1,malignant
4,1,3.569571,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.665111,1,1,1,2,1,1,1,1,benign
5.325847,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.442442,4.438718,5.548424,6.722575,6.017502,10,9.217452,5.249241,1,malignant
8.452713,8.248713,4.190526,6.692801,5.122979,6.839914,8.872495,7.865927,1,malignant
5.637523,2.268366,8.820192,1,4.574259,1.708722,6.764855,2.886045,1,malignant
2.958379,3.058769,1,1,1,1,3,1,1,benign
9.14568,5.481869,5.888911,9.916293,2,10,6.744221,1,1,malignant
5.358098,7.873963,8.710823,3.673158,5.265399,9.369713,3,1,2,malignant
2.667343,1,2.802191,1,2,1,1,1,1,benign
3.057104,1,1,1,2,1,3,1,1,benign
5.093047,7.061163,6.680653,3.683376,5.007511,10,6.993416,1,1,malignant
3.35855,1,1,1,1,1,3,1,1,benign
5.038622,1,2.967756,3.123951,2,2.677879,2,3.32254,1,benign
2.392625,3.524037,3.488193,2,2,1,3,3.230115,1,benign
3.191207,1,1,1,2,1,1,1,1,benign
10.704816,9.633962,10.079806,4.745423,6.466652,5.00607,9.335371,10,6.396068,malignant
5.90222,2.427747,4.962666,2,3,5.187969,3,6.051802,1,malignant
2.447805,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.381733,2.547167,3.384275,1,7.495771,7.126533,5.269215,5.516531,1,malignant
7.584196,4.149648,4.086552,3.823539,3,1.897842,5.073415,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.669677,1,1,1,2,1,1,1,1,benign
5.02519,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.511689,3,1,1,benign
1,7.177509,10.108699,1,11.173064,1,3,2.351131,1,benign
4,2.525594,1,1,1,1,3,1,3,benign
8.551715,7.890384,7.265643,7.24592,3,5.482771,8.92433,7.881189,1,malignant
8.433648,7.681168,8.236688,9.957065,4.171962,10,4.50404,10,5.945743,malignant
5.578086,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.367279,1,1,1,2,1,1,1,1,benign
9.057469,10.180707,5.792177,9.880673,3,10,7.204326,10,8.214972,malignant
5.23202,1,1,1,2,7.943348,2,1,1,benign
7.772601,3.772029,5.316562,2,3,10,9.142156,2.855249,1,malignant
8.33145,3.006036,2,3.286056,5.481633,2.40866,3,1,3,malignant
5.033614,3.737677,5.422664,10.232997,5.794866,10,3,1,1,malignant
1,1,1,1,1,1,3,1,1,benign
1.377396,1,1,1,2,2.125327,1,1,1,benign
8.870801,4.039851,9.767576,2,3,10,7.944672,4.019678,1,malignant
4,4.028646,9.429273,9.948595,2,10,4.044934,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
4.856816,1,1,1,2,1,1,1,1,benign
5.371265,1,1,1,2,1,3,1,1,benign
9.758527,4.038913,3.500452,3.790361,2,10,8.138449,2.142304,1,malignant
9.414552,3.71334,5.324858,3.172269,4.800703,6.339999,4.821067,1,1,malignant
3.155974,1,1,1,2,1,2,1,1,benign
8.981899,4.58079,5.773894,6.572315,9.470759,5.347001,8.223554,10,3,malignant
6.753514,6.903594,9.058243,9.254002,3,10,4.636794,7.041714,2,malignant
2.829239,1,1,1,2,1,1,1,1,benign
8.577335,6.023315,9.937445,1,3,2.381766,3,6.659099,5.235571,malignant
1,1,1,1,2,1,2,1,1,benign
10.603201,7.425732,9.169695,6.949493,4.893346,10,7.656621,4.585376,1,malignant
3.57034,9.796594,9.216881,10.365346,3.950992,10,6.181512,7.222349,2.434641,malignant
1,1,1,1,2,1,2,1,1,benign
5.512691,1,1,3.398599,2,1,1,1,1,benign
5.100525,1,1,1,2,1,1,1,1,benign
10.666738,4.559262,3.705762,9.466782,4.301269,10,8.539829,10,3,malignant
2.754092,1,1,3.137485,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.387544,1,1,1,2,2.073018,1,1,1,benign
5.106706,3.34592,3.142628,3.149075,2,1,1,1,1,benign
4.854815,1,2,1,2,1,3,1,1,benign
10.256846,8.03516,6.600631,4.752749,6.527662,10,8.196095,10,1,malignant
11.72358,6.359139,6.098582,9.903961,6.340372,10,4.528752,1.585821,1,malignant
1,1,2,2,1,1,3,1,1,benign
1,3.34311,1,1,2,1,1,1,1,benign
4.524239,1,1,1,1,1,2,1,1,benign
4.389511,4.098322,5.672552,2,3,10,3,1,1,malignant
10.341152,9.732706,9.546129,3.555189,4.318621,3.700188,8.869794,7.756891,3,malignant
8.104555,1,5.703114,5.063043,4.378076,10,1,1,1,malignant
3.306796,1,1,1,2,1,2,1,1,benign
8.359519,4.440758,6.900418,2,3,10,5.451343,8.102313,3,malignant
8.264438,7.219556,10.826726,9.592947,7.433893,10,3,2.556832,1,malignant
1,1,2,1,2,1,2,1,1,benign
8.587412,7.791215,1,2,3,10,4.404122,3.991678,1,malignant
5.484257,3.170619,2,1,4.706771,2.907519,5.064931,1,1,malignant
2.022541,1,1,1,2,1,1,1,1,benign
5.131981,5.230387,3.112533,5.708101,5.344179,10,4.847389,5.930231,2,malignant
1,1,3.776279,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,6.359229,1,1,1,benign
8.563012,4.867056,4.023441,1,2,4.858582,5.161099,5.502191,3,malignant
5.176389,1,3.483745,1,2,1,2,1,1,benign
2.614234,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.869277,4.345096,6.779632,4.599272,6.360354,3,8.789153,1,benign
2.317047,2.613313,2,1,1,2.629591,2,1,1,benign
1,2.411308,1,1,3,2.62172,2,1,1,benign
5.552677,1,1,3.395041,2,1,3,1,1,benign
8.858117,6.936753,6.568838,3.341827,3,10,3,8.995595,1,malignant
7.268587,10.048557,10.006719,5.222189,3,1.885099,4.283317,5.266363,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.260786,2,2,2,1,2,4.701555,1,benign
1,3.004466,2,2.54623,2,1,2,1.417209,1,benign
9.260656,3.622395,6.11932,10.079693,4.628262,10,9.07154,1,5.188898,malignant
11.444379,4.897936,3.260945,7.513038,4.62791,1,3,3.874712,2,malignant
8.123941,9.745595,10.279988,5.362414,6.920692,3.254036,4.767677,3.881376,1,malignant
2.335429,2.272872,5.42268,4.004837,3.60156,1,3.74442,1,1,malignant
5.429251,6.951089,9.143488,2.34279,4.979449,5.538836,3,8.128605,9.303396,malignant
4,4.760468,6.167976,3.849159,3,7.186777,5.103652,1,1,benign
2.45013,1,2.647822,1,2,1,2,1,1,benign
2.949168,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,4.616577,1,1,1,benign
9.337408,5.108419,6.106431,1,3,10,4.64566,1,5.840957,malignant
9.057312,7.777951,9.275675,6.431595,4.383804,2.138799,3,2.727085,1,malignant
7.698017,5.94497,6.125624,3.801184,3.946346,4.951383,11.264166,4.598758,3.715694,malignant
5.426898,1,1,1,2,1,2,1,1,benign
2.986951,1,1,1,2,1,2,1,1,benign
3.260928,1,1,1,2,1,1,5.604919,1,benign
5.676367,2.954812,2.673518,1,2,2.687319,2,1,1,benign
4.682039,4.932435,6.696193,3.548592,2,1,10.10206,7.854671,1,benign
9.228227,5.151284,1,2,2,10,5.431013,8.345033,1,malignant
2.864118,7.759504,5.699597,1,3,1,2,8.388867,2,benign
5.323863,6.602269,8.444814,4.646912,4.654436,10,6.724164,7.987724,1,malignant
5.371168,1,3.484874,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,2.493429,1,benign
6.931076,7.978725,5.98287,10.417617,2,1,3,5.421429,1,malignant
4.967149,1,1,1,2,1,1,1,1,benign
2.26915,1,1,1,2,1,2,1,1,benign
8.68228,9.529512,10.440323,3.592113,3,10,4.088078,1,1,malignant
2.07754,1,1,1,2,1,1,1,1,benign
5.084568,1,1,1,3,1,4.798745,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4.944148,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.727336,9.496272,8.777488,4.143556,8.193486,10,4.06305,10,1,malignant
8.852162,4.10501,3.515242,4.877539,9.837164,10,5.098965,3.260655,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,3.089609,1,2.812087,2,1,3,5.321778,1,benign
3.30172,1,1,3.52206,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.432118,9.901686,9.981694,3.778823,3.85197,9.004443,9.193928,2.262477,1,malignant
3.084675,1,1,1,2,1,2,1,1,benign
4,3.853679,6.838669,3.511523,3,6.977743,7.365613,3.157253,3,malignant
5.249019,1,1,1,2,1,1,1,1,benign
5.174671,8.927174,9.142354,9.860762,4.254264,2.960452,7.925862,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
3.513479,1,1,1,2,1,2,1,1,benign
1,9.784994,10.573249,6.508069,8.231379,2.961021,7.110548,10,8.511984,malignant
1,1,1,1,2,1,1,1,1,benign
5.062233,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.940698,1,1,1,1,1,1,1,1,benign
4,1,1,2.903188,2,1,3,1,1,benign
2.604602,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
11.477822,6.077203,5.645358,8.20048,3,10,7.187924,10,2,malignant
2.149802,1,1,1,2,1,1,1,1,benign
2.851442,1,2,1,2,1,3,1,1,benign
4.950486,2.138218,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.528924,10.150017,8.832134,9.64312,7.131538,10,7.544814,10,1,malignant
2.524274,1,1,2,2,1,2,1,1,benign
1,1.705281,2,1,1,1,3,1,1,benign
3.142336,1,1,1,2,1,3,1,1,benign
4,4.14553,7.134235,6.998231,3,7.9756,5.213242,7.471142,6.588593,malignant
2.970503,4.94445,5.701632,10.14876,4.396069,3.250813,2.999968,6.240473,9.171802,malignant
1,1,1,1,2,1,1,1,1,benign
0.868316,6.76871,10.7771,2.916586,6.518886,10,3.679843,8.019838,5.642754,malignant
8.617306,6.238431,9.246903,6.324166,5.058161,10,7.274757,7.856687,3,malignant
2.971979,2.466374,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.999051,6.676189,9.43086,6.305103,8.102615,10,7.58544,8.431737,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,9.975178,9.972167,10.195193,6.583768,10,3,5.458559,9.185857,malignant
10.625664,3.910081,4.985117,9.085752,7.757404,2.220094,5.187233,2.525881,1,malignant
1,2.245709,1,3.084222,4.186061,1,5.017446,1,1,benign
4.983096,9.414186,9.988259,5.32611,4.693445,10,8.355724,3.236165,1,malignant
8.349329,4.283384,8.539022,3.041881,3.701257,9.035713,5.281638,8.630598,1,malignant
4,1,6.08446,1,2,1,2,1,3,benign
5.925085,4.794228,5.453792,9.708652,2,10,7.912268,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.790386,2.045173,6.223384,3.949904,3,10,4.052658,1,9.191746,malignant
9.000947,2.388229,6.032874,1,3,3.286579,7.394614,7.460438,1,malignant
5.550641,9.822474,8.398817,7.248287,6.769714,1,6.415992,10,1,malignant
5.03414,1,2,1,2,3.515169,1,1,1,benign
9.434612,2.900217,2.683373,3.710295,3,10,3,10,1,malignant
4.528508,1,1,1,2,1,1,1,1,benign
4.298703,1,1,1,2,1,3,1,1,benign
3.777625,1,2.244101,1,2,2.144852,2,1,1,benign
9.149082,3.842092,9.533683,1,2,10,4.630146,1,1,malignant
4.762187,1.961362,1,1,2,1,5.463792,1,1,benign
9.286539,2.049017,2.702439,7.477225,4.861376,1.491548,5.003968,4.638107,1,malignant
2.256415,1,1,2,2,1,3,1,1,benign
2.278636,1,1,1,2,1,2,1,1,benign
5.249835,10.030148,9.013472,6.113356,7.179481,6.23171,4.347051,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.766498,4.338693,2.848749,3.645497,7.651008,10,3,10,3,malignant
5.115034,10.272018,7.953316,5.871649,7.065416,2.793794,6.587573,10,5.004527,malignant
2.127818,1,1,2,1,1,1,1,1,benign
4,1,1,1,2,1,1,2.823835,1,benign
1,1,1,1,2,1,2,1,1,benign
2.545566,1,1,1,2,1,2,1,1,benign
2.459962,1,1,1,2,1,2,1,1,benign
2.63691,1,2,2,2,1,3,1,1,benign
10.315903,4.994536,5.250599,1,2,2.361187,9.158896,1.676241,1,malignant
4,1,2.841535,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1.855465,1,benign
4,1,1,1,2,1,1,1,1,benign
6.120444,1,1,2.651328,2,1,1,1,1,benign
2.531498,1,1,1,2,1,2,1,1,benign
4.524832,10.031409,10.251467,5.543484,7.787029,4.649908,2,10,1,malignant
10.247538,9.787606,9.856517,7.646696,7.189884,1.276726,8.050177,3.253461,1,malignant
9.184785,9.527416,8.277021,10.14834,7.532367,10,6.548494,10,9.730095,malignant
5.05558,2.215975,3.311232,1,2,1,8.436485,1.755789,1,benign
5.457123,3.62394,4.367201,3.844533,3,1,2,1,1,benign
2.117079,1,3.528684,1,1,1,1,1,1,benign
2.346949,1,1,1,2,1,3,1,1,benign
5.011067,10.007752,4.225079,10.097714,6.062297,10,5.006983,10,3,malignant
2.903321,1,1,1,2,1,1,1,1,benign
2.508895,1,2,1,2,1,2,1,1,benign
9.568283,5.174365,6.929942,2,3,4.37978,4.802423,10,1,malignant
2.29298,1,1,1,2,1,3,1.607739,1,benign
1,1,1,1,2,1,3,1,1,benign
6.611039,2.698,2,3.555318,2,1.96987,3.688346,5.918346,1,malignant
11.120586,7.313128,7.182333,3.346102,5.891182,10,5.295631,9.661013,1,malignant
5.518307,2.722341,6.475221,6.766476,3,10,3,5.737168,1,malignant
7.429174,9.864764,4.933615,9.939045,9.196519,10,3,10,1,malignant
1,1,3.496068,1,2,1,1,1,1,benign
2.77044,1,1,1,2,1,2,1,1,benign
11.505265,4.819852,3.181873,4.767135,6.03444,2.927947,9.781103,5.335716,1,malignant
2.77846,1,1,3.576727,2,1,2,1,1,benign
5.234043,4.67424,6.122624,10.318885,2,10,7.635392,10,3,malignant
2.661503,1,2.878901,1,2,1,1,1,1,benign
5.748866,2.378107,1,1,2,2.578219,3.252563,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.63887,1,1,1,1,1,1,1,1,benign
2.943795,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.739374,1,1,1,2,1,3,1,1,benign
9.399189,7.226742,1,4.658831,4.386528,10,4.927199,7.908902,9.980667,malignant
9.634736,9.8759,5.637506,4.57356,8.837648,10,8.718393,10,5.573321,malignant
2.275763,1,1,1,7.052593,1,3,1,1,benign
3.190513,1,1,1,1,1,1,1,1,benign
5.225225,1,1,1,7.749179,1,3,1,1,benign
2.631077,1,1,1,2,1,1,2.965652,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,3.539877,2,1,1,1,1,benign
5.296752,1,1,1,2,1,2,1.899767,1,benign
5.05756,1,3.90883,1,1,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.190533,2.801096,1,1,3,1,2,1,1,benign
7.612453,4.250603,3.347013,9.708386,3,10,8.298545,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.267447,5.301733,8.03714,3.291595,3,10,7.607942,2.521935,1,malignant
4,4.142414,3.717606,2.756664,6.192164,1,5.014221,2.786112,1,benign
1.956393,1,1,3.123483,2,1,2,1,1,benign
4.566002,1,1,1,2,1,3,8.248562,2,benign
4,9.232585,9.838664,9.478991,5.343875,1,6.229605,1.295246,3,malignant
4,1,1,1,2,1,1,1,1,benign
8.571571,9.836703,8.418779,10.218388,7.829834,10,4.625828,10,1,malignant
3.287422,1,1,2,2,2.749712,3,1,1,benign
2.550766,1,1,1,2,1,2,1,1,benign
2.697729,2.452487,5.36511,5.686673,3,10,5.233729,1,1,malignant
2.024307,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.203794,1,1,1,2,6.915732,2,1,1,benign
4,1,1,1,2,1,2,2.670837,1,benign
2.463109,1,1,1,1,1,2,1,1,benign
4.590484,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
7.979912,1,1,1,2,1,1,1,1,benign
8.493088,1,1,2,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.854224,3.793755,6.229444,3.463718,9.491556,6.149518,4.076547,3.02991,3,malignant
5.013087,5.169275,5.580472,2,4.941572,10,3.004929,4.533862,1,malignant
1,1,1,1,1,1,1,1,1,benign
7.48385,8.160025,4.262079,3.294162,3.665526,10,3,2.906156,7.037842,malignant
2.913587,1,2.04875,1,2,1,2,1,1,benign
2.18921,1,1,1,2,3.237265,3,1,1,benign
4.889812,1,1,1,2,4.000405,2,1,1,benign
5.456524,1,1,2,2,2.615326,1,2.98749,1,benign
2.969194,1,1,1,2,1,1,1,1,benign
6.312171,9.27584,9.578035,10.37044,4.39169,10,3,5.223526,1,malignant
2.339907,1,1,1,2,3.509906,5.319789,1,1,benign
1,4.778167,6.304723,2.765184,4.031845,1,3,5.226152,1,benign
1,1,1,2,2,1,2,1,1,benign
8.027839,9.540687,7.093661,9.555004,7.47359,10,7.259505,10,2,malignant
7.357834,9.909018,9.777487,2,8.914328,10,6.904106,2.47209,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.09126,7.111287,1,1,3,6.783921,3,1,1,malignant
10.261815,3.19131,2,4.604862,9.691125,10,4.896393,2.699043,3,malignant
2.965239,1,1,1,2,1,2,1,1,benign
7.263621,2.42181,3.274692,9.164307,6.063743,7.696028,7.901635,2.414455,3,malignant
5.462169,1,1,1,2,1,3,1,1,benign
5.241733,10.219849,10.017534,9.851661,3,1,7.884805,10,3.989083,malignant
9.087286,2.33135,2,1,5.027699,10,3.67714,10,2,malignant
1,1,1,3.473668,2,2.1957,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
3.065309,1,1,1,1,1,3,1,1,benign
1,1,3.514554,1,2,1,1,1,1,benign
9.210795,3.750155,10.190069,1,10.529886,10,5.506496,8.116978,3,malignant
4.173175,7.945871,5.858282,3.582442,4.860595,10,6.737348,1,1,malignant
2.859534,1,1,1,2,1,1,1,1,benign
9.294835,9.935418,9.231147,5.814444,3,10,9.781768,10,8.89372,malignant
5.030781,2.534477,4.002646,1,3,1,1,9.04744,1,benign
1,2.029268,2,3.436632,2,1,3,1,1,benign
5.992139,1,1,1,2,1,3,1,1,benign
9.190845,2.291504,2,1,2,1,3,1,1,benign
3.383357,4.765549,6.629903,2,4.865517,1,3,1,1,benign
2.125776,1,1,2.862523,3,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.902834,9.866967,8.570123,2,1,1,3.018589,1,benign
9.020483,4.169138,5.741694,6.166062,3,10,10.15258,1,3,malignant
1.605135,2.414732,1,2,2,3.762928,2,2.258608,1,benign
3.154182,1,1,1,2,1.99107,2,1,1,benign
2.95517,1,1,1,2,3.016097,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.856156,2.669449,2,1,2,1,2,1,1,benign
4,1,1,1,2,3.597572,2,1,1,benign
5.382026,1.889492,2,4.262838,2,1,2,1,1,benign
2.601959,1,1,1,2,7.451749,1,1,1,benign
5.537507,10.283878,10.247209,5.934157,8.997628,7.20484,3,1,9.377368,malignant
1,1,1,1,2,1,3,1,1,benign
5.324383,4.352075,5.328049,4.06909,3,2.087307,5.233249,4.298136,7.536738,malignant
3.118142,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.863877,3.996075,6.166298,2,3,8.502133,8.429375,10,3,malignant
2.31798,1,1,2,2,1,2,1,1,benign
5.506401,1,1,1,2,1,2,1,1,benign
2.64248,8.930124,5.816267,1,4.866266,7.936619,7.802398,1,6.158826,malignant
5.104076,1,4.148171,1,2,1,2,1,1,benign
9.954723,3.804159,4.407376,10.110953,2,10,8.505373,1,1,malignant
5.296313,4.518146,5.092584,9.942275,2,10,4.701648,5.080933,1,malignant
7.060859,7.476294,2.207805,2,3.791789,10,7.140056,5.028967,1,malignant
1,2.891031,2,1,2,1,3,7.964134,1,benign
1,1,1,1,1,1,1,1,1,benign
4.532925,2.039746,1,1,2,1,1,1,1,benign
1,9.98969,9.139436,10.619772,10.811644,10,7.291346,4.141741,1,malignant
9.298089,9.831927,8.425486,1,6.838376,10,4.598122,1.673501,3,malignant
6.000525,2.17272,3.230784,3.150492,1,1,2,1,1,benign
2.775169,6.834061,6.433814,1,6.928914,1,3,7.064111,1,benign
11.039015,4.030902,7.022983,8.665693,4.387808,10,3.400182,8.643682,3,malignant
7.649839,7.55652,7.335928,2,6.741336,10,4.246374,10,7.634604,malignant
7.576985,2.597996,6.905066,10.029963,2,10,3.991878,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.67903,1,1,1,2,1,3,1,1,benign
2.694674,6.050648,6.674518,8.443429,8.88218,10,7.455325,8.616546,1,malignant
7.740272,9.813259,5.621535,2.730084,9.417872,10,3,10,8.093513,malignant
5.332396,1,1,1,2,1,2,1,1,benign
7.057844,6.445476,7.272899,10.204356,10.036678,10,8.020297,1,1,malignant
4,9.942785,10.618665,7.882076,6.140797,6.661892,7.901478,10,1,malignant
2.143133,1,1,1,1,1,1,1,1,benign
8.72615,5.00301,6.830556,2,4.103285,10,8.479863,1,1,malignant
2.122577,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,7.329074,1,1,1,benign
5.910192,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.203381,10.021721,2.87372,1,8.445562,1,8.802189,10,2,malignant
1,1,1,2,2,1,3,1,1,benign
5.831332,1,1,7.375487,1,4.266415,3,1,1,benign
8.618995,6.176306,5.703595,3.627347,5.823583,4.479055,4.252121,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.546071,2.243623,1,1,1,1,1,1,1,benign
6.016343,7.651565,11.435079,9.999787,4.994387,10,7.773114,7.845584,7.303658,malignant
10.864944,10.742914,10.199003,9.988568,9.305283,2.910454,7.378037,8.354752,1,malignant
1,1,1,6.954885,2,10,2,1,1,benign
1,1,2.898504,1,1,2.100342,2,1,1,benign
2.540703,9.386174,5.063545,3.372058,3.877295,6.385483,7.653548,3.355834,5.122259,malignant
3.740804,3.060575,1,2,4.446202,1,1,1,1,benign
3.762721,1,1,2,2,2.775507,3,1,1,benign
5.469412,1,1,1,2,1,3,1,1,benign
1,1,1,1,5.007086,1,1,1,1,benign
9.452923,4.333286,7.249686,2.846288,5.733473,10,7.641833,1,1,malignant
5.473172,10.096409,5.095836,2,4.623385,1,2,1,1,benign
4.544523,6.195457,4.896953,8.242467,4.640333,10,4.352725,8.586319,2,malignant
5.63486,2.749286,3.420892,1,3,10,3,3.083896,1,malignant
4,1,1,4.037471,2,3.944989,1,1,1,benign
4,1,2.80852,2,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.082314,9.381799,9.183219,3.285434,3,10,7.733869,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.260002,1,1,1,1,2.991468,2,1,1,benign
3.205987,1,1,1,7.977363,1,2,1,1,benign
4.808469,7.656933,8.985307,5.865052,9.987969,7.16695,5.305466,5.758994,9.022316,malignant
2.858526,1,1,1,2,1,3,1,1,benign
5.440298,1,1,1,2,1,1,1,1,benign
5.148407,8.942447,10.291124,2.620279,8.0592,10,9.695953,3.744425,1,malignant
5.627712,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.480292,7.061052,5.076812,5.285798,3,6.344318,5.386265,5.8828,9.179644,malignant
3.303704,9.627585,10.427492,9.747893,1,10,6.640484,7.672481,1,malignant
5.303008,1,1,1,2,1,2,1,1,benign
8.673293,9.843067,5.735854,7.325001,7.17816,10,9.750724,10,1,malignant
4.971446,9.769068,8.67436,9.938781,4.011305,10,6.111325,10,3,malignant
3.041585,1,2.91427,1,3,1,2,1,1,benign
5.273338,1,1,1,2,1,3,1,1,benign
7.604155,9.983099,8.503781,2,5.749271,10,6.659363,10,1,malignant
9.90528,4.072622,10.750842,3.319896,2,3.4797,4.438332,1,8.726222,malignant
4,1,1,3.86722,2,1,3,1,1,benign
8.215486,3.616998,7.040926,5.767487,1,3.34963,8.300692,4.655436,1,malignant
3.116908,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,2.584433,1,benign
4.688608,9.473095,8.771291,8.314543,2,5.933995,7.060372,7.782201,1,malignant
1,1,1,1,2,1,1,2.824815,1,benign
4,7.422397,9.795785,7.739646,2,1,5.363027,8.608971,1,malignant
1,1,1,3.513665,2,3.364283,2,1,1,benign
4,2.190185,2,3.086781,2,1,3,1,1,benign
2.96549,2.671883,2,1,2,1,3,7.929173,1,benign
4,3.341971,2,2,2,1,3,1,1,benign
5.56379,1,3.529036,1,2,1,2,1,1,benign
9.964585,9.822159,9.682188,9.566928,9.374474,10,8.685972,4.501227,3,malignant
3.210991,2.381837,4.487113,1,2,1,3,5.914764,1,benign
1,2.807818,3.40942,3.188293,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.973949,1,2.734082,1,2,1,2,1,1,benign
8.02117,2.502784,5.5679,2,2,2.178081,5.14255,10,10.144342,malignant
1,1,2.963394,1,2,1,1,1,1,benign
9.697316,10.275471,3.185037,3.215536,8.011394,2.054641,4.195739,8.040029,10.068224,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,2,1,1,benign
6.546556,6.439628,3.571484,5.509808,5.584319,10,3,10,2,malignant
4,2.806578,2,1,3,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.351796,1,1,1,2,1,4.206279,1,1,benign
2.989223,1,1,1,2,1,3,1,1,benign
4.895441,2.708642,2,1,2,1,2,1,1,benign
5.128113,1,1,1,2,1,3,1,1,benign
4,1.732556,1,2,2,1,4.034682,2.377457,1,benign
5.147865,4.05361,2.731702,6.537032,5.600816,10,3.90952,1,1,malignant
2.734247,1,1,1,3,1,3,2.449911,1,benign
1,1,1,3.59824,1,3.641545,2,1,1,benign
2.864887,1,1,1,1,1,3,1,2,benign
1,7.754112,3.878612,1,3,1,3.691961,7.450007,1,benign
10.61747,2.476993,3.807644,1,2,10,8.80069,6.475802,1,malignant
5.026577,9.509521,8.913401,6.711228,3.756425,10,7.641428,2.432527,1,malignant
4.794296,1,3.384711,1,2,1,1,1,1,benign
1,1,1,3.619205,4.10326,1,2,1,1,benign
7.7752,7.595906,9.507584,4.010792,7.464494,10,5.528545,5.858244,1,malignant
1,1,1,1,4.934333,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.229195,7.470052,9.416183,3.881105,9.264356,10,5.617532,5.522611,1,malignant
5.457254,1,1,3.478671,2,1,1,1.610878,1,benign
3.235884,1,3.474534,1,2,1,3,1,1,benign
2.690513,4.96097,2.240347,1,8.696478,1,2,10,1,benign
1,2.298007,2,2,4.739669,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,2,1,1,1,1,1,1,benign
1,1,2.765257,1,2,1,1,1,1,benign
2.604367,4.342704,8.839889,5.20149,5.097865,10,3.830916,7.887658,1,malignant
5.466114,7.202832,3.025043,9.93656,4.600183,10,8.013153,1,4.474514,malignant
2.671331,1,1,1,2,1,1,1,1,benign
9.525961,4.560199,4.894322,2.969796,3,5.136187,7.357104,1,1,malignant
1,2.877187,3.773226,1,2,1,2,1,1,benign
8.430716,9.889014,9.951034,9.731238,4.576826,10,7.934576,1,6.05925,malignant
10.135663,10.07945,10.576672,2,7.74467,10,7.925912,10,1,malignant
2.806738,1,1,1,2,1,2,1,1,benign
7.421868,5.226558,8.35407,2,2,10,4.372332,5.078115,4.90632,malignant
4,1,2,1,2,1,1,1,1,benign
2.70099,2.65191,4.148667,7.596292,1,1,1,1,1,benign
7.392824,7.274228,3.45657,9.946305,5.968315,10,7.502612,9.306556,3,malignant
1,1,1,1,2,1,1,1,1,benign
3.470406,1,1,1,2,3.237366,1,1,1,benign
12.370748,9.604472,8.215237,2,7.083127,10,8.397816,10,2,malignant
3.256111,5.132644,4.04606,7.285776,2,10,7.546478,2.371441,1,malignant
5.358404,1,2,1,2,1,3,1,1,benign
5.450351,4.257048,5.37919,2.738023,2,4.734339,7.944346,2.530585,1,malignant
5.862089,1,1,1,2,1,2,1,1,benign
6.540534,4.137478,5.397829,7.821929,2,10,3.782262,2.843528,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
6.977569,7.404093,4.926516,3.505549,8.919079,10,4.158315,7.244253,7.440143,malignant
1,1,1,1,2,1,1,1,1,benign
3.068767,1,1,1,2,1,3,1,1,benign
5.177464,3.372398,2,1,2,1,1,1,1,benign
3.05065,1,1,1,3,1,1,3.292289,1,benign
4.714884,1,4.327555,2,3,1,2,1,1,benign
7.882246,10.060945,8.034072,6.14395,4.222071,10,9.147699,10,6.995768,malignant
7.923777,6.048226,6.863931,5.506697,5.761894,1.62971,7.713558,1,1,malignant
8.789056,9.954638,9.701792,9.645879,3,10,8.242329,5.66709,3,malignant
8.048502,2.998821,4.744921,6.560968,6.7539,10,4.592201,5.094088,1,malignant
2.41845,1,4.052117,9.90256,2,9.26688,1,1,1,benign
5.095505,4.590146,7.164904,10.26716,3,1,8.686622,7.48863,1,malignant
1,1,1,2,2,1,2,1,1,benign
2.431722,10.258676,8.632893,10.157042,8.740843,10,8.414757,8.711781,3,malignant
7.923962,10.437483,9.149113,6.061207,6.690916,10,4.148742,2.932036,3,malignant
2.414676,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.613524,4.01896,5.080925,6.172694,8.225417,6.951743,4.893613,3.015068,1,malignant
1,1,1,1,2,1,3,1,1,benign
10.006335,2.492137,3.196851,1,8.330494,10,3,4.357523,1,malignant
2.567798,1,1,1,2,1,2,1,1,benign
7.566389,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.152163,1,1,1,2,3.872083,2,1,1,benign
5.077716,2.053891,5.086248,3.722029,2,7.957392,3.675105,8.027779,2,malignant
1,1,1,3.16274,2,1,3,1,1,benign
8.826922,4.277745,2,3.519593,2,8.341034,5.108758,2.188813,1,malignant
2.515918,1,1,2,2,1,2,1,1,benign
2.709947,1,1,1,2,1,3,1,1,benign
1,3.015624,2.220917,1,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.247377,2.653192,2,3.811184,2,1,3,1,1,benign
2.717657,1,1,1,2,1,1,1,1,benign
1,3.11239,2,1,2,1,2,1,1,benign
5.937143,1,6.119563,1,2,1,3,1,1,benign
8.386034,9.955176,9.833918,4.938124,3,10,4.531698,10,3,malignant
2.825444,1,1,1,2,1,1,1,1,benign
8.108166,9.823964,9.308446,1,7.722004,10,6.911008,2.257673,6.089418,malignant
1,1,1,1,3,5.029556,2,1,1,benign
1,1.771891,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,5.548576,1,1,benign
1,1,1,1,1,3.854225,3,1,1,benign
4.637262,1,1,1,1,1,3,1,1,benign
2.838934,4.839273,3.353775,3.585056,2,1,7.69823,2.379852,2,benign
5.591768,1,1,1,2,1,3,1,1,benign
5.078248,1,1,1,2,1,2,1,1,benign
2.376577,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.951777,3,1,1,benign
7.142769,8.49555,4.136779,1,8.455294,10,3,1,3.21129,malignant
9.082713,2.271595,3.269952,3.523333,4.41295,6.46045,3,1,3,malignant
5.030451,1,1,1,2,3.802266,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,4.75054,1,1,benign
4.960631,1,1,1,2,1,2,1,1,benign
2.82511,1,1,10.091935,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,6.761417,1,1,benign
9.601653,7.449633,7.601291,7.600133,9.114108,7.518734,8.432538,7.186988,8.763637,malignant
2.846934,3.33499,2,2,2,1,5.039047,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.960322,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.804058,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,4.566934,6.689105,5.225681,6.118024,4.490898,8.788856,2.703773,1,malignant
4.90318,1,3.648131,1,2,1,1,2.092546,1,benign
1,1,1,1,2,1,1,1,1,benign
5.305469,3.258245,1,1,2,1,1,1,1,benign
4.643004,7.238835,4.900253,9.649625,5.039835,3.129818,6.404856,2.1134,1,malignant
2.779354,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4.975519,1,1,1,2,1,1,1,1,benign
1,1,1,3.023656,2,2.844749,2,1,1,benign
5.619132,1,1,1,3,1,2,1,1,benign
7.966399,10.041016,7.380174,9.51425,8.910488,10,9.263896,10,1,malignant
8.762301,8.073906,4.559259,4.042288,4.107798,10,2,7.846403,2,malignant
4,1,1,1,2,3.728552,3,1,1,benign
3.236009,8.303121,6.049678,10.228515,3,10,3,1,2,malignant
4.436173,9.864156,8.874456,3.86803,6.344221,10,7.961155,10,1,malignant
9.904206,9.849883,10.918548,10.378635,9.067521,10,7.294062,1,1,malignant
10.301874,2.566742,2,3.136845,3,6.683203,2,1,1,malignant
8.429595,5.406337,4.982637,10.197645,8.195411,10,3.171111,2.613815,2,malignant
7.7163,3.733319,2,1,5.201202,3.536955,8.096874,10,1,malignant
4,1,1,1,2,1.292366,3,1,1,benign
6.212309,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,3.056721,1,1,2,1,2,2.305635,1,benign
1,2.663749,3.380679,2,4.54046,3.432287,2,1,1,benign
9.729764,5.957282,4.220605,5.723161,3.703007,10,3,1,7.300849,malignant
5.167211,4.278208,6.17371,1,5.17863,8.014525,8.15973,1,9.117761,malignant
1,1,2.784239,1,1,6.615662,1,1,1,benign
5.286527,4.673622,4.765483,2,4.522951,2.303557,4.62265,2.224536,1,malignant
1.772641,1,2,1,2,1,1,1,1,benign
1,3.618543,4.278243,1,7.101765,1,4.249335,1,1,benign
4,1,1,1,1,1,1,1,1,benign
2.40502,1,1,1,2,1,3,1,1,benign
9.979894,4.535233,3.772302,2,1,7.811578,6.069126,2.632714,1,malignant
2.369281,1,1,1,2,1,3,1,1,benign
2.55849,1,1,1,1,1,3,1,1,benign
1,10.127996,2.822658,7.098685,4.586837,10,6.783168,10,1,malignant
5.182152,1,1,1,3,1,2,1,1,benign
3.109678,1,1,1,2,1,1,2.566682,1,benign
1,1,1,1,2,2.575666,3,1,1,benign
2.64273,1,1,1,2,1,3,1,1,benign
6.867886,9.947004,9.631698,3.506572,9.171787,10,3,2.259314,2,malignant
6.349049,4.979795,5.478923,2,5.143016,6.149536,7.171375,7.830774,1,malignant
5.772419,1,1,2,2,1,1,2.636647,1,benign
1,1,2,1,2,1,2,1,1,benign
9.203345,8.277656,9.247045,8.27275,6.156534,2.685432,7.231312,8.326142,3,malignant
2.549732,1,1,1,2,1.369299,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.067493,1,1,1,3,1,1,2.228369,1,benign
1,1,1,1,2,1,2,1,1,benign
3.31533,1,1,1,1,1,2,1,1,benign
4.333218,1,1,1,2,1,2,1,1,benign
4.706745,3.580542,2.828001,6.383365,1,7.650838,8.502374,5.872724,1,malignant
5.341335,1,1,1,2,1,2,3.73509,1,benign
1,2.612369,2,2,2,1,2,1,1,benign
11.152903,2.062231,2,1,2,1.164142,5.3884,10,1,malignant
2.388857,5.546705,8.058319,1,4.875732,1,3,7.550138,1,benign
5.89277,9.720473,3.920867,9.815115,3,10,7.899605,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
8.009158,7.132223,6.303943,4.243819,3.621174,1,8.227247,10,2,malignant
2.110229,7.352376,6.554779,3.814917,3.399014,3.442996,8.021735,8.873536,1,malignant
1,1.643807,2,2.885103,2,1,5.123324,1,1,benign
1,1,1,3.39209,2,1,1,1,1,benign
9.59721,7.569982,5.60573,5.599685,5.283427,10,4.743206,8.630655,1,malignant
2.928954,1,1,1,2,2.272958,2,2.398932,1,benign
3.145077,1,3.381075,1,1,1,2,1,1,benign
5.121093,9.649222,6.313898,7.463266,4.588543,10,3,10,2,malignant
4.806825,1,1,2,2,1,3,1,1,benign
4.94483,4.344321,6.66467,7.584998,4.414244,7.678144,5.341479,10,1,malignant
4.751991,1,1,3.557196,2,1,3,1,1,benign
2.158344,1,1,1,2,4.759122,2,1,1,benign
8.951695,6.329648,7.451766,9.8284,3.396659,10,4.560782,7.261797,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.99892,9.545428,9.062294,10.023957,7.305531,10,8.040815,4.820148,3,malignant
7.393323,9.640451,9.315885,9.860726,4.674122,10,3,10,2.146016,malignant
4.948284,3.108159,2,1,2,1,1,2.374652,1,benign
2.013564,1,1,1,1,1,2,1,1,benign
2.359849,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,8.759445,1,benign
9.856102,1.901159,3.385851,1,2,7.151873,3,1,1,malignant
1,1,9.810651,1,2,1,3,1,1,benign
10.158631,2.101706,6.772655,1,4.925506,1,5.320961,10,1,malignant
5.353974,1,1,3.22879,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4,9.781406,9.74378,9.840767,6.316106,10,7.125591,10,2,malignant
2.821074,1,3.885142,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.725864,2.147191,3.296387,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.785006,10.389467,9.784402,3.357321,8.082114,6.803217,8.858987,2.550925,3,malignant
7.736441,9.485817,9.351531,9.726718,3.331893,10,7.492468,1,3,malignant
8.501533,3.182559,2.989704,1,2,1.898918,5.383748,5.160751,8.292547,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,2.058954,1,benign
11.406627,4.191552,5.286477,4.345487,5.132603,3.920972,4.130053,10,6.714075,malignant
8.661602,9.524679,10.316889,1,8.267518,2.490276,8.227765,10,1,malignant
6.460959,7.930595,11.378178,2.753485,7.559213,3.536696,3,1,10.384288,malignant
5.658851,4.177296,2,7.989665,3,1,7.632062,5.91955,1,benign
9.288124,10.161354,8.745093,9.546657,6.502153,10,8.189364,8.645083,1,malignant
7.65606,6.758738,8.560891,8.755671,3.601728,10,7.068653,1,1,malignant
5.567187,2.609535,2,1,2,1,8.406529,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.104354,4.883042,2.731089,1,3,10,6.47539,10,3,malignant
8.431347,6.985137,3.832495,2,5.620732,10,6.450245,1,1,malignant
3.325414,1,1,1,3,1,1,1,2,benign
9.093921,9.691584,10.180795,9.514265,3.482937,10,9.108448,6.848054,3,malignant
5.933823,7.851118,8.777031,9.719203,4.429225,10,8.364559,7.567876,8.26003,malignant
3.936794,9.692567,9.190302,5.180144,7.287251,10,6.755863,10,4.69796,malignant
1,1,1,1,3,1,2,1,1,benign
7.658922,7.444093,10.27197,3.070701,5.130977,9.290751,3,5.107764,3,malignant
5.012008,2.734791,3.876492,1,4.820082,3.342462,7.247823,2.285291,2,malignant
1,3.043658,1,4.193756,2,1,2,1,1,benign
2.35558,6.675043,10.396488,2.834398,4.509236,10,5.187786,4.932212,8.731702,malignant
8.201291,7.498386,3.807753,6.902331,4.375251,10,3.825276,10,7.060355,malignant
5.23422,4.985452,4.035537,9.457459,4.632825,10,5.0709,5.502624,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.286243,1.740853,1,1,2,1,1,7.96179,1,benign
7.718631,4.29397,6.353619,6.897108,2,10,5.710658,5.379655,1,malignant
5.601549,1,1,1,2,1,3,1,1,benign
5.217744,3.971214,2,10.135571,3,10,6.945567,1.869073,2,malignant
4.930605,1,1,1,2,1,2,1,1,benign
5.449061,1,1,1,2,1,3,1,1,benign
2.931969,1,1,1,2,1,3,1,1,benign
1.958625,2.843864,3.297409,6.388908,2,10,4.821346,10,3,malignant
6.007568,2.050529,2,2.820876,2,1,2,1,1,benign
2.333174,1,1,1,2,1,2,1,1,benign
2.929392,1,1,1,2,1,1,1,1,benign
2.980206,1,1,1,2,1,2,1,1,benign
2.160218,2.616621,1,1,2,1,1,1,1,benign
1,2.060374,1,2,3.804355,1,4.605948,1,1,benign
8.265894,6.413364,6.700758,6.132183,4.312482,10,4.759328,7.633066,1,malignant
4.800478,9.65061,5.067414,9.708964,4.397437,10,8.630997,10,8.631005,malignant
1,1,2,1,2,1.949684,3,1,1,benign
10.447939,9.796844,9.910934,4.907028,6.364705,10,7.905039,10,1,malignant
4,1,1,1,2,1,3,2.273607,1,benign
2.635739,1,1,1,2,1,2,1,1,benign
2.872522,2.113563,1,2,5.465897,2.026858,4.356387,2.829523,1,benign
3.065828,1,1,1,2,1,2,1,1,benign
1,3.168027,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,2.511848,1,benign
1,1,1,1,2,1,3,1,1,benign
1,3.208771,2,1,2,1,3,1,1,benign
1,2.442481,2.997099,2,2,5.934309,2,1,1,benign
4.826691,1,1,1,2,3.259837,1,1,1,benign
1,9.593986,8.888965,6.251172,3,10,7.219332,7.107313,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.375181,1,1,1,2,1,2,1,1,benign
2.413623,1,1,1,2,1,5.684914,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.868984,9.980328,11.45842,10.103798,9.855968,10,4.648338,3.006375,2,malignant
2.871399,1,3.629472,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.431152,10.013384,10.098751,9.229542,9.799329,10,7.544152,10,6.787413,malignant
8.166354,4.238457,6.223409,6.769048,4.755881,8.330395,7.822088,1,3,malignant
5.335345,2.240527,2.827646,4.219379,2,10,3,4.079501,1,malignant
8.882027,4.553463,7.061204,2.825862,6.711566,7.2896,7.571676,2.854799,1,malignant
2.157339,1,1,1,2,2.964286,2,1,1,benign
2.338965,2.792508,2.743734,1,3,10,3,4.055218,1,malignant
5.137807,1,2,7.552658,2,4.020731,8.57739,7.405962,6.099856,malignant
1,1,2,1,1,1,1,1,1,benign
8.813683,9.328161,9.808864,2,3,7.698964,3,10,1,malignant
2.831808,1,1,2,3,1,3,1,1,benign
8.222502,1.5561,2.35841,2,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.266249,1,2,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.872787,1,1,1,2,1,2,1,1,benign
8.545041,10.179261,10.147403,6.670799,7.116745,10,8.232704,10,2,malignant
8.992494,5.184752,6.072651,7.462945,2,10,8.206314,4.644722,6.337849,malignant
1,1,1,2,2,1,9.130381,1,1,benign
3.366431,1,1,1,2,4.132725,2,1,1,benign
8.72286,6.691372,6.139845,2.896008,5.657911,10,5.287992,10,1,malignant
9.116245,9.542679,9.575537,7.118664,3,10,7.400754,7.280478,3,malignant
2.932224,1,1,2,2,2.381409,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.9062,1.374726,1,2,2,8.90814,2,6.200175,5.81006,malignant
4.707365,3.190215,3.414174,1,3.38567,1,4.426037,1,5.918542,malignant
5.112509,1,1,1,2,1,2,1,1,benign
2.778831,1.971028,2,2.957159,1,1,1,1,1,benign
4.630181,1,2,1,2,1,2,1,1,benign
8.427538,4.118545,10.982064,3.48659,6.645313,10,5.638884,1.716026,1,malignant
1,2.806882,2,2,2,1,1,1,1,benign
9.213162,3.849802,9.674205,2.301181,4.447632,7.477422,3,2.209939,2,malignant
2.82084,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,10,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.130332,2.163169,4.274831,6.829909,2,7.37445,3,1,1,benign
9.632409,3.31967,2,3.90831,4.090492,10,5.133895,1,1,malignant
1,2.993378,2,1,2,1,3,1,1,benign
9.806523,8.64277,8.831035,4.83234,4.148664,8.889631,9.588681,10,1,malignant
4,1,1,3.425862,2,2.673432,2,1,1,benign
8.583111,9.417268,5.048698,2.329387,4.32216,10,3,1,6.802947,malignant
9.980363,10.103922,11.038168,10.102555,3.559768,1.35562,6.956552,2.321358,1,malignant
8.693853,2.447481,9.885467,1,4.196348,1,1,7.242341,5.36175,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,6.006535,1,1,1,benign
5.145551,3.989505,3.656332,6.789369,2,6.622192,6.215506,4.799197,3,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.116733,1,1,1,1,1,3,1,1,benign
4.758349,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.193532,4.392963,1,2,4.609508,10,4.705433,10,1,malignant
2.404969,1,1,1,2,1,2,1,1,benign
5.656509,1,2,1,2,1,1,1,1,benign
2.121198,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1.819889,1,1,1,benign
2.468623,2.485911,1,1,2,3.223782,1,1,1,benign
9.215934,3.92422,7.894597,7.88323,4.118317,10,4.173412,3.061802,1,malignant
2.030728,8.165102,7.687398,1,3.58563,10,7.976916,7.594085,4.126747,malignant
7.346317,1,3.786138,2,1,8.610253,4.633977,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.94897,1,1,1,2,1,3,1,1,benign
7.867574,8.134651,8.419163,2,4.0744,8.251714,6.525333,4.811326,1,malignant
3.062779,1,1,1,2,1,1,1,1,benign
5.312283,1,1,1,4.169765,1,1,1,1,benign
2.990043,1,1,2,2,10,2,1,1,benign
2.662796,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.36722,9.955747,7.875235,3.217711,8.070575,10,7.490435,1,1,malignant
2.899353,1,2.923724,1,2,1,3,1,1,benign
5.863273,9.648212,8.982977,10.101434,7.175158,10,7.920623,4.46627,1,malignant
1.954578,1,1,1,2,1,2,1,1,benign
9.259165,7.133543,5.80936,9.559458,3.939788,10,8.390266,10,1,malignant
2.441944,1,1,3.24373,2,1,3,1,1,benign
4.615884,1,1,1,3,1,2,1,1,benign
7.256074,4.572578,5.580041,9.740139,5.153778,10,5.581521,2.380495,3,malignant
2.229671,1,1,1,2,2.679408,3,1,1,benign
2.841015,3.14901,3.549285,7.169825,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.869782,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.228303,4.201989,6.983488,4.337641,4.676326,10,3.650071,3.346262,2,malignant
2.799893,2.686128,2,1,3,1,3,1,1,benign
5.185072,1,1,1,2,1,3,1,1,benign
2.301591,1,1,1,2,1,1,1,1,benign
8.867562,6.869693,6.487088,10.003083,5.049182,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.457395,1,1,1,3,1,1,1,1,benign
2.037407,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,2,2,7.783514,2,2.348972,1,benign
2.56789,4.66585,5.357912,9.569118,3,10,3.848948,3.886383,2,malignant
4,1,1,1,2,3.482657,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.768273,9.927361,10.2316,5.35153,6.286443,3.947246,2,3.246494,1,malignant
1,1,1,1,1,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.157067,1,benign
5.867055,1,1,1,2,1,1,2.070939,1,benign
5.960215,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.42989,2,1,1,benign
3.778014,1,1,1,2,1,3,1,1,benign
2.27564,3.618305,6.857951,2,4.22263,10,6.856724,10,1,malignant
8.418701,8.330786,10.357088,9.910194,2,1,4.290535,10,1,malignant
5.619844,2.954301,4.856734,5.626964,3,3.219144,4.522743,1,1,malignant
9.709902,4.868673,3.783036,7.037417,4.910004,10,5.760835,7.058259,1,malignant
4.938109,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,10,1,benign
9.364124,6.847954,2.951177,6.683819,4.357776,10,5.43641,3.911042,11.389863,malignant
1,2.674376,1,5.694369,2,1,3,2.415048,1,benign
2.568997,1,3.749269,3.866216,1,3.827355,2,5.792518,1,malignant
2.624167,1,1,1,2,1,1,1,1,benign
4,4.377481,5.868747,2,5.05214,10,5.344003,2.445932,3,malignant
10.908482,1,1,3.122617,4.566168,2.481696,9.162366,7.457372,1,malignant
4,3.276174,3.642821,3.548848,3.993534,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.308633,1,1,3.429387,4.438717,10.96219,7.802469,8.68046,1,malignant
1.835081,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.96066,1,1,1,1,1,3,1,1,benign
4.77046,1,1,1,1,1,1,1,1,benign
9.12245,4.339181,6.666865,3.08585,4.368434,3.692871,3.730108,1,1,malignant
2.222189,1,1,4.010586,1,1,3,1,1,benign
4.766957,9.520583,9.321992,9.692535,8.047922,10,8.06017,10,1,malignant
3.398355,1,1,1,2,1,1,2.882821,1,benign
5.502617,1,1,1,2,1,2,1,1,benign
8.075579,10.274508,5.123442,10.184399,4.638154,1,8.936205,10,1,malignant
1,2.038112,2,1,5.106574,3.133148,3,1,1,benign
2.41252,2.598773,2,2,2,1,3,1,1,benign
9.771252,4.837543,8.057079,1,3.774196,6.427229,5.378836,8.158304,2,malignant
4,2.07912,3.450376,1,2,2.821399,3,1,1,malignant
2.740108,1,2,1,4.020241,10,9.147839,1,1,malignant
2.453891,1,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.97346,1,2,1,2,1,3,1,1,benign
5.134115,6.456547,3.58171,6.784492,4.486041,10,8.187729,1,1,malignant
2.791832,1,1,1,2,1,1,1,1,benign
4.490404,9.937838,10.291536,7.710144,11.706396,7.688364,8.410529,10,1,malignant
5.460245,2.728496,1,1,3,3.906573,2,4.755958,1,benign
2.082408,1,2,3.117838,2,1,1,7.425573,1,benign
9.508985,4.425833,3.415932,3.57772,3,10,4.208034,1.715851,2,malignant
4,7.096498,6.146921,2,5.760527,2.948231,9.292299,7.584891,1,malignant
4,1,1,1,2,4.52374,2,3.548187,1,benign
8.605626,3.57557,3.418782,9.867026,2,10,3.636404,1,1,malignant
5.144578,1,1,1,2,1,2,1,1,benign
8.014915,9.836456,8.769371,7.172072,5.869593,2.175762,4.468005,10,3,malignant
2.709471,1,1,1,2,1,3,1,1,benign
2.718674,1,3.75268,1,2,1,3,1,1,benign
4,2.072854,1,1,2,1,2,1,1,benign
2.995751,1,1,2,2,1,2,1,1,benign
1,1,1,2,2,3.031357,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.453715,1,3.29729,1,2,1,4.164691,1,1,benign
7.773637,9.713117,7.750908,9.906731,4.00905,10,5.642186,10,1,malignant
5.743255,7.690183,11.281037,10.246166,6.704636,10,3,4.517763,1,malignant
3.019115,1,2,1,2,1,2,1,1,benign
5.043961,1,1,1,2,1,2,1,2,benign
1,1,1,1,3,1,3,1,1,benign
10.126509,5.33793,3.818269,2,3,10,4.523682,7.590538,5.152682,malignant
5.062166,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.417969,4.592488,3.306806,1,3.868004,6.9072,9.673443,4.544699,1,malignant
9.387072,4.216738,7.575477,6.583033,6.806359,10,3,1,3,malignant
11.203289,2.320932,4.666286,5.173941,4.074523,2.731726,9.506576,1,1,malignant
8.672702,5.806735,6.541158,3.746609,8.598208,10,6.640752,1,2,malignant
2.942441,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.423449,7.197785,10.185019,7.110632,9.689551,8.095349,9.792323,8.917553,3,malignant
4,9.195712,3.199727,9.836418,6.473324,10,7.926296,10,1,malignant
5.973666,4.725847,6.586738,6.605014,4.835091,6.344411,4.26485,7.894196,4.96834,malignant
4,4.53653,2.786395,9.895633,5.188354,10,8.197327,7.743545,3,malignant
9.382213,4.383713,2.793585,1,4.508111,3.750353,3,10,1,malignant
5.134467,2.409015,3.169405,1,3,10,3,3.460182,1,malignant
5.661112,6.185905,8.777315,2,6.075117,10,9.524536,8.853561,1,malignant
4.525564,3.783673,5.559295,5.178307,4.26638,8.304071,4.775626,10,6.441233,malignant
3.008554,1,1,1,1,1,1,1,1,benign
5.032833,7.417452,10.23852,3.140281,3,7.899666,8.143886,2.680132,1,malignant
9.227455,3.063964,6.910591,3.016127,2,10,1,1,1,malignant
2.406338,1,1,2,2,1,3,1,1,benign
2.892306,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.029345,1,1,1,2,1,2,1,1,benign
1,2.791973,3.131712,1,6.931462,10,3,2.732574,5.757398,malignant
1,1,1,4.079424,2,1,1,1,1,benign
4.978921,1,1,1,2,3.749577,2,1,1,benign
5.143455,1,1,4.26636,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.755682,1,1,3.441119,2,2.876823,1,1,1,benign
4.792488,10.064656,8.367736,2.545068,8.603843,6.941038,10.202601,6.60781,8.62055,malignant
4,1,1,1,2,1,1,2.307199,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,8.859521,2,1,1,benign
4.949186,1.909332,3.126963,6.32563,2,10.042882,1,5.124892,1,malignant
4,9.830426,10.509551,2.625442,3.997276,10,4.789587,6.294088,1,malignant
1,1,1,1,2,1,4.995123,1,1,benign
3.006715,1,1,1,2,1,3,1,1,benign
4,1,3.320253,1,2,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
8.174696,4.167855,6.247836,2.618184,2,7.61258,4.611357,8.222401,1,malignant
5.109561,2.870685,1,1,3,1,3,6.023031,1,benign
5.595137,2.660802,3.438625,3.815438,3,1.193555,3.815559,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.186372,10.083877,8.90765,2.940712,6.486782,10,7.142509,10,1,malignant
8.874977,10.027081,8.817746,10.224339,7.415641,10,6.006858,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.172012,6.877745,3.108471,3.553603,8.439171,4.378784,8.6649,10,9.676122,malignant
5.263807,1,1,1,2,1,2,1,1,benign
9.717951,4.884195,9.324396,2,2,10,5.318249,2.61608,2,malignant
4,1,2.289711,1,2,1,2,1,1,benign
8.524986,4.83271,5.608846,7.750527,3,1.926729,3,3.758746,1,malignant
1,1,1,2,2,1,2,1,1,benign
9.037251,1.061566,1,3.957152,1,5.008921,3,5.2286,1,malignant
2.963875,1,1,1,2,1.844925,3,1,1,benign
5.838822,1,1,1,2,1,3,1,1,benign
5.426916,9.503603,9.053551,6.179619,4.568828,10,4.826493,9.255503,1,malignant
2.835173,1,1,1,4.459239,1,3,1,1,benign
2.779385,1,1,1,2,2.350167,3,1,1,benign
5.227569,1,1,1,2,1,1,1,1,benign
8.073109,9.407803,8.598601,6.194563,8.059094,1,5.856079,4.814556,6.378347,malignant
2.488849,1,1,1,2,1,2,1,1,benign
2.831057,3.32335,2,3.864318,2,1,1,2.617769,1,benign
5.203234,1,1,1,2,1,2,1,1,benign
2.681114,2.68238,2,1,1,2.24358,2,1,1,benign
9.101321,7.280157,3.672992,3.34164,3,7.359245,3.693355,7.186527,5.90379,malignant
9.96713,8.072021,6.864322,6.024538,7.200237,10,2,7.824872,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.294163,3.286151,1,2,1,3,2.296412,1,benign
2.85901,2.550758,2,1,3,1,7.230116,1,1,benign
1,1,1,1,2,1,1,2.305845,1,benign
8.390863,4.256314,6.957844,3.67737,3.832513,6.048305,8.002173,4.536535,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,2.823208,3.242251,2.853088,2,2.68354,1,1,1,benign
4,2.81965,1,1,1,1,2,2.665852,1,benign
11.85944,7.803593,6.316493,3.951878,3,1,5.21167,10,1,malignant
8.848569,10.034572,8.912742,4.08588,1,1,5.257375,2.852607,1,malignant
6.838685,2.681826,2,7.77934,5.001112,10,8.484975,7.77601,1,malignant
5.578578,3.078441,6.432722,2,3,10,2,1,6.13734,malignant
2.653702,2.230048,2,1,2,1,1,1,1,benign
2.486448,2.508784,2,1,2,4.860953,1,2.355054,1,benign
10.074204,2.495556,2,2,4.536257,10,6.104496,1,2,malignant
8.272604,5.224321,6.511973,1,3,2.548906,4.072174,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
5.545112,1.599544,1,1,3,5.126298,2,1,2,benign
1,1,1,1,2,1,3,1,1,benign
1,6.059122,5.035504,3.231647,7.981608,1,8.927429,6.181177,1,benign
1,1,3.128461,2,1,1,3,1,1,benign
5.51915,1,1,1,1,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4.925583,6.87386,3.256913,3.02324,3,10,5.018328,5.225654,1,malignant
8.495296,5.251525,4.331678,6.032723,2,10,7.13814,5.809448,3,malignant
4,1,1,1,2,1,3,1,1,benign
3.428134,1,1,1,2,1,2,1,1,benign
8.439855,1,1,1,2,1,1,1,1,benign
10.89217,4.974327,5.422749,4.346221,3,10,1,4.846826,1,malignant
2.954707,2.847075,2,1,2,1,2,1.933538,1,benign
4,5.054125,3.452304,5.11602,8.872619,10,1,2.391476,1,benign
1,1,1,2,2,1,2,1,1,benign
9.701887,8.567672,9.72341,10.027331,3,8.640275,10.101651,3.45772,3,malignant
9.89462,3.93839,3.121396,9.796887,2,10,6.780044,1,1,malignant
1,1,3.705889,1,2,1,2,1,1,benign
3.359667,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.978998,1,1,1,2,2.934906,1,1,1,benign
4.961153,7.209988,5.965513,10.365044,4.596529,10,3.275023,7.404016,3,malignant
2.836309,1,1,1,2,1,3,1,1,benign
4.41505,1,1,2,2,1,1,1,1,benign
5.110075,1,1,1,2,1,3,1,1,benign
5.106845,4.187187,6.662266,7.948418,3,10,4.481373,4.729485,1,malignant
5.74715,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.462726,4.45429,10.610488,3.298411,4.737484,6.776894,4.781406,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.42163,1,1,1,2,2.579301,2,1,1,benign
2.920459,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.026561,2,1,1,benign
2.836917,2.140444,2,1,3,1,2,1,1,benign
2.518002,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.072555,1,1,1,2,1,3,1,1,benign
8.342808,7.708711,7.033156,2.998078,8.748176,4.836205,7.777235,10,3,malignant
7.232937,1,1,1,3,1,1,1,1,benign
5.279352,2.609494,2,2.57556,2,1,2,1,1,benign
5.012731,1,1,2,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.724141,7.1553,8.103826,2,4.132724,6.836022,4.607852,2.776852,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.673995,1,1,1,2,1,2,1,1,benign
5.081415,1,1,1,2,1,1,1,1,benign
2.908055,1,1,1,2,1,1,1,1,benign
2.642962,1.470054,1,1,2,1,2,1,1,benign
3.362763,1,1,1,2,1,2,1,1,benign
8.84853,10.246232,8.244321,10.100352,8.49791,10,8.527652,6.003543,1,malignant
4,1,3.787978,1,1,1,2,1,1,benign
7.004092,9.887417,11.24015,3.865681,4.947368,10,7.024764,2.841294,1,malignant
1,1,1,1,2,1,1,3.094916,1,benign
2.42029,1,2,1,2,2.532849,3,1,1,benign
1,1,1,1,2,1,3,1,2,benign
1,1,2,1,2,4.041243,3,1,1,benign
1,2.131014,10.508619,1,3,10,5.991074,6.012458,1,malignant
2.913931,4.661239,6.883691,1,3,3.388558,4.834959,10,2,malignant
4.918057,4.726952,6.54852,5.428602,4.613305,6.897572,3,3.204681,1,malignant
2.528377,2.101238,2,2,4.461224,2.811478,3,2.306514,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.953151,3.135034,1,2,4.867228,2,1,1,benign
7.428538,1,1,2.680467,2,10,2,5.039484,2,malignant
4,1.668243,2,1,2,1,4.296408,1,1,benign
3.104196,1,1,1,2,1,4.139218,1,1,benign
3.187769,1,1,1,2,1,1,1,1,benign
2.50492,3.088474,2,3.836729,2,1,1,2.973913,1,benign
1,1,1,1,2,1,1,1,1,benign
5.302352,10.028151,10.413871,6.732913,5.387602,2.633057,4.512099,10,1,malignant
2.303725,4.341842,3.753426,4.819498,2,10,2,1,1,benign
2.743708,1,1,3.625544,2,1,3,1,1,benign
1.226066,1,1,1,2,1,3,1,1,benign
4.678045,3.828866,6.052017,2,3,8.353255,4.709004,6.737143,3.845656,malignant
5.317583,10.04364,9.116908,9.977416,4.794998,10,7.306924,5.325235,1,malignant
6.977967,4.482846,2.925592,7.449939,6.742358,10,10.309444,4.831476,1,malignant
4,5.928552,6.496101,5.834219,3.817215,6.665403,5.03425,1,1,malignant
9.235557,4.910806,2,6.925357,3.669536,5.496648,5.712855,3.242096,5.091778,malignant
2.742508,1,2,1,2,4.893426,2,1,1,benign
4.876224,10.009557,10.377031,6.790475,8.777409,2.869287,6.811332,6.8679,1,malignant
1,1,1,1,2,1,2,7.606153,1,benign
1.3052,1,1,3.76623,2,3.373467,2,2.050664,1,benign
1,1,3.314785,1,2,1,2,1,1,benign
4.996404,1,1,1,2,1,3,1,1,benign
4.919725,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,3,benign
1,1,3.193526,1,2,1,2,1,1,benign
2.739295,9.259495,9.518508,1,4.063035,10,5.354773,6.678734,1,malignant
2.7661,1,1,1,2,3.206701,2,1,1,benign
1,1,1,1,2,2.570775,2,1,1,benign
7.359581,7.898417,10.649789,7.957895,5.79186,3.298278,9.35493,8.938879,3.06302,malignant
1,1,1,1,2,1,1,1,1,benign
3.074349,1,1,3.633814,2,1,1,1,1,benign
1,1,1,1,1,1,1,9.031104,1,benign
2.990509,1,1,1,2,1,6.060195,1,1,benign
4,8.553568,8.268275,6.24871,9.475061,10,7.576755,10,1,malignant
2.623175,1,2,1,2,1,3,1,1,benign
1,1,1,1,7.878616,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.130593,8.243571,3.575306,1,4.505177,1,4.485102,8.499744,1,malignant
9.886668,9.783078,8.204424,10.377796,7.152634,10,5.678532,10,1,malignant
4.54218,1,1,1,3,1,1,1,1,benign
9.695571,10.261419,9.622006,10.198715,7.023377,10,2,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.97808,1,1,1,2,1,3,1,1,benign
2.306255,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.032004,3.534935,2,5.09233,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.242381,7.721583,5.576494,8.186289,6.177868,10,7.942592,1,2,malignant
5.680507,1,1,3.252389,4.396542,4.482526,5.192737,1,1,malignant
7.985356,8.142895,3.372081,7.637501,5.822812,10,2,5.051676,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.768745,6.874143,3.717798,1,2,1,9.202278,5.758816,1,malignant
3.24941,1,1,1,2,8.320193,3,1,1,benign
1,4.223571,5.064735,2.831645,8.688663,1,2,5.161076,9.054498,benign
9.531197,5.978518,8.192998,4.211889,3,8.136056,8.413166,4.850103,2,malignant
5.317085,10.144458,9.4823,3.944978,8.691471,7.679432,6.710079,8.844578,9.675794,malignant
5.540425,6.520226,2.988012,8.00215,8.855421,8.781769,9.376353,10,2,malignant
9.010364,10.047516,10.362882,6.909844,7.796573,6.714459,10.381498,1,1,malignant
9.265323,4.36441,6.288684,2.87875,9.460155,10,8.967557,2.175766,4.854864,malignant
5.912511,2.386681,2,1,2,1,2,3.190523,1,benign
4,1,2.734455,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3.980038,1,1,benign
4,1,2,1,2,1,2,1,1,benign
10.353695,3.944144,3.62394,1,8.272642,1,4.465161,5.808442,8.087112,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4.964144,6.821101,9.742819,5.613229,9.623683,2.919731,6.962063,8.087251,1,malignant
5.177356,1,1,1,3,1,2,2.496913,2.659573,benign
8.115941,8.434905,3.220933,10.14026,3,10,3,2.717058,1,malignant
2.339131,1,1,1,2,1,3,1,1,benign
5.733978,5.404785,3.311548,3.036327,3,10,1,5.732877,1,malignant
5.607661,7.477654,10.173069,7.138066,3,10,7.055242,10,1,malignant
8.740258,5.271025,3.674406,2.09566,4.975,10,2.966126,1,1,malignant
3.37027,1,1,1,3,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
10.109014,4.341549,3.843425,2.808422,3.878143,10,5.382316,10,2,malignant
2.168861,1,1,1,2,1,3,2.009067,1,benign
5.537555,9.680024,9.68162,5.165409,3,6.661849,8.227396,10,2,malignant
4,1,2,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.63721,1,1,1,2,1,1,1,1,benign
5.276212,1,1,1,2,1,1,1,1,benign
10.251424,2.806655,3.811326,3.506432,2,10,6.829545,5.76914,1,malignant
7.552614,4.849679,3.715771,1,3,1,5.146436,2.359104,9.38577,malignant
2.445916,7.254579,8.310367,9.822535,5.100274,2.782217,6.932594,7.834427,1,malignant
5.069217,7.090835,8.617458,5.809137,4.819034,10,3.787175,5.370872,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.162529,1.967104,3.280506,2,2,1,3.801233,1,1,benign
9.449398,5.149757,4.117651,9.76587,4.555556,6.284299,6.851262,1.370134,2,malignant
7.772849,10.032081,8.38644,7.294548,8.160809,9.256533,9.400856,10,1,malignant
4.990211,1,1,1,2,1,1,1,1,benign
4.948121,1,1,1,2,2.560562,2,1,1,benign
4,9.406902,10.084357,9.701254,4.382266,10,8.203573,2.388935,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.520197,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.08758,7.183105,3.08872,6.316326,3.886178,10,8.157288,7.242217,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.938491,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.49234,1,1,1,2,7.586851,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1.927567,3.708549,6.231499,7.157884,2.802065,8.516442,8.642346,1,malignant
5.171153,5.936637,9.053506,1,7.529515,2.438407,3,4.267392,2,malignant
5.663127,5.911131,5.792391,7.117242,4.143498,2.443753,9.548839,10,1,malignant
1,2.614731,1,1,3,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,4.6395,2,1,1,benign
1,3.234087,7.064145,2,1,1,1,2.225267,1,benign
8.24847,7.986451,10.100009,5.834842,9.32673,2.175869,3,5.264386,1,malignant
1,2.3396,3.448389,1,2,1,2,3.556707,1,benign
9.750715,7.077589,9.948024,9.761178,4.57797,10,9.03744,1,1,malignant
3.093891,1,1,1,2,1,3,1,1,benign
2.99649,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.199238,1,1,1,2,1,2,1,1,benign
4.630508,4.441601,4.046043,2.962235,4.006043,2.837399,5.263928,10,1,malignant
2.466632,1,2,1,1,1,1,1,1,benign
5.012282,1,1,3.593908,2,1,3,1,1,benign
5.293836,6.581789,3.971069,5.241766,3,5.453743,8.559932,4.127659,9.023786,malignant
5.009377,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.634005,3.736386,5.923805,2,4.63078,4.515761,3.864107,2.720451,1,malignant
1,1,1,2,2,1,2,1,1,benign
4,1,1,3.379707,2,1,1,1,1,benign
2.390029,5.060557,3.868064,8.272205,9.729666,10,8.122852,8.584587,1,malignant
5.672305,1,1,1,2,1,1,1,1,benign
1,6.154958,5.3473,3.457927,7.732802,1,2,6.598825,1,benign
5.492706,1,1,1,2,1,2,1,1,benign
4.988852,6.134077,4.871954,3.35236,3,10,9.324836,1,1,malignant
5.915934,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,4.960141,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.895308,4.121266,7.660001,3.413205,2,6.948483,4.452153,2.474257,1,malignant
5.025368,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.940622,1,1,1,2,1,1,1,1,benign
11.215818,9.631198,9.314942,9.941757,4.4019,10,5.896466,4.270837,5.204878,malignant
3.363641,1,1,1,2,1,2,1,1,benign
5.270144,7.184016,6.49578,2,3.551616,10,6.908112,7.785814,1,malignant
1,1,1,2,1,1,2,1,1,benign
8.871759,7.740962,3.840945,10.275688,4.854522,10,4.663287,10,6.307751,malignant
2.194587,1,1,1,2,1,1,1,1,benign
2.37038,3.432528,2.348277,1,2,1,2,1,1,benign
2.611627,1,1,1,2,1,3,1,1,benign
2.561075,3.070825,1,5.239888,2,3.602604,1,2.642647,1,benign
5.31685,1,1,1,1,9.813876,1,1,1,benign
5.199361,10.404126,10.836258,4.051392,3,10,5.106395,1,5.17715,malignant
4,1,1,1,2,1,3,1,1,benign
5.523595,1,1,1,2,4.514787,1,2.880109,1,benign
4.710758,1,1,1,2,1,2,1,1,benign
5.965503,1,1,2,2,1,2,2.655719,1,benign
5.476878,2.843889,1,3.137991,2,1,2,1,1,benign
9.802414,1,1,1,1,1,3,2.68829,1,benign
1,1,1,1,2,1,2,1,1,benign
6.078875,6.801777,8.446707,2.902413,3.872814,9.356829,3.764027,5.294141,3.437473,malignant
4,6.096001,5.547664,1,1,1,3,5.126891,1,benign
1,1,1,1,2,3.876656,1,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.741807,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.44976,1,1,1,2,1,2,1,1,benign
1,3.935583,5.247456,10.208687,5.039161,10,5.723937,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.707751,9.579058,4.415226,9.662208,4.06736,10,5.751771,3.198846,2,malignant
2.719168,1,1,1,2,1,1,1,1,benign
8.256125,4.920303,8.233134,3.310539,2,4.315074,8.926548,10,1,malignant
5.4836,2.316747,2,2,2,1,4.642513,1,1,benign
2.951232,1,1,1,3,1,2,2.838969,1,benign
11.201943,2.491506,10.66148,2,2,10,1,1,7.1046,malignant
2.959819,3.144028,3.344436,2,3,2.885035,1,2.658068,1,benign
1,1,1,1,2,1,1,1,1,benign
7.930529,7.484913,10.211663,7.273343,7.860769,10,4.399147,8.611408,3,malignant
1,1,1,3.727626,2,1,3,1,1,benign
2.462441,8.813208,7.598617,2,2,1,7.19978,10,7.213568,benign
4,1,1,1,2,1,1,1,1,benign
8.465024,2.334155,4.398271,1,3,10,1,4.017944,8.979052,malignant
2.386327,1,3.616247,1,2,1,3,1,2,benign
1,1,1,1,2,1,7.890926,1,1,benign
5.371892,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.136754,1,1,1,2,1,1,1,1,benign
2.756734,1,1,1,2,1,3,1,3,benign
7.813834,4.038284,6.261565,3.881177,4.155703,4.887392,4.548079,10,2,malignant
4.755498,2.226108,1,1,2,1,2,2.089378,1,benign
9.751452,7.873815,5.825886,2,6.808492,10,7.707838,9.039476,1,malignant
6.630247,1,6.547876,1,1,1,6.429492,4.480392,3,malignant
7.816218,4.539666,6.795799,9.920472,3,10,7.505236,1,1,malignant
4.98431,5.965137,5.561894,5.043334,8.135259,10,5.062208,9.204616,1,malignant
1,1,3.857725,1,2,1,2,1,1,benign
2.017347,1,1,1,1,6.855021,3,2.118851,1,benign
1,1,1,1,2,1,1,1,1,benign
8.151991,9.519721,7.2926,10.287991,7.217451,2.997218,4.347451,1,1,malignant
1,1,1,1,2,1,1,1,6.040202,benign
1,1,1,1,2,1,1,1,1,benign
2.931829,1,1,1,1,1,3,1,1,benign
8.634097,2.906102,2.686999,1,3,10,5.958596,4.590402,2,malignant
5.742873,4.345831,5.474671,2,3.782488,10,4.47491,1,3,malignant
7.680883,6.647404,6.147713,6.532027,3.554163,1.393477,8.792921,10,1,malignant
1,1.953911,3.450385,1,2,1,3,2.742874,1,benign
9.872868,9.912913,10.547941,9.572108,4.531294,10,7.784728,10,7.907447,malignant
1,1,2,1,2,1,2,1,1,benign
1,4.101614,6.330064,4.946846,6.908686,6.202215,2,2.532988,1,benign
4.94212,1,1,1,2,1,3,1,1,benign
1,2.088648,1,1,4.447841,1,1,1.982241,1,benign
2.212288,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,2.368013,1,1,3,1,3,2.325288,1,benign
1,1,1,1,2,2.759388,3,1,1,benign
1,1,1,1,2,4.548606,1,1,2,benign
5.123204,1,1,1,2,1,3,1,1,benign
2.649787,3.100174,1,3.399456,2,1,1,1,1,benign
10.630113,7.173992,5.783268,3.179175,3.772918,2.982428,6.012811,8.736101,8.260014,malignant
4,1,1,1,1,1,3,1,1,benign
8.961524,7.308267,7.012803,4.466984,6.184367,10,4.766467,7.371585,1,malignant
5.003263,1,1,1,2,1,2,1,1,benign
5.599702,1,1,1,1,1,1,1,1,benign
2.966042,1,1,2,2,1,3,2.656639,1,benign
1.600732,1,1,1,2,1,1,1,1,benign
2.692618,1,1,1,2,1,1,1,1,benign
1,1,1,3.560204,2,3.134803,3,1,1,benign
4.899614,3.113227,4.377546,1,3,10,7.880106,8.710576,2,malignant
3.517694,1,2,1,2,1,2,1,1,benign
7.953883,3.634571,8.919782,3.290379,2,3.54199,2,2.66966,3,malignant
9.769407,9.477359,9.253963,1,6.535256,10,6.990526,7.595059,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.527217,1,1,1,2,1,2,1,1,benign
8.832342,5.420583,5.476167,10.231678,3,2.49372,6.38258,10,1,malignant
4,2.167257,1,1,4.509831,1,3,3.415492,1,benign
2.4664,1,1,1,2,3.395523,1,1,1,benign
4,2.851419,5.766492,1,3,10,6.717996,5.829871,1,malignant
9.697694,7.87556,5.289613,6.338335,2,3.147587,5.556332,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.126985,1,1,1,2,1,3,1,1,benign
4.779438,1,1,1,2,1,3,1,1,benign
6.778139,10.115,10.030357,4.58848,3.391624,10,2,1,1,malignant
4.834795,1,1,2.369573,2,2.863983,2,1,1,benign
5.307867,1,2,1,2,1,3,1,1,benign
1,10.359363,2.930431,2.927031,6.478729,5.705582,6.414111,1,1,malignant
8.654434,7.469521,5.775957,4.689037,3,5.171488,6.126501,4.996117,1,malignant
5.653126,3.072713,3.516136,1,9.197353,1,8.882433,3.414656,5.483153,malignant
1,1,1,1,2,1,3,1,1,benign
8.651553,8.327463,10.785527,9.780613,7.976306,10,7.42222,1,1,malignant
5.123351,1,1,1,2,1,1,1,1,benign
11.756475,4.547974,4.772829,7.756106,7.370655,10,6.972794,2.561998,8.668377,malignant
2.761433,1,1,1,2,1,1,1,1,benign
5.337148,4.373782,3.438596,1,2,8.104723,7.699365,6.768848,1,malignant
8.883436,1.996644,4.176077,6.098097,8.269737,10,3,2.558729,9.170957,malignant
4.928573,2.771959,5.762603,4.378932,3,3.104927,1,1,4.599208,malignant
2.446246,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,3.736954,1,2,1,3,1,1,benign
8.901491,1,1,1,2,6.576554,1,1,1,benign
7.764288,1,1,1,2,1,3,1,1,benign
3.42866,1,1,1,2,1,2,1,1,benign
5.054698,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.531904,1,2,1,1,1,1,2.454858,1,benign
8.382473,4.713867,6.248805,9.501376,4.662618,2.81397,4.433454,2.34166,1,malignant
9.899293,9.717163,9.630255,7.836458,6.730615,10,3,4.792244,1,malignant
1,1,1,1,1,3.626459,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.169929,9.750214,9.668114,1,6.707218,10,8.864406,4.294157,10.502446,malignant
4,1.868425,1,1,3,1,2,7.530079,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.069406,4.713749,6.694698,2.276739,5.255883,10,3.622132,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.735697,9.483018,9.761379,3.033123,6.764207,5.670407,3,5.867183,1,malignant
2.573174,7.850763,5.271684,6.644307,3.936484,2.187605,7.790605,1,6.7129,malignant
5.231807,4.780359,4.900821,7.716196,6.593658,10,7.098076,4.676624,1,malignant
4,1,1,1,2,1,3,1,1,benign
1.892257,1,1,1,2,1,2,1,1,benign
9.56091,4.974663,4.963193,9.940837,4.627135,10,4.008943,2.30571,1,malignant
7.224015,4.505681,6.447901,9.42929,3.997384,1,8.569885,10,1,malignant
4.737759,1,2,1,1,1,2,1,1,benign
1,1,1,2.646229,2,1,1,2.51314,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.920174,3.384449,1,2,1,3,1,1,benign
5.39593,1,1,1,1,1,1,1,1,benign
5.417741,2.454446,1,7.590581,2,5.655665,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.868601,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,7.415285,1,1,benign
4.795316,1,1,1,2,1,1,1,1,benign
5.174566,1,1,1,2,1,3,1,1,benign
3.178838,1,1,1,2,1,1,1,1,benign
9.349629,10.194841,9.589262,2.878687,6.673276,10,7.359438,6.706242,1,malignant
1.278679,1,1,1,1,1,2,1,1,benign
4.520079,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.795241,1,1,1,2,1,1,1,1,benign
2.659089,1,1,2,2,1,1,1,1,benign
4.059857,5.642721,9.556131,2,7.080959,10,4.800167,10,1,malignant
2.946616,2.334155,2,1,2,1,3,3.372766,2,benign
4.460857,4.595165,3.667264,6.390928,2,10,3,2.411515,8.938178,malignant
4,1,3.509832,1,2,1,3,1,1,benign
5.035274,1,1,1,1,1,2,1,1,benign
4.914819,4.054846,2.734182,2,4.21458,1,8.634288,1,1,benign
1,1,1,1,1,1,3,1,1,benign
3.336093,1,1,1,1,1,1,1,1,benign
4,2.912147,3.879414,3.376619,2,3.164743,4.963851,2.964803,3,malignant
3.872733,1,1,1,2,1,1,1,1,benign
2.988373,1,3.525006,1,1,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
8.866295,4.465312,7.241059,1,3.353921,4.324044,3,5.111627,3,malignant
1,1,1,1,2,1,2,1,1,benign
4.856024,9.835471,8.565738,2,3,5.557312,9.294053,8.570956,2,malignant
5.177997,2.33673,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.611096,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,1,1,1,benign
5.510992,4.951394,6.561902,3.665216,3.524224,10,6.993809,3.268224,1,malignant
8.178898,4.285685,3.679561,7.04192,2,2.438759,4.622772,10,1,malignant
8.559195,2.502932,4.42332,1,3,10,1,3.417336,9.310659,malignant
8.338591,6.256162,3.209818,2,4.471093,2.216335,6.134421,10,3,malignant
7.865313,4.048032,3.825107,1,7.601994,10,4.72988,5.594318,1,malignant
9.148659,10.058941,8.835117,6.265824,3,10,9.742112,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.513955,1,1,1,2,1,1,1,1,benign
5.759104,4.307664,7.137745,4.355133,6.860964,6.236825,3,1,1,malignant
8.572847,3.511112,3.580875,8.704541,2,10,3,2.88189,1,malignant
3.272588,1,1,1,2,1,2,1,1,benign
10.891825,2.457519,5.310674,3.0535,4.400514,10,3,4.329473,1,malignant
5.749483,3.897478,3.871993,3.038112,3.335541,1,2,10,4.482326,benign
3.318178,3.350836,3.860869,2.733777,3,10,4.641973,5.517975,8.572008,malignant
4,1,2,1,2,1,1,1,1,benign
10.341303,10.028841,10.265975,8.97418,8.04755,10,4.716722,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.608258,1,1,1,2,1,1,1,1,benign
5.227415,1,3.213319,1,2,1,3,1,2,benign
2.336138,1,1,1,1,1,3,1,1,benign
3.336807,3.06024,2,1,3,3.120734,6.092767,1,1,benign
11.063041,7.621439,7.179409,5.917971,8.735373,6.808499,3,7.147914,1,malignant
4.371861,6.378859,10.371433,2.722849,9.406141,5.730567,4.710909,10,3,malignant
5.45501,9.985432,4.892572,7.04097,7.269075,10,8.023041,10,3,malignant
2.976087,1,1,2,2,1,2,1,1,benign
5.379926,1,2,1,2,7.452745,3,3.400531,1,benign
1,1,1,1,2,1,1,1,1,benign
8.016079,4.717424,9.522186,9.94801,4.343715,10,7.071071,1,1,malignant
5.546563,1,1,1,2,2.924021,2,1,1,benign
2.69687,1,1,1,2,1,3,2.677961,1,benign
4.916016,1,1,1,2,1,3,1,1,benign
4.544959,9.722642,5.129115,9.158269,1,10,4.708137,8.747737,1,malignant
9.621767,4.427174,10.560511,9.954253,9.564905,6.514711,6.264639,2.625981,1,malignant
5.329938,1,1,1,3.9466,5.667536,3,1,1,benign
5.218773,1,3.442573,1,2,1,1,2.280533,1,benign
5.780056,1,1,3.185553,2,4.965139,3,1,1,benign
3.580498,1,1,1,2,1,2,1,1,benign
2.933235,1,1,1,3,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,3.938716,1,1,1,benign
8.705342,9.867465,8.686941,10.200706,4.845381,10,7.460894,10,2,malignant
9.787012,7.468198,6.017031,5.40068,3,5.693437,7.944095,7.237349,4.20863,malignant
8.637557,10.32762,9.480716,9.604345,2,10,7.291601,10,1,malignant
4,1,1,2.933592,2,1,1,1,1,benign
3.029075,2.850126,1,1,2,1,1,1,1,benign
9.459018,9.859893,8.464741,3.508552,5.086321,10,3.635833,7.890313,1,malignant
9.376428,4.010449,9.908278,9.871245,4.799601,10,3.945502,2.009745,1,malignant
10.526361,1.906612,3.007238,2.879671,3,10.484255,1,6.126911,1,malignant
5.204954,4.369322,5.986704,3.919694,2,1,3.991887,6.14661,6.137868,malignant
2.465556,1,3.552163,2,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.198615,2.328197,4.665582,3.774611,3,10,5.466763,1,1,malignant
2.632659,1,1,1,2,1,2,1,1,benign
1,2.666735,3.125371,1,2,1,3,3.170378,1,benign
9.403813,9.594449,9.02214,11.158505,4.329579,10,3,5.901051,1,malignant
8.598005,4.053747,6.69488,3.808104,4.588685,10,4.539026,6.769506,5.020888,malignant
1.944682,9.649572,10.809476,1,3,1,4.217988,3.360978,1,benign
4,4.764272,6.269289,1,8.511439,7.51234,4.835851,2.300919,1,malignant
2.823966,1,1,1,2,1,2,1,1,benign
8.182496,8.212548,3.520309,3.758271,4.947947,6.496679,8.027661,5.111159,1,malignant
6.013292,1,1,1,2,1,2,1,1,benign
8.829537,9.523333,10.895941,5.915476,8.090519,10,6.130234,10,3,malignant
5.346197,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1.882265,1,benign
4,1,1,1,2,1,3,1,1,benign
9.305765,7.39973,6.538882,9.779159,3,10,2,1,1,malignant
5.715698,1,1,1,2,1,3,1,1,benign
3.392395,2.67167,2,2,2,1,3,1,1,benign
8.483239,4.848212,5.688549,1,5.001111,10,6.857393,3.755113,1,malignant
1,1,1,1,1,1,2,1,1,benign
7.970568,6.016575,5.886648,6.933808,4.785519,10,7.564318,6.64319,2,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,4.454619,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.764843,4.296787,6.177092,10.062385,4.428142,3.617084,8.572017,6.825747,9.031169,malignant
1,1,1,1,2,1,1,1,1,benign
10.285406,2.553602,2.809203,2,11.162536,10,4.398535,1,1,malignant
2.112515,2.279513,2,3.327478,2,3.213568,3,1,1,benign
1,1,2,1,2,1,2,2.874582,1,benign
1,2.801176,3.149517,2,3,1,1,1,1,benign
4.755662,1,1,1,2,1,3,1,1,benign
2.505415,4.135273,3.778964,1,5.130557,1,8.022352,1,1,benign
4.683049,1,1,1,2,1,1,1,1,benign
5.25625,1,1,1,2,1,2,1,1,benign
8.821263,2.008964,2,1,8.664657,2.602244,3,4.599521,1,malignant
7.916043,9.544294,9.146005,6.346573,3,10,8.006921,3.013056,8.56157,malignant
2.51672,1,2,1,2,1.818873,2,1,1,benign
8.233649,2.508226,3.368885,3.545407,4.052226,9.870462,7.478021,10,1,malignant
6.196463,9.753099,6.919053,10.019025,7.892124,10,9.698884,10,3,malignant
2.686451,2.333503,1,1,2,1,1,1,1,benign
5.17338,10.361047,2,3.748578,1,1,4.873229,10,1,benign
11.569702,9.715217,9.746767,2,5.2008,5.605049,7.038887,6.431908,1,malignant
8.492388,5.113235,9.476361,9.627654,4.862225,1,9.026438,2.759472,1,malignant
4,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,3.382785,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.164783,1,1,1,2,2.183037,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,2.290056,2,1,3,1,1,benign
5.572659,1,1,5.807983,1,10,2,3.797209,1,benign
4.942279,1,1,1,2,1,2,1,1,benign
8.092183,10.068593,8.851799,3.324769,7.20451,3.532203,9.044411,10,3,malignant
8.217398,2.118954,2,2,2,1,1,1,1,benign
3.108743,1,2,1,1,1,2,1,1,benign
9.685261,10.488404,9.473928,10.018707,6.151136,1,3.849268,10,1,malignant
2.166048,3.146179,2,3.884545,2,2.698671,3,1,1,benign
5.40212,1,1,1,3,1,3,7.295683,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.480392,1,1,1,benign
1,1,3.172345,1,1,1,2,2.698532,2,benign
9.877988,4.146351,3.783296,2.909915,3,2.1826,5.04485,5.616676,2,malignant
3.631039,1,1,1,2,1,3,1,1,benign
5.13166,5.619794,3.732671,2,6.931794,6.792556,6.564679,3.99715,3,malignant
1,1,1,1,2,1,3,1,1,benign
6.395269,7.916778,4.131929,2,9.326331,10,9.44507,5.239144,3,malignant
2.671261,1,1,1,2,1,3,1,1,benign
1.93954,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,1,3.307657,1,benign
5.209441,1,1,1,2,1,1,1,1,benign
7.747603,4.925406,3.275496,1,4.929084,10,3,1,1,malignant
1,1,1,2,2,1,3,1,1,benign
8.788177,7.320026,7.688288,5.290899,3,10,5.004642,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.380962,6.134274,7.425364,9.525185,10,3,5.218333,1,malignant
2.237988,1,1,1,2,1,3,1,1,benign
7.489567,3.999305,3.758849,1,3,10,4.706273,1,1,malignant
5.376279,1,1,1,2,1,3,1,1,benign
2.700107,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.948443,9.585657,9.753763,8.000776,7.710722,10.423257,7.624636,2.24575,1,malignant
2.307521,6.804184,10.512421,3.365788,4.087815,5.065712,3,8.05165,1,malignant
9.739756,8.100742,8.079923,6.930985,4.936791,10,6.225244,10,3.213275,malignant
4,1,1,1,3.672819,1,3,2.05915,1,benign
5.204199,1,8.752956,1,2,1,3,2.356675,1,benign
5.692812,1,1,1,2,1,3,1,1,benign
2.790343,3.077286,1,1,3,1,1,1,1,benign
2.29044,1,1,1,2,1,1,1,1,benign
3.182301,1,1,1,2,1,2,1,1,benign
4.628015,3.818774,5.179552,1,4.249766,1.984353,6.936142,7.139115,1,malignant
7.469166,3.968957,4.765057,1,4.955026,7.431216,3.724171,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,4.27303,1,2,1,2,1,1,benign
5.619035,1,1,2,2,1,1,1,1,benign
4,1.803979,3.7189,3.102579,2,10,3,5.453471,1,malignant
2.489408,2.248926,1,1,2,1,2,1,1,benign
8.063118,7.154924,9.136382,5.949113,3.171846,1,5.918905,7.86146,1,malignant
4.973052,9.809038,7.791772,1,5.05859,2.428912,8.873495,10,1,malignant
5.664937,5.214702,3.626131,8.029207,6.566202,2.292658,4.4072,2.324435,3,malignant
4.719964,4.136413,5.954591,3.577377,5.461565,10,4.434927,3.130324,3,malignant
8.557307,9.90428,7.829195,8.232247,4.292914,5.102206,7.051708,1.782078,1,malignant
4,4.997424,2.958555,9.613526,4.821275,2.954784,6.581932,7.657788,1,malignant
8.888037,3.713946,6.212168,3.081597,6.398989,7.365908,2,4.900957,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,4.218534,1,2,1,1,1,1,benign
9.222893,10.140281,3.580984,9.606859,7.554588,6.839986,8.567575,2.481338,1,malignant
3.822896,2.856031,3.75435,3.403582,4.597419,8.603438,9.597637,4.545486,1,malignant
1,2.442014,2.543651,1,2,1,2,1,1,benign
4.881004,1.975762,2,1,2,1,3,3.357845,1,benign
5.480936,6.687209,8.618404,9.927149,4.808287,3.532367,3,2.479268,1,malignant
2.590652,1,2,1,2,1,3,1,1,benign
4,5.580074,8.436976,3.1655,8.4491,1.417462,8.824488,5.035411,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.380028,4.265968,6.222358,3.610498,2,10,6.212355,9.533927,2,malignant
1,1,1,2,2,2.08139,3,1,1,benign
1,1,1,3.217828,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.578465,1,1,1,2,1,1,1,1,benign
2.825952,1,1,1,2,1,3,2.754443,1,benign
4,2.234958,4.166061,1,2,1,3,1,1,benign
5.427113,5.0487,6.797363,2,3.70707,10,3,2.54777,8.175164,malignant
7.570875,8.575598,2.33805,3.887329,3.973654,6.138828,8.81686,3.152375,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.650115,2.76392,6.802041,3.376606,8.778796,10,3.701273,10,1,malignant
1,1,1,1,2,1,3,2.777337,1,benign
10.220038,3.335329,2,1,2,5.277334,2,8.026395,1,malignant
8.271154,5.160185,5.75903,3.296719,8.97323,1.98938,6.511528,2.998612,1,malignant
4,7.277192,9.858765,1,3,1,1,5.12951,1,benign
4,2.680311,1,2,5.051501,2.836347,7.087192,1,1,benign
11.358558,10.060734,8.033797,3.92015,3.896572,6.880774,6.671564,5.028133,1,malignant
9.525065,6.556615,2.950919,3.025671,4.436933,1,9.215819,5.069008,1,malignant
4.899093,1,1,1,2,1,2,1,1,benign
2.164725,1,1,1,2,1,2,1,1,benign
7.200581,8.397738,5.465697,9.976369,5.455778,10,1,8.473713,2,malignant
9.004445,2.261628,3.104528,10.312094,7.578677,10,1,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.631421,1,1,1,2,5.456359,2,1,1,benign
1,1,1,1,2,3.188325,1,3.073282,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.144712,5.385465,6.680677,2,7.753036,10,8.690155,7.150236,3,malignant
2.350431,1,1,1,2,1,1,1,1,benign
1,3.132778,2.857824,1,2,1,2,1,1,benign
8.916921,4.18053,9.489526,1,5.261139,6.456204,7.314074,10,1,malignant
8.600366,9.761475,8.860301,6.654835,7.499245,3.563297,7.768366,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
4.726988,2.568544,9.568348,1,3,10,3,6.373899,1,malignant
4.8573,1,2,1,2,1,3,1,1,benign
1,1,2,1,4.028906,1,1,1,1,benign
2.844986,1,1,1,2,1,1,1,1,benign
10.551873,9.784717,8.63001,7.832748,5.089995,2.793989,4.885929,8.65942,1,malignant
3.971589,1,1,3.355269,2,10,3,1,1,benign
2.764574,1,1,1,2,1,1,1,1,benign
4.914461,7.484196,6.149917,2,2,9.811915,3,10,3,malignant
5.205533,1,1,1,2,1,1,1,1,benign
4,1,3.253484,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.185236,2,1,1,1,1,9.682012,1,benign
1,1.271025,1,1,3,1,1,1,1,benign
5.008507,1,1,1,3,1,2,1,1,benign
1,1,1,3.509016,2,5.958653,1,1,1,benign
5.162517,1,1,1,2,3.636446,2,1,1,benign
4,2.252462,1,1,3,2.63404,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.136855,1,1,1,2,1,2,1,1,benign
4.698297,2.597654,7.639102,1,5.010344,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.077979,1,2,1,1,1,3,1,1,benign
8.097232,9.801277,9.766341,9.805926,8.747584,10,7.002519,8.14851,1,malignant
2.892107,2.258603,1,5.776548,2,1.837133,4.120939,1,1,benign
1,1,2.987678,1,2,1,1,1,3,benign
5.445682,2.556109,5.448708,8.784176,2,10,1,5.448554,1,malignant
1,1,1,1,2,1,3,2.215182,1,benign
1,1,1,1,2,1,1,1,1,benign
5.142589,1,1,1,2,1,1,1,1,benign
2.377712,1,1,1,2,1,3,1,1,benign
2.692991,1.86608,1,7.454945,2,5.642081,1,1,1,benign
5.785631,1,1,1,2,1,2,9.439273,1,benign
1.916232,1,1,6.804705,2,1.737259,2,1,1,benign
3.464908,2.503108,2,1,1,1,3,3.079983,1,benign
2.782375,1,1,1,1,5.369961,3,1,1,benign
1,1,1,3.918808,2,1,3,1,1,benign
5.529344,1,2,1,2,1,2,1,1,benign
5.586514,9.896352,10.890049,10.18838,6.569759,5.691126,7.997947,10,1,malignant
9.449101,9.590975,8.878102,9.856725,4.950805,10,1,10,1,malignant
10.297341,6.614665,8.702454,3.154865,10.071299,10,3,3.937568,9.451891,malignant
3.030639,3.905129,7.523055,3.500893,3,4.95838,5.098394,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.026375,4.730254,6.322048,3.766896,3,10,6.422141,8.129146,7.312772,malignant
5.009211,3.531379,3.362316,2.755221,2,1,3,2.601377,1,benign
2.630063,1,1,1,2,1,1,1,1,benign
3.48858,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.860797,1,1,1,2,1,3,1,1,benign
2.872422,1,4.215748,1,2,1,2,1,1,benign
5.240752,7.928041,4.138203,5.172573,3,7.35415,8.75086,10,1,malignant
2.461682,1,1,1,2,1,3,1,1,benign
2.259509,2.586122,3.655609,1,2,1,3,1,1,benign
5.284001,7.294371,8.625236,6.552967,4.33275,10,5.057441,10,1,malignant
1,1,1,1,2,1,5.637634,1,1,benign
2.841604,1,1,6.142597,2,10,2,1,1,benign
2.347121,1,1,1,2,1,2,1,1,benign
3.752837,2.458794,1,2.844702,4.041547,1,3,1,1,benign
1,9.798982,4.605815,9.931118,2,7.062481,4.498022,3.695395,1,benign
2.626062,2.360523,2,2,3,1,3,1,1,benign
5.465645,1,1,1,1,5.209103,2,1,1,malignant
4.409396,2.349619,3.838718,3.424471,3,10,5.898693,1,1,malignant
3.005267,1,1,1,3,1,1,6.026118,1,benign
5.511644,6.629644,3.773333,6.059028,4.879501,10,3,6.660094,1,malignant
5.566206,6.167694,6.64884,6.439781,4.178493,10,8.332247,1,1,malignant
2.546678,1,1,1,2,1,2,1,1,benign
1,4.99063,4.071707,3.016044,2,2.833348,3,4.166536,2,benign
1,1.749525,2,2,1,1,5.067253,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.211706,5.728677,4.833226,3.741325,9.036674,5.088946,6.876187,1,11.070843,malignant
2.242977,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.551664,1,1,3.480639,2,6.390501,3,1,1,benign
5.144009,2.80094,1,1,2,1,3.84683,1,1,benign
5.186292,1,1,1,4.472585,1,2,1,1,benign
1,1,1,1,4.205953,1,3,1,1,benign
7.713618,1,1,1,2,1,3,3.293581,1,benign
8.515913,4.476312,4.102998,3.982838,3.877329,10,3,3.904134,7.735223,malignant
1,1,1,1,2,2.226301,2,1,1,benign
2.360299,1,1,1,3,1,3,2.069797,1,benign
2.175015,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.619299,10.05113,7.400682,9.785193,8.710114,10,7.483278,10,1,malignant
9.742482,4.562858,3.579434,2.259262,3,8.690932,4.989594,1,1,malignant
2.448967,1,1,1,2,1,1,1,1,benign
9.662713,4.458382,4.814337,2,3,7.349054,3,2.752322,1,malignant
5.646248,6.750001,10.446954,3.487136,7.807571,1,5.375723,4.52524,3,benign
4,1,1,1,3,1,1,1,1,benign
4.732367,1,1,1,1,1,3,1,1,benign
8.854663,9.822921,8.232528,10.033251,4.159306,10,6.42229,10,1,malignant
5.032827,1,1,3.721841,2,1,1,1,1,benign
2.510915,2.824123,2,1,1,3.508263,1,1,1,benign
4.928925,1,1,1,2,1,2,1,1,benign
1,1,2,1,1,1,2,1,1,benign
7.839407,9.774336,3.283299,2.933579,3.671475,6.03983,2,9.332678,1,malignant
9.17688,10.029722,10.148704,10.354806,5.74488,10,7.29203,10,2,malignant
5.155187,1,1,1,1,2.933626,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.551255,1,1,2,1,1,5.302972,2.558427,1,benign
6.204277,9.789447,8.1496,9.651244,3,10,8.034248,2.267716,1,malignant
3.243132,1,1,1,2,1,1,1,1,benign
9.155971,7.836124,6.071859,6.374189,5.661537,1,7.094574,5.169342,1,malignant
5.390313,9.715331,9.06988,10.140012,8.909404,10,4.074105,7.99784,1,malignant
2.454357,1,1,1,2,1,2,1,1,benign
8.867095,3.714897,3.612125,10.057871,3,10,2,6.337522,1,malignant
10.552256,10.106269,9.183275,9.399092,7.770623,10,6.967837,3.099675,2,malignant
5.91318,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
9.208096,6.450051,9.424686,6.578028,4.162954,9.557726,5.677407,10,1,malignant
11.807866,6.843804,8.16094,3.257529,4.961993,10,4.863608,1,1,malignant
4,1,1,2,2,1,3,1,1,benign
8.107106,7.530437,9.706156,3.821295,4.84179,10,3,4.852825,3,malignant
4,1.842502,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.236032,7.041636,9.047862,2,5.962719,2.833985,5.614296,1,8.521171,malignant
9.098508,7.02689,9.049518,3.709806,4.088854,3.138616,3,10,2,malignant
2.40591,1,1,1,2,1,1,1,1,benign
10.025715,8.65344,4.937588,10.223452,8.902566,10,7.370951,9.282763,1,malignant
4.881487,2.072327,2,2,2,1,3.600304,1,1,benign
7.480832,1,2,1,5.414855,10,2,1,1,malignant
2.793179,4.036952,7.093481,2,4.782182,10,6.077585,1.969621,1,malignant
2.726318,2.167055,2,1,3,3.560374,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
10.533131,9.889462,9.415469,3.263752,3,9.679729,6.713799,2.340974,6.978191,malignant
1,1,1,1,2,1,2,1,1,benign
2.937738,2.392177,1,10.345133,2,5.980325,3,1,1,benign
5.867004,1,1,1,2,1,3,1,1,benign
2.779709,1,3.326574,1,2,1,3,2.331867,1,benign
5.692888,1,1,1,2,1,2,1,1,benign
2.747232,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.394208,1,1,1,2,1,3,1,1,benign
7.5147,2.029135,2.56351,7.251836,8.986073,1,1,2.042918,3,malignant
2.670611,1,1,2,3,1,1,1,1,benign
3.291104,1,3.019086,1,2,1,3,1,1,benign
2.838732,1,1,1,2,1,2,1,1,benign
3.275508,2.12961,1,3.114299,2,8.545636,1,7.089364,1,benign
5.203562,4.639358,5.761191,3.89964,7.987431,10,4.565063,1,1,malignant
8.830299,3.042658,6.929852,1,3.540896,1,4.132678,4.990155,1,malignant
5.10291,1,1,1,2,1,2,1,1,benign
1,1,2,1,7.373719,1,1,1,1,benign
1,9.732919,2.857698,2,3,1,3.911215,2.516542,1,benign
3.287827,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.502746,1,2,1,1,1,3,1,1,benign
2.731418,1,1,1,2,1,3,1,1,benign
9.663352,6.491504,7.572637,1,3.965964,3.033532,9.718426,10,1,malignant
5.071221,1,1,1,1,1,2,1,1,benign
4,1,4.2784,1,2,1,2,1,1,benign
4,1.770726,3.733278,1,4.583967,1,2,1,1,benign
1,1,1,2,2,1.455829,2,1,1,benign
5.520156,9.758119,2.719856,3.696514,10.225986,1,3,8.109534,1,benign
6.305158,1,1,1,2,1,2,1,1,benign
5.939869,1,1,1,9.747195,1,3,1,1,benign
9.725103,10.05884,10.104673,3.578338,7.589547,10,3,10,1,malignant
6.730789,2.180458,8.736509,4.083934,5.022176,1,3,10,1,malignant
10.001864,9.598266,8.76595,5.288838,2,10,6.82468,7.346204,1,malignant
2.604832,2.124717,1,3.619862,3,1,3,1,1,benign
2.763681,9.757301,8.701382,9.948892,8.573153,10,6.33692,2.092131,1,malignant
3.460366,1,1,1,2,1,1,1,1,benign
1,1,4.265706,1,2,1,1,1,1,benign
1.574167,1,1,1,2,1,1,1,1,benign
9.742661,3.218899,5.552828,1,3,10,4.888182,1,3,malignant
4.880755,1,1,1,2,1,1,1,1,benign
1,1,3.414162,6.88458,2,4.055316,2,1,1,benign
5.66248,9.855316,8.375314,2,7.935543,2.438361,1,10,3,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1.078212,1,benign
2.810758,6.960328,6.847581,1,4.51083,1,6.79656,4.665453,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.241066,1,1,1,2,1,1,benign
2.446149,1,1,1,2,1,1,1,1,benign
3.230716,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.474303,9.488984,9.070283,1,5.161558,3.82264,8.411369,8.655297,1,malignant
5.079068,1,1,1,2,1,1,1,1,benign
2.599302,1,2,1,3,1,1,1,1,benign
3.383676,1,1,1,2,1,2,1,1,benign
4.780528,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.632103,10.313718,11.171062,10.332124,4.841049,10,7.851059,10,1,malignant
6.953449,10.167277,10.537504,4.992901,7.468009,10,5.320852,2.922549,1,malignant
2.945473,10.052851,10.098284,2,8.182448,10,5.401668,10,3,malignant
5.027497,1,1,1,2,1,2,1,2,benign
4.779305,4.642175,8.503016,10.039324,7.807099,10,4.50727,5.535389,2,malignant
1,1,1,1,1,1,1,2.97777,1,benign
10.33425,2.426622,5.897774,3.61236,5.350719,7.788088,9.028082,2.540367,3,malignant
3.417282,1,1,1,2,1,3,1,1,benign
5.460418,1,1,1,4.527729,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.379992,1,1,1,1,1,3,1,1,benign
2.285472,2.955286,2,1,2,1,1,1,1,benign
4,5.343317,5.686389,1,2,5.732863,8.362983,3.341063,1,malignant
5.273972,1,1,1,2,1,2,1,1,benign
2.763673,1,1,4.415319,2,1,3,1,1,benign
7.71321,6.62368,7.080898,2,3.94344,6.387597,8.173812,5.194643,6.575681,malignant
9.749827,4.726838,4.923558,2,4.262323,8.164533,6.357768,4.216319,9.098782,malignant
1,1,1,1,2,1,2,1,1,benign
4,4.147674,2.802199,5.252546,5.76728,1,8.036706,1,1,benign
5.524262,1,1,1,2,1,1,1,1,benign
7.425006,7.002677,4.862821,6.987762,4.408555,10,6.42259,6.175303,2,malignant
4,1,1,3.901639,2,1,2,4.863314,1,benign
11.125107,6.214216,3.587797,3.023425,9.224353,10,5.981536,10,2,malignant
5.583357,1,1,1,2,1,2,1.535444,1,benign
4,1,4.083603,1,2,1,1,1,1,benign
9.64219,5.367028,2.996544,6.059439,5.19483,8.122141,2,5.102735,4.274856,malignant
2.764915,1,1,1,2,1,2,1,1,benign
4.864823,1,1,2,2,1,1,1,1,benign
2.434566,2.708391,3.841615,2,2,1,3,1,1,benign
5.972394,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.634891,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.981773,1,4.409214,1,2,1,1,1,1,benign
6.957745,3.761823,6.392769,9.564021,8.582547,10,8.099793,3.877498,3,malignant
3.075164,1,3.505099,1,2,1,2,1,1,benign
5.593759,3.979043,6.176794,2.878553,2,5.545716,2,2.205744,1,malignant
3.029996,1,3.203689,1,2,1,1,1,1,benign
2.817932,1,1,1,2,1,1,1,1,benign
2.752565,1,2.66233,2,1,1,1,1,1,benign
4.601507,1,1,1,2,1,3,1,1,benign
7.263328,2.642163,3.697338,3.21558,7.055222,7.167733,1,3.585175,1,malignant
5.865468,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.384172,1,3.300586,1,2,1,3,1,1,benign
2.750372,10.31674,8.506443,1,6.0336,10,8.483957,6.783543,2,malignant
1,2.425002,1,1,2,1,2,1,1,benign
2.06446,1,1,2.973569,2,1,1,2.901636,1,benign
5.130912,1,1,2,2,1.921675,1,1,1,benign
7.687337,9.655126,5.721599,1,6.534913,3.221327,7.41769,10,3.817875,malignant
4.6597,1,1,1,2,1,2,1,1,benign
1,1.833662,1,2,2,1,2,3.57078,1,benign
5.247755,5.245189,5.313921,1,3,1,6.894167,1,2,malignant
4,3.108971,3.786631,1,1,1,2,1,1,benign
1,1,2,1,2,3.195803,1,1,1,benign
4,2.429022,3.59744,3.407729,3,10,3,5.372766,2,malignant
2.8482,1,1,1,2,1,1,1,1,benign
2.666525,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
8.113257,9.471124,9.16979,4.849468,4.773128,3.851557,5.974864,2.789785,2,malignant
5.45781,1,1,1,2,1,2,1,1,benign
7.966791,2.283563,4.058928,3.915976,3,10,3,10,9.429257,malignant
1,4.288301,6.562613,3.370925,4.609307,10,3,2.722235,1,benign
3.057796,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.071734,1,1,1,2,1,2,1,1,benign
1,1,1,3.147949,2,1,2,1,1,benign
5.684044,1,1,5.274063,5.198289,10,9.327693,1,10.522998,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.050096,2.604665,5.776744,4.111208,1,10,4.250036,5.538331,3,malignant
5.393279,1,1,1,2,1,2,1,1,benign
8.407863,9.709897,1,5.38524,4.32419,10,7.045767,10,1,malignant
6.058472,1,1,1,2,1,1,1,1,benign
2.574021,1,2,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.484343,9.958177,9.170354,7.624524,8.094898,10,3,10,7.445915,malignant
5.379734,1,1,1,2,2.890712,2,1,1,benign
5.098536,1,2,1,2,1,3,1,3,benign
3.417487,1,1,9.654003,1,1,1,1,1,benign
8.955449,6.886482,4.548209,7.284301,7.144058,10,7.339022,10,3,malignant
5.012226,2.505597,1,2.498879,2,1,2,1,1,benign
4,2.319139,2,1,1,1,2,1,1,benign
4.967464,10.135509,9.015753,1,6.909554,1.93094,6.695868,5.5982,3,malignant
3.273712,1,1,1,2,1,3,2.30788,1,benign
2.793631,1,1,1,4.795775,1,2,1,1,benign
2.484552,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.480535,1,benign
1,1,1,1,2,1,1,1,1,benign
4,3.6663,5.785524,3.38291,6.890266,2.306668,6.514826,5.834775,1,malignant
1.696969,1,1,1,2,1,1,1,1,benign
9.086473,4.790726,2,9.753048,9.066866,3.485956,5.168893,5.499286,3,malignant
2.789217,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.713917,6.245533,5.775338,5.603651,9.245286,10,6.843076,7.107664,1,malignant
5.0022,1,1,1,1,1,3,1,2,benign
7.573142,2.966956,2,1,3,2.538441,3,3.69448,1,malignant
7.848933,9.921476,9.589516,9.447601,9.008476,10,8.660337,6.199832,1,malignant
9.332258,9.639808,9.223927,7.871577,6.078383,10,9.144109,3.803237,1,malignant
4.593379,6.415762,6.60878,6.810035,8.651362,1,7.927113,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.176282,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.350563,9.952852,8.618003,3.308175,5.324783,10,8.849201,2.497768,1,malignant
1,1,1,1,3,1,3,1,1,benign
1.782005,1,1,1,2,1,3,1,1,benign
5.781416,1,1,1,2,1,2,1,1,benign
2.481719,5.923905,7.897715,6.884941,3,2.867168,1,5.687758,1,benign
8.508446,10.228553,5.8395,9.87684,7.457846,10,4.070362,10,1,malignant
2.793976,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,8.580181,benign
4,2.502821,1,2,2,1,2,1,1,benign
10.083086,4.314055,2.997084,3.869315,6.548874,5.469512,9.599432,1,1,malignant
2.843684,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,2.833287,1,benign
1.938826,1,1,1,2,1,1,1,1,benign
5.429583,4.747726,5.305516,3.35185,5.076964,1.594317,7.449784,10,3.711783,malignant
2.306757,1,1,1,2,1,1,1,1,benign
5.343304,4.850046,5.361434,9.93298,2,10,3,8.045415,4.744729,malignant
2.446287,1,1,1,2,1,3,1,1,benign
9.300224,3.998232,3.595625,1,5.882488,3.014351,5.11627,3.480813,1,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.412209,1,1,1,3,1,1,1,1,benign
4,7.054056,5.948337,6.78577,4.35995,10,7.242379,9.057048,1,malignant
1,2.747383,1,1,1,1,1,3.449207,1,benign
5.923543,6.968637,7.247349,6.727359,4.355489,10,4.244689,10,1,malignant
9.418153,5.441237,6.686044,3.580097,4.266071,5.505171,6.619942,10,1,malignant
7.094722,1.919686,2,1,3.71953,1,1,3.384907,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.410309,6.677314,6.086111,3.063064,3,3.877898,4.574697,5.045494,1,malignant
1,1,1,1,1,1,1,1,1,benign
2.384404,1,1,2,2,1,2,1,1,benign
9.124082,7.338269,3.985491,6.665305,4.625304,10,3.965896,1,7.224559,malignant
6.025603,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,2,2.821176,1,benign
1,2.624264,2,1,3,1,1,2.543661,1,benign
8.874947,6.204925,5.843031,6.891389,3,10,6.955905,10,4.183368,malignant
11.254176,9.878345,8.035719,1,4.710878,2.503711,6.677444,5.787933,1,malignant
2.472431,1,1,1,2,1,2,1,1,benign
1,2.772054,5.666448,1,1,1,7.106618,1,1,benign
1,1,1,1,1,2.200364,1,1,1,benign
2.590735,1,1,1,1,1,3,1,1,benign
5.231533,9.649316,8.093579,2,3,10,6.403744,8.494191,1,malignant
8.273108,1,3.571312,3.680623,3.975321,10,1,2.17928,1,malignant
4,1,1,1,2,1.631797,4.401519,1,8.478143,benign
4.22447,7.429273,5.783715,1,3.558447,10,5.81171,7.579505,3,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,1,1,1,1,1,benign
5.474291,2.219343,3.233995,1,1,1,1,1,8.310237,benign
3.063953,1,1,1,1,1,2,1,1,benign
5.07528,1,1,1,5.097873,1,3,1,1,benign
7.465632,7.328921,4.229685,6.893231,9.262884,10,7.854712,10,9.686894,malignant
4,1,3.500887,1,2,1,2,1,1,benign
10.875064,5.505851,9.319358,2,10.414547,10,9.063093,4.628522,1,malignant
2.450715,9.960096,10.365308,1,3,1,7.483471,9.533089,2,malignant
1,1,1,1,2,1,2,1,1,benign
4.750742,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.075846,9.718894,4.827946,2,7.75037,10,5.217864,3.183439,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.449341,1,1,1,2,1,1,1,1,benign
5.354304,1,1,1,2,1,2,1,1,benign
2.188776,1,1,1,2,1,1,1,3,benign
9.189654,3.885446,5.762042,9.643537,6.957304,10,4.452389,2.413701,1,malignant
7.252121,4.652321,2,4.9731,3,10,3.60126,1,11.145309,malignant
1,1,1,1,2,1,1,2.694942,1,benign
4.898536,1,1,3.343522,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.109104,1,1,1,2,1,3,3.435587,1,benign
5.540332,1,3.390504,1,2,1,1,1,1,benign
8.021715,9.915123,9.408949,9.823099,8.96818,5.144404,3,4.738922,3,malignant
10.158475,1.749733,5.793798,2.389943,2,8.88837,1,5.959594,2,malignant
8.989847,1,1,1,2,1,3,1,1,benign
5.49185,1,1,1,2,1,2,1,1,benign
1,1,1,3.680764,2,1,1,1,1,benign
5.562763,9.941576,9.394324,10.171882,4.826282,10,7.055105,1,1,malignant
1,2.399683,1,1,3,1,6.845721,1,1,benign
2.745202,3.215599,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.21122,2.769395,2,5.219059,1,10,1,1,1,benign
7.369499,3.057232,2,10.072002,3,10,3,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.585361,1,1,1,2,1,3,1,1,benign
5.215839,1,4.226736,1,2,1,1,1,1,benign
4,2.90652,2,8.569556,2,1,1,1,1,benign
5.583362,4.479528,4.578173,7.505175,4.955939,7.07947,9.890856,2.00024,1,malignant
2.108588,1,1,2,2,1,3,1,1,benign
9.635809,4.892304,5.934168,9.825146,2,10,4.002197,5.460431,10.733047,malignant
5.669185,4.357339,3.843966,5.519481,4.653959,6.927964,9.213597,1,5.461563,malignant
2.992397,2.776747,2,1,2,1,2,1,1,benign
5.767157,4.186956,4.132995,10.22426,2,10,3,6.248019,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.60336,1,1,1,2,1,1,1,1,benign
2.516569,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,3.086374,3,2.526516,1,benign
4,3.115328,2,1,2,1,3,2.927269,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
7.645772,2.797215,2.959994,3.788216,4.47681,4.850513,3,10,1,malignant
2.7228,4.830853,7.936812,10.234759,3,10,9.522796,10,1,malignant
2.61155,2.576149,4.437082,9.72802,2,1,4.943156,1,1,benign
7.571856,10.434935,8.713566,3.706749,4.690836,3.446445,4.894717,2.752244,3,malignant
5.969634,1,1,1,2,1,2,1,1,benign
5.240397,3.478052,3.363503,1,2,2.722643,3,4.11146,1,malignant
5.296842,1,1,1,2,1.621787,3,1,1,benign
10.752511,1,1,1,2,1,1,2.566647,1,benign
8.93926,4.153211,5.033202,10.061905,4.519897,10,8.039372,7.723382,1,malignant
4.740272,1,1,2.735322,2,10,2,1,1,benign
3.417703,2.92384,1,2,2,3.3959,2,1,1,benign
1.651395,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.592814,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.261469,7.325357,5.84212,1,4.662851,10,9.683125,10,1,malignant
4.786152,9.650725,9.262862,9.677084,4.842977,8.113352,8.153104,2.307373,1,malignant
1,1,2.882759,1,2,3.442705,3,2.743072,1,benign
10.363832,3.513304,5.667366,7.356301,2,10,4.005539,7.919037,1,malignant
2.676253,4.28765,6.449844,2,4.695846,1.351052,4.409194,1,1,malignant
4,1,2.949696,1,2,1,2,1,1,benign
4,1,2.962848,1,1,1,2,1,1,benign
2.157941,1.307291,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.858326,1,2,2.760257,3,1,1,benign
7.510007,7.035996,8.628028,2,8.060557,10,3,7.259574,2,malignant
1,1,1,1,1,1.948241,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.054196,1,1,1,2,1,3,1,1,benign
2.995922,2.329594,1,1,2,5.69976,3,1,1,benign
5.929373,6.04583,10.487291,3.203106,5.006104,10,3,3.62699,1,malignant
9.649096,4.738834,3.044959,7.535239,4.6089,1,2,7.64799,1,malignant
5.465005,1,1,2.989106,2,4.31617,2,1,1,benign
3.406238,1,1,1,3,1,1,2.34951,1,benign
4.713638,1,1,3.869884,2,1,1,1,1,benign
5.387278,7.957668,9.330925,3.978397,3,1,5.392428,5.331336,1,malignant
8.613976,1.722015,5.132556,1,3,3.192711,4.212646,1,3,malignant
5.080598,2.300926,2,1,2,1,3,2.136727,1,benign
8.610493,5.173374,2.857136,7.146764,5.875251,10,4.838962,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.886454,9.482459,10.835944,9.68317,6.437605,10,6.756199,10,5.216107,malignant
1,1,1,1,2,1,1,1,1,benign
5.088388,1,1,1,2,1,2,1,1,benign
4.902754,2.694112,1,1,1,1,4.198997,1,1,benign
2.884531,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.011574,7.480286,9.126397,5.346227,3,10,7.892052,5.034762,1,malignant
4.277331,1,1,1,2,1,2,1,1,benign
5.018284,9.563206,8.504591,9.861309,6.97476,10,1,10,3,malignant
5.703329,1,1,1,2,1,2,1,1,benign
8.002508,7.540123,6.310417,3.399513,4.792621,10,3,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
9.470678,3.287589,3.186159,1,5.726662,10,4.741127,7.000842,1,malignant
1,1.711256,2,1,4.077283,2.28705,2,2.618073,1,benign
1,3.266177,2,1,2,1,2,1.872754,3,benign
3.297605,1,1,1,2,1,2,1,1,benign
2.764864,1,3.936396,1,2,1,3,1,1,benign
2.567683,1,1,1,2,1,2,1,1,benign
10.252774,10.137888,8.604404,6.18569,4.745325,10,7.889743,10,1,malignant
1,4.253874,6.80879,3.933683,7.793211,1,4.964418,1,1,benign
5.026667,1,1,1,2,1,2,1,1,benign
1,1,1,3.437487,2,2.376389,3,2.819288,1,benign
5.296903,1,1,1,2,1,3,1,1,benign
3.177964,1,1,1,2,1,2,1,1,benign
2.395849,1,1,1,1,1,3,1,1,benign
4.892098,1,1,1,2,1,2,1,1,benign
5.646178,1,1,1,2,1,3,1,1,benign
2.890216,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.133581,1,1,1,2,1,1,1,1,benign
5.325629,1,1,1,2,1,1,1,1,benign
2.17126,1,1,1,2,2.128176,2,1,1,benign
6.227905,1,1,1,1,1,3,1,1,benign
4.918399,1,5.266507,1,3,1,1,1,1,benign
9.531387,8.423177,1,4.581915,8.533513,6.339687,4.570839,10,1,malignant
1,1,1,4.308995,2,2.110158,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.282855,9.47359,9.094221,9.779778,6.403859,10,5.327774,10,1,malignant
3.041827,1,1,1,1,1,2,1,1,benign
2.17001,1,1,1,2,1,1,1,1,benign
4.696907,4.557228,6.01556,2.805601,4.825342,8.302298,8.444575,6.874026,11.036238,malignant
4,1,1,1,2,1,2,1,1,benign
2.35092,1,2,1,3,1,2,1,1,benign
3.428884,1,1,1,2,1,2,1,1,benign
3.046979,2.590647,2,3.119849,2,1,1,1,1,benign
5.499745,1.835683,3.728692,6.549107,4.708681,5.591443,1,5.66494,4.072593,malignant
5.305959,1,1,1,2,1,1,1,1,benign
5.486551,1,1,1,2,1,3,1,1,benign
4.420182,8.01614,6.029311,1,4.580485,10,8.804966,6.0896,5.945597,malignant
1,1,1,1,1,1,3,1,1,benign
5.555465,10.107369,9.251566,9.799992,4.179028,10,3,10,5.820917,malignant
9.142807,9.727343,10.53062,3.200568,3,1,7.505538,10,3,malignant
2.338342,1,1,1,1,1,2,1,1,benign
2.4951,1,2.987027,1,2,1,3,1,1,benign
1,1,1,1,2,2.52494,3,1,1,benign
2.334434,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.607877,2,1,1,benign
6.648685,2.587361,4.068656,1,4.77219,1.016053,7.118074,4.477994,4.849483,malignant
1,2.233022,9.570324,1,2,1,3,1,1,benign
1,3.042891,2,1,3,2.557202,1,7.13826,2,benign
9.200691,9.583788,8.412805,6.64837,7.502219,1,10.407528,10,1,malignant
9.433067,2.321303,3.951013,1,3,1,3,1,8.06569,malignant
4.13856,3.186368,2,1,2,1,3,1,1,benign
3.245378,1,1,1,2,1,3,1,1,benign
4.954638,10.42129,8.456268,9.637265,12.029957,3.224321,8.889602,1,8.362533,malignant
9.26245,4.785954,9.769816,10.098951,5.021618,8.37114,9.024634,10,9.061736,malignant
1,1,1,1,2,1,1,1,1,benign
4.867358,8.924609,9.482022,3.482304,8.964523,6.576629,7.206973,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,2.288911,2,1,1,benign
7.75222,9.590518,8.069569,3.706661,7.707318,10,3,10,3.347419,malignant
3.274774,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.290726,5.107158,5.723355,10.400767,5.16362,10,3,5.955479,4.939644,malignant
6.942479,9.728455,9.9279,2.971268,11.423792,6.712673,3,2.888164,1,malignant
5.838702,3.595942,2.812009,2,4.569107,10,7.136468,1,1,malignant
3.007918,1,1,1,2,1,2,1,1,benign
5.668574,9.922057,5.88326,7.418293,7.699729,10,6.149349,3.027476,1,malignant
6.467018,8.447831,10.984796,3.816675,4.593638,6.802952,6.687851,10,3,malignant
7.241073,9.979648,7.574586,9.940844,7.79075,1,7.40008,10,1,malignant
9.185484,4.006497,5.909788,1,3,1,4.777934,7.269534,2,malignant
8.825219,10.06762,9.900955,6.901934,6.508677,10,5.204339,8.377918,3,malignant
4.34986,1,1,1,2,1,2,1,1,benign
5.281704,1,1,1,3,1,3,1,1,benign
2.445001,3.085271,3.658203,1,2,1,3,1,1,benign
5.185033,10.385787,9.205795,10.06612,6.965583,1,7.635924,2.87649,1,malignant
4.826737,1,1,1,3,1,3,1,1,benign
8.524221,10.302447,9.287511,10.07879,10.061369,2.736582,7.176118,10,1,malignant
5.176404,2.479974,1,1,2,1,3,1,1,benign
5.849558,1,7.020943,1,4.337685,5.123719,2,8.499888,2,malignant
4,1,1,1,1,1,1,1,1,benign
5.049721,1,1,1,2,1,1,1,1,benign
4.342866,9.38971,8.32202,4.721319,6.747478,10,6.745867,2.362788,1,malignant
4.643069,1,1,1,2,1,2,1,1,benign
1.8301,10.263109,2,4.244082,5.294017,9.045968,6.855409,1,1,malignant
4.934239,3.430759,2.856208,2,4.551092,10,3,10,1,malignant
5.510948,2.521678,1,3.425193,2,1,4.429099,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.049839,1,1,1,2,1,3,1,1,benign
4.742818,2.856415,2.770862,1,2,1,1,1,1,benign
9.849999,10.084748,9.957869,9.580456,2,10,3,3.761594,2,malignant
8.408177,7.601513,7.547809,4.086047,3.881149,10,4.561542,10,1,malignant
5.257901,1,1,1,2,1,3,1,1,benign
2.745451,1,1,1,2,1,7.30407,1,1,benign
1,3.107998,1,2,2,1,3.576385,1,9.020657,benign
2.682063,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.536847,5.26124,7.893312,2,2,6.333951,4.012661,5.796447,9.459476,malignant
10.407426,6.983147,8.348069,10.000769,6.992482,10,7.383737,7.835579,3,malignant
1,1,1,1,2,1,1,1,3.240461,benign
4,1,4.183092,2,2,1,2,1,1,benign
5.923275,9.704526,8.783514,10.30767,9.39743,10,7.626982,10,2,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,7.41258,4.175862,9.81263,3,5.287556,3.967814,5.132878,1,benign
1.984997,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,2.600924,1,benign
7.353494,4.781495,6.41076,3.22005,2,10,4.305227,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.63061,7.133753,5.45553,5.636859,9.606945,2.590263,6.464275,6.843767,2,malignant
4.849536,1,1,1,2,1,2,1,1,benign
7.787695,10.297236,10.060734,5.189321,8.410119,10,7.397701,10,4.302829,malignant
2.192833,7.340759,3.1887,3.609181,5.135833,4.387187,8.225778,8.988218,1,malignant
9.272431,4.945808,6.27025,9.733518,2,10,4.236926,5.914465,1,malignant
4,1,1,1,2,2.74918,1,1,1,benign
9.37063,4.292436,10.407185,1,7.936442,10,2,5.134805,1,malignant
2.930322,1,1,1,2,1,2,1,1,benign
2.113624,1,2,1,2,1,3,1,1,benign
5.164852,3.990235,5.915769,10.305807,4.680913,10,7.18547,8.831321,1,malignant
2.619219,2.187726,4.954954,1,2,1,7.251244,3.338154,1,benign
8.204907,5.479184,4.544094,1,3,10,4.278874,1,10.165841,malignant
4,2.679164,2.999985,3.492848,5.235911,7.5039,3,1,2,malignant
2.973414,1,1,1,2,1,3,1,1,benign
2.184718,1,1,1,2,1,1,1,1,benign
2.365132,1,1,1,3,1,3,1,1,benign
4,2.516638,3.466553,1,1,1,2,1,1,benign
10.158666,2.770119,4.326893,10.134662,6.033443,10,3,2.676245,8.886243,malignant
8.635802,6.789316,10.015255,5.517585,8.773876,2.713062,6.20927,10,1,malignant
9.499174,2.809503,4.430579,3.813015,3,7.694064,3,1,1,malignant
6.399587,2.505699,2.470576,1,2,1,1,1,4.476872,malignant
9.205269,2.324875,3.714572,10.245236,3,10,4.609435,2.867226,1,malignant
4,1.783275,2,1,5.102365,7.80128,1,1,1,benign
7.760577,6.200267,9.064775,3.154479,5.043496,7.458854,7.53565,7.868395,1,malignant
3.097858,3.200941,1,3.757322,3,1,7.31096,1,1,benign
4,1,1,1,6.644388,1,2,1,2,benign
9.362403,3.323167,3.422414,7.833799,3,6.190929,3.800876,1,1,malignant
1,1,3.889724,1,2,1,2,1,1,benign
5.657197,3.188076,1,3.721099,4.723616,2.999105,1,3.970218,1,benign
2.294441,1,2.537032,1,3,1.549847,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.11487,2.763587,1,6.894141,2,7.059085,1,1,1,benign
4,1,1,1,2,1,2,1,2,benign
1,2.656677,2,1,2,1,2,1,1,benign
9.176086,7.143778,11.563278,3.983275,4.313677,1,3.079703,3.807455,1,malignant
1,5.911595,10.352511,3.428738,4.817256,6.579429,9.483848,10,2,malignant
1,1,2,7.014037,2,3.468396,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.657587,10.203196,7.566708,5.064143,3.598672,10,8.456195,10,9.823444,malignant
5.618755,1,1,2,4.251997,1,3,1,1,benign
1,1,1,3.688412,2,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4.584579,7.621664,3.85316,2,4.256062,6.069752,8.371173,10,1,malignant
7.864164,10.087097,6.668492,2.975637,4.56272,4.936311,4.983935,10,1,malignant
4.041205,3.955641,6.079385,2,3,10,3,1.742064,1,malignant
4,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1.606035,3,1,1,benign
10.007617,4.915178,2,9.951241,3,10,4.302974,2.742435,1,malignant
1,1,1,1,2,1,3,1,6.63771,benign
4,6.360865,8.382438,9.995348,4.479827,10,3,10,1,malignant
6.538525,2.817189,4.050699,9.670683,2,10,3,3.41563,4.577471,malignant
5.314457,1,1,1,2,1,1,1,1,benign
9.189384,1,1,1,2,1,1,1,1,benign
4,1,3.385115,2,2,1,2,1,1,benign
4.384938,2.486154,2,1,1,10,2,5.088836,1,benign
8.536856,9.725782,10.140261,3.939408,4.675512,10,10.37018,4.61376,9.980163,malignant
4.287553,4.009105,2.941485,7.638895,2,9.682871,5.005252,5.970834,3,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1.909843,1,1,1,2,1,1,1,1,benign
9.786462,9.631673,9.128293,9.954269,8.051475,10,6.659689,2.656956,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.049406,2,1,3.778585,1,2,1,1,benign
5.674773,1,1,2,4.908744,7.317058,2,2.98046,1,benign
5.000401,10.088679,8.214073,2,5.546289,3.11695,9.279921,10,3.29703,malignant
1,1,1,1,3,1,1,1,2,benign
5.714725,6.90012,9.213609,9.916358,3.914948,4.743084,3,10,4.316578,malignant
3.212149,1,1,1,2,1,2,1,1,benign
4,2.478761,3.953675,1,4.371835,1,1,10,1,benign
1,1,1,1,3,1,3,1,1,benign
9.285969,4.302564,5.958891,1,7.603395,2.717669,9.227838,5.498307,1,malignant
9.190645,8.649993,10.208999,2,3,1,1,10,1,malignant
7.584348,2.296363,3.066131,1,8.767454,10,2,1,4.960163,malignant
5.321354,10.350353,10.787848,7.244198,4.582092,7.992229,8.645156,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1.77628,2,3.310023,2,1,2,2.172591,1,benign
3.257683,1,1,1,1,1,1,1,1,benign
4.945914,7.900197,8.680999,2.499587,3.6158,10,6.791864,10,6.921895,malignant
1,2.013077,2,2,2,10,2,1,1,benign
5.634446,1,6.845939,1,4.120578,2.286532,6.421518,8.494144,3,malignant
5.087145,6.62398,6.516457,10.066555,4.106284,10,6.996877,1,1,malignant
5.031259,1,1,1,2,1,4.86306,1,1,benign
5.284649,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,7.05338,8.805807,5.636232,3,6.409888,3,1,1,malignant
2.725556,1.883426,2,1,7.023215,1,3,10,6.237575,malignant
2.828451,3.618807,5.584688,4.029946,3,1,4.962607,1,1,benign
8.055773,6.384626,5.071531,1,6.827482,2.869315,5.776572,6.442142,5.834427,malignant
8.369626,6.474165,6.353643,2,2,7.612639,4.514614,1,2,malignant
2.047078,1,2,1,2,1,3,1,1,benign
2.911925,1,1,1,2,2.860672,2,1,1,benign
1,3.803724,3.26097,1,1,1,3,1,1,benign
2.787947,1,3.62037,1,2,1,2,1,1,benign
3.252728,1,1,1,2,1,2,1,1,benign
5.215628,1,1,1,2,1,1,1,1,benign
1,1,1,1,10.484056,1,2,1,1,benign
2.434025,5.135777,2.408556,1,2,1,2,6.133457,1,benign
2.078929,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,5.227139,3,1,1,benign
5.297452,5.74871,7.185335,5.330656,3,9.755477,5.499977,10,2,malignant
2.388431,2.381035,3.289058,5.898282,2,9.397603,3,6.033073,3.24239,malignant
5.461804,1,1,1,2,1,3,1,1,benign
2.818593,1,1,1,1,1,2,2.453182,1,benign
1.958015,1,2,2,2,1,2,1,1,benign
6.311823,6.798135,3.307416,5.94508,8.277868,10,7.361126,1,1,malignant
1,1,3.797383,3.27441,2,1,5.320053,1,1,benign
10.351517,4.659884,3.004841,10.064425,3,10,3,10,3,malignant
4.659569,9.809472,9.053438,9.848037,8.684989,1,6.920909,3.163393,8.303469,malignant
1,1,1,1,2,1,1,1,2,benign
2.498984,1,1,1,2,1,3,1,1,benign
3.112078,1,1,1,2,1,2,1,1,benign
8.685311,9.583706,8.802378,2,3,10,9.104964,4.437857,2,malignant
11.357427,2.907812,2.980772,2.767795,2,10,5.131409,1,1,malignant
6.602565,6.179715,8.915035,2,7.602829,10,3,2.591258,4.707785,malignant
4,2.191138,2,1,2,1,3,1,1,benign
4,1,3.906394,1,2,1,1,1,1,benign
2.215485,1,1,3.805678,2,10,1,1,1,benign
5.329422,4.716503,5.957349,4.727395,6.793525,4.409961,8.144817,8.28204,9.466332,malignant
7.762702,6.328018,8.678661,6.420529,3.118279,10,8.677768,8.132392,1,malignant
2.746398,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.583542,1,1,1,2,1,2,5.191887,1,benign
9.801794,6.816525,5.983968,6.00339,3,10,1,10,9.790522,malignant
5.365658,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1.801412,3,1,1,benign
9.211849,2.95704,4.457741,2,3,10,7.533292,1,1,malignant
2.331103,1,2.885983,1,2,1,3,1,1,benign
5.125947,1,1,1,2,2.29211,1,1,1,benign
4,1,1,1,2,1,3.983458,1,1,benign
5.321337,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.272516,1,1,1,2,1,1,3.002949,1,benign
8.746996,4.727937,5.796138,10.234656,4.263265,10,8.835234,6.3892,1,malignant
2.102447,1,1,1,2,1,3,1,1,benign
1,2.106158,2,1,2,1,1,1,1,benign
4,1,1,1,2,3.431042,3,1,1,benign
2.4036,1,1,1,2,1,3,1,1,benign
10.540018,9.7438,9.061814,10.31198,8.94152,10,4.274321,10,9.40565,malignant
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
2.874204,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
4,1,2.753114,1,10.086721,1,3,1,1,benign
9.514809,7.716328,9.574644,9.908003,4.428172,10,7.027305,7.991033,3,malignant
3.044057,1,1,1,2,1,3,1,1,benign
8.173937,6.72508,6.905731,8.716618,3,10,4.458556,1,1,malignant
2.601048,1,1,1,2,1,3,3.135376,1,benign
2.599215,1,1,10.085255,2,10,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
2.547357,1,1,1,2,1,2,1,1,benign
7.817548,9.526053,2.115235,9.500171,3,10,7.428055,10,2,malignant
7.381692,9.628586,6.77599,3.425384,9.302617,10,7.080612,10,1,malignant
2.169494,1,1,1,2,1,2,1,1,benign
1,3.166657,1,2,2,1,2,1,1,benign
5.367421,1,1,1,2,1,1,1,1,benign
2.115768,1,1,1,2,1,2,2.702966,2,benign
2.411263,1,1,1,2,3.735785,2,1,1,benign
10.006539,10.665946,9.267165,10.110363,7.721985,10,3,10,2,malignant
2.711661,1,1,2,2,1,2,1,1,benign
2.804342,1,2,1,3,1,3,1,1,benign
1.617631,1,3.302335,1,2,1,2,1,1,benign
10.412568,10.089718,8.716284,10.13485,9.652961,10,4.287875,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,3.318655,1,2,1,2,1,1,benign
8.861134,6.45079,2.702103,9.921184,7.885493,10,4.760187,6.052268,1,malignant
4,1,1,4.132752,2,1,1,1,1,benign
7.990157,7.675389,8.14653,6.546869,3.906147,10,7.668063,5.588394,1,malignant
6.004187,1,1,1,2,1,2,1,1,benign
7.378826,3.428238,1,7.222389,4.69025,10,3,7.91077,10.47708,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,3.814545,1,2,1,1,1,1,benign
2.094738,2.223468,1,1,2,1,1,1,1,benign
2.435068,1,3.425779,1,2,1,3,1,1,benign
2.219042,2.786666,2,1,2,1,3,1,1,benign
2.872171,1,1,1,2,1,1,1,1,benign
10.4509,4.604779,6.810524,9.67007,2,10,7.156041,1,8.228362,malignant
4.700014,1,1,2.811385,2,2.543121,3,1,1,benign
1,1,1,2,2,1,1,2.792424,1,benign
3.040047,1,1,1,2,1,1,1,1,benign
4,1,2,2,1,1,7.699553,1,8.750108,malignant
4.837185,5.603658,2,1,3,1,3,3.253056,1,benign
2.45017,10.080639,4.082698,9.703334,3.905321,1.968409,3.827417,4.889975,1,malignant
1,1,1,3.323977,2,1,1,1,1,benign
1,1,3.284917,1,2,1,1,3.672134,1,benign
1,1,1,1,2,1,3,1,1,benign
5.420279,4.247252,5.985352,2,7.999535,5.373348,7.093126,6.080247,2,malignant
2.636662,4.003284,4.891936,7.540219,4.373055,7.335616,4.246079,10,1,malignant
9.049574,9.981748,8.940493,7.292763,4.361785,10,6.671484,10,1,malignant
4.977605,2.171442,3.097335,10.374129,4.354205,2.063105,4.768184,10,7.204707,malignant
9.069398,7.150511,5.328239,6.148226,3,5.283926,3,5.184688,3,malignant
4.54501,1,1,1,2,1,3,1,1,benign
4,1,1,4.056735,2,1,6.12554,1,1,benign
6.60551,4.400185,5.049289,6.955747,3,10,4.254171,10,2,malignant
4.975439,1,1,1,2,2.435562,1,1,1,benign
4,6.815228,5.415404,7.834843,7.928621,1.90004,4.898239,7.857139,1,malignant
5.297834,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.32045,1,benign
1,9.710913,10.082633,10.077521,8.716481,10,1,1,1,malignant
1,1,1,1,2,1,4.763301,1,1,benign
4.832703,5.966885,5.715279,2.526585,9.002436,1.980187,3.982029,7.201689,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,3.472857,1,benign
1,1,1,3.3028,2,3.965298,1,1,1,benign
5.299983,2.895489,3.838099,2.573772,3,1,2,1,1,benign
9.918563,10.138854,8.300672,4.988268,6.999756,5.760824,4.23784,2.777409,1,malignant
5.564173,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.871355,2,1,2,1,3,1,1,benign
2.459567,1,1,1,2,1,1,1,1,benign
5.322339,9.790703,3.134769,8.067687,9.476609,10,10.762421,4.122292,1,malignant
1.880593,1,3.139071,1,2,1,2,1,1,benign
9.848831,1,1,1,2,1.883801,1,1,2,benign
2.711129,1,1,1,2,1,1,1,1,benign
2.312859,1,1,1,2,1,2,1,1,benign
4.44576,8.282153,6.306046,2,2,1,5.05806,5.618027,1,benign
1,1,1,1,2,1,3,1,1,benign
2.409036,3.360727,3.215576,9.928596,2,10,8.528651,1,1,benign
4.638925,3.062823,1,2,2,1,2,3.147199,1,benign
8.918995,6.156929,10.402811,5.741624,3.58746,10,6.942869,1,1,malignant
4.837751,1,1,1,1,1,3,1,1,benign
2.341544,1,1,1,2,1,1,3.045395,1,benign
9.709936,2.979308,2.901255,1,6.933774,1,3,4.755409,1,malignant
5.3633,1,1,1,2,1,2,2.163125,1,benign
1.821421,1,1,2,2,1,2,1,1,benign
8.742168,6.930044,12.604289,1,4.336441,10,5.270459,8.490346,10.363,malignant
5.086704,1,1,1,2,1,2,1,1,benign
2.459536,9.970045,10.015144,5.889264,3,3.31474,4.030953,5.208904,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.81402,7.639335,8.671932,2.946375,6.863015,10,8.399414,6.84539,1,malignant
1,1,1,1,1,1,3,1,1,benign
4,3.104983,1,1,2,1,3,1,1,benign
5.020207,1,1,1,2,1,3,2.315871,1,benign
5.691638,2.617328,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,9.490934,benign
5.155847,1,3.655148,1,1,1,3,1,1,benign
3.001486,1,1,1,3,1,2,1,1,benign
8.755589,6.662322,5.596696,3.779811,4.315344,5.776681,3.648801,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
10.763146,8.41105,8.182175,10.033632,4.491634,6.508709,8.295184,1,6.335417,malignant
7.536278,9.642824,9.600617,5.929237,5.874079,5.314962,7.605593,2.593979,3,malignant
5.684499,2.545627,2,2,3.615522,10,1.967667,1,1,malignant
1.743136,1,1,1,2,1,2,1,1,benign
5.905119,1,1,1,1,1,2,1,1,benign
4.518829,3.939663,6.742051,3.178319,5.476714,6.026431,7.346541,8.144387,1,malignant
3.420706,1,1,1,4.26604,1,3,1,1,benign
8.09437,10.014453,7.793634,3.402595,8.8828,10,9.492256,2.498235,1,malignant
5.454594,3.05032,3.666514,9.893718,3,10,5.162709,4.584512,5.528599,malignant
2.959352,1,1,1,2,1,4.40794,1,1,benign
4,1,2,1,2,1.581865,2,1,1,benign
2.705645,7.460494,8.708093,7.369141,5.451378,4.867117,4.475303,9.407434,3,malignant
2.964338,1,1,1,2,2.974296,2,1,1,benign
7.443079,2.326361,6.56499,3.415804,3,10,5.524208,5.58742,1,malignant
2.721399,1,1,1,2,1,1,1,1,benign
2.431079,1,2,1,2,1,2,1,1,benign
8.789468,3.609373,5.842183,1,4.824836,7.177038,3,10,1,malignant
8.920998,9.733212,9.601774,7.520609,10.876983,6.405145,4.165381,10,5.786672,malignant
7.436264,8.317598,9.474993,7.061043,3,10,7.095081,10,1,malignant
5.633014,1,1,1,2,1,3,1,1,benign
5.383442,1,1,1,2,1,1,1,1,benign
3.078972,7.103862,5.906158,9.764297,7.004229,1,7.403023,8.38867,1,malignant
5.52952,7.642665,9.689465,9.626226,5.431806,5.206601,3,8.033593,4.193631,malignant
1,1,1,1,1,4.360144,1,2.68863,1,benign
1,1,1,3.843549,2,10,2,1,1,benign
3.224494,1,1,1,2,1,2,1,1,benign
5.21469,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,4.449967,1,1,benign
5.034724,7.868525,9.846231,7.508628,5.05778,10,7.594214,4.81865,6.638239,malignant
1,1,1,10.524569,2,7.913354,2,1,1,benign
3.09816,7.596339,6.400316,2.647303,5.153893,10,8.522002,1,1,malignant
2.756892,1,1,1,2,1,1,1,1,benign
5.613053,4.971753,3.656115,4.782598,5.259817,1,4.261566,3.076357,1,malignant
10.560409,7.414033,4.48985,4.679502,7.294609,1,8.345763,10,6.01901,malignant
8.723695,5.575815,3.308564,5.29547,3.886332,10,2.991566,9.109684,1,malignant
9.455629,2.999502,5.291848,3.095336,4.048824,5.977022,3,1,5.0336,malignant
2.438399,1,4.09268,1,2,1,1,1,1,benign
8.922965,6.531603,3.929891,3.212962,10.109536,5.569179,7.835785,7.654281,1,malignant
4.793008,2.018155,1,1,2,1,2,1,1,benign
9.642307,10.067274,8.520994,2,10.835896,8.000478,5.796827,10,4.631208,malignant
2.927367,10.327369,8.615229,7.17739,3,7.038641,5.080664,2.300093,8.673955,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.838545,1,1,1,3,1,1,1,1,benign
4.671459,6.553269,10.306025,6.49616,5.173498,3.937182,4.820564,10,6.485942,malignant
1,1,1,1,1,1,3,1,1,benign
4.73482,1,1,1,2,1,3,1,1,benign
7.423141,5.375203,2.963531,6.696837,3,10,6.173617,1,10.021202,malignant
1,1,1,1,2,1,1,1,1,benign
2.493837,1,1,1,2,1,1,1,1,benign
9.408986,9.935215,9.410108,9.583135,5.594311,10,8.717437,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.174445,1,1,1,2,1,2,1,1,benign
11.066683,5.124413,6.677629,7.673584,9.923636,6.209656,5.765098,7.861453,1,malignant
1,1,1,1,1,1,2,1,1,benign
1.812521,1,1,2,2,1,1,1,1,benign
8.514696,1,1,1,1,1,1,1,1,benign
8.97939,9.832592,8.518976,7.181038,9.065381,2.587034,8.804926,10,1,malignant
2.409278,1,1,1,2,2.444426,2,1,1,benign
8.815944,1,1,5.669266,3,10,4.287938,7.653358,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.992191,1,1,1,2,8.913597,2,1,1,benign
10.902011,3.918049,6.907189,6.070489,2,10,7.80877,2.755454,6.642321,malignant
1.660663,1,2,1,1,1,1,1,1,benign
4.695808,2.597933,3.073566,1,3,1,1,7.750647,1,malignant
5.105039,7.436518,5.162534,1,3,1,6.444151,8.089117,1,benign
8.712579,6.481857,10.718906,10.487101,3.981364,2.665065,6.759053,6.367848,1,malignant
3.427112,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.686341,1,1,1,2,1,2,1,1,benign
9.682108,1,3.375516,2,3.951403,3.127949,5.646111,7.258148,1,malignant
5.071186,1.929409,2,1,2,1,6.203319,1,1,benign
4.686968,1,2,2,4.28836,10,5.530948,8.181782,1,malignant
1,1,1,3.325395,2,1,1,1,1,benign
5.582679,1,1,1,2,1,3,1,1,benign
3.386912,1,1,1,2,1,2,1,1,benign
10.078492,9.929066,7.765432,9.787158,9.605556,10,3,10,1,malignant
5.344487,1,1,1,2,1,3,2.580821,1,benign
2.447156,6.744914,8.641486,4.27608,3.744071,5.684094,4.423852,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.695273,7.678437,9.168694,6.207406,6.75588,1,3,3.930732,3,malignant
1,1,1,3.651355,1,1,1,1,1,benign
4.956873,4.0673,6.328432,1,2,4.389915,9.299123,4.970989,7.027588,malignant
6.131624,7.109479,8.952324,7.959225,3,5.090895,5.129118,7.495262,1,malignant
8.516175,1.828607,2.658635,1,3.403415,10,6.089907,1,1,malignant
5.718535,1,1,2,2,1,1,1,1,benign
5.004974,1,2,1,2,1,3,1,1,benign
2.193317,1,1,2,2,1,2,1,1,benign
9.383819,4.287784,7.068912,9.690211,2.767536,10,3,1,1,malignant
10.160042,1,2,3.515624,3,2.533184,2,4.93542,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.3324,2.132671,3.317208,3.481154,1,1,2,1,1,benign
8.188072,4.856409,5.359629,3.34963,6.949903,10,3.840508,1,1,malignant
5.605291,1,1,3.349597,2,2.055799,2,1,1,benign
8.461154,5.052546,8.611567,9.851418,3,2.706915,5.076343,4.875625,3,malignant
1,1,3.357281,1,2,1,2,1,1,benign
6.020275,1,1,1,1,1,1,1,1,benign
2.75031,1,1,1,2,1,3,1,1,benign
2.770678,1,1,1,2,2.366499,2,1,2,benign
4,4.519748,5.099114,3.079011,7.203324,1,3.743704,1,6.466765,malignant
1,1,1,1,2,1,1,1,1,benign
5.85224,10.369036,9.462945,7.161422,6.117781,10,5.239588,9.893409,1,malignant
5.410753,7.365134,10.175001,7.546546,3,10,5.026286,7.31558,2,malignant
6.50047,6.731154,7.296417,7.011723,3,10,5.042141,10,1,malignant
5.292468,1,1,1,2,1,2,1,1,benign
2.492385,1,3.766529,1,2,1,3,1,1,benign
1,1,4.82849,1,2,1,2,1,1,benign
3.066213,1,1,1,2,1,1,1,1,benign
4,2.004336,2,1,4.738216,5.760337,4.013532,7.863183,1,malignant
5.419213,7.034607,5.633951,2,8.128583,0.976763,9.563242,6.56941,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.167929,10.269312,9.656122,6.137973,6.801196,7.359101,7.563382,10,1,malignant
5.482433,8.718059,2,6.492563,1,10,3,1.934946,1,benign
5.049464,2.081416,3.788085,2,3,10,3,10,1,malignant
2.964313,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
9.965901,10.211554,11.384444,6.021344,3.927478,10,8.251668,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
1.912915,1,1,1,2,1,2,1,1,benign
4.759151,6.590658,10.169263,7.328491,3,10,3,8.867845,1,malignant
8.982073,9.956558,9.507222,2,3.773345,2.336062,7.245602,1,6.397504,malignant
7.976865,9.863576,9.791508,6.675483,7.886887,10,5.767098,10,1,malignant
4.978524,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.346949,3.154807,3.72703,1,4.400654,1,2,2.321436,1,benign
5.139439,1,1,1,2,1,3,1,1,benign
10.028558,8.875539,9.872776,10.045117,10.470329,10,8.980842,7.594779,3,malignant
2.656305,1,2,1,2,1,1,1,1,benign
4.687589,1,1,1,2,1,3,1,1,benign
1,2.523162,2,1,2,1,5.980235,1,1,benign
8.495441,2.916166,5.244989,3.52615,3,10,7.755474,2.718888,3,malignant
1,3.029912,2,1,2,1,2,3.172567,1,benign
4.913302,2.985215,3.757878,1,2,10,4.174135,4.574929,1,malignant
8.839389,1,3.864781,1,2,2.283875,2,1,2,malignant
1,1,1,1,2,1,3,1,1,benign
3.557214,1,1,1,2,1,2,1,1,benign
2.634844,1,1,1,2,2.737288,1,1,1,benign
5.397938,9.982744,6.2753,10.081405,5.974447,10,3,10,1,malignant
2.646782,1.644089,2,1,2,1,3,1.87717,1,benign
1,1,1,1,2,1,2,1,1,benign
3.064304,1,1,1,2,1,1,1,1,benign
5.450393,3.735752,3.648429,3.333581,2,10,4.706575,2.79344,1,malignant
3.298053,1,1,1,3,1,1,1,1,benign
2.545738,1,1,1,2,1,1,1,1,benign
4.882615,1,1,1,2,1,3,1,1,benign
1,2.553035,1,1,3,1,2,2.394856,1,benign
5.08263,1,2,1,2,1,2,1,1,benign
4.561367,4.337732,4.11703,6.373483,4.137501,10,4.388439,5.038115,1,malignant
3.209984,9.756331,9.167142,3.217529,4.033797,2.82418,6.139108,10,8.768144,malignant
5.133176,4.491929,3.838182,3.454527,2,10,4.307245,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.600066,9.731611,9.4539,2.609869,7.754423,10,6.735037,5.163269,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.201824,1,1,1,2,1,1,1,1,benign
2.925953,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.023762,1,1,1,1,1,2,1,1,benign
3.225903,1,1,1,2,1,3,1,1,benign
7.372674,6.790874,6.276268,2,4.872483,10,5.008981,3.81556,1,malignant
5.251825,7.323952,6.651232,4.838889,3,2.400094,5.904704,8.021628,1,malignant
1,1,1,1,1,1,1,1,1,benign
8.238095,7.429251,11.110831,2,8.715569,2.896833,6.655583,8.345312,1,malignant
2.424493,1,1,3.777372,2,1,3,1,1,benign
2.940077,1,1,3.601738,2,1,2,1,1,benign
4.944814,1,1,1,2,1,2,1,1,benign
5.620482,1,1,1,2,1,1,2.295386,1,benign
3.146214,1,1,2,1,2.737712,1,1,1,benign
5.110213,1,1,1,2,5.065225,1,1,1,benign
8.390214,4.281832,5.029225,9.569977,3,5.388656,4.165381,8.74992,1,malignant
8.868998,5.928524,8.754908,6.999323,3,10,3,8.3853,1,malignant
4,2.162491,1,1,1,1,1,1,1,benign
11.705564,5.573851,9.150958,10.186197,5.840292,10,8.33052,10,8.881383,malignant
3.120826,2.10039,2.76492,1,4.641748,7.104358,8.1335,2.833136,5.668778,malignant
3.03535,7.590443,6.034059,1,3,1,6.499175,8.427278,1,benign
9.87261,6.292977,8.827554,4.367456,3,5.995112,5.689671,9.314563,1,malignant
1,1,1,1,2,4.639471,3,1,1,benign
1,1,1,3.681628,1,1,1,1,1,benign
5.536263,10.054312,8.364729,3.454836,3,3.150579,3,8.616254,1,malignant
2.492155,1,1,1,2,1,1,1,1,benign
2.201987,1,1,1,2,3.732737,2,1,1,benign
5.14727,1,3.905069,1,2,1,1,1,1,benign
3.994075,1,1,2,2,3.255091,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.846122,4.860816,5.518181,2,4.875071,10,4.79678,8.230194,1,malignant
10.057937,2.303252,4.086354,1,3,6.472152,5.283141,7.453055,1,malignant
1,1,1,1,3,1,3,1,1,benign
1,1,2,1,2,2.446303,1,2.217139,1,benign
4.474169,2.201207,4.015472,1,2,1,1,1,1,benign
1,1,1,1,2,8.422571,3,1,1,benign
3.395687,1,1,1,2,1,1,1,1,benign
6.002544,1,1,1,2,1,2,1,1,benign
9.573239,7.742624,10.426011,8.285365,2,10,7.307287,6.952821,1,malignant
5.117292,3.275471,3.76774,3.106277,3,7.324264,4.481224,2.477476,1,malignant
5.948296,1,1,1,1,2.561151,3,1,1,benign
5.397732,4.933907,4.608271,2,8.629104,10,4.305239,5.488987,1,malignant
2.43191,9.957585,2,10.282807,6.343029,10,7.15621,10,2.236616,malignant
5.215419,1.843746,3.371183,3.963094,5.384474,11.025289,9.174028,2.461993,4.771961,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.690784,7.432315,6.577692,2,9.323901,1,4.649922,1,1,benign
9.94223,7.193855,8.21195,9.806972,8.93625,1,3,1,1,malignant
4,9.865267,7.317868,6.093524,9.699559,3.034785,10.137387,2.637236,1,malignant
4,1,1,1,1,1,1,7.078217,1,benign
2.515083,1,1,1,1,1,3,1,1,benign
5.245844,1,1,1,2,1,1,1,1,benign
1.915289,1,2,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,9.498374,benign
1,1,2,1,2,1,2,1,1,benign
6.760224,4.638771,6.078368,6.067913,4.246123,1,5.372678,2.790967,1,malignant
4,1,2,1,1,1,2,1,1,benign
7.391044,4.469619,1,9.961322,2,10,4.93738,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.940532,1,1,1,2,5.287701,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.84596,1,1,1,2,3.007509,3,1,1,benign
9.732893,1,1,2,2,10,3.912846,7.185559,1,malignant
2.66354,1,1,1,2,1,2,1,1,benign
3.496346,4.408202,3.154498,3.896095,3.661934,1,3.869971,2.870419,1,benign
4,1.804478,3.136072,7.314645,3,2.429849,3,8.584142,1,benign
9.663898,10.062318,9.633651,7.580654,7.848723,10,6.683898,10,2,malignant
2.3021,9.736701,1,1,3,2.081714,5.593591,10,1,benign
8.321264,6.675085,4.425354,9.952994,3.824267,10,5.987046,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.565693,1,1,1,2,1,2,1,1,benign
2.814065,1,1,1,2,3.748618,2,1,1,benign
8.843465,5.839642,10.859555,3.213558,5.795234,10,5.11788,6.822063,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.885006,9.791666,7.59396,3.977609,10.184075,10,8.87853,7.069317,8.548352,malignant
10.419659,1,2,1,4.104576,1,2,1,1,malignant
4,1,1,1,2,4.799826,1,1,1,benign
2.204858,1,3.739089,2.748949,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.916596,1,benign
5.298926,8.743642,8.905984,10.082832,8.662731,6.672458,8.23042,5.728335,1,malignant
3.650675,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.671957,8.150921,6.317071,7.082721,5.348022,3.102485,7.600841,1,3.719054,malignant
8.087994,6.178995,8.594722,5.858937,4.570634,5.108197,8.813416,4.293319,1,malignant
2.490388,1,1,1,2,1,1,1,1,benign
2.935685,10.469843,8.781561,9.947088,6.447624,1,6.801667,2.709066,2,malignant
5.579402,4.643618,8.413445,9.547153,3,10,8.967018,1.644762,1,malignant
5.874418,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.999306,9.651304,8.44379,5.94229,5.84355,5.691837,8.862555,10,1,malignant
4.504035,1,1,1,2,1,3,1,1,benign
8.285974,9.558121,10.246698,9.708471,6.590306,10,4.244444,8.020191,3.80304,malignant
2.746365,1,1,1,2,1,2,1,1,benign
9.68684,9.950138,9.907265,3.37366,5.13117,2.359747,9.078581,2.873335,1,malignant
3.439866,2.662884,1,1,2,1,3,5.40074,1,benign
5.863075,1,1,1,3,1,2,1,6.176377,benign
4.698537,1,1,1,2,1,1,1,1,benign
9.889215,6.396341,6.527428,4.14487,8.689903,10,8.390122,7.988586,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.189911,1,2,1,2,4.266881,1,1,1,benign
2.790847,6.886013,8.327876,6.253525,6.747124,1,4.86908,1,1,malignant
5.280796,9.693758,7.383865,9.848059,4.523255,1,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
3.039318,2.765746,2,1,1,1,5.448254,1,1,benign
1,1.773244,1,1,2,1,3,3.488892,1,benign
8.400773,4.606718,4.146196,10.215547,4.429457,10,3,9.098965,3,malignant
4,3.034343,3.591775,1,1,1,2,1,2,benign
9.275057,10.269726,10.593912,2.94238,5.944404,10,7.474406,10,1,malignant
1.418261,4.389317,5.824434,2,2,10,4.149005,1,7.624798,malignant
1,1,1,1,2,1,3,1,1,benign
8.399332,8.5934,9.14025,4.795874,3,1.711399,6.892558,10,1,malignant
7.958684,9.922105,9.439727,7.039308,9.007813,1,8.926858,10,2,malignant
9.802241,4.523412,3.830425,1,3,2.977935,5.262989,10,4.077213,malignant
7.284079,9.758055,8.261174,9.68875,7.123404,10,8.547777,10,1,malignant
2.571586,6.790862,7.008883,4.575892,4.042692,8.310676,1,2.703457,2,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.174862,2,2,2,3.665429,3,2.174498,1,benign
9.899343,9.599058,9.11731,7.436136,5.043677,10,5.244123,10,1,malignant
4.67338,5.670475,9.840694,2,8.176765,10,3.851617,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.075582,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.230235,2.690526,1,1,2,1,2.951268,1,1,benign
3.473853,1,1,1,2,1,3,1,3,benign
5.013728,9.885364,9.476351,2,10.555723,3.30273,7.250746,5.606733,1,malignant
1,1,1,2,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
8.428239,7.821961,9.871595,3.427196,3.680765,7.995181,9.074507,7.729679,2,malignant
5.388942,1,1,1,2,1,3,1,1,benign
2.439818,1,1,1,2,1,2,1,1,benign
5.049323,9.951717,8.895449,3.504778,7.232329,3.37305,6.731833,5.168038,8.197847,malignant
10.405177,2.92247,5.243817,3.814976,4.920349,6.724343,5.334271,6.363444,8.386843,malignant
1,1,1,1,2,2.950708,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.107779,9.755434,9.876151,7.042825,7.92748,10,7.751822,7.668839,1,malignant
5.19789,1,1,1,2,1,3,1,1,benign
5.738447,6.994339,9.094456,2,4.315204,5.377136,6.730227,10,1,malignant
1,3.517907,3.814594,3.59324,3.582594,1,9.264391,2.041186,1,benign
5.303517,10.059866,9.628564,2.421099,7.283189,10,8.926198,10,2,malignant
1,1,1,1,2,1,5.143292,1,1,benign
5.148925,1,1,1,2,1,2,1,1,benign
8.320508,9.786545,10.681428,2,11.439841,3.729242,7.207979,8.523786,2,malignant
4.784545,9.702641,8.91408,9.488259,6.600174,10,5.373614,10,5.486981,malignant
2.176946,1,1,1,2,3.361621,1,1,1,benign
2.526474,1,1,1,2,1,2,1,1,benign
4,1.682114,1,1,1,1,2,1,1,benign
4.950371,9.901003,8.322552,3.909636,6.364282,10,6.231737,3.998941,1,malignant
5.561289,5.58629,9.145929,3.499904,3,6.4415,9.020805,10,1,malignant
5.587453,1,2.881837,1,2,1,1,1,1,benign
2.332933,1,1,3.159933,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.619312,9.645251,10.569183,9.846568,7.565209,10,7.539909,2.25132,3,malignant
4.561774,1,1,1,2,1,2,1,1,benign
8.336003,5.018841,3.922279,1,8.869838,10,3,1,1,malignant
1,1,3.28289,6.092494,2,10,3,1,1,benign
7.853419,9.618148,9.052141,8.994931,8.540423,2.324574,7.462006,6.198874,1,malignant
6.847055,9.246994,9.929915,9.860822,6.758049,10,7.644362,10,1,malignant
9.954222,1,1,1,2,1,3,1,1,benign
2.644379,9.830724,8.324785,8.029322,8.397953,1.624611,4.016947,10,1,malignant
1,2.714922,1,1,2,1,3,1,1,benign
5.281814,1,1,1,2,1,1,2.307705,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.874818,1,1,1,2,1,2,1,1,benign
7.746039,7.694111,6.042472,9.899923,3.571263,2.327562,3.950544,8.741954,1,malignant
5.549876,3.922009,5.90242,2,3,10,9.133757,1,3,malignant
4,4.395325,3.259564,5.994285,3,1,2,2.874654,1,benign
8.676832,2.098218,1,2,3,2.203382,1,1,1,benign
1,1,1,1,8.415904,1,2,1,1,benign
4,1,1,1,2,3.679157,3,1,1,benign
2.756967,1,1,1,2,1,3,1,1,benign
5.147156,6.650968,8.751976,9.787118,1,1,8.000235,7.685262,1,malignant
1,1,1,1,2,1,1,1,2,benign
2.822696,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.461856,8.076951,5.553367,9.225068,4.708722,10,3,8.566088,1,malignant
1,2.441486,3.825511,1,2,2.747091,3,4.775512,1,benign
5.374477,10.051265,3.363002,3.606844,1,1,2,1,1,benign
2.795356,1,1,1,2,1,2,1,1,benign
2.594616,1,1,1,2,1,1,1,1,benign
4.664848,9.830769,9.117983,9.993872,8.500243,10,6.639921,10,7.314633,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.484001,4.377021,7.184726,3.044622,4.787559,9.037285,7.805281,5.091427,1,malignant
2.453909,2.887704,1,1,3,1,3,2.744354,1,benign
1,2.456126,2,1,2,1,2,1,1,benign
1,1,3.290585,2,2,1,3,1,1,benign
1,4.154314,6.721571,2,2,1,3,2.650568,1,benign
5.67485,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.790185,1,3.510663,1,2,1,2,1,1,benign
4.881943,1,1,1,2,1.685412,3,1,1,benign
5.3054,3.399363,2,1,3,10,4.746974,3.281425,1,malignant
5.034008,4.14656,4.987046,6.193001,7.684366,4.907521,8.455426,1,4.862835,malignant
1,1,1,1,2,1,2,1,1,benign
9.153666,7.371244,3.471816,10.189226,4.314656,10,6.753827,1,4.478587,malignant
3.14321,1,1,1,2,1,1,1,1,benign
2.767394,1,2,1,2,3.537476,2,1,1,benign
2.546014,1,2,1,2,1,1,3.659483,1,benign
2.601018,2.389835,1,10.569741,4.42465,1,1,1,1,benign
4,1,1,1,2,4.094271,2,1,1,benign
5.173689,1,1,1,2,1,1,1,1,benign
2.464593,1.53436,3.75405,2.656517,4.483247,1,2,1,1,benign
5.010652,6.724364,3.276989,6.846242,6.930741,4.028961,10.12261,8.259493,1,malignant
4,1,1,1,1,1.768728,3,2.399443,1,benign
9.861213,10.235264,8.86064,7.285514,9.468059,6.727345,9.487861,10,9.963067,malignant
5.356645,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.976009,2.845127,3.685432,3.689402,7.147577,1,3.908918,2.549705,1,malignant
3.130756,2.737608,3.036664,2,2,2.897476,2,1,1,benign
3.559516,1,4.053871,1,2,1,1,1,1,benign
4.827461,1,1,1,2,1,1,1,1,benign
4.964794,1,1,1,2,1,2,1,1,benign
6.091496,8.498158,5.320812,9.791908,9.018781,10,8.748423,10,3,malignant
3.050419,1,3.011929,1,1,1,2,1,1,benign
3.031014,1,1,2,2,1,2,1,1,benign
5.277528,10.036591,9.258005,9.944476,8.487047,1,5.662098,10,1,malignant
7.918709,9.646077,8.458658,5.786027,4.270247,10,4.753115,10,1,malignant
2.221433,1,1,1,2,1,1,1,1,benign
5.632469,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.129485,1,1,1,2,1,2,3.095034,1,benign
1,2.982591,6.087145,4.036618,5.461473,7.299595,1,5.13798,6.565833,malignant
2.079737,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.39803,1,1,1,2,1,3,1,1,benign
9.053941,4.46489,9.878503,9.810234,3,10,3.605728,1,1,malignant
9.688274,4.553018,3.026319,4.104393,4.372155,4.912298,3,1,5.477595,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.708678,4.552508,3.546573,3.512781,4.762635,1.91355,6.470431,8.144137,1,malignant
1,2.54649,1,2,3,1,1,1,1,benign
2.70422,1,1,1,2,7.938477,3,1,1,benign
2.737308,3.245265,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.268009,3.13391,4.624178,2.912818,4.33926,3.834922,5.617824,2.265277,1,malignant
1,1,1,7.230768,2,7.86963,2,2.831884,1,benign
8.767151,5.060685,5.237277,2,8.361585,10,8.00243,9.28496,1,malignant
2.481206,1,2,1,2,7.161178,2,1,1,benign
2.682531,1,1,1,2,1,1,1,1,benign
3.028317,1,1,1,2,1,4.812031,1,1,benign
4,3.253035,1,1,4.411196,1,1,1,1,benign
4.952708,1.988048,2.946502,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.729021,2.858977,3.807838,3.190778,5.011797,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.604804,1,1,3.469871,2,1,3,1,1,benign
4.202773,1,3.207382,1,2,7.65942,2,1,1,benign
8.717845,4.321682,2.589048,6.172487,2,7.159697,5.215162,10,9.063346,malignant
2.592071,1,2,2,2,1,1,1,1,benign
4,1,1,1,1,1,2,4.455104,1,benign
1,1,1,1,2,1,3,1,1,benign
1.859796,1,1,1,2,1,2,1,1,benign
8.488235,4.602958,8.806427,9.78532,4.875531,1,7.412907,6.56944,2,malignant
2.47676,3.640204,6.532784,7.69271,4.021966,10,4.66212,5.516283,6.204415,malignant
1,1,1,1,1,1,3,1,1,benign
3.089402,1,1,1,2,1,3,1,1,benign
2.774527,1,1,1,2,1,3,1,1,benign
3.310712,1,2,1,2,1,1,1,2,benign
8.826379,9.992377,9.370707,9.937384,8.112251,10,7.436643,10,2,malignant
1,1,1,1,2,1,1,2.206853,1,benign
11.113506,7.079266,3.112759,7.795161,4.211841,8.664252,7.536013,8.326968,1,malignant
4.809779,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.435053,2,1,2,1,6.370904,1,1,benign
7.4652,2.425758,6.116033,9.625374,5.095981,10,6.205244,5.362936,1,malignant
2.744801,1,1,1,2,1,2,1,1,benign
6.725636,10.185891,4.286791,7.589507,10.637448,7.077055,8.420197,2.704546,1,malignant
8.658759,10.304419,8.619286,6.974473,3.828098,10,7.246629,6.987007,8.387257,malignant
7.407354,2.139198,2.953767,3.987569,7.807486,8.312492,3,1,1,malignant
2.583506,1,1,3.762493,2,1,2,1,1,benign
7.821245,9.925419,10.304364,6.094107,7.538906,7.639403,8.372406,10,1,malignant
2.537978,1,2,2,2,1,3,1,1,benign
2.214336,5.339628,6.690269,9.681415,8.970808,10,5.634546,10,1,malignant
7.782059,8.147947,6.985073,6.130539,3,1,7.279492,1,2,malignant
1.916787,1,3.982424,2.991557,2,10,1,1,1,benign
1,4.56034,7.574583,6.42102,8.131023,1,3,2.471662,1,benign
1,1,1,1,2,1,3,1,1,benign
5.46566,1,1,1,2,1,2,1,1,benign
5.218324,9.306817,10.160369,10.071998,3,10,4.870229,10,1,malignant
4.355978,1,3.442154,1,2,1,2,2.378605,1,benign
2.689384,1,1,2.956749,2,1,3,1,1,benign
8.019053,6.777377,6.071047,2,4.31691,10,8.236108,7.000398,2,malignant
9.215967,4.081672,5.814655,3.301623,2,8.019516,3,9.229389,3,malignant
4.893475,9.908587,9.233027,2.77852,7.607846,6.695732,7.521015,7.916747,1,malignant
5.127651,1,1,1,2,1,2,1,1,benign
4,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.086897,9.773963,8.69152,2,4.328157,2.639679,7.579348,10,1,malignant
2.497751,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
6.013666,3.53164,7.640396,1,4.278994,4.98259,6.103257,5.485239,1,malignant
5.394826,2.133745,4.304286,2,2,1,3,1,1,benign
2.350024,1,1,2,2,1,3,1,1,benign
7.380917,10.011028,5.206267,9.898469,6.918439,10,3.637325,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
3.323169,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.639394,1,1,1,2,1,1,1,1,benign
4,3.647252,4.011082,6.84823,9.547772,10,2,2.203572,1,benign
3.004172,1,1,1,2,1,2,1,1,benign
2.967263,1,4.285225,3.695088,2,3.543371,2,1,1,benign
2.752957,1,1,1,3,1,1,1,1,benign
2.432687,1,1,1,2,1,1,1,2,benign
1,1,1,1,2,1,2,1,1,benign
2.88276,1,1,1,2,2.940015,1,1,1,benign
4,1,1,1,1,2.570405,1,1,1,benign
3.115203,1,1,1,2,1,2,1,1,benign
7.755531,1,1,3.769727,1,10,4.660385,2.735484,5.793556,malignant
1,6.71263,8.963414,6.460574,8.472913,5.719406,10.089308,1,1,malignant
8.668919,10.446301,8.428395,2.772044,3.795228,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.592764,3.835956,6.695884,5.79628,2,10,3,1,1,malignant
8.454395,4.205662,5.42426,3.499599,4.385729,1.792072,7.807456,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.581711,1,2,1,2,1,5.173196,1,1,benign
12.214354,8.770091,7.904684,9.820851,6.654837,10,4.587408,10,1,malignant
5.357597,2.769658,3.511207,1,2,1,1,1,1,benign
1,2.630832,1,1,2,2.320537,1,1,1,benign
4,1,3.755554,1,2,1,2,1,1,benign
3.002328,1,1,1,2,2.512814,1,1,1,benign
8.593442,10.204249,9.411655,3.758132,4.917742,4.10019,4.290265,2.067414,3.178103,malignant
2.558721,2.768602,1,3.861681,3,1,1,2.138321,1,benign
3.246615,9.655155,10.728887,9.780512,6.297863,10,8.078075,8.23032,1,malignant
8.507353,1.547655,2,3.383002,2,6.488011,2,4.139944,1,malignant
1,1,3.323458,1,2,1,1,1.979133,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.698147,1,1,1,1,1,1,1,1,benign
4.682327,1,1,1,1,1,8.974866,1,1,benign
7.413724,9.873964,8.418152,6.317463,8.736009,1,8.575606,10,3,malignant
8.950844,7.601328,2.446394,2,4.764742,10,6.339313,10,7.147258,malignant
2.285954,1,1,1,1,1,1,1,1,benign
5.043678,10.449401,9.89334,7.457839,7.812581,10,5.798139,10,1,malignant
2.905681,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.27044,1.930723,1,2,2,1,1,1,1,benign
3.860441,1,1,1,2,1,3,1,1,benign
5.849512,7.836527,7.301306,9.747153,4.421873,10,3,2.123808,1,malignant
7.711758,3.687318,6.696365,5.337004,4.406659,8.765201,2,2.18064,1,malignant
9.235158,9.822017,3.639669,8.335012,3,10,3,7.670043,1,malignant
1.559975,1,1,1,2,1,1,1,1,benign
1,1,3.051618,2,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.538682,1,2.731641,3.718071,7.670208,10,5.428601,4.987228,1,malignant
9.447819,6.212728,10.604826,3.481394,4.119999,5.644479,4.793354,10,7.737217,malignant
9.783293,10.203901,9.281038,9.733047,11.160057,5.600144,7.064519,10,10.34274,malignant
9.3177,10.024106,8.609509,5.693888,11.146024,10,6.099334,10,1,malignant
7.326997,6.805132,9.379005,2,4.570134,10,6.7362,8.425952,1,malignant
4.659033,1,1,1,2,1,2,1,1,benign
5.748496,7.956843,7.236926,3.190169,2,10,3,8.670259,1,malignant
5.176171,7.295444,9.842938,5.008583,3,10,3,10,2,malignant
2.240919,1,1,1,2,1,1,1,1,benign
8.099089,7.076851,9.581062,2,7.415869,10,8.471441,6.725513,3,malignant
10.624621,9.568719,8.964254,2,5.577506,10,9.271548,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.87183,3.196925,3.103005,1,2,1,4.257798,1.903436,1,malignant
1,1,1,1,1,1,2,1,1,benign
4.916664,1,1,1,2,1,2,1,1,benign
7.930143,9.048501,9.339709,5.524355,7.009321,10,7.784497,2.505647,3,malignant
2.71244,1,1,1,2,1,2,1,1,benign
1.984259,1,1,1,2,1,2,1,1,benign
4,10.124342,3.08019,9.85061,2,10,6.158573,10,3,malignant
4,1,1,1,2,1,3,1,1,benign
4,4.363773,5.601308,9.976037,3,10,5.373124,2.018324,1,malignant
6.18469,10.109962,8.548833,10.102472,7.039886,10,8.2055,6.72344,1,malignant
8.794257,10.163139,7.298457,3.234609,3,10,6.504398,8.1045,1,malignant
9.692927,1.739016,3.644317,1,3,8.085649,7.095885,1,1,malignant
7.911364,4.264466,5.536123,6.899728,3.943828,9.903728,7.79699,7.99742,1,malignant
5.058496,1,1,1,1,1,2,1,1,benign
5.659984,1.772384,2,2,1,3.274027,4.652238,1,1,benign
3.466852,1,1,1,2,1,3,1,1,benign
2.562472,1,3.747688,1,2,1,3,2.226914,1,benign
3.367677,1,1,2,1,1,1,1,1,benign
4,4.909719,3.865901,9.509924,4.568139,6.575954,3,1,1,malignant
4,1,1,1,2,2.110457,1,1,1,benign
2.407898,1,3.648584,2.767753,2,1,3,1,1,benign
10.653395,9.769091,8.224025,2,5.868873,10,5.243137,10,3,malignant
4.838223,1,1,6.928003,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.931465,1,1,1,4.159394,1,2,1,1,benign
8.342995,9.66677,9.767621,7.106693,5.360359,10,8.417075,6.094877,1,malignant
9.378324,3.910533,5.642857,7.167074,4.673334,10,5.12124,7.281591,6.75168,malignant
5.130609,9.757893,3.331512,9.302209,7.982436,10,4.40295,10,1,malignant
4.857995,9.921568,10.727709,8.084946,3.777419,10,6.804291,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
10.252679,4.408049,5.489785,1,4.184101,10,3,4.847974,1,malignant
1,1,1,3.02355,2,1,1,1,1,benign
8.950466,1,2.672228,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
2.669541,1,1,1,2,1,2,1,1,benign
8.540789,7.191746,9.895123,7.834655,6.101951,7.245652,8.53501,4.263414,1,malignant
2.536427,2.615453,1,1,3,1,1,1,1,benign
1,4.097762,3.419214,2.795909,3,1,2,2.83033,1,benign
5.485867,1,2.870869,1,2,1,5.106477,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.70533,7.180162,5.776638,9.917958,10.04423,10,3,4.546211,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,2,benign
4.522698,1.57747,4.085646,3.442546,4.842078,10,3,1,1,malignant
1,4.21183,5.283264,2,7.878829,1.20045,5.147101,2.629444,1,benign
5.044726,1,1,1,2,1,2,1,1,benign
5.515378,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1.992109,1,1,1,2,1,3,1,1,benign
4,7.539543,5.534556,3.438724,10.552874,3.483046,6.673803,10,1,malignant
8.286652,3.016592,6.317086,1,2,6.502479,3,1,1,malignant
5.445025,7.001055,4.141174,6.075118,6.245309,4.398305,8.80384,9.463643,3,malignant
2.871066,3.013221,2,2,2,1,6.744922,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.510366,1,1,2.981582,2,1.86068,1,1,1,benign
5.784937,3.766561,5.517,10.048971,4.910277,10,3,4.789387,1,malignant
5.693808,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1.95151,3,1,1,benign
1,1,1,3.342454,2,1,1,1,1,benign
9.083651,8.274845,6.055333,2.868147,7.87406,2.362368,3.383788,5.531894,1,malignant
5.144798,1.556721,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.556398,1,1,1,2,5.297325,1,1,1,benign
10.392412,7.197842,9.595648,2.545789,3,10,6.957429,8.87669,1,malignant
1,2.271565,2,1,2,1,1,2.923688,1,benign
1,1,1,1,2,6.874878,3,1,1,benign
2.828927,1,1,1,2,1,4.001468,1,1,benign
6.561075,3.094361,3.943054,1,3,4.573596,2,3.778764,1,malignant
8.501051,4.192576,6.104242,6.13968,5.389761,3.112229,6.36094,2.327619,1,malignant
11.104482,4.286429,6.212421,2,4.471719,8.371942,6.615686,1,1,malignant
4,1,1,4.021273,2,2.252091,3,1,1,benign
2.50744,2.148679,1,1,2,1,4.538116,2.358269,1,benign
2.19876,2.767879,3.995068,1,5.098178,1,9.806241,3.258424,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.466925,2.183227,7.40795,2.929506,3,4.830641,5.182804,1,3.944997,malignant
4,1,2,1,2,1,3,1,1,benign
10.11526,10.258357,9.168374,10.098401,7.244804,10,4.77007,3.132575,1,malignant
2.848656,2.253114,1,1,2,1,1,1,1,benign
2.114803,2.743382,3.580694,1,2,1,5.624171,1,1,benign
5.634879,6.97811,3.800881,2.334444,4.536556,2.807215,3.142177,7.79607,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4.698874,2.908804,1,1,2,1,4.811867,1,1,benign
2.973391,2.814665,2,2,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,2.918411,2,2,4.55051,1,1,1,1,benign
8.45696,9.785998,8.510084,3.000285,7.465007,10,6.424411,7.91118,2,malignant
2.186777,1,1,1,8.268744,1,1,1,1,benign
1,1,1,1,3,1,3,5.528022,2.847725,benign
8.624993,5.417779,6.251402,6.47885,1,10,7.350818,2.739606,3,malignant
4.934163,1,1,1,2,2.700772,3,8.576727,1,benign
4,1,1,1,2,1,1,1,1,benign
4.963468,1,1,2,2,7.10062,3,1,1,benign
4,1,1,3.364361,2,1,1,1,1,benign
3.262657,7.720328,5.700804,6.181523,4.418601,10,3,6.39878,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.786645,8.236185,5.90511,7.814983,8.290986,9.299647,8.447651,8.677011,1,malignant
9.684051,4.662742,6.569746,3.714494,3,2.04173,5.710161,7.697555,1,malignant
3.41496,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,6.063192,1,1,1,benign
2.905307,1,1,1,2,1,1,1,1,benign
4,2.636988,2,1,2,1,2,2.018556,1,benign
12.717278,9.59343,9.059061,6.443606,8.714255,10,8.397721,9.049195,1,malignant
1,1,2,2,1,1,3,2.21143,1,benign
9.09353,9.601431,1,7.445617,3,10,8.487659,4.197489,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,5.846673,6.819546,2.922711,2,6.33872,6.379059,1,2,malignant
8.324438,9.907064,9.165738,9.937883,5.888684,10,8.057222,1,6.539598,malignant
2.516552,1,1,1,1,1,2,1.910302,1,benign
2.100268,1,1,1,2,1,1,1,1,benign
2.355819,1,1,1,2,1,1,1,1,benign
2.22515,1,1,1,1,1,1,1,1,benign
9.400783,9.733007,9.309723,3.699846,6.29047,4.477332,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.462038,6.470331,9.17473,9.771207,3,7.704161,6.92283,7.761146,1,malignant
9.073831,10.266141,5.679649,3.492524,6.639529,8.325348,6.703129,10,1,malignant
2.230987,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.100225,7.351351,5.272605,7.891323,5.879182,2.113193,8.28802,1,1,malignant
2.345585,1,1,1,3,1,1,1,1,benign
8.891658,2.030643,3.152038,2,4.314863,10,3,1.206021,9.735641,malignant
7.441928,4.336231,7.416035,3.513472,4.323488,3.232012,4.91159,7.876656,2,malignant
2.74848,9.563335,10.33438,9.752412,3,10,7.91666,3.101757,2,malignant
1,2.291953,2,1,2,1,2,1,1,benign
8.345932,9.855493,8.35338,3.602902,8.893007,7.881205,5.254231,10,1,malignant
1.821301,1,1,1,2,1,2,3.518971,2,benign
4.941372,1,1,1,2,1,3,1,1,benign
6.796474,1,6.729007,1,4.194338,4.947603,3.483843,3.13596,1,malignant
5.983288,1,2,1,2,1,1,1,1,benign
7.072061,9.986854,9.156666,6.573924,6.376206,4.646308,8.702737,3.12829,1,malignant
2.747246,2.787822,1,2,2,1,3,1,1,benign
1.630744,1,1,1,2,1,1,3.317412,1,benign
1.827395,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.297868,1,1,1,2,1,2,1,1,benign
1.742909,2.404949,3.28576,2,4.560051,3.043578,8.217673,1,1,benign
4,5.10701,3.250453,3.047104,2,5.18081,3.519312,10,1,malignant
5.907698,1,1,1,2,1,2,1,1,benign
5.979181,3.887158,3.960753,2,7.477449,1,5.626274,3.507542,1,benign
1,1,1,1,2,1,2,1,1,benign
2.166232,1,1,1,2,1,3,1,2,benign
1.855992,1,1,1,2,1,1,1,1,benign
8.73154,2.989587,5.231188,1,2,1.451629,3,10,3,malignant
10.58401,2.176727,5.333344,9.512133,2,10,3,3.78815,3,malignant
1,1,1,2.941173,2,1,2,1,1,benign
5.532417,1,1,1,2,1,3,1,1,benign
5.395331,9.925561,8.748317,9.891592,3.980591,10,9.582733,10,3,malignant
5.401616,1.763221,7.153733,3.334962,3,2.111996,7.301606,4.403683,1,malignant
1,1.867938,2,1,2,1,3,2.362032,1,benign
5.450614,1,1,1,2,1,3,1,1,benign
4,2.676578,2,2,3,1,1,1,1,benign
3.412601,1,1,1,2,1,1,1,1,benign
2.848736,1,1,1,2,1,3,1,1,benign
3.001314,1,1,1,2,1,1,1,1,benign
5.383293,6.407691,6.379297,2,8.357031,10,7.996928,1,5.858727,malignant
11.765442,7.515811,4.751993,1,5.668536,2.541417,4.278179,5.011543,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1.877548,1,1,2,1,3,1,1,benign
4.899857,6.287661,2,7.720771,4.378736,10,3.709815,7.863557,1,malignant
2.680913,1,1,1,2,1,3,1,1,benign
9.474968,4.853023,3.549603,9.35762,2,10,2,2.144017,2,malignant
5.395638,3.237522,4.019417,1,2,1,3,1,1,benign
4,3.445572,1,1,3.658171,1,1,1,1,benign
2.867096,1,1,1,2,1,2,1,1,benign
5.728829,1,1,1,2,1,1,1,1,benign
8.271536,4.788815,5.713899,1.741277,3,10,8.371383,2.527371,1,malignant
1,4.502838,3.227561,3.494639,6.853296,1,4.189642,1.969023,1,benign
4,1,1,1,2,2.584099,2,1,1,benign
4.669395,2.446412,3.310148,3.411756,3,6.150517,4.173436,2.515036,1,malignant
1,1,1,1,2,1,3,1,3.958341,benign
4,1,1,1,3,1,2,1,1,benign
4.632267,4.232334,6.141418,6.144806,2,10,5.435896,10,1,malignant
2.562146,1,1,2,2,1,2,1,1,benign
8.262636,4.258718,5.991958,9.995866,11.749269,10,7.209532,1,1,malignant
8.031964,4.595073,8.373885,10.210468,9.303028,1.763851,8.687743,1,1,malignant
1,1,1,1,2,1,1,6.50941,1,benign
6.329795,9.813934,8.67241,3.149937,5.113774,10,6.315103,1.83496,1,malignant
4,9.824024,2.958045,5.013125,10.132404,10,7.78954,10,4.93577,malignant
2.791458,2.336681,2.969686,1,2,1,3,1,1,benign
4,6.344985,5.498436,5.859905,3.35826,10,7.110539,8.77977,1,malignant
2.523705,2.438615,1,1,2,1,3,1.768958,1,benign
4.076304,1,2,1,2,1,2,1,1,benign
1,7.938884,5.480783,9.692788,7.286359,1,2,1,4.873869,benign
1,1,1,1,2,1,2,1,1,benign
5.01423,1,1,1,2,1,2,1,1,benign
8.415601,4.599954,4.420659,10.187538,5.469916,10,4.353367,1.695175,1,malignant
4,6.589289,9.753855,3.488685,4.633554,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,7.345292,11.7394,2,3,10,4.562242,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.058312,1,1,5.935399,5.032423,2.335888,3,2.492278,2,malignant
2.363189,1,1,1,2,1,3,1,1,benign
5.023961,1,1,2,2,1,3,1,1,benign
7.332899,4.060329,6.522023,4.664688,5.095713,5.506755,4.798532,1,3.004457,malignant
5.436517,1,1,1,2,6.304464,2,1,1,benign
9.341626,2.244631,2,1,3,1,1,1,1,malignant
2.211678,1,1,1,2,1,1,1,1,benign
1,3.70452,3.108649,1,2,1,6.712013,1,1,benign
4.539481,6.339743,5.922491,2.467125,2,10,8.006776,10,1,malignant
8.098238,4.134939,4.727294,6.389412,3,10,5.252961,8.105274,1,malignant
3.427506,9.370298,9.453191,3.269361,2,10,4.040072,1.996643,1,malignant
4,1,1,1,3,1,2,1,1,benign
8.515492,6.114857,2.749131,3.995435,3,10,3.727991,7.040065,9.864866,malignant
4.777302,10.006483,8.695465,3.76789,3.95364,10,5.11913,1,1,malignant
5.453276,9.956967,2.943598,9.790239,4.296756,10,5.710871,10,3.657223,malignant
1,1,2.887108,3.413927,2,1,3,6.615809,1,benign
3.448533,1,1,1,2,1,2,1,1,benign
1,6.555977,7.030383,4.369693,4.536254,1,3,7.195971,1,benign
6.351928,2.940441,2,2,2,3.313127,1,1,1,benign
5.023357,1,1,1,2,1,2,1,1,benign
10.502593,1.465947,2,1,3.930675,1,7.097705,7.837647,3,malignant
10.349549,7.653094,6.43165,2,6.252992,3.232305,7.588054,10,9.469505,malignant
4.996305,6.846216,2.623118,10.07095,4.471365,1,4.478948,1,1,malignant
9.093877,4.669175,4.187611,2,7.91274,2.819957,7.409365,3.291062,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.525911,5.53568,4.438614,9.80689,9.432777,8.083507,4.852998,8.306232,1,benign
4.553951,2.339512,10.644155,1,2,1,2,1,1,benign
3.596802,1,1,1,2,1,2,1,1,benign
1,6.765236,4.23471,3.154375,4.70999,7.123047,4.66524,1,2,malignant
5.815373,1,1,1,2,1,2,1,1,benign
2.5012,8.522016,9.310607,9.21361,9.625789,10,3,8.860296,2,malignant
1,1,1,2,2,3.470739,2,1,1,benign
1.960961,1,2,1,2,1,2,1,1,benign
8.57624,1,1,1,3.862217,1,2,1,1,benign
5.278483,1,1,1,2,1,3,1,1,benign
2.423875,2.103536,1,2,2,1,7.389068,2.33626,1,benign
1,1.885827,2,1,2,1,1,1,1,benign
9.682478,4.565355,5.918753,2.769376,3,5.036954,3.732519,1.759644,2,malignant
5.448871,4.199545,3.122628,9.796182,5.110772,2.587435,3,2.146573,1,malignant
7.345751,1,1,1,2,1,1,1,1,benign
1,1,3.469718,1,3,1,2,1,1,benign
2.717222,1,1,1,2,1,2,1,1,benign
4.930362,6.209565,6.386752,4.340851,4.21133,4.599155,5.520081,1,1,malignant
4.388381,3.213646,2,3.580645,2,1,1,1,1,benign
5.663882,1,1,1,3,1,3,1,1,benign
9.996363,7.727236,7.898352,9.783898,4.691391,10,8.032044,7.109355,10.168613,malignant
1,1,1,1,2,1,2,1,1,benign
5.121912,4.137123,2,4.074686,3,10,9.090381,7.387711,1,malignant
5.658716,2.804329,2,2,3,1,2,8.899331,1,benign
4,1,4.191412,1,1,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
11.488781,1,1,1,2,1,3,1,1,benign
4.73999,1,1,1,2,1,1,1,1,benign
5.645071,1,1,1,2,8.303494,2,1,1,benign
9.332109,10.172684,9.829016,10.226238,10.03437,10,7.382528,2.536053,1,malignant
5.380726,1,2,1,2,1,2,1,1,benign
4,1,1,2,2,1,1,1,1,benign
5.125489,6.97246,9.676652,10.032406,8.054718,10,3.114179,8.346399,1,malignant
5.381524,1,1,1,2,1,1,1,1,benign
2.603432,2.937729,4.884431,2,2,10,3,10,1,malignant
8.013165,4.760422,6.030599,9.538276,2,3.561275,2,2.398378,1,malignant
7.592719,2.05818,3.652143,6.831488,2,7.486979,3,4.418419,2,malignant
5.545349,7.791157,10.515794,4.062147,8.019342,10,6.635637,2.29661,7.414245,malignant
5.562264,3.083519,5.327081,7.655796,4.468133,10,4.533212,6.383101,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.006938,1,1,3.69322,2,1,2,1,2,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,3.453525,2,1,3,1,1,benign
7.701506,2.430105,4.17599,3.707643,3.253377,2.567088,9.008641,6.218759,1,malignant
4.611465,1,1,1,2,1,3,2.912078,1,benign
8.456829,6.806267,7.158049,7.270792,6.000626,10,4.464962,7.985133,2,malignant
9.708725,10.515119,9.657442,9.705285,7.217457,10,8.549901,10,3,malignant
1,1,1,1,1,1,3,1,1,benign
5.479337,1,1,1,2,1,2,1,4.029696,benign
1,1,1,1,2,1,1,2.305312,2,benign
1,2.308645,2,2.997692,2,1,3,1,1,benign
5.22099,1,1,3.588949,2,1,3,1,1,benign
8.552332,6.761153,3.90058,3.598468,11.508187,10,5.944154,10,1,malignant
4,2.508096,6.014789,2,2,1,1,2.152713,1,benign
4,3.433746,2,1,2,1,5.33281,2.287387,1,benign
1.809477,1,1,1,2,1,1,1,1,benign
5.049681,1,1,1,2,1,2,1,1,benign
10.590273,4.377773,6.748738,9.723172,4.400803,10,6.221674,1,2,malignant
9.613581,9.655057,10.56589,3.466914,8.570438,10,3,2.50653,1,malignant
3.088684,5.327421,3.718154,1,4.320579,1,2,2.897902,1,benign
5.112097,1,1,1,2,1,2,1,1,benign
8.078499,4.786062,6.13555,1,2,1,3,8.915687,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.922448,10.210909,9.207873,3.262303,8.888968,4.297766,7.982189,8.822673,4.431902,malignant
11.60907,2.467995,2,3.260276,2,3.401701,3,1,1,malignant
1,2.213315,3.936352,1,3,1,1,1,1,benign
7.957766,1.4796,1,1,3,1,8.139802,1,3,malignant
1,2.614841,1,2,2,1,1,1,1,benign
8.156546,6.012058,4.984536,3.249333,9.109501,10,4.260147,4.777386,4.599629,malignant
1,1,2,1,1,1,2,1,1,benign
2.475285,2.01039,4.798141,9.82498,2,1,2,1,1,benign
1,2.852511,1,2,3,1,1,1,1,benign
4.949938,1,1,1,2,1,2,1,1,benign
5.416609,1,1,1,2,1,2,1,1,benign
1,2.702465,1,1,2,1,1,1,1,benign
7.220729,5.789872,10.135817,6.633641,5.357266,3.603831,6.72516,4.997262,1,malignant
5.026597,1,1,1,2,1,1,1,1,benign
4.206915,1,1,1,2,7.293726,3,2.962902,1,benign
4,2.678936,1,2.74737,2,1,3,1,1,benign
7.175332,2.379289,2,1,6.908373,10,7.86898,1,1,malignant
2.839505,1,1,1,2,3.787529,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.407624,1,1,4.094988,2,1,2,1,1,benign
1,1.84823,2,1,2,1,3,1,1,benign
1.36845,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.812629,9.933178,10.176546,6.691669,7.915229,10,9.758206,4.50053,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.097774,1,1,1,2,1,1,1,1,benign
5.301949,10.244426,9.171094,6.221032,6.449902,10,6.650493,5.207344,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.241228,1.94246,5.457924,2.734981,5.333892,7.10698,3,5.843122,1,malignant
7.729394,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
10.684268,9.62735,8.222907,5.361883,9.70992,3.206604,3,3.05673,2,malignant
5.33941,1.788883,2,2,4.757048,4.510577,2,2.157204,1,benign
2.878442,1,1,1,2,1,3,1,1,benign
2.581815,1,1,1,2,1,2,1,1,benign
2.119881,1,1,1,1,10,2,1,1,benign
10.188599,6.857916,2.913048,3.425761,4.735932,5.693554,4.349761,1,1,malignant
5.540209,10.153078,2,9.13034,8.023277,3.483959,7.790987,10,1,malignant
4,1.43136,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.004352,10.00178,5.585873,3.581089,7.733973,7.770023,8.835318,10,4.221771,malignant
5.787068,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,2.299462,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,6.502897,8.869984,1,benign
9.695406,6.484651,7.29759,3.27591,3,5.579119,6.192687,5.696272,9.767116,malignant
7.444514,9.653662,6.650775,4.032728,5.479556,1,5.434388,2.752795,3,malignant
5.433523,4.416425,4.921633,1,7.541239,5.150719,5.34451,10,1,malignant
2.077545,1,1,1,2,1,2,1,1,benign
2.141261,1,1,1,2,1,2,1,1,benign
1,10.564001,9.722636,5.708007,5.281657,10,7.38717,2.451335,9.827945,malignant
2.384235,5.043956,8.568491,9.948159,4.019699,10,6.99182,1,4.933352,malignant
4.525168,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
2.423427,1,1,1,2,1,3,1,1,benign
9.016772,9.797636,9.729892,2,4.656112,10,4.044747,3.133671,1,malignant
4,1,1,1,2,3.038382,3,1,1,benign
2.450628,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.886921,4.597864,5.855018,9.704555,2,10,7.091613,2.359138,1,malignant
4.620045,1,3.388546,1,2,1,1,1,1,benign
5.726428,1.818917,1,1,3,1,3,2.679555,1,benign
10.475746,5.344526,3.895862,5.415408,6.408839,3.133315,3,5.664372,10.606585,malignant
8.380996,1,2.997913,1,6.872057,1.946743,2,10,7.670749,malignant
2.557884,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,1,1,1,benign
5.53065,2.181321,2,1,2,1,1,1,1,benign
1.667886,1,1,1,3,1,2,1,1,benign
4.969607,9.813993,8.375718,7.963084,10.694291,10,8.04722,10,1,malignant
1,2.588301,2,1,1,1,2,1,1,benign
8.653481,9.70138,9.032036,3.086408,14.414889,6.279526,8.026148,10,2,malignant
1,1,1,1,4.153915,1,2,3.551374,1,benign
9.130254,9.831722,6.465099,10.274963,7.169198,10,7.77331,10,1,malignant
5.182149,7.487244,5.690759,3.380457,4.480453,10,7.479297,8.367054,1,malignant
8.171691,4.57068,6.104015,3.417002,6.547651,5.192308,6.364454,2.496306,2,malignant
4,1,1,1,3,1,3,1,1,benign
8.667454,6.072451,3.211043,4.229222,7.302762,5.197675,3,1,1,malignant
5.013086,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.12754,1,1,1,2,1,5.761031,1,1,benign
9.75825,1,1,1,2,1,2,1,1,benign
2.679322,1,1,1,3,1,3,1,1,benign
2.537857,1,1,1,1,1,1,1,1,benign
3.298513,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.995416,1,1,1,2,1,1,1,1,benign
2.879255,2.017466,3.12816,1,5.035876,1,2,1,1,benign
1,1.303631,2,1,1,1,1,6.194509,1,benign
4.832533,8.139824,2.974772,9.693835,4.657121,10,3,10,1,malignant
9.879043,7.688119,3.599933,2,7.191208,10,4.178791,8.184141,1,malignant
5.538654,9.697355,9.020557,6.89391,6.144067,10,8.468513,10,1,malignant
4,1.853382,2,1,2,1,2,7.36336,1,benign
5.556306,6.363682,5.754191,10.11004,8.295408,10,6.883967,10,5.244307,malignant
3.299651,7.931141,1,3.530461,4.559763,10,3,10,2,malignant
3.167379,1,1,1,2,1,1,1,1,benign
4.893976,1,1,2,2,1,2,1,1,benign
2.128912,1,1,1,2,7.925229,1,1,1,benign
5.701023,2.858146,1,1,2,1,6.737898,2.798963,1,benign
1,2.408957,2,1,2,1,1,1,1,benign
5.012128,1.394388,1,1,2,1,3,1,1,benign
9.257044,5.254568,7.583567,5.749786,3,4.576385,4.729117,2.498893,2,malignant
5.490007,5.278628,3.268653,3.847375,10.166827,10,8.313652,10,1,malignant
4,2.180169,3.823303,9.360562,8.801987,10,4.355103,1.431105,3,malignant
8.682949,7.787747,6.200977,3.848753,5.127252,10,4.529465,8.902012,1,malignant
3.610907,1,1,1,4.666262,1,1,1,1,benign
8.19933,9.307436,8.999998,7.264283,10.539987,5.768843,7.98801,2.232556,9.90141,malignant
2.3857,7.689584,8.927987,2,6.436676,1.7802,8.277724,10,5.044539,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.053756,1,1,1,2,1,2,1,1,benign
1,2.675032,2,1,2,1,6.674563,2.551566,1,benign
3.471343,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.012317,3.873071,2,3.58999,9.412421,4.242803,2,5.640442,1,benign
5.386332,1,1,1,2,1,1,1,1,benign
2.469202,1,1,1,2,1,2,1,1,benign
8.005214,3.840291,6.023008,10.209975,4.136362,2.839035,6.465787,3.324743,1,malignant
5.772838,2.984284,3.910589,3.413511,3,9.326257,3,1,3,malignant
2.789595,1,1,1,2,1,2,1,1,benign
1,1,3.489905,1,2,1,3,1,1,benign
5.208399,1,1,1,2,1,2,1,1,benign
5.91713,4.377973,4.934934,3.384103,4.771656,1,7.20255,3.937956,5.386023,malignant
9.829621,1,1,1,1,1,1,1,1,benign
4.424207,1,1,1,2,4.280463,2,1,1,benign
1,1,1,1,2,2.112652,3,1,1,benign
4.782041,2.338309,2,1,2,1,3,1,1,benign
1,1,1,2.692356,2,2.003967,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1.61127,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,2,2,3.442474,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.985862,9.590223,8.739059,2.830839,1,7.197385,6.607839,2.705953,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.389198,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.509981,9.445512,9.327019,10.140487,4.893507,10,6.234267,10,1,malignant
1,1,2,1,2,1,3,1,1,benign
1,2.094776,3.202769,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.574608,1.307964,1,2.780823,5.225495,10,9.517212,1,1,malignant
8.275189,1,9.077319,1,1,7.017972,2,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.375822,1,1,1,2,1,3,1,1,benign
3.238927,6.101859,3.450778,9.671071,5.179428,10,7.949001,8.35891,1,malignant
7.863665,1,1,3.050018,6.655447,10,7.013088,4.652992,5.652389,malignant
4.287511,1,1,1,2,1,3,1,1,benign
1,2.428434,1,1,2,1,1,7.283259,1,benign
2.942054,1,3.623073,1,2,1,2,1,1,benign
4.251948,10.093174,3.275495,9.750466,5.570741,6.184522,8.70482,1,1,malignant
5.52317,1,1,1,2,1,2,1,1,benign
5.273278,1,2,1,2,1,3,1,1,benign
2.934734,1,1,1,2,1,1,1,1,benign
2.922071,1,1,2,2,1,3,1,1,benign
5.588633,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.340741,1,1,1,2,1,1,1,1,benign
5.450992,1,1,1,1,1,3,1,1,benign
4,2.595241,1,1,2,1,2,1.967491,1,benign
5.184016,2.714216,3.48968,1,3,10,3.85105,3.017081,1,malignant
10.533389,1,1,1,1,10.557472,4.477508,3.026148,1,malignant
4,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.672946,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,2,benign
5.205561,1,1,1,2,1,2,1,1,benign
5.143688,7.424225,2.784833,1,10.753558,6.206495,8.860807,6.41054,1,malignant
8.800701,4.239434,6.613649,6.872795,5.167158,1,8.104545,2.415704,9.11098,malignant
3.895988,1,1,3.703651,2,1,1,1,1,benign
4.693437,1,1,1,2,1,3,1,1,benign
4.761562,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.852552,9.542538,9.686853,2.755656,6.577164,10,4.740787,7.661995,6.394538,malignant
2.261867,1,1,3.042071,2,6.629158,1,1,1,benign
2.36637,1,1,1,2,1,3,1,1,benign
9.459332,7.134234,5.078311,2,6.623523,6.420165,5.429809,1,2,malignant
7.123625,9.355456,9.237647,4.124575,7.690148,10,6.621942,10,1,malignant
5.148655,8.736195,8.376116,10.097252,9.638466,10,4.14537,4.705575,9.061052,malignant
1,1,1,1,1,1,1,1,1,benign
10.22369,5.782874,6.928959,9.771039,7.334073,10,6.683503,10,1,malignant
2.972791,6.975374,10.030081,5.018088,8.025806,10,4.457911,10,1,malignant
5.738317,10.209066,9.087505,10.091367,7.470926,7.857207,7.494141,10,8.784848,malignant
1,1,1,1,2,3.717733,2,1,1,benign
8.605684,9.482638,6.20003,5.99018,9.278703,10,8.911246,10,1,malignant
4,2.470436,2,2,2,1,1,1,2,benign
1,1,1,3.576449,1,1,1,1,1,benign
9.824307,9.820197,9.144844,9.281346,10.608365,10,3,2.048542,3,malignant
9.3803,4.104519,7.218013,4.087883,4.55277,5.814645,5.651903,7.522214,1,malignant
1.909185,1,1,1,2,1,2,1,1,benign
8.387292,2.300679,6.269801,1,7.353494,3.320782,4.231657,1,1,malignant
4,1,2,1,2,1,1,1,1,benign
1,7.248767,1,1,7.940047,1,6.655464,8.438828,1,benign
1.582549,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,2.422343,2,2,2,1,1,1,1,benign
4,1,1,1,2,1,1,2.603277,1,benign
3.083732,1,1,1,2,1,2,1,1,benign
5.993208,2.53262,2,3.482895,3,10,3,3.418863,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.745933,4.767083,9.907509,5.566035,3,5.706016,9.075861,1,2,malignant
2.932503,1,3.186529,1,2,1,3,1,1,benign
6.112059,1,1,1,2,1,3,1,1,benign
4,1,1,1,3,1,3,1,1,benign
11.450458,5.003383,10.799774,3.31127,2,7.379395,3,10,1,malignant
1,1,2,1,2,1,3.95835,1,1,benign
9.057933,7.811644,9.394988,3.445168,3,10,3.154675,1,1,malignant
3.040797,1,1,1,2,1,2,1,1,benign
2.709173,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,2.563553,1,benign
1,1,1,3.448455,1,1,1,1,2,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.293163,1,2,1,2,1,1,1,1,benign
5.645417,2.504191,1,1,2,2.037217,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.246665,5.73523,3.423875,2,4.835718,1,4.455219,10,10.989968,malignant
9.650567,3.913902,5.111952,10.137082,3.231719,10,3,10,1,malignant
8.249987,9.929386,8.52593,9.958089,7.390253,10,8.780833,6.154096,2,malignant
2.307617,1,1,1,2,1,2,1,1,benign
5.194948,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,3,benign
2.742881,3.01517,1,1,2,1,7.743588,10,1,benign
4,1,1,3.875609,1,2.144924,2,1,1,benign
1,1,1,1,2,1,2,1.518513,1,benign
5.17406,6.115356,5.291652,7.130938,3.811778,3.950877,3,10,1,malignant
4.579767,4.127445,4.188296,2,2,1,8.299544,4.832716,1,benign
4,1,1,1,1,1,2,1,1,benign
5.35041,2.912687,1,1,2,1,4.359481,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,10.519894,10.115574,7.401059,7.816139,10,6.622783,2.974888,1,malignant
5.336251,1,1,1,2,1.873916,3,1,1,benign
3.220611,9.839289,8.334589,6.768414,7.711475,10,9.525875,10,1,malignant
5.605034,8.996717,8.629538,8.099941,5.524113,5.891146,7.70947,1,1,malignant
5.625749,1,1,1,2,1,3,1,1,benign
1.695274,1,1,3.521629,2,3.745821,2,1,1,benign
5.754478,1,1,3.047773,3,1,3,1,1,benign
4,1,4.422074,2,2,1,3,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.837303,1,1,1,2,1,3,1,1,benign
5.25109,9.96253,8.471375,9.651261,4.551145,10,6.118715,10,3,malignant
9.413401,2.788031,2.80528,1,3,6.818245,4.1286,10,1,malignant
7.820248,4.445627,9.296791,1,4.434698,2.030686,6.32436,6.881952,4.876996,malignant
8.992136,5.973127,8.813378,2.406847,9.709107,10,4.488295,6.740458,5.369483,malignant
5.419191,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.630958,2.536996,2,5.953051,2,10,1,1,1,malignant
1.752692,1,1,1,2,1.896578,3,1,1,benign
7.275942,4.148408,3.134514,3.502155,5.573317,10,6.811131,2.83573,1,malignant
5.746271,9.329789,9.304448,7.1713,6.410398,8.000512,8.995614,10,1,malignant
7.268089,9.839606,3.695925,9.980503,7.620932,1,2.691905,10,1,malignant
4,4.786964,5.330273,5.839882,6.310663,10,6.98411,3.867353,9.524757,malignant
4.823206,9.736145,9.99136,6.452572,7.883016,10,6.554158,10,1,malignant
1,1,4.180642,1,3,1,2,1,1,benign
2.939422,1,1,1,2,1,1,1,1,benign
7.454567,10.111691,6.01198,9.560379,8.34175,10,7.411736,9.70772,1,malignant
4,1,1,1,3,1,2,1,1,benign
1,3.206219,2,1,3,1,3,1,1,benign
4,5.456649,2.48441,1,4.387658,8.536385,4.820636,8.814212,1,malignant
5.45967,1,1,1,2,1,1,2.033405,1,benign
7.920749,4.396729,5.498605,2.755849,2.855938,10,6.263356,2.549883,6.128076,malignant
4,1,1,1,1,1,3,1,2,benign
4,1,3.168644,4.30013,2,1,1,1,1,benign
8.117471,9.675887,9.114228,10.638629,9.74588,10,4.684354,2.318896,2,malignant
3.616572,2.44281,2,2,2,1,7.974215,1,1,benign
4,1,1,3.279997,2,1,2,1,1,benign
7.977611,9.295107,9.101863,1,3,5.294591,8.158652,8.885386,3,malignant
1,6.429038,2.99978,3.100504,4.637315,1,3.779474,3.155051,1,benign
9.380928,4.623956,8.641608,4.571685,3,4.38715,4.67612,3.138793,2,malignant
5.003498,2.952865,3.677359,1,4.750363,3.330802,4.302286,2.950394,6.596498,malignant
8.025715,5.078738,2.970717,9.976371,2,10,3.855377,10,1,malignant
5.723808,4.54548,6.017544,1,5.044821,10,3,2.747737,1,malignant
4,4.645296,6.590586,1,2,10,8.554058,2.079931,5.390209,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.999666,1,1,1,2,1,2,1,1,benign
3.25245,1,1,1,2,1,2,1,1,benign
4,2.469942,2.874376,1,2,1,1,2.7533,1,benign
4,1,3.907329,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.957257,1,1,1,2,1,2,1,1,benign
2.203115,1,1,2,2,1,1,1,1,benign
4,1,3.931001,1,2,1,3,1,1,benign
1,1,4.061236,1,1,1,2,1,1,benign
5.396436,10.116445,9.615333,6.579049,6.808365,1.803132,7.410457,10,4.189501,malignant
1,4.089997,4.436173,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.915108,1,1,2,1,1,1,1,1,benign
9.085066,4.460792,6.480703,3.196743,5.387996,7.183402,2,8.045332,3,malignant
1,1,1,1,3,1,1,1,3,benign
10.995424,10.11659,10.786807,5.33678,8.27847,1,7.853475,5.858415,10.536557,malignant
4,2.715121,1,2,2,1,1,1,1,benign
4.782661,3.681367,8.758657,9.693199,8.110672,10,3.927929,7.656284,1,malignant
5.351137,1,1,2.902423,2,1,1,1,1,benign
2.722217,2.694771,4.219583,2,3,2.349435,3,1,9.38012,malignant
1,3.962985,5.844733,3.773304,8.285822,8.47097,3,7.555779,1,benign
2.316673,1,1,1,4.496284,1,1,1,1,benign
7.668179,2.527669,3.022232,1,4.373707,4.984565,3,2.99096,5.466409,malignant
10.606741,4.625321,10.037034,3.898899,2,10,5.075169,6.366422,2,malignant
4.747623,1,1,1,2,1,3,1,1,benign
1,1.772117,2.820287,1,2,1,1,1,1,benign
9.18985,9.720005,9.422022,3.114474,6.544924,8.829975,9.492686,1,1,malignant
3.217256,1,1,1,2,1,2,1,1,benign
8.590824,3.177765,3.295722,2,4.018466,10,3,2.337674,1,malignant
5.190321,8.032123,5.477273,9.877668,3.876494,2.578675,4.983068,7.692916,1,benign
3.262801,1,1,1,1,2.563731,1,1,1,benign
9.042068,6.900969,3.764774,2,7.160835,10,4.752202,10,3.18043,malignant
3.404444,8.198406,5.161943,3.434132,7.393095,10,8.237094,7.945912,3,malignant
4,1,1,1,2,2.955066,2,1,1,benign
9.74236,9.450341,9.442071,9.733143,9.269539,5.737071,2,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,9.253215,benign
1,1,1,1,2,1,3,1,1,benign
1,1.880984,2.612545,1,4.263619,1,5.821879,1,1,benign
9.356251,10.076472,11.192475,2,6.242932,3.142532,6.761109,10,1,malignant
1,2.546943,2,1,2,1,2,1,1,benign
1,1,1,1,2,1.694253,3,1,1,benign
8.087241,2.204846,3.482316,2.729134,4.476912,8.088871,4.091128,5.250717,1,malignant
8.444057,1,1,1,2,1,1,1,1,benign
8.169115,2.590676,3.450268,3.2064,3,10,7.213658,2.470358,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.891643,2.495828,3.575429,1,2,1,4.947347,1,1,malignant
5.353134,5.410111,7.67204,2,2,7.114348,3.301204,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
7.614421,9.372128,7.195433,3.386516,3,10,6.183627,10,1,malignant
2.410083,1,1,1,2,7.007202,1,1,1,benign
1,1,2,5.82667,2,1,1,2.627083,1,benign
8.543562,8.029044,6.201219,5.965841,4.446926,7.653989,3,5.665964,1,malignant
1,5.25385,3.481937,3.589442,2,1.862675,5.728459,1,1,benign
2.891502,1,1,1,2,1,2,1,1,benign
2.258822,1,3.75979,1,2,1,2,1,1,benign
2.493341,1,1,1,2,1,3,3.122154,1,benign
5.760615,2.231149,1,1,2,1,2,1,1,benign
8.256968,6.596586,6.200048,3.135025,4.372901,6.613998,3,8.481575,1,malignant
6.60185,2.055328,3.278796,3.531003,4.094601,6.352221,3,2.02567,3,malignant
4.793065,1,1,1,2,1,2,1,1,benign
9.610237,9.803937,9.014091,9.755831,11.815921,10,8.39167,2.26864,1,malignant
1,1,3.285765,1,2,1,3,1,1,benign
8.722865,4.79922,7.088797,6.271966,9.200792,10,4.160044,1,2,malignant
3.344009,1,1,1,2,1,2,1,1,benign
1,1,3.752655,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.687078,2.473726,2,1,3,1,1,1,1,benign
9.173576,4.408332,4.836757,2,4.918258,6.870907,8.923992,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.573218,4.15028,5.656147,9.355867,4.247999,10,7.347516,3.055965,2,malignant
5.923023,5.841841,5.52875,1,4.134666,1,4.051833,8.306882,1,benign
3.296876,4.237835,2.690676,1,6.507241,2.765295,5.031146,1,1,malignant
1,1,1,1,3,3.288426,3,1,1,benign
5.54668,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.084916,7.877293,5.875656,5.227114,10.988817,3.720913,4.960294,10,4.50876,malignant
2.744129,9.526415,7.558972,3.793243,7.459153,10,4.156282,9.381939,1,malignant
3.154738,2.02251,3.221828,1,3,3.377963,2,2.670455,1,benign
3.489719,1,1,1,2,1,1,1,1,benign
2.64997,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,10,1,benign
4,1,1,1,2,1,1,1,1,benign
5.434503,1,4.93138,1,2,1,1,1,1,benign
4.398454,2.205468,4.260811,1,9.949305,7.38415,1,7.809788,1,malignant
5.488089,2.353726,3.224289,3.603593,4.072398,1,8.399312,3.433502,9.157658,malignant
9.224415,6.39071,9.208554,10.123923,3.993297,10,8.749226,1,8.344838,malignant
2.838159,1,3.243753,1,2,1,1,1,1,benign
1,1,1,2,1,1,1,1,1,benign
5.112689,9.710321,7.994065,5.477383,8.292884,10,4.628338,10,1,malignant
2.478272,1,3.89396,1,3,1,3,1,1,benign
9.170496,4.741829,5.876633,4.170466,9.919182,7.928418,4.884131,1,10.262334,malignant
7.360631,4.681152,7.061145,3.223178,7.094389,4.475252,7.817827,1,1,malignant
10.065448,6.65753,5.659574,2.882273,3,6.088664,6.981039,7.62111,2,malignant
8.353506,3.76061,6.586164,1,2,7.605498,4.617489,6.824392,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.809904,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.679071,1,1,1,2,1,3,1,1,benign
5.399819,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.670357,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.413415,2.181448,3.709226,1,2,1,1,1,1,benign
4,1,2,1,2,1,2,1,1,benign
5.108325,2.382809,1,1,1,1,1,1,1,benign
3.138273,1,1,2,2,1,2,1,1,benign
2.690496,1,1,1,2,1,2,1,1,benign
4,2.272714,1,1,2,1,3,1,1,benign
6.900938,3.88558,7.240808,3.651242,5.652374,4.303341,10.277373,7.268023,1,malignant
9.039525,9.799793,10.414211,2.527734,8.725527,5.565717,4.522953,10,1,malignant
2.848045,1,3.047293,1,2,2.998013,2,1,1,benign
4.93325,1,1,1,1,1,1,1,1,benign
1,1,1,9.947967,2,8.762608,2,1,1,benign
8.167759,4.214059,7.064423,2,4.381566,10,3.798177,10,6.830797,malignant
2.781854,1,1,1,3,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.98563,8.064007,5.126907,2.994162,6.498964,10,8.260302,1,5.769167,malignant
1,2.511985,2,7.161536,3,1,1,6.81098,1,benign
7.862191,4.166033,3.366801,9.769307,5.878629,1,5.541538,3.35023,2,malignant
1,1,1,1,2,1,3,1,1,benign
5.092627,4.529996,6.442325,6.477635,9.088612,1,4.09152,6.476551,1,benign
6.90844,8.043562,10.773719,7.664987,3,6.465148,8.142718,5.116513,3,malignant
5.189112,2.590045,3.619349,4.284334,3,4.426539,3.691571,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.703917,10.025528,9.037209,9.566106,4.192099,10,3.337535,5.154543,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.764354,2.525732,9.748612,1,2,1,5.416887,1,1,benign
1,1,3.303947,1,3,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.684131,9.481266,7.137376,6.154851,5.898161,1,9.975592,10,2,malignant
4.81535,2.563129,2,2,3,1,4.395583,1,1,benign
1.956676,1,1,1,3.940134,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,3.095415,3.88177,10,4.956994,8.425187,1,malignant
5.001887,1,1,1,4.263598,2.534338,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.480337,10.11337,8.441105,5.651297,7.903127,10,5.458496,8.830165,1,malignant
5.581859,3.596998,11.142478,10.053938,3,4.618006,3,4.904883,1,malignant
9.156763,2.638987,3.61273,2.698632,2,6.596365,3,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.469716,2.15409,2.735544,3.517716,5.044283,3.896462,3,1,1,malignant
5.31489,10.070988,7.657308,2.47555,10.764716,5.992144,8.434335,9.790303,1,malignant
2.674194,1,1,1,2,1,3,2.360779,1,benign
3.086123,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.453412,9.466131,8.44492,6.511699,3,10,6.228215,2.375774,1,malignant
8.526901,4.684579,3.664862,2.408419,4.053267,10,5.953863,1,1,malignant
5.539894,5.990828,5.45346,2,4.552097,6.911805,7.381825,3.541702,2,malignant
1,1,1,3.556757,2,3.401069,1,1,1,benign
8.809133,4.932162,4.606967,8.5516,4.094399,3.89992,3,1,1,malignant
4,1,3.573047,1,2,1,3,1,1,benign
2.691731,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
7.954964,3.43586,4.29925,1,3,6.064194,3,1.819902,1,malignant
1,1,1,1,2,1.570436,2,1,1,benign
1,1,1,1,2,1,3,2.249681,1,benign
5.556403,1,1,3.364386,1,10,4.859096,7.888469,9.665554,malignant
7.319663,10.03141,2,1,7.302579,1,5.471738,2.089117,2,malignant
1,4.454631,5.658439,4.918494,3,10,6.976952,10,5.150761,malignant
1,1,2,1,2,1.61494,3,1,1,benign
2.534695,1,1,1,2,1,2,1,1,benign
4.610745,1,1,1,2,1,2,1,1,benign
4,2.468204,2,1,3,1,2,2.787937,1,benign
5.856069,1,1,1,2,1,3,1,1,benign
2.519039,8.70639,6.853124,2,11.709771,4.608257,7.204419,10,8.747223,malignant
4.897213,1,1,1,3,2.742107,1,2.429519,1,benign
4,1,1,1,2,1,2,1,1,benign
10.467445,10.40038,9.635888,1,6.961412,4.262165,3,2.647609,1,malignant
2.593968,1,1,1,2,1,1,1,1,benign
2.888187,1,1,2,2,1,3,1,3.296902,benign
2.856154,1,1,1,2,1,3,2.368802,1,benign
5.042427,1,1,1,2,3.398018,2,2.185692,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,3,2.505719,1,benign
1,1,1,1,2,1,2,1,1,benign
9.50577,4.732171,9.751292,9.935252,3.730295,3.197778,3,2.691032,1,malignant
10.141202,1,1,1,1,1,3,1,1,benign
5.603697,1,1,1,2,1,1,1,1,benign
5.366815,1,1,1,2,1,1,1,1,benign
5.894038,6.651528,8.548408,5.547559,4.799832,9.402448,3.776727,5.405524,1,malignant
7.323059,10.67493,11.012578,3.589437,6.402507,8.170805,6.940396,10,1,malignant
10.034158,7.182032,9.288851,4.046893,4.676212,5.507575,4.001635,10,9.341796,malignant
1,1,1,1,2,1,1,1,1,benign
5.345672,10.002944,11.024574,9.961452,4.777226,7.055912,7.392838,9.661282,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.283046,1,3.134674,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.486961,4.431116,3.709973,10.465857,5.348222,10,4.631239,5.595229,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.134853,1,2,1,3,4.120199,3,1,1,malignant
1,1,1,1,3,1,3,1,1,benign
8.592847,4.847091,5.581262,2,7.300655,10,4.310292,8.818597,1,malignant
8.36566,2.416767,2.916003,1.820248,2,10,3,5.234162,1,malignant
2.491009,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.04201,7.004722,9.412802,6.309652,3,6.469547,4.265094,1,8.609881,malignant
3.172471,9.627629,10.756922,8.403063,9.217741,4.582766,4.923459,10,10.344612,malignant
9.757941,10.393916,9.34276,7.033063,8.617726,8.07225,8.093262,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.318463,3.184432,2,4.000162,2,10,1,2.491281,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.855458,2,1,2,1,2,1,1,benign
2.855012,1,4.214672,2,2,2.000541,1,1,1,benign
5.054352,1,1,1,2,1,2,1,1,benign
4.858648,1,1,1,2,1,1,1,1,benign
5.361788,6.586744,8.817351,1,4.013689,3.064984,3,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
5.82918,1,1,1,2,1,3,1,1,benign
1,9.557514,9.669639,10.216144,7.620396,10,7.997016,6.299721,1,malignant
1,1,1,3.570285,2,1,2,1,1,benign
7.706553,5.744863,9.083224,9.685135,4.190195,10,3,9.461003,3,malignant
5.18944,3.035084,1,4.06594,2,4.830316,1,1,1,benign
5.561113,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
4.455377,4.076565,4.844195,6.838161,8.7879,10,4.732309,4.478761,5.071469,malignant
5.329698,1,1,1,2,1,3,1,1,benign
5.682356,7.319281,10.108933,5.973598,3.801152,10,8.293488,7.31989,1,malignant
1,1,1,1,2,6.743824,3,1,1,benign
2.976781,1,1,1,2,1,3,1,1,benign
5.494664,6.275473,9.734561,7.714896,6.381708,10,9.867931,2.96376,1,malignant
9.765394,4.609291,5.08507,3.100111,6.354489,10,5.771516,1,1,malignant
2.903309,5.377469,10.155629,10.022137,4.578831,3.818064,2,5.974294,4.132037,malignant
10.018428,10.07777,10.175932,10.233735,7.609912,10,8.051672,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.939623,1,1,1,2,1,2,1,1,benign
5.369259,3.085041,2,9.548771,6.774723,10,3.784943,1,1,malignant
5.210441,4.973259,2.855809,5.415669,8.367018,10,6.151941,1,3,malignant
9.469691,2.977075,6.783487,2,9.174142,10,8.2828,2.832711,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.850454,1,1,1,2,1,1,10,5.380107,benign
3.204348,1,1,1,2,1,2,1,1,benign
7.379192,10.392434,10.190999,10.136991,9.379827,2.070525,7.139955,8.291743,1,malignant
8.691914,6.288793,9.262988,7.411762,3,10,7.965078,5.367044,1,malignant
2.937671,1,1,1,2,1,2,1,1,benign
9.557979,9.65575,4.801819,9.613247,4.537149,3.548622,7.534914,10,1,malignant
5.503075,1,1,1,2,1,3,1.880831,1,benign
1,1,3.207269,1,2,1,3,1,1,benign
7.499254,4.372344,3.576127,1,7.185041,2.828352,2,2.20312,1,malignant
1.870334,1,1,1,2,1,2,1,1,benign
2.94513,1,1,1,2,1,1,1,1,benign
8.239028,2.31022,6.572786,1,8.793422,1.386517,8.610112,10,6.502688,malignant
11.631312,10.133291,10.893944,9.251408,3.364917,10,7.889049,10,7.545864,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.858507,5.951697,6.22933,10.338845,5.254697,10,7.465872,4.836019,1,malignant
4,1,1,2,2,1,2,1,1,benign
4.611029,4.177702,6.362058,9.599363,7.086055,1,7.287795,7.754253,1,malignant
8.839842,5.079128,3.528963,9.925471,4.086417,8.720964,4.084864,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,4.597597,4.017757,5.945713,3,3.250293,7.890414,1.468964,1,malignant
5.708208,1,2,1,2,1,3,1,1,benign
7.368148,9.646833,10.255875,4.936284,2,3.640166,8.175622,10,9.363513,malignant
4.714273,1,1,2,2,1,2,1,1,benign
5.333452,1,1,1,2,1,1,1,1,benign
5.298074,1,1,1,2,1,1,1,1,benign
9.1793,1,1,1,2,1,2,1,1,benign
2.964407,1,1,1,2,1,2,1,1,benign
5.205751,4.552713,4.783659,1,4.502588,2.612945,4.397233,8.786536,7.097887,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
8.464413,10.069825,9.844804,9.520725,3,10,4.939897,10,1,malignant
5.226595,7.205845,3.691813,10.165749,3,10,8.29747,7.273007,1,malignant
2.704553,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.067535,1,1,1,2,1,1,3.326463,1,benign
1,1,1,2,2,1,6.925314,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.080333,2.309087,3.271662,1,1,2.710801,2,6.165412,1,benign
4.700482,10.344003,9.741659,10.001867,7.235935,10,7.697731,10,9.717005,malignant
4,1,1,1,1,3.64603,3,1,1,benign
4,1,1,1,2,10,1,1,1,benign
8.529832,7.551157,11.332347,5.886123,10.313294,8.437045,7.396509,2.108034,1,malignant
2.502555,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,2.504852,1,benign
2.830246,4.075022,5.421969,10.66503,7.094783,10,8.471594,5.016021,1,benign
1,1,4.039597,1,1,1,1,1,1,benign
9.746789,8.15284,9.668371,10.14544,9.051949,10,3,2.970286,5.405708,malignant
5.380497,1,1,1,2,1,3,1,3,benign
5.065689,1,1,1,2,1,4.916324,1,1,benign
5.667331,1,1,1,2,1,3,1,1,benign
5.496413,2.430356,3.902652,1,3,10,4.217001,10,9.184613,malignant
5.005388,1,1,1,2,1,1,1,1,benign
8.995837,4.102201,4.224563,8.571852,3,10,3,4.671681,9.364889,malignant
2.313361,1,1,1,2,1,2,3.537737,1,benign
5.106732,4.325795,6.370948,10.206167,10.097663,10,5.695605,8.452554,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,6.47265,2,1,1,benign
3.1341,1,1,1,1,1,3,1,1,benign
1,7.906882,2,2,9.363473,1,4.131226,4.526033,1,benign
1,1,1,1,2,1,2,4.440837,1,benign
2.539318,1,1,1,2,1,1,1,1,benign
2.366777,1,1,1,2,10,2,1,1,benign
1,1,1,1,2,1,2,1.915508,1,benign
1.961036,1,1,1,2,1,2,1,1,benign
5.285884,1,1,1,2,2.928227,1,1,1,benign
2.712491,1,1,1,2,1,2,1,1,benign
5.218515,1,1,1,2,1,2,1,1,benign
2.757949,1,1,2,2,1,3,7.76879,1,benign
9.521177,4.187205,6.655699,3.962736,3.814574,10,8.173555,4.890136,10.353841,malignant
5.132905,5.735647,6.2979,3.185119,4.589896,7.355971,3,10,1,malignant
5.009527,10.448112,9.410267,9.831483,4.119468,10,4.121272,2.053927,3.392812,malignant
9.589672,2.120817,6.299825,1,3,3.666229,3,1,1,malignant
9.5007,7.851172,5.878971,2,4.808923,10,3.52337,10,1,malignant
9.858356,5.568943,9.815181,3.458826,4.559488,6.900483,7.652677,1,2,malignant
4.45365,9.892269,4.671097,9.760196,3,10,7.251938,5.15156,1,malignant
2.529052,1,1,1,2,1,1,1,1,benign
2.878047,1,1,1,2,1,3,1,1,benign
2.728915,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.756299,1,1,2,2,2.382602,2,1,1,benign
2.395164,2.258379,1,1,4.447501,1,2,1,1,benign
1,1,4.108266,1,2,1,1,1,1,benign
9.585017,1,2,1,2,1,5.59613,5.920853,1,malignant
2.829005,1,1,1,2,1,2,1,1,benign
7.795347,4.406721,5.453496,7.073744,3,2.266001,2,6.59812,3,malignant
4,9.809573,10.215962,6.26615,5.114233,8.358487,3,8.318193,3,malignant
9.378022,2.949935,3.028179,1,8.730945,1,4.565428,8.469689,1,malignant
4.645095,2.878213,3.082303,1,2,1,4.426284,1,1,benign
5.159257,2.694673,9.569064,5.290788,3,6.637292,7.050779,5.252811,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.33655,5.048116,6.421782,3.191531,4.343591,10,5.962366,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.200129,3.048203,2,1,4.251879,1,2,2.597054,1,benign
2.926166,1,1,1,2,1,1,1,1,benign
5.560615,5.968713,1,9.898636,4.421555,10,3,7.920357,1,malignant
5.356851,5.597629,8.664943,9.897974,3,10,3,10,9.271006,malignant
5.487746,10.094721,10.148436,9.80689,8.265322,10,7.842066,8.739852,1,malignant
4,1,1,1,2,1,1,1,1,benign
4.712664,4.529203,6.397301,9.893746,4.103338,1,7.377132,1,2,malignant
5.234911,2.741327,3.624009,1,2,1,1,6.841574,1,benign
9.343351,9.899849,10.371417,2,7.864828,10,7.54289,1,3,malignant
8.771772,6.899532,5.801915,1,4.897816,10,9.168302,10,1,malignant
2.072772,1,1,1,2,1,2,1,1,benign
8.645349,8.116114,9.636718,8.007744,3.871251,7.44711,8.550135,1,1,malignant
5.05844,2.129236,2,2.879697,2,2.799942,5.469316,1,1,benign
4,2.567763,7.239952,1,2,2.252028,7.704709,1,4.198866,malignant
3.091911,2.642106,3.07566,1,3,1,3,1,1,benign
2.426468,1,2.289316,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.698305,4.353731,5.651785,5.473002,3.732592,5.687088,7.02411,2.817185,1,malignant
9.245817,7.369811,5.622715,2,3,8.727569,3,4.388014,2,malignant
10.035653,4.531938,5.04199,9.65992,2,10,5.459561,3.706911,1,malignant
8.405762,7.36118,3.153548,9.938753,2,10,3,1,1,malignant
4,1,2,1,2,1,2,1,1,benign
2.453469,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.492653,1,1,1,2,1,2,1,1,benign
5.379598,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.462217,5.55771,6.933361,3.519144,2,6.843899,3,7.168182,1,malignant
8.64575,6.002237,2.456975,2.893592,2.678607,8.657517,5.094953,5.704649,1,malignant
9.001874,4.365092,6.441492,7.830042,7.298524,10,3.471903,2.673653,1,malignant
3.155727,1,1,1,2,1,2,1,1,benign
2.736412,3.180814,2,1,3,10,5.642679,1.795657,3,malignant
4,2.503993,2,4.149789,2,1,1,1,1,benign
8.180066,6.132734,6.75177,3.844881,6.383275,10,8.898766,10,1,malignant
5.067116,7.442635,5.477357,10.293957,3,10,4.323898,4.912484,4.222461,malignant
4.684083,4.446782,2.679157,2,2,1.35585,6.216364,2.592883,1,malignant
10.560526,9.51598,4.725485,10.086201,4.607567,10,8.259532,10,2,malignant
2.328321,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.53353,9.792113,6.85904,1,5.169448,10,7.291545,10,1,malignant
1,6.960551,6.470481,7.694554,3,7.852159,3,1,1,benign
7.989293,4.08221,1,2.475906,2,10,3.928932,7.764477,6.430133,malignant
6.390562,5.618262,3.235537,9.946555,3.57532,10,9.674279,10,1,malignant
9.053124,3.890466,6.011032,7.623026,7.622386,6.220832,5.28769,5.928495,1,malignant
6.135827,2.811123,3.707026,1,2,1,3,2.697305,1,benign
1,2.695789,3.30125,2,1,1,2,3.47364,1,benign
4,1,1,2,2,2.88237,1,1,1,benign
1,1,3.535683,1,2,1,2,1,1,benign
9.149484,3.795958,1,4.088737,2,6.45495,7.318113,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.845566,1,1,3.452416,2,1,1,1,1,benign
5.505724,1,1,1,2,7.68707,3,1,1,benign
5.619096,1,1,1,2,1,2,1,1,benign
6.645583,6.821564,3.528437,2.831754,1,6.757156,2,10,2,malignant
5.943359,1.759908,2,1,2,1,1,1,1,benign
9.538096,1,1,1,2,1,2,1,1,benign
2.655669,1,1,1,2,1,3,1,1,benign
5.505046,1,1,1,1,1,3,1,1,benign
4,1,1,2,1,1,1,1,1,benign
10.187762,9.977811,8.849793,3.280933,9.720367,6.416661,3,10,6.763985,malignant
7.255657,1,2,2,2,10,5.043536,10,1,malignant
8.904998,2.789983,10.12521,1,3.82232,9.613608,5.070137,5.7365,1,malignant
2.00411,1,1,1,2,1,2,1,1,benign
2.992747,1,1,1,2,1,2,1,1,benign
7.880321,9.980924,7.828751,2.890656,9.185185,9.742689,7.128224,2.533487,2,malignant
2.633157,1,1,1,2,1,3,1,2,benign
4,1,1,1,2,1,1,1,1,benign
2.857389,4.622602,5.7409,10.060561,7.274714,5.795811,9.056875,1,2,malignant
8.001172,1,4.129644,1,3.645129,1,8.198509,1,1,malignant
8.775124,4.817036,5.893537,10.336222,3,10,3,6.011377,1,malignant
3.377027,1,2,1,2,1,1,1,1,benign
5.170581,7.43382,6.194046,1,3,1,5.117447,8.558485,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.6455,1,1,1,2,2.193024,2,1,1,benign
6.210525,10.217605,9.691889,9.925537,6.653656,10,10.475864,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
4.996635,6.998333,5.861661,2,6.404985,8.807071,7.939776,1.555199,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.396789,2.332288,2,1,3,1,1,2.769405,1,benign
9.915091,4.596446,6.577513,3.484083,4.802507,10,7.834731,1,2,malignant
1,1,1,1,2,1,3,1,1,benign
2.82413,2.991095,4.359147,3.216936,2,1,1,1,1,benign
1,7.477374,9.274461,1,5.994426,7.8349,8.717922,7.700182,1,malignant
5.16044,1,1,1,2,1,1,1,1,benign
5.005338,7.831588,5.053721,10.393743,4.281221,10,7.989131,6.826916,6.039914,malignant
1,1,1,1,1,1,4.630392,1,1,benign
6.079404,1.74966,1,1,2,10,1,1,1,benign
8.894807,10.375446,6.929986,9.6013,6.712089,10,7.142423,9.562679,2,malignant
9.564141,6.996617,6.024458,9.4087,3,10,7.597066,5.189595,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.651608,1,1,2,2,4.49227,1,1,2,benign
10.618002,4.371905,5.455761,1,3.82007,10,3,1.925358,9.890262,malignant
8.380643,6.678544,4.223076,1,8.544633,1,8.500483,7.828005,9.447692,malignant
5.502801,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.444246,1,1,1,2,1,1,1,1,benign
4.283001,4.100429,6.947215,10.395273,8.823286,10,9.389007,1,1,malignant
1.852276,1,1,1,2,1,3,1,1,benign
5.407863,1,3.625574,1,2,1,3,1,1,benign
6.293646,9.45939,10.254124,7.07609,10.006163,1,9.328013,10,3,malignant
3.834594,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,2,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.691692,9.995546,10.201952,3.351035,9.422471,7.53198,7.935001,10,5.102397,malignant
4,1,4.099843,1,2,1,1,1,1,benign
4,2.631702,2,1,2,1,1,1,1,benign
2.882801,1,1,4.491496,2,2.983995,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.964543,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,2.712395,1,3.434148,5.05038,1,3,1,1,benign
4.643338,1.472768,1,1,2,2.888852,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.229008,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,3.622433,1,benign
5.394859,4.263949,5.273011,2.499554,3.580591,2.826646,4.82138,7.670751,1,malignant
2.546324,1,1,1,2,1,2,1,1,benign
1,3.443954,1,1,2,1,2,5.705145,1,benign
1,1,1,1,3,1.91716,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.941607,2.673364,2,1,2,1,1,1,1,benign
2.888429,2.8444,3.651412,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.54854,10.179933,10.891755,3.350778,2.132259,10,7.679007,1,1,malignant
5.084797,9.626906,9.16891,3.844499,7.421927,3.274356,5.128931,10,1,malignant
4.582747,5.373726,4.57545,7.037361,3,10,3,9.116334,6.146455,malignant
8.127714,1.849127,3.315087,3.416705,4.2502,6.876538,8.424684,7.814043,3,malignant
1,2.860901,3.535821,1,2,2.380794,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1.939306,1,1,1,2,1,3,1,1,benign
5.228102,1,1,1,1,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.567882,1,1,1,3,1,1,3.110183,1,benign
1,1,2,3.687518,2,2.650564,2,1,1,benign
9.731556,1,1,1,2,1,3,1,1,benign
4.447701,1,1,1,2,1,1,1,1,benign
9.642263,5.183355,3.738389,9.988961,8.533865,2.529522,7.497946,7.47634,2,malignant
3.282805,1,1,1,4.876545,1,1,1,1,benign
5.388718,10.223416,8.692051,9.451042,1,10,9.350065,5.9494,10.54131,malignant
4,3.739305,9.889757,2,6.90011,10,6.365161,1,3,malignant
8.844685,2.585269,5.449526,5.195994,4.631574,10,3.939103,2.380278,3.402175,malignant
5.210453,4.65167,4.229776,2,3.943578,3.631962,2,8.601651,2,malignant
4.868395,10.036804,8.252845,5.384672,6.840919,10,7.030102,1.764931,2,malignant
2.929444,7.884518,2,9.364667,4.335895,10,4.866741,7.686068,9.152698,malignant
5.252486,1,1,1,2,1,2,1,1,benign
1,1,2,1,3,1,2,1,1,benign
2.3845,1,1,1,2,1,2,1,1,benign
3.839441,1,2,1,2,1,3,2.627953,3,benign
1,1,1,1,2,1,3,1,1,benign
7.518851,3.246492,2,1,8.609925,1.750298,9.312062,1,1,malignant
5.475363,1,1,1,2,1,1,1,1,benign
9.120446,10.380383,8.184288,10.013735,3,10,4.929962,5.537681,2,malignant
2.905357,1,1,1,2,1,2,2.311025,1,benign
1,1,1,1,2,1,1,2.718535,1,benign
1,2.145078,2,3.732279,3,1,1,7.57615,1,benign
5.468662,9.378779,9.785658,2.85709,5.415852,5.914606,5.830099,9.516464,2,malignant
2.579929,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.988515,2.229521,1,1,2,1,1,1,1,benign
4,3.877961,9.317137,2.829774,10.219093,10,3.670775,7.514406,3,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.696031,1,1,3.971642,2,1,3,1,1,benign
2.581579,1,1,1,2,1,1,1,1,benign
5.343279,7.976579,9.249586,4.485104,2,10,6.564532,4.555881,3,malignant
10.012722,7.123398,7.881159,3.968446,3.753782,10,5.47127,10,1,malignant
2.381711,1,1,1,2,1,1,1,1,benign
10.879283,4.613007,6.108968,5.193253,3,1,2.872669,2.480278,3,malignant
7.456108,9.904414,9.869999,2.902855,4.830992,9.149922,3.738171,10,9.810561,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,4.97489,1,1,2,1,1,benign
1,1,2,2,1,3.814996,1,1,1,benign
4,4.308425,9.164447,2,8.886549,10,4.958579,7.242683,3,malignant
5.289861,9.944665,8.700989,7.614992,8.272241,10,8.682576,7.646251,3,malignant
4,2.182148,2,4.958515,4.553476,1,2,1,1,benign
8.48054,4.214065,5.671113,1,3,6.077987,4.860006,1,1,malignant
1.735942,1,1,1,1,6.336788,2,1,1,benign
3.138747,2.351914,2,2,5.012556,1,1,5.736144,1,benign
5.43227,1,1,1,2,1,2,1,1,benign
5.116708,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,5.739756,3,1,1,benign
5.299127,1,1,1,2,1,3,1,1,benign
3.34652,2.031423,3.752257,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.998855,4.449055,4.32005,4.593022,2,5.20325,3.983514,7.649568,1,malignant
5.183006,7.690856,8.985922,3.455316,6.90995,7.074115,7.20733,5.057059,1,malignant
5.658471,1,1,1,2,8.211294,1,1,1,benign
3.777952,3.376052,3.433857,1,3,10,3,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.312556,2.991897,1,5.057225,4.101829,10,2,1,1,benign
1,1,1,1,1,7.220896,3,1,1,benign
3.174265,7.213741,6.501158,1,10.351678,1,3.987351,8.226118,1,benign
4,1,1,1,2,1,3,1,1,benign
2.649816,1,1,1,2,1,3,1.949288,1,benign
1,9.64917,6.476835,7.671228,1,3.225389,2,6.486353,1,benign
1.977424,1,1,1,3,1,3,1,1,benign
9.263186,5.650479,6.11624,3.635695,6.930861,6.372177,10.302433,10,1,malignant
5.756115,9.867953,1,9.743341,8.307813,0.920075,9.884638,10,3.745202,malignant
5.000804,1,1,2,1,2.951722,9.165295,7.633355,8.418728,malignant
5.369739,2.963797,1,2,7.013735,1,4.145483,1,1,benign
10.151277,4.700783,6.452641,2,8.500203,10,3,3.33992,1,malignant
3.078951,7.517639,6.191894,1,4.450046,1,3.819092,3.9365,2,malignant
4.855278,1,2,1,2,1,2,1,1,benign
4.641842,4.689296,7.533486,6.683936,5.012763,10,2,1.921854,1,malignant
9.419943,2.228961,2,1,2,4.824827,1,1,1,benign
8.95911,5.921257,9.076793,2,9.181979,4.804102,7.407164,8.654184,1,malignant
5.474998,2.898294,3.55197,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.273632,1,1,1,2,2.507664,3,2.420238,1,benign
9.452694,2.56895,3.361597,2,3,2.474889,3,7.057819,3,malignant
4.152271,1,1,3.550768,2,3.402968,1,1,1,benign
6.694381,1,2,1,4.507798,3.584295,4.817348,7.688606,1,malignant
1,3.41854,2,2,2,2.608629,8.645058,1,1,benign
5.906891,1,1,1,2,1,3,1,1,benign
10.738135,2.581242,7.661204,4.038219,2,5.730725,2,5.94883,1,malignant
3.544054,1,1,1,2,1,2,1,1,benign
3.436433,1,1,1,2,1,2,1,1,benign
3.059218,2.504132,1,9.628429,1,1.440848,3,2.491119,1,benign
4,1,1,1,1,1,3,1,1,benign
2.393679,3.990479,6.279003,9.862905,3,10,4.989604,2.596509,1,malignant
9.827237,3.751147,6.176082,1,3,10,6.42156,2.245625,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.932963,10.413843,8.981775,10.02273,3.023995,1,8.054005,10,3,malignant
3.33144,1,1,2,2,1,2,1,1,benign
5.738078,3.840163,3.172412,10.328339,5.604613,10,4.623136,10,1,malignant
1,1,1,1,3,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,4.928832,6.507983,5.929253,3.462527,5.629337,2,4.755754,1,malignant
2.351885,1,1,1,2,6.593621,3,1,1,benign
3.184953,1,1,1,1,1,1,1,1,benign
4.230703,1,1,1,2,1,4.748596,1,1,benign
9.511905,7.376567,6.338163,9.842193,3,10,3,7.915889,1,malignant
1,1,1,1,1,1,3,1,1,benign
9.480356,9.933934,10.672302,9.745511,7.94371,10,10.040284,1,1,malignant
5.168487,9.516797,8.791333,10.035113,4.746032,10,3,10,1,malignant
5.136365,9.70008,9.72083,8.103419,3.652531,10,4.84078,2.458873,1,malignant
7.879338,8.310081,4.696778,2.868496,5.035122,7.167525,7.74904,1.877896,1,malignant
3.114137,1,2,1,2,1,3,1,1,benign
2.608729,2.198388,1,1,2,1,2,1,1,benign
6.607385,9.777783,9.918736,4.739078,3,4.926387,4.294842,10,1,malignant
5.279606,8.206266,6.325927,6.17709,3,10,3,10,1,malignant
5.165524,1,1,1,4.244612,1,1,1,1,benign
5.376466,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.371462,1.807366,6.241822,2,3,6.857728,4.209016,8.003501,1,malignant
2.6309,1,1,1,2,1,1,1,1,benign
2.322195,2.436463,1,1,2,1,1,3.763506,1,benign
4.922929,2.717019,2,3.099063,4.710677,7.422782,3,6.266277,6.881217,malignant
1,1,1,1,2,1,3,2.450149,5.38649,benign
3.514444,1,3.612582,1,3,1,2,1,1,benign
7.055599,4.38787,6.030243,1,3,3.528341,5.455665,5.897722,1,malignant
2.355002,2.443781,2,1,3,2.071125,3,1,1,benign
8.003402,7.075154,9.98699,2,4.359862,10,9.144431,5.440672,2,malignant
1,1,1,1,2,1,1,1,2,benign
1,1.750869,1,1,2,1.966925,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.914884,1,1,4.373391,2,1,1,1,1,benign
2.631215,1,3.681609,1,2,1,3,1,1,benign
8.123708,3.793183,3.924569,3.118492,3,10,6.881911,8.861946,1,malignant
11.129511,5.354225,4.727143,3.207153,6.216728,10,4.719449,6.738817,1,malignant
1,1.92821,2,1,2,1,2,1,1,benign
9.548063,2.519435,2,9.552962,3,2.950032,6.37695,2.253529,6.39882,malignant
1,7.110006,6.503582,2,4.399112,10,8.191629,10,1,malignant
5.67823,1,1,1,2,2.434519,3,1,1,benign
8.926714,3.561316,2.971288,1,8.576034,1,4.251583,1,7.564063,malignant
8.831548,5.007013,2.617173,1,9.292983,8.784013,5.242323,3.502414,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.414045,6.26527,9.157514,2,4.518466,1.892653,6.044685,10,9.695742,malignant
1,1,1,1,2,3.515053,3,1,1,benign
2.746094,1,1,1,2,1,2,1,1,benign
5.285063,7.878487,8.107869,6.097846,3.790019,6.278794,5.186554,2.973664,5.823763,malignant
4.609556,1,1,1,2,1,3,1,1,benign
5.031937,1,1,1,3,1,2,1,1,benign
2.148973,9.889833,5.629335,1,4.434545,1,5.206673,8.249979,1,benign
1,1,2,1,1,1,3,1,1,benign
10.196135,1.778124,4.903997,3.266342,5.101126,2.382012,5.705855,3.319732,4.975367,malignant
8.645478,5.872044,9.240495,3.358659,3.759449,10,7.22163,1,5.732802,malignant
8.468996,4.626193,6.181509,10.351528,7.192472,10,2,1,1,malignant
4,1,2,1,1,1,2,1,1,benign
5.135946,4.628884,2,3.687467,9.125456,10,3,10,3,malignant
2.433207,1,1,1,2,1,2,1,1,benign
3.392467,1,1,1,2,1,2,1,1,benign
8.67583,10.089863,10.833034,4.026194,7.071862,10,7.36996,7.773657,1,malignant
1.664684,1,1,1,2,1,1,1,1,benign
2.247347,1,3.242888,1,2,1,1,1,1,benign
2.165038,1,1,10.367171,2,6.7491,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
9.055815,8.140184,9.522123,6.177022,3.942543,10,7.901579,5.051543,9.536327,malignant
5.492817,1,1,1,2,1,2,1,1,benign
6.157513,1.806722,5.103882,1,4.048206,1,1,1,1,benign
2.248242,1,1,1,2,1,2,1,1,benign
4.964694,1,1,1,2,1,1,1,1,benign
2.866489,3.081383,2,1,2,1,1,1,1,benign
5.92147,2.613614,7.040418,1,2,1,3,1,1,benign
8.338756,9.799269,5.976001,2.737846,7.995246,1.546179,8.87855,2.71866,8.442673,malignant
5.299486,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
4,2.337625,3.041812,1,2,1,2,2.65172,1,benign
10.495753,3.125265,6.813937,2,3,10,5.021899,10,1,malignant
2.792826,1,2.90101,1,5.030473,1,2,1,1,benign
10.369807,9.76127,8.400386,9.70408,7.965375,10,7.37038,10,2,malignant
5.410409,1,1,1,2,1,2,1,1,benign
5.310891,1,1,3.763391,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,3,1,1,benign
4,1.916256,2,2,2,1,1,1,1,benign
5.39146,1,1,1,2,1,1,2.398623,1,benign
9.334415,2.501139,5.590695,1,6.754754,4.530327,2,5.440155,1,malignant
8.774101,5.101058,2.539704,3.963605,3,8.025143,8.464888,6.574459,3,malignant
4,1,1,1,2,1,2,1,1,benign
7.702333,1,1,1,2,1,2,1,1,benign
4.684864,1,1,1,2,1,1,3.621989,1,benign
5.040646,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.570991,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.89527,1,benign
4,1,1,1,1,1,3,1,1,benign
1,3.060787,4.145956,1,2,1,2,1,1,benign
1,3.50116,2,2,2,3.737997,2,1,1,benign
5.291539,1,1,3.986199,2,1,3,2.582387,1,benign
1,3.290644,2,1,3,1,3,1,6.006715,benign
2.661251,1,1,1,2,1,2,1,1,benign
8.635104,7.97517,4.225361,9.888238,3.838468,10,7.722997,6.680077,8.540487,malignant
2.339893,1,1,1,2,1,3,1,1,benign
3.369222,1,1,3.006224,2,1,2,1,1,benign
1,1.810103,3.13961,1,3,1,1,1,1,benign
5.099889,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.133895,9.593513,6.150292,6.12509,4.93634,10,4.677783,7.496992,1,benign
3.002643,1,1,3.258177,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.915015,4.345976,7.341976,7.13226,2,3.52435,6.192726,2.674464,3,malignant
8.70711,9.730878,10.665852,9.408512,4.126597,10,8.819747,8.780623,1,malignant
1,1,1,2,2,1,1,1,1,benign
9.069178,4.071511,6.912527,3.006107,2,8.086954,8.455761,1,1,malignant
9.083859,7.256458,4.914512,2,5.226852,8.750824,7.77819,1,1,malignant
4,3.600549,2.91119,8.675267,3,6.315012,3.297747,2.704527,1,benign
4.834926,5.880269,10.568531,3.161486,3.581045,10,8.395417,8.595356,1,malignant
8.226626,3.949652,4.111421,6.18118,4.137391,1,4.43139,10,1,malignant
4,1,2,1,2,1,1,1,1,benign
2.880359,1,1,5.253391,2,1,3,1,1,benign
4,6.755875,3.378885,7.970284,5.162381,10,8.89072,1,1,malignant
6.687467,2.304208,2,2,3,3.002225,3,5.395578,2,malignant
2.853094,2.184924,2,1,2,1,3,2.313581,1,benign
8.736722,10.009965,9.311576,9.716424,7.561624,10,6.757215,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.676522,7.365149,6.632425,2,8.344465,10,5.052209,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.147089,1,1,1,1,1,2,1,1,benign
4.622509,1,1,2,2,1,2,1,1,benign
4,10.295431,8.028103,6.650902,4.612189,5.152414,8.15217,5.193063,1,malignant
8.350423,3.945484,5.721693,1,3,10,5.113539,8.224419,2,malignant
1,1,1,1,2,1,1,1,1,benign
3.298503,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.866541,5.685972,5.880582,9.252193,8.627894,1,7.123427,1,8.540523,malignant
8.001563,6.925541,3.499138,4.108181,9.092923,10,9.184252,10,1,malignant
5.986205,1,1,2,2,10,3,1,2,benign
1,1,1,1,2,1,3,1,1,benign
1,7.474781,6.167957,2.94108,3,2.180836,3,3.05154,1,malignant
1,1,1,1,4.932333,1,1,2.531589,1,benign
5.378008,1,1,1,4.816188,1,1,1,1,malignant
1,2.396218,1,2,2,1,1,1,1,benign
2.538928,1,1,1,2,1,2,1,1,benign
9.399561,7.316642,6.516099,3.429602,3,1,7.131254,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,2.302423,4.942303,1,2,1,1,benign
5.136231,1,1,2,1,2.331705,2,1,1,benign
10.917594,9.983061,9.038595,5.56832,8.426633,10,7.727509,10,3,malignant
5.306649,1,2.857939,1,2,1,1,2.684263,1,benign
6.10061,1,1,1,2,1,2,1,1,benign
2.603079,1,2,1,2,1,2,1,1,benign
4.848261,1,1,1,2,1,1,1,1,benign
4,1,1,3.188465,2,1,1,1,1,benign
4,1,2.844579,1,2,2.017484,2,1,1,benign
5.375833,1,1,1,2,1,2,1,1,benign
3.886554,1,1,1,1,1,2,1,1,benign
10.878445,10.02836,4.189418,9.62233,8.105179,10,7.086366,10,1,malignant
1,1,2,1,3.809274,1,1,2.527548,1,benign
2.526173,9.780686,8.606773,3.048082,6.830401,10,7.371939,10,7.078992,malignant
1,1,1,4.011124,1,1,1,1,1,benign
1,1,1,1,2,1,3,2.983165,1,benign
1,1,1,3.15975,2,1,1,1,1,benign
2.316691,6.791629,2.689563,3.180072,4.700516,10,9.141866,7.312572,9.378161,malignant
7.858417,6.990476,5.092191,9.904162,7.203194,3.841334,8.498347,7.721254,1,malignant
1,2.719183,5.319833,2,3,1,1,1,3,benign
8.578643,4.247811,4.572838,3.14196,3.638339,11.647436,8.662585,10,3,malignant
4,1,2.623391,1,2,1,2,1,1,benign
4.626057,1,2,1,2,1,3,1,1,benign
8.021078,7.257217,8.715364,9.679715,6.417985,10,4.808016,5.613782,2,malignant
8.710098,6.869731,10.293352,2,4.042763,4.698224,7.92587,1,1,malignant
1,1,1,1,3,1,3,2.346279,1,benign
9.694976,4.726796,6.058197,10.596771,3,10,8.448406,5.01605,5.643734,malignant
8.158839,2.187719,3.498585,3.274571,2,1,7.848472,1,1,malignant
4.815371,1,1,3.306318,2,1,1,1,1,benign
2.689911,1,3.218055,1,2,1,1,1,1,benign
7.695968,4.215996,9.848328,6.890389,3,10,5.284232,3.121984,3,malignant
2.254412,3.41495,1,1,2,8.44834,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.25575,1,1,1,4.903986,1,3,1,1,benign
1,1,1,1,2,1,5.068577,1,1,benign
8.135539,7.573294,8.6628,6.130646,5.948059,7.649594,7.747119,5.063321,1,malignant
5.592852,1,1,1,2,1,2,2.254118,1,benign
4,1,1,1,2,1,1,1,1,benign
4.899703,9.611985,9.102548,8.400161,7.807146,10,5.139541,1,1,malignant
1,1,1,1,2,1.710527,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.668906,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
5.029356,10.316085,9.445321,2,7.107681,2.837053,6.09464,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.450644,1,1,1,2,6.832076,1,1,1,benign
2.128905,1,1,4.113874,1,1,3,2.831196,1,benign
9.506658,2.614098,2.434707,1,2,1,3,1,1,malignant
1,1,1,1,2,2.670128,1,1,1,benign
5.113811,1.630835,4.605259,1,4.489777,3.060453,7.059235,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.668156,9.690654,8.720337,10.135765,7.336011,10,9.328574,1,2,malignant
7.505508,9.556548,9.203247,6.181147,4.71463,6.031505,2,2.631871,1,malignant
4.924955,1,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,4.53255,1,1,benign
4.48376,1,1,3.556397,4.462514,10,9.458469,5.406027,1,malignant
9.798787,5.39928,5.352889,7.515659,6.341655,8.603169,5.28647,2.154747,1,malignant
10.527203,3.807277,6.279665,6.652055,4.189208,10,4.792045,2.439023,2,malignant
8.583197,10.687262,8.751388,4.908761,6.632196,10,6.85049,5.146015,1,malignant
1.904076,1,1,1,2,1,2,1,1,benign
2.528323,1.392286,1,1,2,1,2,1,2,benign
3.127595,1,3.273527,1,2,1,2,1,2,benign
2.912875,1,1,1,2,1,2,1,1,benign
2.968226,1,1,1,2,1,2,1,1,benign
9.861643,3.905252,3.910372,10.028151,3.941632,10,7.178625,1,1,malignant
5.067154,4.288633,6.768117,2,2,10,8.737352,2.045692,2,malignant
2.480124,9.746067,9.507173,10.123532,8.748711,10,3.557976,10,3,malignant
4.918585,1,1,1,2,1,1,1,1,benign
4.949175,10.075429,7.755749,10.000016,8.36735,10,6.701765,10,1,malignant
3.197575,2.334588,2,2,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,2,benign
5.065751,5.022962,3.57381,1,5.144389,1,4.286207,5.869335,2,malignant
8.080979,7.822464,6.670621,6.361245,3.10239,4.959851,8.338059,5.383818,2,malignant
5.083788,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,2.018043,1,1,1,1,1,1,1,benign
1,1,1,1,1,4.063041,2,1,1,benign
2.852183,1,1,3.748031,2,1,3,1,1,benign
4,1,1,1,2,10,6.147779,6.192841,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,2.368,1,benign
3.318786,1,1,1,2,1,1,2.911673,1,benign
3.623305,1,1,1,2,1,2,1,1,benign
5.540273,6.387422,10.155488,8.693238,5.282544,10,2,9.299522,1,malignant
10.784926,8.298139,3.533713,2.948352,7.330819,10,5.013228,1,1,malignant
10.501052,4.85937,7.860795,3.106693,4.941082,10,4.536166,5.277169,2,malignant
1,1,3.600101,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.409389,1,1,1,2,1,3,1,1,benign
1,1.778018,1,1,3,1,2,2.094801,1,benign
7.577999,2.205385,2.897691,1,3,10,5.333061,2.615394,1,malignant
5.867293,2.354689,2.926915,1,4.148407,2.508934,4.626294,1,1,malignant
2.556916,6.734175,7.391695,2.530828,5.807183,5.040149,7.351403,10,4.966046,malignant
4,1,2,2,2,2.559366,1,1,1,benign
2.866755,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.440158,2.540784,8.73983,2,3,2.850994,7.855727,10,1,malignant
4,2.424702,2,1,3,1,1,3.143553,1,benign
10.036968,6.748623,3.049949,9.637691,8.101227,10,6.89574,8.433098,1,malignant
2.167662,1,1,1,2,1,3,1,1,benign
1,4.283371,3.484711,2,3,1,3,8.913077,1,benign
2.734003,7.237773,3.886807,4.639349,8.625884,3.964298,5.600529,5.964935,1,malignant
9.668583,9.844076,10.463195,9.341834,4.675316,1,1,7.325617,1,malignant
10.266831,2.713222,2.872005,2.756591,3.301511,7.887038,6.88657,8.350039,1,malignant
1,1,1,1,2,5.203312,2,1,1,benign
8.58577,4.612709,3.268852,9.552812,3,4.745123,2,6.54235,2,malignant
3.226568,1,1,1,2,1,3,1,1,benign
6.067627,1,2,1,2,1,2,1,1,benign
5.860541,1,1,1,2,1,2,1,1,benign
5.510519,4.703961,4.093053,3.752286,8.433849,1.341675,3,2.824457,1,malignant
4.998131,10.138833,8.213658,9.706103,5.564825,10,7.139351,6.198129,1,malignant
9.807132,1,1,1,2,1,3,1,2,benign
5.178955,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.601168,1,1,1,2,1,2,1,1,benign
3.259041,2.417599,1,1,1,1,1,1,1,benign
2.976482,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.554109,2,1,2,1,2,1,1,benign
7.850827,9.603718,9.86717,10.150724,4.368874,10,9.595679,10,1,malignant
7.610191,6.200166,6.529072,3.01096,2,10,7.711858,1,1,malignant
8.389749,7.814702,9.446223,7.598619,4.287881,10,7.662971,8.245763,2,malignant
2.808347,10.257055,5.217005,7.766989,8.739352,10,7.219269,10,10.836341,malignant
4,1,1,1,2,8.272956,3,1,1,benign
10.782934,4.477036,6.287934,2.766046,7.149639,10,3.959347,2.513518,2,malignant
1,1,1,1,2,1,3,1,1,benign
2.866926,1,3.157875,1,2,2.678501,2,1,1,benign
1,9.940066,6.060109,6.389125,6.669434,7.158067,6.873934,8.418087,5.075249,malignant
8.486182,9.758484,9.309356,6.948729,8.23685,6.273547,6.195299,7.397759,6.308769,malignant
8.369537,4.158711,5.695934,7.933506,2,6.942873,9.016855,4.633935,1,malignant
5.505092,4.854337,5.703599,2,3,1,8.009001,1,5.855269,malignant
10.459926,10.280679,8.294973,7.432107,5.571493,10,3,10,8.120155,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,3.769836,9.847596,3.161259,8.38106,7.544743,5.114786,5.338153,2,malignant
5.432874,6.293139,5.532058,9.31494,4.84103,3.269801,8.477331,5.623639,3,malignant
10.019581,9.556039,8.010639,8.023875,9.057254,10,5.657342,7.193609,1,malignant
1.913595,1,2.974818,1,2,1,1,1,1,benign
2.774909,1,1,1,2,1,1,1,1,benign
8.282729,8.855212,8.568206,9.733737,6.989666,1,8.615938,3.443958,2,malignant
1,1,1,1,1,1,2,1,1,benign
8.872104,7.1817,7.776086,3.476539,4.294714,6.477267,4.520015,8.849281,4.088969,malignant
1,1,1,1,1,1,1,1,1,benign
4.874341,1,1,1,2,1,2,1,1,benign
4.888287,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.2413,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.877519,7.069263,10.075235,6.447024,4.73864,10.094838,4.072069,8.169568,2,malignant
3.440494,1,1,1,2,1,3,1,1,benign
3.102377,3.43838,9.989929,1,12.790419,1,3,2.395352,4.881394,malignant
2.030933,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,1,2.433986,1,benign
9.809088,9.9372,6.391858,1,9.608124,1,8.977848,6.888712,3,malignant
2.812802,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.868411,1.601442,4.467117,1,5.392413,0.677365,5.506189,1,5.267855,malignant
1,1,1,1,2,1,3,1,1,benign
10.415334,7.716622,9.597474,3.424827,4.099393,10,8.954886,1,3,malignant
9.737758,3.652802,2.732551,2.734096,3,10,5.590502,2.579384,1,malignant
9.578138,3.960791,6.569149,1,2,10,2,2.80499,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.443814,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.426733,1,1,1,2,1,2,1,1,benign
4.602712,1,1,1,2,1,3,1,1,benign
10.053733,10.011265,9.745396,4.0813,9.614327,2.972768,8.540901,10,1,malignant
2.577339,2.385812,3.18149,1,4.306893,1,7.67031,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.948076,4.746671,7.131131,6.089881,3.784467,3.650637,5.507931,6.136684,1,malignant
4.658315,10.172161,9.051868,5.543405,6.455076,1,4.97146,10,9.195962,malignant
4,9.684953,1,4.972652,3,4.703881,7.484603,6.711012,1,malignant
3.059181,2.17046,1,1,2,1,2,2.877425,1,benign
1,4.251627,2,2,7.116697,1,2,1,1,benign
8.443482,10.16972,8.623072,3.173504,8.551765,8.306947,7.807363,10,11.157822,malignant
9.62527,4.130903,3.237388,3.271568,3.811275,10,5.135087,2.623976,4.561654,malignant
1,1,1,1,2,1,3,1,1,benign
9.82712,7.223042,2.091338,1,4.270407,10,2,4.685263,4.210424,malignant
7.591654,4.551716,4.135068,10.263286,7.248248,10,2,7.514621,1,malignant
2.243493,1,1,1,2,1,3,1,1,benign
4.83752,9.593826,9.262792,9.229864,8.036964,10,4.487297,1,3,malignant
4.963542,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.538385,2,1,2,1,4.113831,1,1,benign
5.606334,1,3.406438,1,2,1,2,1,1,benign
1,1,1,3.722545,1,1,2,1,1,benign
2.314601,2.928968,1,2.273773,2,1,3,3.37033,1,benign
1,2.275189,1,3.530624,2,1,3,1,1,benign
5.115732,7.06803,3.650348,6.015191,4.378395,3.201139,5.704899,10,3,malignant
2.784673,1,1,1,2,1,1,2.626324,1,benign
5.03416,1,1,1,2,7.248458,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
2.627351,1,1,1,1,2.452037,1,1,1,benign
2.915052,1,1,1,2,1,1,1,1,benign
5.145556,7.220912,5.263568,7.590519,8.087553,10,7.939246,4.100973,1,malignant
5.371128,9.581343,3.962551,9.789094,6.705708,2.890645,3,5.28149,1,malignant
4,1,1,1,2,1,3,1,1,benign
7.358985,7.011913,8.595686,2,4.800684,3.411467,4.365376,10,1,malignant
3.870632,1,1,1,2,10,3,1,1,benign
4.765537,2.401259,1,1,3,1,1,10.700432,1,benign
4.783269,1,1,1,2,1,3,1,1,benign
1,4.435936,5.932829,10.102981,3,10,9.498706,5.138283,3,malignant
5.828587,10.167329,9.772383,9.93107,5.652075,10,7.076918,10,1,malignant
3.79164,1,1,2,2,1,2,1,1,benign
5.08695,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.1389,1,1,1,2,1,1,1,1,benign
9.154202,8.033892,8.692669,6.307985,4.39402,10,8.320268,8.621422,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,2,benign
2.612873,1,1,1,3,1,1,1,1,benign
4,5.00069,2.989476,9.380527,10.231762,6.680432,7.176327,3.564774,1,malignant
4.752096,4.528342,5.642087,9.826969,2,1,8.737941,10,1,malignant
2.753776,3.893746,2,3.557085,2,1,2,1,1,benign
2.748411,1.887701,1,2.927044,1,6.897625,2,1,2,benign
6.045472,1,1,1,2,1,2,1,1,benign
3.12743,1,1,1,2,2.9986,3,1,1,benign
5.952105,3.929789,5.605696,1,3,3.380064,4.382224,2.266212,1,malignant
5.603323,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,7.87716,1,benign
4.969847,9.685312,9.602491,6.777273,6.944635,10,9.028713,2.732058,3.325857,malignant
2.610714,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.675459,1,2,1,3,1,1,benign
9.734636,5.903814,5.390878,3.199253,7.780625,2.420578,3,9.558046,10.166879,malignant
4,1,1,1,2,1,2,1,1,benign
8.026027,3.333523,2,2,3,10,5.181254,1,3.72001,malignant
5.233095,1,1,1,2,1,2,1,1,benign
4,1,6.06414,3.31691,1,1,3.349512,1,1,benign
2.153535,1,1,1,2,1,3,1,1,benign
5.099257,2.905405,5.08278,2.720183,5.064319,10,3,6.910311,8.051307,malignant
8.980696,7.839528,5.403887,2,8.875917,10,4.653922,1,1,malignant
5.284968,1.891302,1,1,2,1,3,1,1,benign
9.394142,5.797022,6.186467,3.0523,3,10,6.048054,4.397159,1,malignant
2.510797,2.10551,3.307895,2.54007,2,1,1,5.457198,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,3.317324,2,2,1,3,7.794588,1,benign
4.508006,1,1,1,2,1,3,1,1,benign
4.868574,2.933119,1,1,2,1.965562,1,1,1,benign
5.175864,7.167254,3.914265,6.532998,5.33828,10,8.61341,1,2,malignant
7.148555,9.465421,3.135896,8.308768,8.215781,10,4.82335,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.434671,7.095666,4.851768,9.919462,3,10,2,3.807205,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.28791,4.159714,6.838686,6.737815,2,10,8.24007,5.322787,3,malignant
8.388459,1,2,1,2,1,1,1,1,benign
1.696755,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.666319,1,1,3.314214,2,1,2,2.61462,1,benign
5.166333,9.405673,8.870745,4.153935,8.164969,4.371088,2,2.798808,1,malignant
3.459583,1,1,1,4.483632,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.317291,1,1,1,2,1,3,1,1,benign
5.720621,4.797857,6.282922,6.31619,3,7.95655,3.789857,1,1,malignant
3.460642,1,1,1,2,1,2,1,1,benign
5.653273,1,1,1,2,1,3,1,1,benign
7.392963,1.958263,6.543855,1,2,1.231191,2,7.29022,1,malignant
1,3.539305,3.800561,1,9.194714,1,2,3.014103,1,benign
6.180731,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.686026,5.127839,2,2,3,10,6.120198,10,1,malignant
7.864702,7.615851,10.503376,2.0799,8.282028,10,9.353557,8.639009,1,malignant
5.299994,4.313922,9.708524,2,3,1,6.528299,8.584027,1,benign
4.217837,3.186338,5.536907,1,3,4.166187,5.272479,10,1,malignant
2.274,1,1,1,2,5.245181,1,1,1,benign
6.735949,2.986734,2,1,8.350739,1,7.984336,7.898904,1,malignant
2.639856,1,1,1,3,1,3,3.340378,1,benign
3.688671,1,1,1,2,1,3,1,1,benign
1,1.592689,2,1,2,1,1,1.456793,1,benign
2.268184,1,1,1,2,1,2,1,1,benign
4.48487,1,1,1,2,1,3,1,1,benign
8.396171,6.463818,5.574326,2,4.155487,10,7.019761,3.771056,1,malignant
1,2.741935,2,2,1,1,3,2.267635,1,benign
1,6.292888,5.919941,5.282839,3.328025,3.117803,2,5.590287,1,benign
2.75333,1,1,1,2,1,1,1,1,benign
2.867735,1,3.820728,1,1,1,3,4.603937,1,benign
9.278206,9.796679,11.310786,10.028691,10.107972,10,8.78085,1,5.568226,malignant
2.865031,3.181716,2,2,7.966951,2.548227,1,1,1,benign
4.957646,9.710963,6.074543,2,8.960611,7.078755,8.642416,2.28498,2,malignant
8.763726,4.446876,5.846568,5.064502,3,4.349161,6.119987,1,1,malignant
1,1,1,1,2,3.384357,1,2.948397,1,benign
9.952382,7.552014,8.329126,9.873846,2,10,4.620453,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.685034,6.774379,3.310256,3.309555,9.65338,6.450352,3,2.484556,2.729253,malignant
1,1,1,1,2,1,2,1,1,benign
2.349439,1,1,1,2,1,3,1,1,benign
2.386788,1,1,1,2,1,1,1,1,benign
8.040061,3.818727,5.408248,1,3.579551,10,1,1,7.769059,malignant
8.783036,10.140923,8.171281,6.210281,5.21879,4.747483,7.62467,10,2,malignant
4.878376,1,1,1,2,1,3,1,1,benign
2.47079,1,1,1,1,1,2,1,1,benign
4.929495,1,1,3.617216,2,1,1,1,1,benign
1,1,1,2,2,2.218634,1,1,1,benign
4,1,1,2,1,1,2,1,2,benign
2.403649,1,1,1,2,1,1,1,1,benign
4.756068,7.862591,9.967887,5.968801,6.318833,10,3,10,1,malignant
8.937784,9.479448,8.825491,2.54699,4.505001,10,8.828361,10,1,malignant
10.544969,2.532563,2.299321,1,3.726088,1,5.063541,5.151665,1,malignant
10.020836,9.77863,10.094934,8.443026,7.843327,10,7.996793,10,4.913873,malignant
7.109878,7.074697,2.630749,10.172539,7.418379,10,8.937914,10,1,malignant
2.855164,1,2,1,2,1,2,1,1,benign
8.07888,10.078253,1,10.068972,9.071713,10,7.443852,8.179684,1,malignant
4,4.075878,1,6.92717,8.219558,10,4.799326,3.330911,1,benign
2.497262,2.978004,3.469872,1,2,2.678857,3,1,1,benign
2.26945,2.080536,1,1,2,1,1,1.8039,1,benign
9.338444,9.898357,9.253222,3.392362,5.335319,4.797474,7.40884,10,3,malignant
8.611137,1,1,1,3.949002,3.114421,3.972845,5.819472,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.683077,1,3.049377,2,4.759654,5.920493,6.502273,8.917666,1,malignant
4,2.65353,3.110764,2,8.442442,6.320328,1,8.101311,1,malignant
2.475822,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.781486,1,1,2,3,1,3,1,1,benign
8.841236,4.330075,6.425106,5.614336,4.372385,10,5.008323,1,1,malignant
5.543656,3.040195,1,2,2,1,2,8.51231,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.110546,1,1,1,1,1,2.698394,1,benign
1,1,1,3.55625,2,5.753189,2,1,1,benign
1.971139,1,1,1,1,1,2,1,1,benign
6.066782,1,1,1,2,1,1,1,1,benign
5.285616,1,1,1,2,1,3,1.840052,1,benign
5.69641,1,3.43766,1,2,2.002069,3,1,1,benign
4.962672,1,1,1,2,1,3,1,1,benign
2.324124,1,1,1,1,1,1,1,1,benign
5.389126,9.830596,9.898985,9.86169,11.558151,1,7.933572,10,1,malignant
3.655959,4.953189,2.894118,9.424509,4.842078,7.203706,3,2.952159,1,malignant
9.265808,5.139723,6.147719,10.123854,3,10,9.107952,4.809719,2,malignant
1,1,1,1,3,1,2,1,1,benign
5.080887,9.424382,6.110735,9.913072,4.818257,10,6.579771,10,1,malignant
8.059922,5.04485,5.183617,3.834225,6.53894,9.228761,3,1,1,malignant
4,9.793215,8.770229,2,8.292785,4.051757,7.880314,2.139908,1,malignant
1,1,3.81101,1,2,1,2,1,1,benign
4,1,2,1,3.876008,1,1,1,1,benign
2.022424,1,1,1,2,1,1,1,1,benign
2.441253,1,1,1,2,1,1,1,1,benign
2.892513,1,1,1,2,1,3,1,1,benign
8.007702,7.82862,7.706355,6.222386,11.063846,10,8.298383,4.991448,6.212355,malignant
1,10.269866,2,9.867718,3.648525,10,8.639195,10,1,malignant
9.306032,10.301198,10.52488,9.81493,9.714294,10,7.71513,10,1,malignant
9.724635,10.05716,9.343303,3.928964,6.819306,10,3,8.3832,2,malignant
5.175361,1,1,1,2,1,2,1,1,benign
1,1,1,3.320766,2,1,2,1,1,benign
8.533151,10.102179,9.693001,3.078722,2,10,4.824886,4.57483,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.869162,1,2.892496,1,benign
5.027951,4.500783,3.205316,1,2.740687,1,4.273234,10,3,malignant
10.887555,6.252663,4.414031,7.682782,9.614518,10,3,1,1,malignant
4,3.143352,1,2,2,1,4.503798,1,1,benign
1,2.795884,2,7.532806,2,10,4.23696,1,1,benign
2.693628,1,3.014368,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.170015,7.545918,5.491471,9.543975,7.193412,10,9.061683,5.230579,1,malignant
2.028016,1,1,1,2,1,3,1,1,benign
2.231222,1,1,1,2,6.330399,3,1,1,benign
9.491491,7.626675,2.818516,5.402412,3.941239,10,7.672909,4.95651,1,malignant
7.800519,10.133022,8.496636,9.971412,9.575218,10,3,10,5.707044,malignant
9.988031,9.64764,8.651246,10.165727,7.652603,1.577133,7.681487,3.184612,5.372397,malignant
1,1,1,1,2,1,3,1,1,benign
5.16947,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.646297,1,1,1,2,1,3,1,1,benign
4,7.480209,7.538107,10.131995,3,2.561356,5.560635,5.110374,1,benign
4.526261,1,2,1,4.62146,1,1,1,1,benign
2.159459,4.971842,3.005974,6.249241,2,10,3.97607,2.292533,1,malignant
4,3.235656,3.625206,3.396279,1,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.326106,1,1,1,1,1,3,1,1,benign
4.812224,3.775733,3.877382,2.689888,7.812854,1,2,1,1,benign
4,2.134619,2,1,3,1,3,5.080045,1,benign
4,5.193243,1,6.994772,1,8.551129,8.252669,2.159936,1,benign
8.711856,5.608849,8.77846,6.231289,3.975566,10,6.777724,1,1,malignant
2.41549,1,1,1,2,1,1,1,1,benign
5.653519,2.682486,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.049852,7.675092,10.202778,3.408273,6.176452,10,3,8.707676,7.443354,malignant
2.909109,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,3.365441,2,1,1,benign
4,9.780323,1,6.412883,5.940358,10,8.257339,8.501585,1,malignant
2.697719,1,1,1,2,1,3,1,1,benign
2.301542,1,1,1,2,1,2,2.878106,1,benign
2.991494,1,1,1,3,1,2,1,1,benign
1,1,3.984999,1,2,1,3,1,1,benign
2.686074,1,1,1,2,1,2,1,1,benign
3.785105,1,1,4.153475,2,1,3,1,1,benign
1,5.031657,1,1,1,1,8.435926,1,1,benign
9.192371,5.088182,5.289342,9.645278,3,10,7.792379,1,2,malignant
4,1.614508,3.743224,2,2,1,1,1,1,benign
2.260437,1,1,1,2,1,3,1,1,benign
3.281885,6.87691,9.024916,1,3,1,7.610841,10,1,benign
4,7.808649,7.601801,9.794269,1,10,4.454691,7.512914,8.479713,malignant
10.623623,6.915654,6.694366,6.087777,9.261158,1,8.667015,7.382611,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.314326,1,1,1,2,1,2,1,1,benign
5.750685,2.109769,1,1,3,1,5.140663,1,1,benign
7.958635,10.224797,9.188192,4.748261,5.522713,5.031642,8.032771,5.147928,1,malignant
2.550743,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
4,1,1,1,2,1,1,1,1,benign
9.193904,5.03318,7.551527,1,4.191562,10,4.578707,10,1,malignant
7.268035,5.172413,10.795178,2.763245,4.73559,7.681516,7.51924,8.474745,2,malignant
8.41621,10.002433,9.12273,9.263197,3.855771,10,8.720869,10,3,malignant
2.721245,1,1,4.010243,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.082134,10.455905,8.679217,10.123449,8.449605,10,6.992677,10,3,malignant
1,1,1,1,2,1,2,1.830752,1,benign
5.475133,2.254162,9.421644,1,3,2.796468,7.940561,5.045199,1,malignant
2.48666,1,2,1,2,1,2,1,5.057529,benign
9.322017,6.954818,4.88133,6.862466,5.039123,2.654266,10.251846,10,1,malignant
5.354668,10.377963,10.542616,3.919932,3.665449,7.159128,6.625828,10,1,malignant
7.665859,6.389155,7.56861,5.026846,4.539282,10,6.345513,7.617682,1,malignant
2.628793,9.591274,10.120397,1,3,1.119487,7.0682,10,2,malignant
1,1,1,3.60101,2,3.004144,1,1,1,benign
8.602206,7.574474,10.217484,5.577869,6.277708,6.347412,7.782148,4.141355,2,malignant
2.663783,1,3.700343,1,2,1,2,1,1,benign
7.312349,6.293028,3.168348,1,4.820651,2.51375,4.121004,7.434995,4.861815,malignant
6.602758,10.135836,9.884182,1,3.978375,7.731799,3,3.36946,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.467484,2.737123,6.776791,2,3,4.461678,2,2.506432,1,malignant
5.628765,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
10.081697,9.886959,10.076297,9.734674,9.041958,10,6.479774,2.973238,3,malignant
9.09554,4.662125,5.973129,3.301118,5.340241,3.080038,4.547968,10,5.359268,malignant
5.297145,2.571575,3.632566,6.315474,10.820637,3.494464,1,4.625659,9.394317,malignant
2.899755,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.80968,4.897376,5.617798,3.507164,6.515393,10,3,8.284498,1,malignant
8.648703,9.586545,9.23879,1,9.263829,10,7.082009,10,1,malignant
4.789914,9.542199,9.349836,3.454182,3,3.847258,7.583361,10,1,malignant
1,2.587397,1,2.946277,2,2.067231,3,2.523692,1,benign
5.715728,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.812208,7.217964,9.567881,2,3,3.13637,9.451959,8.019887,1,malignant
5.717479,4.871021,8.280615,7.040044,6.143993,1.669779,4.650649,3.015027,1,malignant
9.051217,9.731891,9.885567,1,8.166493,2.560733,8.267059,7.948759,1,malignant
8.179773,2.686786,2,1,4.05233,10,8.934653,5.049519,1,malignant
2.298002,1,2,1,1,1,1,1,1,benign
8.026974,6.199352,6.279117,2,3,1.551784,8.334426,7.58408,1,malignant
1.994002,1,2,1,2,1,3,1,1,benign
4.781438,1,1,1,2,6.537203,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
1,1,3.183332,3.97799,2,1,1,1,1,benign
4.715872,1.936096,3.483903,4.925549,3,10,4.896588,5.326157,1,malignant
2.649428,1,1,1,2,1,1,1,1,benign
8.51832,7.507729,2,9.799883,3.928724,10,7.396618,10,1,malignant
5.515633,7.421483,9.360957,6.340791,4.595597,10,4.366048,4.622001,1,malignant
1,1,1,1,2,2.264664,1,1,9.536213,benign
10.180674,4.829717,6.069997,10.05661,4.717639,10,7.603427,7.60333,1,malignant
9.39808,10.119414,10.005351,9.678608,11.068936,10,7.333554,2.106107,3,malignant
4,1,1,1,2,1,1,1,1,benign
4,6.300641,6.196313,7.115776,4.776196,2.519913,7.484462,1,9.173741,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.72778,7.064449,6.190968,2,2,10,5.145006,1,3,malignant
5.110552,5.099225,4.146355,2.901683,1,10,7.461624,1.655611,1,malignant
2.450638,2.983708,2.764156,2.951871,2,6.349914,2,6.251966,9.822864,malignant
5.7489,1,1,3.520583,2,1,2,1,1,benign
4,2.319614,2,1,1,1,2,2.440854,1,benign
1,1,1,2,2,1,3,1,1,benign
5.440755,1,1,2,2,1,2,1,1,benign
9.85068,6.085588,9.491024,2,8.744317,10,9.01808,7.236161,1,malignant
8.161351,9.632482,8.320581,10.174091,5.51684,3.657041,8.742655,2.231114,1,malignant
7.717749,4.62417,2,10.271432,3,1,3,5.103829,1,malignant
5.298473,7.774294,8.907688,3.616178,5.416015,5.154694,8.998382,8.28147,5.878156,malignant
4,1,1,1,1,1,1,1,1,benign
3.299457,1,1,1,2,1,3,1,1,benign
2.127958,10.07247,9.121569,5.069112,8.656653,10,7.251002,10,6.00115,malignant
8.414158,10.070345,9.898568,10.11797,5.188744,3.077359,6.004182,7.873617,1,malignant
5.524524,1,1,2,2,1,1,1,1,benign
1,3.16825,3.39598,1,3,1,3,1,1,benign
2.940471,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,5.497368,1,1,1.771259,1,benign
6.971122,3.02097,3.046046,1,6.528212,2.338005,8.179327,3.910105,3,malignant
1,2.362064,2,2,2,1,2,1,1,benign
1,1,2,1,1,1,1,1,1,benign
2.996869,1,2,1,2,1,3,1,1,benign
5.631583,3.030531,1,1,2,1,1,2.004735,1,benign
3.196395,1,1,1,2,1,1,1,1,benign
5.802146,7.018356,8.598829,7.439948,6.126398,2.928816,4.878559,10,1,malignant
10.857207,9.711459,2,3.850987,4.003547,10,8.725633,2.441066,2,malignant
1,2.834198,1,9.907976,2,1,2,1,1,benign
1,1,2,2.371988,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.229694,4.940417,7.0867,6.217924,5.132153,10,7.863936,1,1,malignant
4,2.587254,3.238975,1,2,2.88833,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.319239,1,1,1,2,1,1,1,1,benign
2.429782,1,1,1,2,1,3,1,1,benign
2.536684,1,1,1,2,1,2,1,1,benign
4.885348,1,1,1,2,1,3,1,1,benign
9.068888,7.599127,6.441045,6.129423,3,8.003741,4.364501,7.282927,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.776556,1,1,1,2,1,3,1,1,benign
4.978551,1,1,1,2,9.815394,2,1,1,benign
8.859606,6.208953,5.377648,9.84103,6.238325,10,8.44644,8.431317,2,malignant
1,2.623954,3.096466,5.839698,2,1,7.111112,1,1,benign
4,1,1,1,2,1,2,1,1,benign
11.178707,10.189109,8.928531,2,7.360633,10,6.248104,2.575215,1,malignant
3.090452,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.594139,1,1,1,3,1,2,1,1,benign
4.994887,1,1,1,2,1,3,1,1,benign
5.224899,4.078026,3.303928,9.321767,6.95013,10,5.209298,5.212329,1,malignant
2.636601,1,1,1,2,1,1,1,1,benign
1,1,5.62957,1,2,1,1,1,1,benign
1,1,4.362835,1,2,1,3,1,1,benign
5.462765,5.746393,8.405835,6.62097,7.265761,10,3.838375,6.800352,1,malignant
5.304484,1,4.485348,2,2,1,2,1,1,benign
8.447602,5.188954,5.807948,6.554066,5.786342,10,7.350888,2.505338,2,malignant
5.231732,7.267769,8.878115,6.60475,3.316735,10,9.664167,1,1,malignant
2.148043,1,1,1,2,1,3,1,1,benign
8.403701,2.862684,3.287451,10.194271,2,10,3,1,1,malignant
10.105176,10.229928,10.350736,6.68432,7.667547,10,6.475412,10,2,malignant
1,2.669486,2.887276,1,3,1,1,1,1,benign
1,1,2,2,3,1,1,1,1,benign
4,2.910536,2,1,2,1,1,7.702997,1,benign
4.874498,1,1,2,2,1,2,1,1,benign
3.585074,1,1,1,2,1,1,1,1,benign
1,9.816672,10.359569,5.859096,2,1,5.855608,8.29661,1,benign
3.395107,1,1,1,2,1,2,1,1,benign
6.307028,1.945811,3.717333,5.161311,5.203724,3.554194,3,10,1,malignant
1,1,1,1,2,1,3,3.032336,1,benign
4,1,1,1,2,1,1,1,1,benign
1.960596,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,2,2,2,1,1,1,1,benign
2.666094,1,1,1,2,1,1,2.702057,1,benign
4,1,2,1,2,1,2,1,1,benign
1.968156,1,2,1,2,1,2,1,1,benign
4,1,1,1,3,1,2,1.055623,1,benign
2.703253,1,1,1,2,1,2,1,1,benign
8.724045,7.459567,8.611046,9.763939,3,2.429609,6.144706,10,1,malignant
2.342614,2.956438,3.804747,2,5.7642,10,9.095891,1,1,malignant
9.57568,4.594625,5.944411,6.69491,3,1,3,6.835287,1,malignant
3.492729,1,1,1,2,1,1,1,1,benign
3.11921,4.250824,3.739946,2.977373,9.124133,7.500503,3,2.681787,1,benign
1,3.305998,2,1,3,1,1,1,1,benign
1.944066,1,1,1,2,2.050257,3,1,1,benign
9.384535,9.448551,8.686833,2.742548,10.559694,10,8.45704,10,4.491697,malignant
2.545779,1,3.904551,1,2,1,1,1,1,benign
1,2.615547,2.987425,1,2,1,1,1,9.237475,benign
1,2.148846,2,1,2,7.770836,4.887475,3.990717,1,benign
8.942402,9.584119,8.036635,9.632421,10.145518,10,7.023736,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1.372674,1,1,1,2,1,2,1,1,benign
2.880351,1,1,2,2,1,3,1,1,benign
1,1,4.037834,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.329633,3.225422,1,6.956544,3,1,6.883693,2.014427,1,benign
9.46149,10.119166,10.942164,9.64613,10.63551,8.627798,7.863915,6.931091,3,malignant
4,2.493428,2.224753,3.682429,4.284945,10,3,2.766039,1,malignant
3.108623,1,1,1,3,1,2,1,1,benign
5.421473,3.047395,6.141941,3.882702,6.297145,6.457127,2,5.096186,1,malignant
5.096212,1,1,1,1,1,1,1,1,benign
4,1.715411,3.784046,1,4.095495,1,8.489934,2.302928,1,benign
1,1,1,1,2,1,2,1,1,benign
3.373414,2.168724,2,2,2,2.455939,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,10.070074,benign
4,1,1,1,5.702635,1,2,3.141651,1,benign
4.392753,2.193607,2,1,2,1,1,2.817218,1,benign
9.145304,4.728992,6.896659,2.584359,3,10,7.025744,2.605495,1,malignant
2.611657,1,2,1,2,1,2,1,1,benign
5.24384,4.762348,3.032838,2.685116,3,1,2,1,1,benign
1,5.584724,5.361071,1,8.766072,1,3,8.541619,1,benign
5.094445,1,1,1,2,1,3,1.72901,1,benign
2.639387,1,1,1,2,1,2,1,1,benign
2.969857,1.84498,2,1,2,1,5.660056,2.848067,1,benign
5.455263,9.873041,2,6.649868,6.421611,10,4.244991,10,3,malignant
9.253044,6.87655,10.635083,9.555734,5.021951,10,3,10,3,malignant
8.617421,4.179009,4.778488,9.614166,8.841479,10,6.065249,4.275808,2,malignant
7.230904,4.400555,6.890615,5.723497,2,2.436758,3,1,3,malignant
5.110254,2.209199,2,1,7.007425,3.151297,4.819301,1,1,malignant
5.167024,6.988747,9.859206,6.687442,3,4.97187,3.309305,5.839797,1,malignant
2.879347,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,9.885124,3.610991,3.746476,8.285551,6.42809,7.741412,2.632242,1,benign
9.786874,10.249174,6.184354,9.43928,5.379919,10,3.561237,2.885212,4.979991,malignant
9.548974,9.816186,4.979858,6.553097,9.458806,1,8.209945,10,5.608168,malignant
2.676409,1,1,1,1,1,1,1,8.164964,benign
4.841133,7.420758,9.843749,3.544402,4.764211,1,4.035331,5.284528,1,malignant
2.400077,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.109582,1,1,1,2,1,3,1,1,benign
2.427076,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.875456,9.694073,9.168851,9.330239,8.203755,10,7.368889,1,1,malignant
4,4.50511,3.265169,6.99302,3,10,3,7.085873,1,benign
2.498114,1,1,1,2,1,1,1,1,benign
4.782557,1,2,1,2,1,2,1,1,benign
5.290508,7.349391,8.952905,5.776843,4.748449,1,9.402595,1,3,malignant
2.082702,1,1,1,2,1,2,1,1,benign
10.117134,10.145987,10.302798,3.089515,3,10,4.706942,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
2.733874,1,1,3.342325,2,1,3,1,1,benign
5.761446,2.340148,1,1,4.678002,10,3,1,1,malignant
2.939377,2.240722,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,4.728507,2,1,1,benign
4.564189,9.964052,9.065219,3.8391,6.681784,7.398108,5.854142,1,3,malignant
2.406318,1,1,1,2,3.021675,1,1,1,benign
1.393054,1,1,1,2,1,3,1,1,benign
5.547155,1,1,1,3,10,2,1,1,benign
2.372536,1,1,1,2,1,1,1,1,benign
1,1,1,2.981766,2,1,1,1,1,benign
5.363817,2.656194,1,1,3.950086,1,1,2.300124,1,benign
4,1,1,1,2,1,1,1,1,benign
5.401618,1,1,1,2,1,3,1,1,benign
4.422201,1,1,1,2,1,1,1,1,benign
5.658374,10.416892,9.235703,9.618382,9.643786,10,7.611233,1.743584,2,malignant
9.546525,1.564416,3.793796,3.985401,3.55354,10,4.024098,1,1,malignant
4.720962,4.371258,3.528028,9.921802,9.840826,10,7.423921,10,1,malignant
7.568459,1,1,5.383097,2,10,2,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
9.406618,4.653546,5.925127,10.380747,5.010422,10,4.790523,1,9.96435,malignant
1,1,1,1,2,1,2,1,1,benign
8.289182,4.958321,6.002208,5.961648,2,10,7.912271,1,2,malignant
2.781637,4.683305,6.121103,5.353927,1,5.132491,7.672696,2.316683,1,malignant
7.462315,2.322589,2.822619,2,2,10,4.389252,1,8.220398,malignant
1,1,1,2.938716,2,3.142405,1,1,1,benign
9.143955,9.92979,10.549835,3.066361,6.284784,10,6.862767,3.64081,3.980401,malignant
1,1,1,2,2,1.72434,1,1,1,benign
2.802335,7.884057,6.398767,2,4.759668,10,7.342767,8.076648,7.658693,malignant
5.381285,3.558665,5.881115,2,3.916175,1.391476,5.301715,2.029099,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.488445,1,1,2,2,1,1,1,1,benign
5.49189,4.663398,6.741899,5.906978,7.391608,8.646582,4.028268,10,3.090601,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,2,benign
1,2.146628,2,3.55959,2,1,1,1,1,benign
3.050625,1,1,1,2,1,1,1,1,benign
2.189432,1,2,1,1,1,2,1,1,benign
10.110499,4.790113,5.817126,7.391975,4.569304,10,4.340877,1,3,malignant
7.142642,4.832662,4.243872,7.730326,4.479507,10,4.109637,1,9.215835,malignant
10.227917,9.915379,5.916513,5.492174,4.11844,1,2,8.875514,1,malignant
5.370708,1,1,1,2,1,2,7.392542,1,benign
8.976308,6.019938,10.453987,9.763735,3,10,4.924064,4.897344,1,malignant
2.797045,1,1,2,2,1,2,1,1,benign
5.190034,1,1,1,2,1,3,1,2,benign
1,1,1,4.209716,2,1,2,1,1,benign
4.562214,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
9.62921,6.213513,7.112737,6.805834,6.308008,1.745573,4.545088,1,1,malignant
1,5.616346,2,8.660079,2,1,8.42181,4.585517,1,benign
2.557427,1,1,1,2,3.401578,3,1,1,benign
4.754858,3.74072,6.247074,3.868377,3,9.373995,7.240797,8.821275,1,malignant
2.836463,1,1,3.867083,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,10.003216,10.113264,2.963478,4.080702,3.514107,8.42903,10,1,malignant
9.518059,2.519161,5.178848,1,3,10,3.992943,4.048665,1,malignant
5.384563,3.876181,5.490699,1,9.008688,7.386197,8.611706,1,5.466206,malignant
1,10.238873,7.32147,2,1,1,3,2.786074,1,benign
9.461751,8.075043,9.394839,7.376482,4.63326,2.02106,7.708336,10,1,malignant
5.429325,6.000655,10.444348,5.969892,3.895193,10,8.163317,7.551204,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
5.274166,1,1,1,2,1,3,1,1,benign
8.470699,9.997119,4.844916,3.319478,8.929871,3.626531,8.758962,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.754572,2.368834,2,7.801194,2,9.303258,2,2.885213,4.201816,benign
2.608155,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.157281,4.194719,5.347714,9.538774,4.053733,10,8.377625,3.06611,1,malignant
1,1,1,6.5761,2,5.864033,3,1,1,benign
4,1,1,1,2,7.472934,2,1,1,benign
4,1,1,4.359792,2,1,3,1,1,benign
7.739284,2.364852,4.777803,1,3,2.595809,5.765314,5.968452,1,malignant
4.836897,4.270623,10.882228,1,4.821642,10,8.318238,2.972897,2,malignant
7.92433,3.217151,3.535341,2,3,10,8.117552,2.544189,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.799336,1,1,1,2,1,3,1,1,benign
9.203031,7.476054,3.345904,3.244057,3,3.980443,3.447536,10,1,malignant
1,3.052738,3.435142,1,2,1,2,1,1,benign
3.127248,2.334098,2,7.596293,2,10,1,2.331393,1,benign
1,1,1,1,2,1,1,1,1,benign
6.265982,10.317341,10.114141,3.856221,6.553347,2.111248,8.338254,10,1,malignant
6.122757,3.254813,3.519915,1,3,7.114257,3,1,3,malignant
9.711804,6.789811,9.767068,2.454137,3,10,4.192119,6.061087,1,malignant
8.66964,2.64388,8.873915,3.698548,4.301742,10,5.28872,8.40574,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.459449,1,1,1,2,1,3,1,1,benign
7.734961,4.747355,6.365488,1,3,10,7.867816,2.047133,9.21385,malignant
5.670728,4.099043,7.192675,9.977178,3.800666,10,4.779326,2.981316,9.840323,malignant
4,4.342487,2.613324,1,8.522312,1,2,2.575069,1,benign
8.87087,6.635927,6.871418,5.097647,4.634471,8.628829,4.051692,5.979296,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.384885,4.297882,4.138698,9.383894,3,2.714502,7.380035,4.566244,1,malignant
5.747983,1,1,1,2,1,1,1,1,benign
2.378691,7.329547,8.58751,7.302125,2,4.487023,4.687996,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.932701,1,1,1,2,1,1,1,4.808437,benign
7.190967,9.731861,9.649153,9.928245,8.885365,10,5.912669,2.355441,2,malignant
9.947091,3.86283,4.516152,3.728509,3,9.13682,7.871452,1,3,malignant
8.245788,4.932773,5.967407,10.656223,5.721032,10,3,7.059492,2,malignant
9.638222,2.15045,2,3.700736,3,4.335899,4.5459,4.927522,6.622518,malignant
3.628117,1,1,1,2,1,3,1,1,benign
4.706715,1,1,1,2,1,1,1,1,benign
5.65268,1,1,1,2,1,1,1,1,benign
2.002192,2.461623,1,3.540872,2,1,2,2.750886,1,benign
4.945119,2.397321,3.232999,3.771195,2,2.278072,5.006569,8.431418,9.273551,malignant
1,1,1,1,2,1,1,1,1,benign
2.753628,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.528194,3.368003,3.104866,1,4.691694,3.035178,3,5.889248,1,malignant
6.272325,9.476898,7.741469,3.423388,3,7.87285,5.690494,10,1,malignant
2.962157,1,1,1,2,1,3,1,1,benign
2.344067,1,1,1,2,1,2,1,1,benign
4.429212,1,1,1,2,1,2,1,1,benign
5.181458,3.263983,2.575572,1,4.122732,1,2,1,1,benign
9.340263,4.381347,4.995476,6.304964,4.544847,2.769584,10.81461,3.997294,3,malignant
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.014263,6.09278,7.213873,10.073049,4.510586,7.810934,8.882841,3.83429,9.015513,malignant
5.56287,1,1,1,2,2.906946,3,1,1,benign
1,2.201023,2,3.960326,3,1,1,3.570021,1,benign
7.259968,2.0327,3.153855,1,3,3.881131,3,2.166485,1,malignant
9.679178,10.028967,11.293432,7.73942,10.23403,10,8.767079,10,9.551373,malignant
4,3.434713,1,1,5.209331,1,3,1,1,benign
4,3.042591,4.274547,3.827377,2,1,7.631064,3.591464,1,benign
1,3.194193,3.958964,1,3,1,2,3.279726,1,benign
5.171766,1,1,1,2,1,3,1,1,benign
1,1,4.015978,2,2,2.644057,3,2.63889,1,benign
9.183375,4.819667,9.655652,2,7.996551,3.078852,9.002371,1,8.000776,malignant
3.308469,1,1,1,2,1,3,1,1,benign
4.991785,9.739871,9.637065,1,7.852139,2.123175,3,4.58382,2,malignant
5.566322,9.568266,4.020588,6.94589,4.708445,3.894298,6.820108,10,1,malignant
1,2.489136,2,2,1,1,2,1,1,benign
1,5.077546,5.395109,6.900354,3,10,3,7.247774,1,benign
5.30256,5.843298,6.012118,1,4.864687,3.466448,5.357909,1,3,malignant
1,1.951497,2,3.201464,2,1,3,1,1,benign
9.365247,7.885905,10.006156,3.633163,4.71212,10,8.4983,10,1,malignant
7.452251,5.267215,1.995136,1,2,2.690561,9.731824,5.206872,3,malignant
1,1,3.154078,1,2,1,1,1,1,benign
9.394171,6.607466,2,7.257387,3.519399,10,8.888671,7.858877,3,malignant
9.719773,2.370207,3.120001,3.238083,3,10,1,2.086676,1,malignant
2.812013,1,1,1,2,1,3,1,1,benign
1.944352,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.049328,2.042324,2.700915,1,4.044936,1,3,6.237061,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.498577,1,2,6.402317,1,5.992562,3,1,1,benign
10.798201,4.673845,7.483169,9.800815,3.977285,10,6.876573,2.171234,3.519216,malignant
5.38392,4.859658,4.903303,3.337218,3,10,8.364786,6.862119,3.163562,malignant
5.227684,1,1,1,2,1,2,1,1,benign
2.459513,1,1,1,2,2.055677,2,2.602706,1,benign
4,1,2,1,3,1,1,1,1,benign
7.495302,7.337489,9.328336,5.74974,7.738094,10,4.861641,1,1,malignant
4,1,1,1,2,1,1,1,2,benign
1,2.459237,2,1,3,1,7.151362,1,1,benign
5.286085,10.028132,2.845985,2,11.358389,7.35943,3,10,1,malignant
2.622721,1,1,1,2,1,1,1,1,benign
3.710858,2.643162,2,1,3,1,1,1,1,benign
2.719467,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.898539,4.60104,5.493994,2,7.384861,10,4.768236,1,4.863688,malignant
1,1,2,1,1,1,1,1,1,benign
1.686976,1,1,1,2,1,2,5.073982,1,benign
3.14572,10.319537,8.839395,2,5.959874,3.085672,9.284064,1,1,malignant
5.147242,4.075651,8.793304,2,3,10,5.465505,1,2,malignant
2.396357,1,1,1,2,1,1,1,1,benign
3.357037,10.239992,9.017299,7.627153,7.353868,10,8.518937,6.463745,8.944072,malignant
1.892012,4.423825,6.054014,3.46569,9.263739,4.956962,8.479542,5.202947,2,malignant
3.025418,1,1,1,2,2.29712,3,1,1,benign
1.832269,3.509588,2.881794,2,5.238439,5.921661,8.775844,6.049726,1,benign
1,3.026937,1,1,2,1,3,5.739093,1,benign
4,1,1,1,2,1,2,1,1,benign
9.081847,8.960954,9.794285,2.641174,10.44805,8.541717,8.708763,2.86458,2,malignant
8.403906,1,3.138415,6.353311,2,1,8.405282,1,3,malignant
1,3.076628,4.397738,1,2,1,2,2.22445,1,benign
2.016783,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.785867,2.39756,2,2.392557,2,1,1,1,1,benign
2.420052,7.465698,4.465784,1,6.700581,1,3,4.978602,1,benign
9.825871,9.786061,8.965938,9.671467,6.764764,8.420568,9.633144,4.951885,1,malignant
3.743499,1,1,1,2,1.788184,3,1,1,benign
1,1,1,4.367612,2,1,3,1,1,benign
2.916706,1,1,2.931169,2,1,2,1,1,benign
2.177211,1,2,1,2,2.567453,1,1,1,benign
4.631032,4.486085,9.797116,10.290732,3,10,4.085395,2.956309,1,malignant
3.171045,7.592636,6.633179,3.986269,7.108414,1,3.437642,8.622256,1,benign
8.282779,10.00568,9.867594,3.54461,8.679717,6.687884,5.600825,10,1,malignant
1.948445,2.9283,3.492955,1,3,1,2,2.575671,1,benign
4.95892,1,1,1,2,1,2,10,1,malignant
4,3.309574,2,2,2,1,1,7.28012,1,benign
9.887813,2.593496,2,10.048935,6.743956,10,3,6.434473,1,malignant
8.50882,10.447712,10.823856,4.788805,9.35986,10,4.336306,10,1,malignant
5.165122,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,3,1,1,benign
3.584136,2.174754,1,1,2,1,2,2.888028,1,benign
4.727446,3.851928,4.724901,9.841627,8.357652,10,7.507528,5.176197,7.215616,malignant
5.093885,8.386575,6.192366,6.492499,3,10,7.403786,1,1,malignant
10.270492,4.738869,6.01036,6.162667,7.398466,1,8.843048,4.563544,8.130979,malignant
9.384501,4.425388,3.48451,3.402917,9.289393,6.077348,4.120621,4.458633,1,malignant
5.008956,2.496584,1,1,1,1,1,1,1,benign
4,10.159373,9.913361,7.246148,6.460529,10,7.148811,8.000531,1,malignant
5.491007,2.692696,6.7509,4.066566,2,1,1,1,1,benign
4.879971,5.969226,9.653239,5.13339,4.652234,10,9.022127,10,1,malignant
3.607888,7.093665,6.985338,10.252326,3,6.472395,3,7.400031,1,benign
4,1,1,1,2,1,1,1,1,benign
2.382965,1,1,1,2,1,2,1,1,benign
7.939279,2.909799,3.544437,5.910523,3,10,3,3.135556,1,malignant
1.967848,1,2.756183,1,2,1,1,1,1,benign
7.872691,9.410008,7.907734,7.184062,7.120601,10,4.42173,7.322955,9.398381,malignant
4.915825,1,1,1,1,3.769595,1,1,1,benign
8.252037,6.540117,5.967074,2,8.854091,5.100549,6.896958,7.152512,1,malignant
4.913814,2.830036,2,1,2,1,1,1,1,benign
4,1,1,2,1,1,2,1,1,benign
3.171976,1,1,1,2,1,3,1,1,benign
5.325582,3.577449,4.366859,3.686601,2,1,3,10,1,benign
2.413579,1,1,1,2,1,3,1,1,benign
2.078411,1,1,1,2,1,1,1,1,benign
4.898,1,1,3.245929,2,1,1,1,1,benign
3.117074,1,1,3.529251,2,1,3,1,1,benign
5.511695,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1.856685,1,benign
5.557935,4.414869,3.173173,2,6.654373,10,2,2.708917,1,benign
2.727335,1,2,1,2,10,1,1,1,benign
1,1,2,1,1,1,2,1,1,benign
8.400752,4.501929,6.789643,1,4.421172,1,5.198645,2.794445,1,malignant
1,2.418556,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,2,benign
3.518287,1,1,3.441171,1,3.119185,1,1,1,benign
4.778654,10.02345,10.228076,5.068989,9.429962,2.484452,3,2.390598,3,malignant
11.473083,1,1,1,2,1,2,1,1,benign
1.569663,4.941586,3.506542,4.240286,7.365904,5.388244,4.586062,1.225263,1,benign
2.554995,6.830885,9.998464,4.065287,2,2.977555,7.989755,8.363782,2,malignant
7.675446,4.238661,4.269434,1,5.906295,3.174888,3,3.835095,1,malignant
1.907669,1,3.171231,1,2,2.672413,2,1,1,benign
9.539004,9.814576,9.021838,5.010278,6.64652,7.145294,4.375223,1,2,malignant
8.584165,6.61645,9.379692,10.061969,4.319452,10,4.071863,10,9.966299,malignant
3.992834,1,1,1,2,1,2,1,1,benign
8.260316,10.125014,10.066438,9.707164,7.76731,10,3,10,1,malignant
1.924167,1,1,1,2,1,1,2.403954,1,benign
4.621687,9.999371,9.537869,9.699711,3,10,4.343069,4.019438,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.401076,8.819107,2,9.641863,8.659715,10,4.964127,1,2,malignant
2.75382,1,1,2,2,1.574911,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
3.084683,9.141351,1,5.552114,4.771918,1,3,2.626041,1,benign
5.716017,1,1,1,2,1,3,1,1,benign
2.882002,1,1,2,2,1,1,3.282719,1,benign
8.802217,7.659595,5.417479,2,4.356845,5.696255,4.89993,8.296686,3,malignant
4,1,1,1,2,1,3,7.877214,1,benign
4,1,2,1,2,1,3,1,1,benign
3.274847,1,1,1,1,1,2,1,9.00854,benign
4,1,1,1,3,1,3,2.935886,1,benign
5.388745,3.044092,1,1,3,1,2,2.83652,1,benign
1,1,1,1,2,5.244443,2,1,1,benign
2.050213,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,3,6.503963,1,1,1,benign
1,9.997369,9.170297,10.317021,3,7.306347,7.999606,2.339781,2,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.876232,4.250118,6.432031,9.471037,3,10,4.14284,2.890238,1,malignant
1,2.39208,1,1,1,1,6.819727,1,1,benign
10.393182,7.963098,3.342536,3.461449,3,8.993701,3,5.011708,1,malignant
1,1,1,1,5.020252,1,3,2.950398,3,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.135363,6.462026,4.055297,6.855378,3,10,7.564808,7.444085,1,malignant
4,1,1,1,2,1,1,1,1,benign
1.77779,1,1,1,4.392734,1,2,1,1,benign
3.102858,3.02168,1,8.710484,3,1,7.959222,1,1,benign
3.340823,2.547322,1,1,2,1,1,1,2,benign
1,1,1,1,2,1,3,1,1,benign
5.140571,1.906445,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.877561,1,1,1,2,1,3,1,1,benign
2.62828,4.774749,5.922955,1,3.893683,1,7.546468,3.022173,1,benign
3.173707,1,1,1,2,1,2,1,1,benign
9.985972,10.201853,9.914633,6.23033,5.251429,3.231499,3,10,3,malignant
1,1,2.975127,1,2,1,3,1,1,benign
7.661468,2.977152,2,1,9.191395,1.415282,4.146529,3.400083,1,malignant
2.714014,1,4.550169,5.466259,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
5.163277,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.638614,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.831612,1,1,2,2,1,3,1,1,benign
2.81665,1,1,1,2,1,3,1,1,benign
8.09603,9.638526,10.682854,8.414859,3,10,7.909855,10,1,malignant
1,1,2,1,1,2.022787,3,1,1,benign
3.322632,1,1,1,4.768276,1,2,1,1,benign
5.007411,1,1,1,2,6.800516,3,1,1,benign
7.372349,10.280032,4.045225,9.688811,6.765815,10,8.810822,10,1,malignant
5.024855,1,3.149295,3.10909,2,3.901848,1,1,1,benign
5.220048,7.619229,8.796333,5.93175,3.991596,10,6.888873,10,1,malignant
4,1,1,1,3,1,3,1,1,benign
4,9.358377,8.880257,9.469094,1,10,5.435255,10,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,3.596957,3,1,1,benign
8.332929,9.757047,11.048025,2,4.135188,4.714373,5.993247,4.915962,6.147096,malignant
4.33745,4.551009,6.884578,10.215077,4.796304,5.848724,4.949012,1,3,malignant
5.503314,1,1,1,2,1,1,1,1,benign
4,10.199181,9.856004,6.599994,5.367668,10,8.139984,8.179712,3,malignant
5.016344,6.818005,11.009992,1,4.551987,1,3,10,1,benign
4,2.563378,1,2,4.040906,2.487238,1,1.689799,1,benign
1,1,1,1,2,1,1,1,1,benign
7.793872,10.100943,10.089698,10.285874,5.220422,7.383797,8.595406,10,3.297482,malignant
4.90747,9.93467,8.76362,2.96308,8.541003,3.224485,4.361076,10,1,malignant
5.031039,1,1,1,2,1,2,1,1,benign
2.84084,1,1,1,2,1,4.567696,2.869402,1,benign
1,1,1,1,1,1,3,1,1,benign
1,9.779839,9.18758,3.570833,5.065314,5.804481,6.300518,3.388389,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.458545,8.065946,8.002391,3.244189,3,10,7.565543,10,1,malignant
4.688207,1,1,1,3,1,3,1,1,benign
5.137544,1,1,1,2,1,1,1,1,benign
4.512058,4.535245,5.869146,10.022739,3,10,4.44727,1,2,malignant
1,1,1,1,3,1,1,2.16244,1,benign
6.144017,6.360201,9.953275,3.200732,4.614498,5.840622,7.161864,10,1,malignant
10.233818,9.608456,8.035159,7.375176,3,10,3,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,2,1,1,1,1,1,benign
5.11601,4.508085,5.884762,10.079838,7.748883,1,7.699891,10,1,malignant
4.894199,1,1,1,2,1,1,1,1,benign
10.45524,7.327246,9.274538,8.402134,9.350044,10,5.602014,10,2,malignant
4,1,2.552954,1,2,1,1,1,1,benign
5.665355,3.450538,1,3.462048,2,2.408233,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.282886,1,1,1,2,1,2,1,1,benign
1,2.310294,6.278134,2.710185,2,3.126291,3,2.99167,1,benign
4.99508,7.991979,10.632398,10.340601,5.34733,10,7.881235,10,2,malignant
8.594099,9.882232,4.376579,4.859054,3.685837,10,3,8.489202,3,malignant
4,1,1,1,2,1,2,1,1,benign
7.989773,7.309804,8.875274,2,11.046831,10,8.667324,10,9.365119,malignant
3.063196,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.909067,7.10379,2.649941,5.241309,4.430295,11.083831,4.783896,6.536377,1,malignant
1.823235,1,1,3.187999,2,3.276627,1,1,1,benign
5.386542,6.088253,8.983345,7.272405,3.956873,6.907223,3,10,1,malignant
9.220685,6.367068,3.085077,3.5097,4.478397,2.623561,7.784303,7.111713,5.01355,malignant
1,1,1,1,2,1,1,1,1,benign
1.8524,1,3.859142,1,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.315295,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.868187,9.913798,9.083143,9.902116,9.620494,10,7.87044,3.063718,1,malignant
4.812463,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4,9.789343,6.415676,9.649155,9.792794,10,8.569416,10,3,malignant
5.654366,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.393984,1,1,1,2,5.769555,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,3.542469,1,3,1,2,1,1,benign
5.675546,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.502673,2.840258,2,6.321319,2,8.88642,3,1,1,benign
3.87865,1,2.827078,3.542454,2,1,1,1,1,benign
2.613656,1,1,1,2,1.267968,2,1,1,benign
11.255114,5.698626,5.780223,2,4.667442,10,3.690753,1,1,malignant
5.433903,6.631801,4.517089,4.571602,6.128564,10,8.43272,3.02243,3,malignant
1,1,1,1,2,1,1,1,1,benign
1.752518,1,1,1,2,1,3,1,1,benign
4.740078,6.477442,6.352055,2,4.265536,10,9.058718,1,3,malignant
8.465531,10.034643,9.641637,9.757307,2,4.061269,5.818666,10,1,malignant
8.732296,7.234062,4.874013,9.987295,5.200999,10,4.448236,4.664787,10.122078,malignant
5.317892,6.824993,5.374114,7.162733,9.206872,5.474219,3,1,1,malignant
8.718918,9.885944,5.395638,9.692244,3,1,8.59356,10,1,malignant
5.636166,1,2,1,2,1,2,1,1,benign
5.299929,1,1,2,1,3.576264,3,1,1,benign
3.165377,1,1,1,2,1,1,1,1,benign
2.26359,10.14569,5.609655,9.565599,4.365571,4.431841,6.752027,2.062847,1,benign
5.148175,9.502344,9.45926,3.967614,7.770794,10,7.143586,7.994361,1,malignant
6.58845,4.250968,6.092717,7.909981,2,3.051369,7.851878,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.573481,10.0107,9.235378,9.786707,3,10,6.683789,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
5.606092,9.755628,8.538716,9.556195,7.278138,10,8.038066,10,1,malignant
2.937972,1,1,1,2,1,5.344854,1,1,benign
3.284016,1,1,1,2,1,3,2.482973,1,benign
4,1,1,1,2,1,1,1,1,benign
5.693551,1,1,1,2,1,2,1,1,benign
10.532201,6.315359,6.483181,6.865301,3,1,5.058381,5.247922,8.727679,malignant
4,7.062821,9.55187,5.90943,4.967258,10,4.605555,1,1,malignant
7.503364,1.790693,3.167046,1,3,3.015648,3,5.432742,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.885976,4.102471,6.068712,9.335289,5.110643,10,7.199853,2.200338,1,malignant
4.963574,1,1,1,2,1,2,1,1,benign
5.168341,1,3.693102,1,2,1,1,1,1,benign
2.757655,1,1,1,1,1,1,1,1,benign
3.173435,1,1,2,2,1,3,1,1,benign
2.24902,1,1,1,2,1,2,1,1,benign
4.530644,3.038263,3.772348,1,2,1,2,1.379303,1,benign
8.651536,2.633491,3.078039,4.008838,4.810922,1,3,8.600125,1,malignant
5.176763,2.479815,3.498307,1,2,1,2,1,1,benign
1,1,1,4.048266,2,7.347201,1,1,1,benign
1.967675,1,1,1,2,1,1,1,1,benign
9.168603,4.192799,11.13264,1,4.138255,3.263825,2,3.476624,3,malignant
9.746051,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,6.480735,2,1,1,benign
1,1,2,2,1,1,2,1,1,benign
4.569197,1,1,7.006621,3,7.107676,3,1,1,benign
2.916978,1,1,1,2,1,1,1,2,benign
1.426246,1,1,1,2,1,1,1,1,benign
4.895524,1,1,1,2,1,1,1,1,benign
4,3.128378,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.415138,1,1,1,2,1,3,1,2,benign
5.368447,1,1,1,2,1,1,1,1,benign
1.271767,1,1,2.499703,2,2.191407,1,1,1,benign
1,1,3.045544,1,2,1,3,1,1,benign
5.917159,1,1,1,2,1,2,2.098287,1,benign
9.028497,9.913598,9.940248,6.286877,11.07682,10,8.305859,10,7.977355,malignant
2.103672,1,1,1,2,1,1,1,1,benign
5.170925,1,4.003398,1,2,2.739637,2,3.989995,1,benign
5.306198,1,1,1,2,1,1,1,1,benign
2.294836,1,1,1,2,3.674701,3,1,1,benign
11.548685,4.984036,6.646886,1,7.486152,2.274983,4.216972,5.484017,1,malignant
8.290485,9.858597,9.937993,4.557901,8.406244,10,7.591489,6.066322,4.665004,malignant
5.215585,1,1,1,2,1,2,1,1,benign
7.313066,8.331124,11.056941,1,9.924031,6.556724,8.79135,10,1,malignant
9.144916,2.885619,5.713532,2.485345,8.929473,10,8.133456,6.158702,4.990561,malignant
9.819402,5.099471,6.319568,9.848723,2,10,6.039173,7.997841,3,malignant
2.734255,4.43393,1,1,3,1,8.848985,2.471905,1,benign
2.478632,1,2,1,2,1,2,1,1,benign
8.950379,10.017292,10.933761,9.710725,3,1,3,10,1,malignant
2.300242,1,1,1,2,1,2,1,1,benign
5.213823,7.087212,3.193512,1,8.040878,1.956289,5.44686,8.491787,1,malignant
4,10.001961,6.885008,4.259195,7.336262,7.138694,7.472214,10,1,malignant
1,3.324533,2,1,3,1,6.019103,2.252251,1,benign
10.86735,4.390604,6.350178,3.786496,5.781195,8.969305,1,8.417817,3,malignant
8.573414,7.741209,3.554254,1,4.92826,1.914537,7.849125,9.292466,1,malignant
1,1,2,1,1,1,1,1,1,benign
5.325584,1,1,1,1,2.738013,1,1,1,benign
2.661654,1,1,1,2,2.076543,1,2.973032,1,benign
4,3.338185,3.56436,1,2,3.265067,4.910652,2.553549,1,malignant
5.299252,6.065238,3.657836,10.390236,6.616523,6.966031,3.67914,7.60134,9.824897,malignant
3.356817,2.218899,2,1,2,1,3,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,2.39339,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.588174,1,1,1,2,1,1,1,1,benign
4.851026,1,1,1,2,1,2,1,1,benign
7.739971,4.333132,2,1,4.897428,8.482933,3.065771,1,2,malignant
5.715199,1,1,1,8.538227,1,3,1,1,benign
1.978552,1,2,1,2,1,3,1,1,benign
2.405112,1,1,4.003651,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.729418,3.553966,2,3.927618,1,1,1,benign
4,1,1,3.0757,2,1,2,1,1,benign
5.592064,1,1,1,2,1,1,1,1,benign
10.14581,10.706538,3.126338,2.527826,3.405622,10,3,10,3,malignant
5.319102,1,1,1,2,1,1,1,1,benign
9.348708,2.624612,2,2,4.125519,10,3,4.857359,1,malignant
3.072578,4.625864,3.12319,6.721482,10.721624,10,3,7.008243,1,benign
8.728851,10.274848,9.33996,2,5.148669,5.65259,6.978431,10,1,malignant
1,9.781069,9.587425,3.110358,6.576002,3.886976,6.860177,5.018096,2,malignant
9.422365,5.057522,6.259286,9.968161,2,10,7.382145,2.613019,1,malignant
4,1,2.682742,1,2,1,1,1,1,benign
8.691387,1.905322,4.686119,1,2,2.143491,4.845602,6.460513,3,malignant
1,1,1,1,2,1,2,2.795068,1,benign
1,10.339529,2,9.999801,4.720973,1,7.671894,4.525798,1,benign
9.931037,2.996258,7.088022,3.392021,2,5.66775,3,1.948474,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.822232,1,1,1,2,1,2,1,1,benign
3.56555,1,1,1,2,1,1,1,2,benign
7.092646,3.743769,4.64917,6.217906,2,4.717881,4.572801,7.999243,1,malignant
4,1,2,1,1,1,2,7.601967,8.461277,malignant
7.131295,10.154101,4.011262,10.47517,5.433064,7.94276,6.749548,10,1,malignant
2.802756,2.511278,2.793627,3.174691,3,3.545744,6.347298,5.752116,2,malignant
3.057141,1,1,1,2,1,1,1,1,benign
1,1.922236,3.100662,1,2,1,1,1.838797,1,benign
4.666333,1,1,1,2,1,1,1,1,benign
5.269393,1,1,1,2,1,2,1,1,benign
1,1,2,2,2,1,2,1,1,benign
2.704571,1,1,1,2,1,3,1,1,benign
9.64214,6.848042,3.22283,9.62092,3,10,4.67382,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.983892,10.042817,10.163714,9.587306,3,10,3,9.633008,5.72341,malignant
5.19169,1,1,1,2,1,3,2.397706,1,benign
5.315772,9.35518,4.017146,9.855472,4.079686,1,6.849457,2.558685,1,malignant
5.036619,10.156551,9.519454,5.867179,6.666461,1.086898,1,10,5.862322,malignant
2.1892,1,1,1,2,1,1,2.739288,1,benign
9.356539,7.336373,8.605679,3.658871,4.521057,10,9.249298,10,1,malignant
4.840175,10.138861,8.570087,10.228847,9.619676,1,4.778044,10,1,malignant
5.300816,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.158645,8.476291,8.083409,7.404527,4.406959,6.90842,3.997851,10,3.906037,malignant
4,1,1,5.495899,1,6.675237,4.656427,7.542752,3,malignant
7.775753,4.154063,10.054856,7.439091,10.247731,10,7.911249,1,1,malignant
2.353531,1,1,3.499709,2,3.950792,2,1,1,benign
8.286311,4.613693,6.343621,6.962793,3,10,6.855752,5.260968,8.151454,malignant
5.091769,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,10,5.708631,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.161266,6.744998,10.993155,7.106119,7.69288,10,3,7.742232,1,malignant
5.197452,1,1,1,1,1,3,1,1,benign
4.960618,1,1,1,2,1,2,1,1,benign
5.558852,2.154449,3.522496,2.889642,4.915767,10,5.647482,1,1,malignant
5.215451,1,1,1,2,1,3,1,1,benign
3.047591,1,1,1,2,1,3,1,1,benign
8.774497,5.073309,6.576293,10.21094,2,10,4.782834,1,9.886977,malignant
8.446488,6.770005,10.097391,8.584313,3,10.347755,4.913422,4.381853,2,malignant
4,1,1,1,2,1,1,1,1,benign
8.233612,4.799241,4.09385,8.688746,8.774162,10,8.63338,5.423111,3,malignant
3.568576,2.197222,2,1,3,1,1,1,1,benign
7.444977,8.616716,9.066762,5.01791,7.66583,10,7.383253,10,1,malignant
2.658483,1,1,1,2,1,3,1,1,benign
5.3783,1,2,1,2,1,2,1,1,benign
3.249067,1,2.696083,1,2,1,2,1,1,benign
9.789047,10.224308,9.151174,9.694343,9.802268,11.119944,6.96264,10,1,malignant
4,1.904508,2,3.343047,1,1,1,2.26527,1,benign
2.926663,1,1,1,2,1,1,1,1,benign
4,1,1,4.332564,1,1,2,1,1,benign
3.025623,1,1,3.501281,2,1,1,1,1,benign
5.388435,1,1,1,2,1,2,1,1,benign
7.431889,3.95574,6.957447,2,3.73669,8.550819,4.904165,1.973767,3,malignant
5.486463,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.801328,7.429608,4.066866,7.222832,3,10,4.979361,1,1,malignant
7.740826,10.015475,10.364165,10.32467,8.782539,10,10.387876,5.359169,3,malignant
5.06733,5.430235,5.71495,6.605125,3,10,5.158573,4.950725,3,malignant
3.347917,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,3,1,2,1,1,benign
2.83739,1,2,1,1,1,3,1,1,benign
4,6.27862,5.597123,10.115065,6.901691,10,7.833673,4.47323,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.436856,6.901226,9.302678,5.365201,5.327492,5.634568,4.053805,6.801051,1,malignant
5.58585,1.413324,2,1,3,1,3,1,1,benign
5.238685,2.664461,3.780005,3.838086,3,2.20561,2,8.561772,3,malignant
9.505206,10.099779,11.074414,8.527554,7.393081,1,3,1.92758,1,malignant
9.125492,7.46889,3.954277,3.068357,6.208243,10,4.958995,1.823622,1,malignant
4,5.625912,9.778815,3.454606,4.47398,1,8.130531,7.513225,1,malignant
5.205539,6.300023,5.385661,4.806991,4.417076,1,5.014766,10,9.031876,malignant
6.16836,8.269151,4.289976,2,4.158095,10,3,7.404589,1,malignant
2.109299,1,1,1,2,1,2,1,1,benign
3.518391,1,1,1,2,1,1,1,1,benign
8.805765,7.485629,4.890044,3.124155,7.499594,2.819659,3,1,1,malignant
9.157262,4.245682,5.647056,10.049758,3,10,2,1,2,malignant
5.584569,4.927752,3.544893,6.805847,4.477804,10,4.892875,1,4.214044,malignant
2.757721,1,1,1,2,6.834686,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.924679,1,1,1,2,1,1,1,1,benign
1,4.616189,9.159196,6.468617,7.574368,5.820775,3.403211,8.261324,1,benign
10.052456,2.449423,2.919336,3.006236,3,5.733708,3,1,1,malignant
3.202814,1,1,1,2,1,1,1,1,benign
4.728372,1,1,3.145284,2,2.897175,1,1,1,benign
1,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.97636,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.014253,8.102869,5.309942,3.303098,3.951602,10,8.25635,5.286515,2,malignant
2.30159,3.681638,3.477029,3.569036,2,1,2,4.474521,1,benign
5.58683,1,1,1,2,1,3,1,1,benign
2.883817,1,1,1,2,1,2,1,1,benign
8.312485,4.988526,6.285439,9.416648,2,10,4.739095,1,9.082513,malignant
1,1,1,1,2,11.038767,3,1,1,benign
1,1,1,1,2,10,1,1,1,benign
9.905872,7.167666,5.227978,3.263641,2,10,4.284298,9.291123,9.17615,malignant
1.970958,1,1,1,2,1,3,1,1,benign
3.188925,2.46873,1,1,2,1,1,1.974828,1,benign
1,1,1,4.240021,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.011049,1,2,6.805916,1,3.332309,5.029911,2.602009,3,malignant
4,1,1,1,2,1,3,1,1,benign
10.341458,6.866687,3.420585,7.203765,6.598333,10,3,6.655185,3,malignant
4.92955,1,1,4.242898,2,3.333603,1,1,1,benign
4.93005,1,1,2,2,1,3,1,1,benign
1,4.620223,2,9.914429,2,1,2,4.319855,2,benign
4,1,1,1,1,1,3,1,1,benign
1,1,2.891017,1,2,1,3,1,1,benign
4.91322,1,1,1,2,1,1,1,1,benign
2.966823,1,1,3.216109,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.536611,5.758739,7.509772,2,7.84035,1.495183,8.661093,9.104483,3,malignant
9.330235,3.98315,2,3.523272,3,9.544557,7.520365,8.135555,1,malignant
2.750649,9.63699,9.689905,3.400011,2,2.994087,3,10,1,malignant
7.369199,2.390457,5.388041,3.646141,4.28392,6.864593,4.493737,10,3,malignant
5.270286,1,1,1,2,1,2,1,1,benign
3.071875,1,1,1,2,1,3,2.09673,1,benign
4,1,2,2,2,3.518171,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.455024,10.270781,5.367343,7.931454,6.886462,10,3,2.833487,9.908568,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,3,8.668746,3,1,1,benign
9.396543,10.004944,6.935932,4.696056,7.213191,5.055375,4.580944,10,1,malignant
4,2.754334,1,1,4.70326,1,5.027186,1,5.504048,benign
5.294726,10.057034,9.73272,6.857735,8.393254,1,1,8.366483,3,malignant
5.456358,1,1,1,2,2.409683,2,1,1,benign
4,1,2,1,1,1,2,1,1,benign
9.324378,9.871959,3.43273,3.477752,8.257974,7.518406,7.30375,8.340464,1,malignant
5.340237,1,2,1,8.585265,1,2,2.26913,1,benign
5.218719,4.37976,3.238429,4.650703,3,5.641238,7.164343,2.346589,1,malignant
7.182142,4.178367,5.472869,10.226033,9.152115,10,6.641339,1,8.466583,malignant
4,1,1,1,2,1,3,1,1,benign
5.218733,1,1,1,2,1,2,1,1,benign
4.625065,2.350296,5.280804,1,9.027113,2.881411,3,2.780009,1,malignant
10.763711,3.879315,4.781005,9.482712,3.849098,1,2,1,1,malignant
3.259501,2.42474,2,3.700721,3,1,3,4.219628,1,benign
5.031222,1,1,1,1,1,3,1,1,benign
2.18254,1,3.795352,1,1,1,2,1,1,benign
1,1,3.168285,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.454944,1,2.831769,1,2,1,2,4.693625,1,benign
8.870702,2.10299,3.190482,6.519011,3,10,5.557216,10,1,malignant
3.035635,1,1,1,2,1,1,1,1,benign
8.987441,4.889762,5.610226,10.394982,4.097339,10,5.181197,1,3,malignant
8.644146,7.21435,6.547195,6.668059,3,5.418502,7.34481,2.967515,1,malignant
1,3.581085,2.770757,1,9.401937,1,3,5.122125,1,benign
7.679672,1,1,1,3.888024,1,1,1,1,benign
1,1,1,3.140231,2,1,1,1,1,benign
5.232744,6.769212,2.613221,1,3.589755,6.987065,8.698509,6.688669,3,malignant
2.302282,1,2,1,2,1,2,1,1,benign
2.453759,2.12218,3.883453,1,1,1,3,1,1,benign
7.492938,4.121936,2,3.421943,7.296079,8.0087,4.896855,2.726594,1,malignant
2.383017,2.803696,2,1,2,1,2,5.045722,1,benign
5.055489,1,1,1,2,1,2,1,1,benign
2.297611,2.281498,1,2,3,1.509125,2,1,1,benign
4,1,4.295149,1,2,1,1,1,1,benign
3.258322,1,1,1,2,1,1,1,1,benign
2.632786,2.531071,2,1,4.100727,1,3,2.479992,1,benign
4.643581,1,1,1,2,1,3,1,1,benign
2.608978,1,1,1,1,1,1,1,1,benign
2.775675,1,3.1708,1,1,1,2,1,1,benign
5.2783,9.992217,9.370011,8.300428,3,10,4.876776,6.450059,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.811299,1,2.698287,1,2,1,3,3.215388,1,benign
7.25009,6.571267,6.783535,6.122186,4.384188,5.884224,4.4852,10,1,malignant
5.429699,1,1,1,2,1.113963,2,1,1,benign
3.043316,1,1,1,2,1,1,1,1,benign
2.981573,2.193171,4.048243,3.869047,3,1,3,1,3,benign
2.303146,3.139908,2,1,4.117515,1,2,2.361227,1,benign
7.12207,6.499101,6.381459,2,3,9.437614,6.367399,7.368966,7.714409,malignant
2.979736,10.068547,10.134023,9.868118,3.628867,10,7.532089,3.139735,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.523733,9.731372,2,5.955059,8.484904,7.01072,7.621448,8.590068,1,malignant
5.35009,1,1,2,2,1,2,1,1,benign
4,4.299993,4.85653,6.092684,8.277801,8.881912,6.653593,3.870493,1,malignant
5.70133,2.691895,3.193945,5.342192,3,10,1,3.796467,3,malignant
7.748942,2.898,5.749459,1,4.003803,10,3,7.851684,2,malignant
11.302293,6.891402,8.608468,1,6.146573,4.513259,3.787768,6.467832,2,malignant
2.028368,2.20832,1,1,2,1,2,1,1,benign
5.281129,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.774661,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,2.568526,1,benign
7.880385,8.297293,6.211119,7.040174,3,10,9.071635,1,9.908746,malignant
1,1,1,1,2,1,3,1,1,benign
4.766384,1,1,1,2,1,3,1,1,benign
4.278426,2.273746,4.432679,1,9.201494,2.337882,2,4.853887,3,malignant
1,2.598032,1,1,2,1,1,3.182015,1,benign
8.232209,4.666674,2.572252,10.013767,4.82606,10,3,7.892874,1,malignant
1,1,1,2,2,1,3,3.066325,1,benign
8.025529,7.393029,6.265192,2.658453,4.436366,10,8.860944,8.723968,2,malignant
4,1,1,1,1,1,1,1,1,benign
5.433838,1,1,1,2,1,1,1,1,benign
10.699818,10.183882,8.949946,4.718505,10.226109,2.21478,9.039113,2.56344,3,malignant
1,1,2,1,2,1,3,1,1,benign
5.855166,1,1,1,2,1,2,1.527136,1,benign
5.739268,7.383961,4.099478,4.62191,3,3.06627,3.708096,7.83335,3,malignant
3.587402,1,3.825539,3.281794,2,1,3,1,1,benign
5.083616,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4.888925,4.328212,2,9.742477,5.063597,10,7.48085,10,1,malignant
9.666587,5.091158,6.679158,6.415492,8.335928,1,3,7.35969,10.058597,malignant
4.905813,1,1,1,2,1,1,1,1,benign
7.799602,2.850889,3.772545,3.39181,6.569738,10,7.661028,3.876271,2,malignant
9.217953,5.044687,7.160199,2,2,10,2,4.874797,10.009601,malignant
6.052919,8.391663,8.525269,3.381821,7.241645,1.632846,4.119584,10,2,malignant
2.84407,1,1,2,3,1,1,1,1,benign
11.269691,7.123412,5.326571,5.001378,9.80486,10,4.006059,1,1,malignant
5.734129,1,1,1,2,1,1,1,1,benign
4,2.148053,1,1,2,7.258562,1,1,1,benign
8.401078,9.29226,9.957897,1,6.299216,1,7.281201,2.659871,1,malignant
5.400011,1,1,2,1,1,6.192496,1,1,benign
1,1,1,3.413577,2,1,3,1,1,benign
1.739527,1,1,1,2,1,2,1,1,benign
2.425151,1,1,1,2,1,1,3.016978,1,benign
7.240124,9.663316,3.6978,9.798483,4.227895,10,7.331884,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
7.106343,5.972245,6.110429,7.748421,5.919418,10,5.615515,10,1,malignant
2.788942,6.886113,2,7.804084,3,4.633322,3,8.375799,1,benign
1,1,1,1,2,1,3,1,1,benign
2.220433,3.386927,2,2,2,1,3,1,1,benign
9.531119,10.597454,9.897619,7.556344,8.691334,10,7.409169,1,3,malignant
5.303429,5.772548,3.486785,8.331262,9.071849,10,8.137935,1.998053,6.450107,malignant
8.808043,7.473605,4.692891,10.141808,5.297641,10,5.015039,6.283743,1,malignant
1,2.685967,2,1,3,1,2,6.199832,1,benign
1,1,1,1,2,1,3,1,1,benign
5.438524,1,1,1,2,1,2,1,1,benign
4.849634,10.32576,9.541916,1,8.997278,3.806541,3,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.087582,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.928574,2.964129,4.010689,1,3,3.563789,4.867562,7.4287,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.618694,1,3.638851,1,2,1,2,1,1,benign
4.689658,3.706598,6.010503,9.680037,3,10,4.8637,1,3,malignant
2.217079,1,1,1,2,1,1,1,1,benign
5.352165,1,1,1,2,1,6.980784,7.995706,1,benign
6.993969,1,1,1,2,1,1,1,1,benign
5.468074,1,1,1,3,1,1,1,1,benign
1,1,1,3.645478,2,1,3,1,1,benign
1,1,2,2.995249,2,3.195584,3,1,1,benign
9.993987,3.9137,7.285492,3.240293,2,3.365047,4.959431,9.551548,10.385596,malignant
2.805786,1,1,1,2,1,1,1,1,benign
4,1,2.840801,1,2,0.871357,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.438299,4.869374,5.794372,4.186321,2,10,3,2.813702,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.420487,10.741744,11.782128,1,7.923058,10,4.368122,4.220285,1,malignant
5.741144,1,1,1,1,1,2,1,10.024606,benign
5.386175,1,1,2,6.38012,1,1,1,1,benign
2.748276,2.741463,2.990908,1,2,2.773896,2,2.234995,1,benign
5.02092,1,1,1,2,1,3,1.931432,1,benign
4.808937,1,1,1,2,1,2,1,1,benign
4,10.160917,9.266599,3.728114,10.293765,10,8.471333,10,2,malignant
2.257465,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.184208,2,1,2,1,3,1,1,benign
9.760885,9.642906,9.300176,9.797395,8.614977,10,4.737571,2.542532,1,malignant
1.942443,1,1,1,2,1,1,1,1,benign
4.891166,1,1,1,7.157149,1,2,1,1,benign
4,1,1,1,1,1,1,1.859402,1,benign
5.76582,3.873718,7.168022,1,4.862762,1,8.022729,2.827472,2,malignant
1.571232,1,2,1,2,1,3,1,1,benign
8.258399,2.801674,3.576698,1,2,5.351582,1,10,1,malignant
5.481467,6.262503,5.886297,2.321781,7.665555,1,2,9.169516,1,benign
1,1,1,1,2,1,1,1,1,benign
10.149801,9.741997,2.968411,5.552647,7.930046,7.524115,8.387324,6.477403,9.724195,malignant
4.97563,6.348339,10.671201,10.207732,4.486398,10,8.83671,7.641143,1,malignant
2.590422,2.205523,2,1,2,1,3,1,1,benign
2.819297,1,1,1,2,1,2,2.094186,1,benign
9.15335,10.453443,9.758193,10.147437,7.860524,1,3,1,2,malignant
5.207524,1,1,1,2,1,2,1,1,benign
5.445057,1,1,1,2,1,1,1,2,benign
2.722633,7.85818,3.395218,5.159572,4.279723,3.640659,3,1,1,malignant
5.217741,1,1,1,2,1,1,1,1,benign
3.173263,1,1,1,2,5.332688,3,1,1,benign
3.35557,1.360646,1,1,3,1,2,4.679261,1,benign
1,1,1,2,2,1,2,1,1,benign
2.163841,1,1,1,2,1,3,1,1,benign
1,1,1,3.551612,2,1,3,1.998883,1,benign
4,1,1,1,2,1,2,1.69433,1,benign
4.967587,6.141791,6.116389,2,4.534711,3.338261,3,1,5.792842,malignant
1,3.159167,2,1,2,3.118537,7.942874,2.038693,1,benign
9.203015,6.294109,5.627855,6.124733,2,10,7.421346,5.004744,9.397829,malignant
1.467771,1,1,1,2,3.295322,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
5.674812,1,1,1,2,1,2,1,1,benign
8.428421,2.174747,3.27279,3.647277,3,1,8.863155,10,7.41313,malignant
4,1,1,1,2,1,2,1,1,benign
9.304838,5.214595,7.291049,2,10.567462,5.42154,4.901563,4.430946,3,malignant
5.412578,1,1,1,2,1,2,1,1,benign
2.197208,2.640998,2,1,2,1,1,2.843543,1,benign
8.896566,7.358795,3.445008,3.343041,9.63813,5.186505,2.681503,7.707696,5.851497,malignant
1.634342,1,1,1,2,1,2,1,1,benign
9.700314,9.754104,9.715954,6.628624,3,10,8.306463,10,3,malignant
4,6.952622,5.860697,4.383628,4.119326,7.516961,7.778825,10.249115,3,malignant
2.540267,1,1,1,2,1,2,1,1,benign
3.043632,1,1,1,2,1,2,3.173593,1,benign
10.171936,9.723486,9.935537,5.69954,10.447868,10,7.773158,10,5.437301,malignant
2.360955,1,1,1,2,1,3,1,1,benign
4.717697,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.089725,7.630421,5.694168,10.039129,7.92248,10,3.794105,1,1,malignant
1,6.999917,5.417988,1,7.513369,1,3,7.198003,1,benign
1,2.123327,2,4.314825,2,1,3,1,1,benign
6.170503,1,1,1,1,1,2,1,1,benign
2.754823,1,1,1,2,1,2,1,1,benign
9.276693,5.616872,9.659472,4.408539,3.777087,7.049952,8.376638,5.082789,1,malignant
2.535122,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.039429,5.856512,5.623843,6.035973,4.147328,10,8.608526,7.712456,1,malignant
4.987611,9.781727,8.732895,10.068594,4.921008,10,8.622641,10,1,malignant
8.876843,1.675226,6.261301,1,3.644074,10,3,10,1,malignant
9.587877,5.03848,4.007081,9.775796,10.998224,10,3,3.216647,2,malignant
1,8.337986,6.704501,1,2,1,6.248105,8.349279,1,benign
7.796143,8.196701,4.86685,2,6.382717,10,6.746295,4.157487,1,malignant
11.333993,5.297279,5.767961,3.789349,3.944971,6.485988,7.717814,10,1,malignant
4,1,1,3.909202,2,1,2,1,1,benign
1,2.420506,2,1,4.345473,1,3,1,1,benign
9.503055,4.438076,6.006263,6.639436,3.908002,2.418225,5.009828,3.320375,1,malignant
9.052103,3.967265,5.516926,3.534579,4.746778,5.382793,5.675459,1,1,malignant
4.935136,4.546843,10.749968,4.275751,4.07067,4.187261,5.476232,5.285204,1,malignant
9.558397,8.104293,7.874364,3.935009,4.450746,10,8.28984,10,2,malignant
8.714403,10.062815,6.542586,9.988229,9.09947,10,9.00213,4.894088,2,malignant
5.768964,2.323498,1,1,6.231303,1,5.099208,5.085316,9.224201,malignant
5.223402,1,3.911149,1,1,1,3.837309,1,1,benign
7.313509,9.584352,10.544385,1,7.674229,10,8.588771,5.69782,3,malignant
4,2.982578,2,1,3.710365,1,2,1,1,benign
4,1,1,3.899074,6.543732,4.11617,2,1,1,benign
2.761519,1,1,1,2,1,2,1.79949,1,benign
9.352683,7.772077,2.943078,7.409055,3,10,8.986636,8.677649,2,malignant
4.710309,1,1,1,2,1,3,1,1,benign
5.276406,1.97698,1,1,3,1,8.205938,1,1,benign
5.510157,1,1,1,1,1,1,2.869806,1,benign
5.413466,1,1,1,2,1,1,1,1,benign
1,1,1,3.222786,2,5.528624,2,1,1,benign
3.418894,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.462747,1,1,1,2,1,2,1,1,benign
3.190357,2.541127,1,1,2,1,2,1,1,benign
4,2.245239,2,1,3,1,2,1.834756,1,benign
5.268669,9.6321,6.062477,3.309748,8.201317,2.714837,8.634166,7.043342,1,malignant
4,3.014978,3.429131,1,8.059285,2.525823,3,3.577576,1,malignant
1,1,1,1,2,2.968775,1,1,1,benign
3.325231,1,1,1,2,1,2,1,1,benign
7.310906,6.124463,4.000603,3.976833,4.747617,10,3,7.25088,3,malignant
4,1,1,1,2,1,2,7.136964,1,benign
1,2.001033,2,2.795071,1,1,2,1,1,benign
7.931111,1.312339,2,9.744273,2,10,2,6.007786,3.908343,malignant
2.952167,1,2,1,2,1,2,1,1,benign
8.870491,3.052602,5.485629,1,2,3.290323,3.575772,6.194877,1,malignant
4.831189,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.079122,1,1,1,2,1,1,1,1,benign
2.278673,1,1,1,2,1,1,1,1,benign
4.647858,1,1,1,2,1,3,1,1,benign
4,3.127778,2.819612,2,7.441398,5.781815,8.091154,10,10.006844,malignant
8.443772,10.502002,8.805658,2,6.769433,10,6.962626,2.493117,2,malignant
7.140039,4.8021,5.748176,9.658803,2,10,6.275714,1,2,malignant
9.489238,4.890604,4.216405,1,3.583424,6.811976,4.058759,5.783188,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,6.392014,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.92371,4.101745,9.826855,3.459555,5.187223,10,4.783082,8.832465,1,malignant
8.64171,6.771485,9.303421,3.882672,6.637698,5.363049,9.284392,7.380066,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.935639,1,3.515713,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.128339,1,2,1,2,1,1,1,1,benign
3.011351,6.072431,2,7.690404,4.186411,10,7.089861,1,1,malignant
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
2.787129,1,1,1,2,1,3,1,1,benign
9.922186,3.153433,3.402091,1,2,2.918694,3,2.481413,1,malignant
2.300002,3.299168,2,2,2,1,1,1,1,benign
2.472434,9.992135,10.132892,7.010116,7.606307,10,8.700258,4.401778,1,malignant
10.103472,9.406605,8.865293,1,7.249131,8.50182,6.348487,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,5.055788,5.755586,1,2,1,7.021353,4.699694,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.184678,1,1,3.040843,2,1,3,1,3,benign
2.980803,5.81495,7.508852,3.984178,3,5.292687,4.66045,8.157701,1,malignant
5.451728,1,3.827619,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.286014,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.760494,2.316923,3.183605,2,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.856047,1,1,1,2,1,3,1,1,benign
2.407071,1,1,1,1,1,2,1,1,benign
3.069111,1,1,1,2,1,3,1,1,benign
2.493367,1,2,1,2,1,3,1,1,benign
1,1,1,1,3,1,3,3.062623,1,benign
1.761708,1.921468,3.396856,1,4.824725,1,3,1,1,benign
2.669686,1,1,1,2,1,2,1,1,benign
8.324925,5.188019,6.489315,9.648303,8.037045,7.444225,7.740421,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.097027,4.541538,2,5.939693,1,7.69279,1,3.890948,1,benign
2.671564,1,1,1,2,1,2,1,1,benign
3.640233,1,1,1,2,1,2,1,1,benign
2.440983,1,1,1,2,1,1,1,1,benign
3.26342,1,3.218882,1,2,1,2,2.318087,1,benign
2.393846,1,3.80107,1,2,1,2,1,1,benign
2.882627,1,1,1,2,1,1,2.824362,1,benign
2.175922,1,1,1,2,1,2,2.807764,1,benign
8.715193,10.111623,9.602687,9.860179,4.846719,10,3.849712,10,3,malignant
4.502368,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.103954,3.188077,2.895344,5.324458,8.792467,10,3,3.315907,1,malignant
1,1.933935,3.417652,1,3,1,2,10.223822,1,benign
2.666232,10.331124,9.404106,3.141671,3,6.951084,6.275724,2.857985,1,malignant
2.886189,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.487631,3.35627,3.442424,3.162292,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.208973,1,1,1,2,1,3,1,1,benign
2.654935,1,2,1,2,1,2,1,1,benign
2.092099,4.507019,3.807187,9.505773,4.009661,5.999606,3.591579,2.866627,1,benign
1,3.479905,3.958066,1,4.747866,1,3,3.056715,1,benign
7.99613,3.769093,2.806477,5.26354,7.766766,10,10.379408,10,1,malignant
3.279786,1,1,1,2,1,3,1,2,benign
10.263536,2.383174,3.843557,1,5.459463,10,3,1,6.176665,malignant
1,1,7.713255,6.278305,2,7.501916,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.090416,1,1,1,2,1,3,2.296915,1,benign
6.170768,1,1,1,2,1.924086,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.060215,6.457971,7.398638,7.540143,8.840186,7.542201,8.623804,1,9.070369,malignant
1,1,1,1,2,1,1,1,1,benign
8.005336,4.494875,6.923769,2,4.902075,6.492177,7.472357,1,1,malignant
9.215623,4.173592,6.203234,4.001649,6.0343,10,3,1,1,malignant
2.354633,1,3.133322,1,2,1.731851,3,1,1,benign
2.63202,1,1,1,1,1,2,1,1,benign
1.569976,1,1,1,2,1,1,1,1,benign
7.888783,9.623717,8.174028,3.98939,7.558048,4.989424,3.73208,10,1,malignant
10.865103,4.917362,4.939785,3.901934,5.24635,3.53036,7.636305,4.884406,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.061498,1,2,1,2,1,1,1,1,benign
9.885568,9.966533,9.519746,7.26023,7.326487,10,8.278553,10,3,malignant
8.081312,6.023705,6.346569,10.471202,5.02334,10,8.451763,5.552966,1,malignant
2.279751,1,1,1,2,1,1,1,1,benign
1,1.864073,3.239351,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.016685,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
5.324738,1,1,1,2,1,2,1,1,benign
9.794748,9.575391,6.06487,9.49845,7.184293,10,8.380802,8.851631,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.871092,9.5436,10.416463,1,8.618203,10,6.797776,5.32313,2,malignant
5.209425,1,1,1,2,1,3,1,1,benign
5.39135,1,1,1,2,1,3,1,1,benign
2.493708,1,1,4.243847,2,3.148324,1,1,1,benign
2.341661,2.5966,1,3.251402,2,1,4.828431,2.967585,1,benign
5.411605,4.28849,3.729632,5.468974,3,1,8.160107,5.770127,1,malignant
4,1,1,1,1,1,1,1,1,benign
2.874914,1,1,1,2,1,2,1,1,benign
1,1,1,3.330953,2,1,2,1,1,benign
3.836116,4.222242,2.825981,1,9.975211,1,3,2.729624,1,benign
4.405088,6.226806,11.49345,10.014245,4.608186,10,7.128763,4.568036,4.783993,malignant
1,8.325134,1,6.399276,10.430757,1,4.828645,7.349388,1,benign
1,1,1,1,1,1,2,2.468513,1,benign
2.153064,1,1,1,2,1,1,1,1,benign
5.350587,1,1,1,2,1,2,1,1,benign
5.0954,2.751903,4.173762,1,2,1,3,1,1,benign
3.722797,1,1,1,2,2.007717,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.416765,1,1,1,1,1,2,1,1,benign
2.602422,2.573427,2.868869,1,2,1,4.714493,8.007175,1,benign
5.679393,10.392999,7.720279,6.623598,6.264558,4.525207,7.886693,2.636739,1,malignant
4.666175,4.701977,7.672164,7.632128,4.222706,8.499602,9.784736,3.24972,9.957636,malignant
5.941881,4.661702,4.501017,6.621633,7.684901,7.979591,4.34226,5.032337,7.01998,malignant
2.404974,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.571445,4.713072,9.77878,9.639659,3.320674,10,7.949652,4.111311,1,malignant
5.417727,1,1,1,2,10.12927,3,1,1,benign
8.956243,3.752445,5.679508,7.41442,4.444835,10,6.745841,3.745497,1,malignant
3.229135,1,1,1,2,1,3,1,1,benign
4.854469,3.522459,4.912966,3.056894,3.801756,1,4.328728,1.921781,1,benign
2.57712,1,1,1,2,1,2,1,1,benign
5.528242,4.13971,5.408994,2,2,5.913597,3.214412,5.395275,1,malignant
3.055067,1,1,1,3,1,2,2.188036,1,benign
1.786942,1,1,1,2,1,2,1,1,benign
5.255771,2.932403,9.809538,1,3,10,4.395024,1,1,malignant
5.536631,7.514463,8.898889,6.600467,4.332936,6.928228,7.512349,7.825948,3.284943,malignant
2.453453,6.983298,9.38675,2.777907,4.430929,2.577201,7.696285,1,1,malignant
5.275568,4.102322,2.623173,9.715692,6.178127,10,6.581536,7.843999,3,malignant
4.965405,10.254597,9.412204,7.280607,4.124193,10,7.183847,2.221187,1,malignant
8.152099,4.473553,4.06247,4.032305,3,3.319696,3,6.216906,1,malignant
9.206374,5.418791,5.965401,9.945562,3,1,3.256622,2.414887,1,malignant
5.419235,3.610848,6.520044,3.500922,3,1,2,2.474579,1,benign
2.932641,1,1,1,2,1,3,2.003205,1,benign
11.799342,5.397316,3.010169,2,2,10,3,5.446259,3,malignant
2.681192,8.390131,2,2.64861,4.573672,2.548603,3,1,1,malignant
5.641748,7.623897,4.720113,2,4.536374,1.748099,7.279269,1,1,malignant
6.097475,1,1,1,2,1,3,1,1,benign
8.519419,5.204371,5.938757,6.458102,3,10,3,9.754364,9.442789,malignant
9.566842,6.862832,3.525836,6.708935,5.588532,10,4.402438,3.458217,3,malignant
1,1,1,1,1,1,1,1,1,benign
3.02723,1,1,2.933527,2,1,2,1,1,benign
7.213628,7.062994,10.977561,3.347745,6.26118,1,8.993589,6.959156,1,malignant
4,2.079455,2,1,2,1,1,1,1,benign
9.894105,7.962858,5.584391,8.140348,4.587871,5.008154,5.67898,2.941241,3.010823,malignant
5.616591,1,1,1,2,1,3,1,1,benign
9.021926,6.344966,5.378376,9.355177,5.677784,10,8.368707,1,1,malignant
1,1,2,1,2,1,3,2.212671,1,benign
5.963047,9.871609,10.231662,7.938216,5.698703,10,7.251787,7.94133,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.721834,1,1,1,2,1,3,1,1,benign
5.459062,1,1,1,2,1,2,1,1,benign
4.268297,1,2,1,2,1,1,1,1,benign
8.292982,3.363437,3.613702,9.594098,7.425929,10,3,5.512848,1,malignant
4,1,1,1,2,1,1,1,1,benign
10.034583,6.289699,4.386252,2.873925,8.219093,10,8.521851,8.571967,1,malignant
4.575027,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,5.189551,2,1,1,benign
3.148969,1,2,1,2,1,3,1,1,benign
9.316973,9.718435,6.375874,6.622602,5.695839,10,8.242508,10,1,malignant
1,1,2,1,2,1,2,1,1,benign
2.17758,1,1,1,2,1,3,1,1,benign
5.499297,6.44592,9.055939,10.190708,3.969903,10,9.148652,1,2,malignant
8.573833,6.626502,5.853602,10.155476,7.166329,10,4.002485,10,1,malignant
1,1,1,1,2,1,1,7.885015,1,benign
2.53243,1,1,1,2,1,2,1,1,benign
5.074484,8.310142,11.088384,1,3.904423,1,8.487346,7.960326,1,malignant
4.743135,5.19403,2.908311,4.582783,7.670487,13.160789,4.441026,3.995854,1,malignant
4.126811,2.663341,2,1,2,1,1,2.737091,1,benign
4,1,1,3.010456,2,1,1,1,1,benign
5.344344,3.992073,3.534136,10.435153,7.889117,10,8.305203,9.082147,1,malignant
1,3.311194,3.228346,1,2,10,6.539764,5.205976,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,10.318981,5.670464,8.027884,3,1,2,2.497747,1,benign
2.746115,7.258399,5.881612,3.912564,3,10,6.184781,1,1,malignant
9.332688,4.459664,5.326347,10.126794,2,10,4.806841,3.336629,2,malignant
10.560018,7.158893,4.345954,9.790788,2,10,8.387089,10,3,malignant
9.792609,5.008852,5.779029,4.03861,4.873791,1,8.713986,1,3,malignant
1,1,1,1,1,1,2,1,1,benign
4,7.672795,8.237143,3.087239,4.688282,10,3,8.430907,3,malignant
1,1,1,1,2,1,1,1,1,benign
7.052911,10.071927,5.249664,3.173534,3.313225,9.52865,8.53638,10,1,malignant
7.985938,6.646074,3.367073,6.029011,4.512672,10,3,10,3,malignant
2.705117,9.532584,8.778966,6.500369,5.547556,10,5.025275,2.443497,2,malignant
1,2.765949,2,1,2,1,2,2.636443,1,benign
5.056987,1,1,1,2,1,2,1,1,benign
3.101689,2.659003,1,1,2,1,1,1,1,benign
11.569341,9.879649,10.050263,7.816209,5.881623,10,4.543844,10,1,malignant
8.346781,9.779166,8.303738,3.440095,4.250911,6.634936,9.170241,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
4.711251,1,1,1,2,1,2,1,1,benign
4.233854,1,1,1,1,1,2,1,1,benign
5.06916,4.371545,4.492915,3.553756,2,10,4.162082,5.25833,9.553341,malignant
1,1,1,1,1,1,3,1,1,benign
2.481514,1,1,1,2,1,2,1,1,benign
9.068674,10.310778,10.199496,9.690551,3.896614,1,7.248833,10,9.333556,malignant
4,4.759662,4.031097,9.878523,4.238892,7.982576,2,4.860824,1,malignant
5.414928,3.107401,3.32101,1,2,1,3,1,1,benign
7.585864,10.0299,9.570764,2,9.092355,10,3,10,8.819814,malignant
1,1,1,1,2,1,2,1.580689,1,benign
1,1,1,1,2,1,2,1,1,benign
10.051119,9.22743,4.989073,10.504915,9.790015,10,5.983976,10,4.652933,malignant
4.840673,1,2.662041,1,2,1,2,1,1,benign
4.598725,5.480202,4.654789,9.773715,2,1,4.851123,9.81541,5.971519,malignant
3.285326,1,1,2,2,3.200943,3,1,1,benign
2.287341,1,1,1,2,1,2,1,1,benign
4,2.610923,2,6.111945,1,7.120238,1,2.63569,1,benign
5.048956,1,1,1,2,1,2,1,1,benign
7.095649,9.787756,1,1,4.44359,10,9.25743,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,7.066956,9.167439,3.234352,6.186235,10,8.814763,3.999378,1,malignant
9.199671,2.628894,9.475658,2,3,7.626569,3,3.908511,10.737578,malignant
2.715166,9.954337,9.720359,9.453566,7.826167,10,8.015741,6.569352,2,malignant
5.637487,1,1,1,2,1,3,2.92062,1,benign
4,1,1,1,2,1,1,1,1,benign
4,4.106564,5.673617,6.219324,4.667761,10,7.811983,2.758819,1,malignant
1,1,2,1,1,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,3.216734,1,2,1,2,1,1,benign
8.685976,9.757009,9.16485,5.283679,4.279666,10,8.977637,10,3,malignant
4.985976,4.19854,6.589254,9.774398,2,10,2,8.616585,1,malignant
4,2.831916,2,1,1,1,3,1,1,benign
2.466707,10.112125,10.238953,7.788908,4.130416,6.986628,6.950456,8.389156,10.343839,malignant
4.341205,3.057234,1,2,2,1,1,6.64778,1,benign
5.143447,1,1,1,5.035068,1,5.849395,1,1,benign
7.877824,4.2155,8.667404,2.678806,4.97392,2.843475,4.636552,8.041027,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.824562,2.078613,3.346292,3.750605,6.792193,5.082829,1,1,1,malignant
1,2.303234,1,7.226012,2,5.12974,1,1,1,benign
8.818203,9.950362,8.433615,7.611956,5.362774,10,3,10,8.728709,malignant
2.442776,1,1,1,2,1,2,1,1,benign
10.909548,9.385703,8.553497,3.023327,6.983461,1.915211,3.889682,10,10.020922,malignant
1,2.750291,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.925187,1,1,1,2,1,1,1,1,benign
9.370178,10.461372,2,7.755976,8.25636,6.627273,8.091313,10,11.011668,malignant
7.855158,4.191246,6.113835,7.253232,1,10,4.031168,1.999519,1,malignant
1,1,2,1,2,8.268487,1,1,1,benign
1,5.135589,2,2,3.630148,10,3,10,3,malignant
9.560502,9.826031,8.801581,5.395804,5.628802,3.787529,8.224581,7.902586,1,malignant
4.990636,10.015269,8.447305,1,3.918184,2.574511,8.993404,10,3,malignant
1,1,3.328833,2,2,1,2,1,1,benign
5.197839,7.847393,3.292827,1,3.961636,2.764978,5.738731,8.377268,5.818635,malignant
4,6.231142,10.121191,5.875472,9.098258,8.508517,7.736513,4.943182,1,malignant
7.713515,4.216392,8.367895,1,3.813501,10,5.429803,1,1,malignant
3.07561,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,10,1,benign
1,1,1,1,2,1,1,1,1,benign
3.090453,10.193041,8.404926,6.988348,6.474495,9.48508,7.723295,10,8.799159,malignant
3.439012,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4,9.604945,8.867731,7.295823,9.785168,6.500414,2,6.673249,1,malignant
2.772088,3.194703,2.541012,7.000785,4.60225,10,3,5.68532,1,malignant
9.879133,9.96468,8.974631,3.209664,7.641247,6.068023,6.526649,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
5.602661,1,1,1,2,1,2,1,1,benign
5.216002,1,1,1,2,2.220913,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.061599,3.554139,3.71449,1,9.297711,1,1,8.29388,1,benign
2.876976,9.673189,2,7.75318,3.588175,10,7.7801,10,1,malignant
9.492412,10.114734,8.938751,2.613261,8.564983,3.774762,6.637386,2.542176,1,malignant
1,4.338458,2.660634,10.43986,4.944942,10,3.937539,7.633992,1,malignant
2.406752,1,1,1,2,3.715243,2,1,1,malignant
2.839491,1,1,1,2,3.172941,1,1,1,benign
1,1,1,1,2,1,1,1.969812,1,benign
10.257928,6.236534,6.952953,3.811874,3.492698,2.723508,5.610152,6.110567,1,malignant
5.525131,7.850522,8.816686,6.267081,5.909145,10,7.977949,7.937588,1,malignant
3.282467,3.434074,1,2,3,1,3,1,1,benign
4,7.477207,4.191529,6.408342,5.064731,10,5.1425,8.72398,1,malignant
5.608422,1,1,1,2,1,2,1,1,benign
1.853705,1,1,2.731308,2,1,1,1,1,benign
5.409406,1,3.8073,1,2,1,4.541644,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.409103,1,1,2,2,1,1,1,1,benign
5.200612,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,8.665175,1,1,benign
2.279857,1,1,1,1,1,3,1,1,benign
10.024981,4.19993,6.867903,2,2,10,5.737476,2.802649,7.145113,malignant
5.20445,2.688107,2,1,2,1,2,1,1,benign
8.935951,2.302568,5.383355,3.872113,3,5.622571,3,1,1,malignant
9.498846,9.80683,8.169101,2,10.136143,10,6.651269,5.477741,5.094399,malignant
3.65848,1,1,1,2,1,1,1,1,benign
4.863718,1,1,1,2,1,3,1,1,benign
2.916059,3.241269,4.099686,1,4.325354,1,2,1,1,benign
4.940025,6.197569,5.1307,10.648031,5.069953,10,8.925939,10,1,malignant
5.002993,3.945078,4.867394,4.609502,6.367491,8.404057,7.264312,5.499604,1,malignant
7.25164,5.772205,5.514175,2.862503,4.068389,1,9.317062,5.366316,3,malignant
4,1,3.099066,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,6.142322,2.690823,7.134712,7.08712,10,3.897951,1,9.312619,malignant
7.883583,9.97456,5.336741,6.042687,8.515706,10,3,5.38496,1,malignant
7.020054,9.967101,7.823463,1,5.882015,3.714801,7.823332,10,3,malignant
4,1,1,1,1,1,2,2.125435,1,benign
2.373053,1,1,1,3,1,3,1,1,benign
1,2.142209,2,1,2,1.834745,6.352115,2.062748,1,benign
2.398468,1,1,2,2,4.336447,1,1,1,benign
3.930099,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.099411,4.423073,7.048136,10.120373,8.086712,10,7.788017,5.096618,1,malignant
10.685765,5.720998,5.23545,3.547882,4.828901,5.448108,7.617731,1,1,malignant
4.607321,1,1,1,2,4.754485,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.484047,1.764296,1,2,2,1,2,6.291472,1,benign
4,7.306238,3.348946,7.689301,4.547468,1,6.63382,1,1,malignant
4.774488,1.952565,1,2.753286,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.784236,1,3.662576,1,2,1,1,1,1,benign
7.717725,9.942478,9.059471,9.7395,4.715502,10,7.610533,10,1,malignant
4.942736,7.401602,7.707237,2,3.868487,5.089151,8.916632,7.36706,1,malignant
1,1,3.085911,2.567026,2,3.037616,2,1,1,benign
3.169144,1,1,1,2,1,1,1,1,benign
6.411825,7.630838,6.049386,3.455547,3,10,9.327152,1,1,malignant
9.543894,10.201448,2,7.273073,4.378543,10,8.041196,5.101445,1,malignant
8.278849,9.690214,8.7629,10.081951,5.301591,10,8.504015,5.553476,5.443108,malignant
4,1,1,1,2,1,2,2.435588,1,benign
5.166653,1,3.54863,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.275769,7.740495,6.563659,7.699487,4.832879,1.943824,3,10,1,malignant
5.832924,9.465818,7.476347,9.6298,7.192576,6.942522,3,8.468606,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,9.349134,8.585227,7.800088,9.974624,10,8.964058,10,8.671205,malignant
5.501851,8.645739,8.865834,7.08188,6.210805,7.289743,8.195332,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1.890394,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.655063,1,1,1,2,1,2,1,1,benign
2.812725,1,1,2,2,1,1,1,1,benign
4.400503,1,1,1,2,3.254762,2,1,1,benign
2.47641,1,1,1,1,1,1,1,1,benign
1,2.807793,2,1,2,1,2,1,1,benign
8.27925,10.148428,6.633214,7.074617,6.713723,4.493839,8.379825,3.571554,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.221103,9.975485,7.351974,3.839615,7.649513,6.075361,7.987648,6.968911,3,malignant
4,1,2,1,2,1,3,1,1,benign
2.083603,1,2,1,1,1,1,1,1,benign
1,1,1,5.442029,2,10,3,1,1,benign
1,1.831406,1,1,2,1,2,2.457514,1,benign
1,1,1,1,2,1,3,1,1,benign
10.279223,2.532834,4.637506,2.680812,7.719695,5.950975,10.163283,4.484902,1,malignant
5.106318,1,2,1,2,1,1,1,1,benign
2.850737,2.31783,2,1,2,1,3,2.396139,3,benign
2.529373,1,1,1,2,1,2,2.283187,1,benign
2.772947,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.16768,1,1,2,2,1,1,1,7.055535,benign
5.051492,1,1,1,1,1,3,2.637229,1,benign
6.026382,2.634919,5.739437,1,3,3.133246,3,4.738974,1,malignant
5.915205,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.144386,1,1,1,2,1,3,1,1,benign
2.696193,1,1,1,1,1,3,1,1,benign
5.154333,6.948506,7.199106,6.094303,8.046007,10,7.604223,10,1,malignant
2.758083,7.355505,5.007854,6.2775,3.600356,10,3.645059,2.178336,2.140778,malignant
1,1,1,2,2,1,3,1,1,benign
5.276017,7.08538,8.221978,2,4.203968,10,8.701644,7.440804,1,malignant
4,1,1,2,2,1,3,1,1,benign
8.482291,7.535165,6.093507,6.416928,4.909785,6.091628,3,1,1,malignant
5.148612,1,1,1,2,1,3,1,1,benign
5.390735,1,1,1,1,1,3,1,1,benign
11.210468,7.645826,7.426287,1,5.009295,2.313329,7.842472,6.319695,8.7153,malignant
3.216351,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.307183,4.900614,5.073442,1,3,5.411962,9.446003,2.566582,3,malignant
1,1,1,1,2,1,1,1.750028,1,benign
10.931194,5.000203,5.344697,5.909652,4.125322,10,2.894262,2.051179,2,malignant
5.879324,1,1,2.631668,2,2.98899,1,1,1,benign
2.128154,1,1,1,2,1,1,1,1,benign
9.553547,5.514076,6.239695,3.745777,8.489694,6.572176,3.891636,4.439678,3.011556,malignant
4.693506,4.904412,4.337116,3.237688,2,10,5.049154,1.85777,3,malignant
1,1,1,1,2,1,4.95547,1,1,benign
3.410707,9.758378,8.537073,10.374912,4.925229,6.451833,7.699183,8.528831,5.456432,malignant
9.077895,4.399072,5.903097,4.815034,8.900606,3.75376,1,10,1,malignant
2.160733,7.132355,1,1,4.323954,1,5.161384,2.828987,1,benign
8.843487,7.12156,9.213742,3.663557,5.293292,10,5.495225,8.521168,1,malignant
4.88239,2.470214,4.67516,1,4.833738,10,4.817354,5.466823,1,malignant
5.510572,1,2,1,2,1,3,2.887473,1,benign
1,1,1,1,2,1,2,1,1,benign
5.301685,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,2.322695,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.783187,9.938877,2,7.269046,8.424068,2.543181,3.917456,9.414947,3,malignant
10.094784,2.669992,3.750578,2,3,1,1,1,1,benign
4.997675,2.686311,1,1,2,1,2,1,1,benign
5.372736,1,1,1,2,1,3,1,2,benign
2.123838,1,3.783944,1,2,1,2,1,1,benign
3.611916,4.515768,5.960967,10.019488,4.265463,10,2,1,3,malignant
2.997684,3.620166,4.102864,3.583033,8.04755,2.060842,3,2.7559,1,benign
1,1,2.803589,1,1,1,2,1,1,benign
5.155937,7.483318,7.644596,9.749035,5.606719,10,3,4.297929,7.21218,malignant
1,1,2,1,2,1,2,1,1,benign
5.420797,1,3.427851,1,2,1,2,1,1,benign
10.080202,2.525896,4.094743,3.033319,3.991961,7.202915,5.820203,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.465342,4.859905,3.322929,6.947362,3,10,5.883659,2.321614,1,malignant
5.91635,2.880237,6.86947,3.31771,3,6.47043,3,5.645786,1,malignant
8.636451,2.860866,3.963248,2,3,6.399829,5.045717,10,1,malignant
8.71377,4.787168,5.960129,2,3,10,6.938867,1,1,malignant
8.529566,6.395575,5.910084,5.934916,9.322882,1,3,1,3,malignant
5.16189,7.031525,3.261939,2,3,8.249633,3.392938,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.094764,2.554802,1,2,2,1,2,2.787859,1,benign
4.535985,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.702536,1,2,1,2,1,1,1,1,benign
9.692298,5.974066,8.418884,6.085547,2,1,5.238283,3.661013,1,malignant
8.406523,2.575666,5.679866,3.419235,3,10,4.563229,5.67772,1,malignant
4,1,1,2,2,3.788773,2,1,1,benign
1.986497,7.582233,6.41216,9.371703,4.979064,10,8.63325,4.89226,1,malignant
5.072602,8.178738,2.638803,7.844362,4.519415,10,2,7.907813,1,malignant
4,2.909279,3.388892,1,4.141743,6.875796,1,8.045876,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,4.624959,1,benign
9.338642,8.027065,7.927567,2.902015,4.352353,10,7.98724,10,3,malignant
5.348667,1,3.629055,1,2,1,1,1,1,benign
2.655167,2.215442,3.838336,1,1,1,3,1,1,benign
7.977879,4.63491,5.561141,10.434341,3,10,2,5.071017,9.441105,malignant
5.089682,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.438194,3.474323,6.188204,3.692844,3,9.394962,2,1,3,malignant
9.794343,4.661878,5.678228,2,3,10,2,1,9.703136,malignant
4.924919,1,2,1,2,2.677808,3,1,1,benign
8.905841,5.329574,5.548324,2,3.77661,10,7.034235,10,1,malignant
2.004735,1,1,4.435844,2,2.112177,3,1,1,benign
1,1,3.044846,1,2,3.890314,2,1,1,benign
5.490912,2.555107,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.168134,2.570611,3.780462,10.324473,2,6.69588,5.639847,1,3,malignant
8.608783,2.478185,4.965362,2.133781,1,10,3,5.354134,1,malignant
5.521372,2.11703,2,3.736557,2,3.264383,3,1,1,benign
1,1.938247,2,9.792031,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.878035,1,1,1,2,1,2,1,1,benign
4.663707,7.732286,9.799158,2.768951,3,7.687582,7.788511,8.950898,3,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.783969,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,2,2.7824,1,benign
2.310922,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.678917,5.953399,9.53293,4.391944,3.857856,9.078474,8.760942,6.264926,2,malignant
8.239779,8.145327,9.25237,5.785937,5.120794,7.627698,8.906748,8.203033,1,malignant
4.311356,6.303193,4.489644,6.73368,3.138245,10,8.210217,10,2,malignant
10.982352,6.120489,10.714847,6.307717,4.832072,10,6.953075,1,1,malignant
5.351886,2.521359,2,1,2,7.738947,3,1,6.623898,malignant
5.176143,1,1,1,2,1,1,1,1,benign
9.37728,9.414096,9.28865,7.620746,4.197221,1.82062,5.041252,8.525063,1,malignant
3.187896,6.979706,6.830837,2.822482,4.993302,2.426518,7.765041,7.530642,6.247564,malignant
4.597535,7.972658,9.493858,2,3,2.964514,6.645229,10,2,malignant
5.476963,5.37283,6.209831,9.97212,4.099802,3.220534,8.254857,5.038076,1,malignant
5.043201,1,1,1,2,1,2,1,2,benign
9.341324,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,2.530938,1,benign
1,1,2,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.933055,4.833242,5.436615,9.470246,12.492241,10,3,10,1,malignant
5.574518,5.905332,5.314487,10.139811,3,10,3.493966,2.288167,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,8.378453,9.294826,3.379235,3,10,3,7.398709,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.653786,1,1,1,3,1,2,1,2,benign
5.786956,1,2,1,2,1,2,1,1,benign
8.968025,5.721579,8.369943,7.383073,3.468402,7.287541,8.000936,9.780022,1,malignant
9.34844,2.234988,5.808855,1,3,3.764531,4.981573,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.476341,1,1,1,1,1,3,1.789667,1,benign
10.293484,3.429175,4.080485,7.274096,6.021249,10,3,1.859189,1,malignant
1.868109,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.83698,1,1,1,2,1,2,1,1,benign
4.299656,1,1,1,2,1,1,1,1,benign
8.079257,2.609432,9.168936,3.763214,2,4.246995,1,10,1,malignant
4.536356,1,1,1,3.938203,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.15432,10.212647,9.950786,9.743309,2,10,8.901062,10,1,malignant
5.029255,1,2,2,2,1,1,1,1,benign
8.568796,7.077765,5.729914,3.920679,3,10,9.72452,1,1,malignant
2.009002,1,1,1,2,1,2,2.571482,1,benign
1,1,1,1,2,1,3,1,1,benign
5.711671,1,1,1,2,1,2,1,1,benign
3.022659,2.524862,1,3.606358,2,1,2,3.203086,1,benign
10.038399,2.36038,2,7.034707,6.425823,7.949157,4.581533,1,1,malignant
8.33322,2.129686,3.162038,3.327645,6.960059,5.181508,3,3.627834,8.60739,malignant
3.066258,1,1,1,2,1,1,1,1,benign
2.955562,2.808906,2,1,2,1,2.846836,1.907338,6.480249,benign
5.628179,1,1,1,2,1,2,1,1,benign
1,1,3.247072,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,3.098088,2,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
10.293401,6.113437,2.941089,3.660826,5.358988,8.311665,11.08226,9.046892,4.692162,malignant
1,1,1,1,2,1,1,1,1,benign
5.1554,7.265128,3.782587,9.899981,6.892291,10,8.626965,8.168115,2,malignant
5.002144,1,1,1,2,2.230077,2,3.563927,1,benign
8.351872,9.92302,8.996661,9.999304,9.868465,10,4.301989,7.379548,1,malignant
1,1,1,1,4.54552,1,3,1,1,benign
4,7.631341,4.306684,10.153823,8.080222,7.685395,8.541156,6.970732,1,malignant
5.060239,4.321204,6.408112,1,3.974496,3.302648,8.91325,7.954038,2,malignant
3.084297,1,2,1,2,1,3,1,1,benign
9.556916,2.6536,4.403258,1,3,8.830143,4.890024,4.497412,2.856217,malignant
1,1,1,1,2,1,3,1,1,benign
4,9.605399,4.981213,5.336987,11.041589,10,8.706015,7.357208,1,malignant
8.302759,5.35556,6.015625,6.005251,6.758068,1,5.806235,2.371533,1,malignant
2.714424,1,2,1,2,1,3,1,1,benign
1,3.245089,2,6.250017,2,10,2,1,1,benign
1,2.274415,2,2,2,1,2,5.038115,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.664394,10.140317,11.718838,5.301124,9.647142,5.982857,5.401681,7.609908,6.808634,malignant
8.912713,9.665828,9.411476,6.516055,5.645478,10,7.620249,8.192908,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.180925,9.68463,7.96909,3.203078,9.064962,10,8.923266,4.195625,5.992202,malignant
1,2.674234,2,1,2,1,3,3.232512,1,benign
1,1,1,1,2,6.292066,3,1,1,benign
4,1,3.356506,1,2,1,2,1,1,benign
2.71512,10.093579,3.525365,1,9.427074,10,7.708934,2.358904,1,malignant
5.742619,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.054045,1,2.987429,1,2,1,2,1,1,benign
4,1,2,1,3,3.189824,3,1,1,benign
5.904533,1,1,1,2,1,2,1,2,benign
5.830816,1,1,1,2,1,2,1,1,benign
3.435302,1,2,1,2,1,3,1,1,benign
4,1,2.812145,1,2,1,1,1,1,benign
4.948599,9.789795,9.014789,5.269781,3.55534,10,3,7.568581,1,malignant
1,1,3.902114,2.525959,1,1,3,1,1,benign
1,3.942924,6.079675,4.06656,2,1,2,1,1,benign
2.251431,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.89201,9.478257,8.515174,3.453006,5.048248,10,7.302323,4.484911,1,malignant
1,4.090835,6.203278,6.757479,2,10,3,2.981145,1,benign
2.816156,1,1,1,2,1,1,1,1,benign
3.159135,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,3.484236,1,2,1,2,1,1,benign
1.979505,5.215664,3.453365,9.540924,2,10,7.788641,2.526594,2,malignant
5.039646,6.02149,7.208201,3.746607,7.282935,5.05469,3,6.364077,3,malignant
2.889255,1,1,1,1,1,3,1,1,benign
2.086077,7.10547,8.999535,4.316168,3.996314,8.675049,2,1,1,malignant
5.243577,2.478992,1,2,4.595737,1,5.272627,1,1,benign
9.521621,6.943238,6.314449,8.00144,4.026775,3.039896,9.861654,10,4.759675,malignant
5.643018,4.233941,6.016835,8.390817,4.531465,2.920358,5.142152,2.430734,1,malignant
6.065792,1,1,1,2,1,2,1,1,benign
8.143607,6.423672,9.030903,5.169864,7.905225,10,7.911297,6.879177,1,malignant
7.146092,7.97708,5.606835,3.014289,4.254854,6.994014,3,10,1,malignant
1,3.947147,2,8.087904,8.299749,7.650843,2,6.035697,1,benign
1,1,1,1,2,1,1,1,1,benign
5.498683,1,1,1,2,1,3,1,1,benign
3.177403,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,2,1,1,benign
2.263552,1,1,1,2,1,3,1,1,benign
2.337451,1,1,1,1,1,2,1,1,benign
2.458712,1,3.743277,1,2,1,2,1,1,benign
11.278247,6.178302,3.828831,3.953327,8.022838,5.49202,4.910721,10,1,malignant
8.688903,1.691644,2,1,2,10,5.206998,1,2,malignant
5.472706,1,1,2.710126,1,1,2,1,1,benign
10.02516,10.306052,2.999343,10.42267,3,10,6.863154,8.723957,1,malignant
4.486316,5.089855,6.769149,3.34417,9.564923,5.052935,6.249672,2.693064,5.356781,malignant
1,1,1,1,2,1,1,1,1,benign
8.984518,6.331516,3.462769,2.483668,7.179077,10,6.937819,6.942164,2,malignant
5.361938,6.538845,8.43496,9.998254,3.663608,5.57913,7.458005,10,1,malignant
4,9.851789,5.911238,2,10.146561,10,7.52475,2.867156,10.295526,malignant
2.89755,2.228249,1,3.55488,2,1,4.842303,1,1,benign
1,1,1,3.382263,1,2.854698,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.430406,1,1,1,2,1,2,1,1,benign
9.571986,7.048246,4.542465,4.721078,2,10,4.140061,2.645239,1,malignant
1,1,2,3.13215,2,1,3,1,1,benign
1,1.713602,2,1,3,2.292544,3,1,1,benign
3.20506,1,1,3.908022,2,1,3,1,1,benign
4.965323,1,1,1,2,1,1,1,1,benign
1,2.082298,2,1,3,1,1,1,1,benign
3.650975,1,1,1,2,1,3,1,1,benign
1,3.869117,3.686569,6.844571,8.373308,10,8.45651,1.760762,1,benign
8.941905,4.62775,5.100705,7.17113,3,3.849644,8.139553,7.826217,2,malignant
5.903642,6.960449,8.893324,7.172231,6.237998,10,8.007136,7.677992,2,malignant
9.568467,10.258375,9.093131,7.808793,5.82309,10,7.254593,6.255412,1,malignant
9.118987,4.704133,6.45289,2.940529,4.580375,10,4.087704,3.477583,2,malignant
4,2.03912,2,1,2,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
1,1,1,2,2,1.512809,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.610923,1,1,1,2,2.683559,1,1,1,benign
2.622354,1,1,1,3,1,3,1,1,benign
8.261098,2.192009,3.797512,1,2,1,3,10,4.818873,malignant
5.933755,1,1,1,2,1,3,1,1,benign
5.378599,9.764838,9.89159,7.593976,7.905653,2.298868,9.542832,3.826485,3.47082,malignant
5.178662,2.678739,2,3.575162,2,1,1,1,1,benign
5.32535,1.333264,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.860335,1,1,1,1,1,1,1,1,benign
10.188177,9.989837,7.846172,10.214772,7.32945,10,7.232665,10,1,malignant
2.465574,1,2,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.324139,1,1,1,2,1,3,1,1,benign
3.058456,1,1,1,2,1,2,1,1,benign
4.821607,3.562203,9.842885,3.455606,3,2.344353,2,2.952745,1,benign
6.173141,1,1,1,2,1,2,1,1,benign
8.572495,2.624915,4.570837,4.239875,2,8.026391,2,5.175594,1,malignant
3.376826,1,1,1,3,1,2,2.526452,1,benign
5.846024,9.759456,9.965593,8.879545,7.046928,10,5.03429,9.408269,3.682233,malignant
5.83598,1,1,1,2,1,2,1,2,benign
1,7.343682,7.124049,4.321931,6.018363,1,3,8.284758,1,benign
2.080594,3.034184,1,1,2,1,7.957355,2.294587,1,benign
10.326246,6.387054,5.678976,7.934508,4.001559,10,10.092717,8.387227,1,malignant
1,1,2,1,2,1,1,3.051782,1,benign
5.606595,9.80662,4.966572,3.994559,11.169573,10,8.517829,5.732034,1,malignant
7.974651,4.051287,5.891165,1,3,10,7.048318,7.000469,2,malignant
8.646676,9.928146,10.26771,1,4.663317,10,5.936864,10,1,malignant
4,1,1,1,2,2.204118,3,1,1,benign
5.229809,2.17631,3.69778,1,3,10,3.343484,5.602449,1,malignant
5.255948,1,1,1,2,1,2,1,1,benign
8.719043,8.622772,3.173014,6.089091,5.715448,2.171437,10.553203,8.629869,6.458347,malignant
9.122248,6.368076,9.102536,3.161254,4.698577,10,3,7.524045,1,malignant
9.474848,4.533809,3.657158,4.639644,4.417132,10,4.475653,10,1,malignant
6.751659,6.428434,6.496031,1,5.045974,2.577124,9.284135,5.713189,2,malignant
5.591674,2.071435,2,1,7.352531,2.707936,9.349587,4.545159,3,malignant
4,9.841875,9.726424,3.234333,7.259981,10,7.464037,10,1,malignant
3.142808,1,1,1,3,1,2,1,1,benign
10.551166,5.3373,10.901231,9.959526,2,10,7.552891,3.009994,1,malignant
10.130743,9.920949,8.397539,9.59046,9.617161,10,3.337957,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,2.761464,2,1,3,1,1,5.065783,1,benign
2.234962,1,1,1,2,1,3,1,1,benign
9.894862,4.905759,3.601288,1,5.116059,2.493739,3.536963,4.149018,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.268826,1,1,1,6.753957,3.667602,2,1,1,benign
2.975128,9.81597,9.623468,9.759127,7.568171,10,8.137278,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.682877,3.884193,5.113048,9.754973,6.250641,3.200645,4.926985,2.896714,5.758279,malignant
1,1,4.206203,3.930056,2,2.718853,2,1,1,benign
8.331793,4.240495,1,9.524484,7.010251,7.375404,7.282361,1,6.495123,malignant
5.238819,8.323566,4.068151,4.063451,6.603756,10,5.549017,9.439499,1,malignant
5.757203,6.81879,4.892767,8.310022,4.006236,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.521179,1,2,1,2,7.66405,1,1,1,benign
5.814259,1,1,1,4.439937,1,3,1,1,benign
5.242833,1,1,1,2,1,1,10,1,benign
4.992556,9.920947,9.071146,1,4.836393,10,8.709304,1,1,malignant
4,1,1,3.464123,1,1,1,1,1,benign
1,3.108318,2,1,2,1.901446,1,2.803658,1,benign
10.05349,6.744265,6.018891,6.999548,8.901196,6.889774,8.44438,10,2,malignant
8.539894,7.297131,2.832735,9.948715,8.447348,10,8.274287,7.266548,2,malignant
9.057481,2.638002,4.161274,3.344799,5.03514,3.192804,4.123842,1,1,malignant
4.879932,9.811773,9.511608,8.680565,4.952515,3.362623,8.952715,4.185281,3,malignant
3.181804,1,1,1,2,1,2,1,1,benign
2.459653,1,1,1,2,1,1,1,1,benign
8.655249,4.199298,2,3.417795,9.125973,10,5.923514,2.709397,6.903045,malignant
2.678059,1,1,1,4.44502,1,1,1,1,benign
2.748906,1,1,1,2,1,2,1,1,benign
4.475473,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,2.994712,2,1,1,benign
8.231234,1,1,2,2,3.328028,1,1,1,benign
2.552793,1,3.631783,1,2,1,2,1,1,benign
6.714396,2.092408,4.263032,1,2,2.643474,3,4.191302,1,malignant
2.745213,2.357321,2,1,2,4.066662,8.768437,1,1,benign
8.597278,7.890935,6.781773,3.846053,4.108605,5.727422,3,10,1,malignant
2.390306,1,3.325647,1,1,1,2,1,1,benign
2.332198,1,1,3.493158,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.257243,2.846273,6.935579,3.089,2,10,8.458784,10,1,malignant
7.987274,4.741814,7.409139,10.001027,5.327646,10,8.328928,10,9.390246,malignant
11.470713,6.964208,8.363595,3.699389,4.374489,7.806608,8.099627,7.343815,1,malignant
5.3289,9.630934,7.699635,8.154756,6.538,10,8.385347,10,3.868534,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,2.163154,1,1,2,1,1,4.959283,1,benign
4,1,1,1,2,1,2,2.848773,1,benign
4,6.852693,6.336266,3.95976,4.415238,10,7.583379,7.127987,1,malignant
3.207798,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.40034,3.712813,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.577536,9.855584,9.283724,1,4.818568,3.81267,4.153278,1,1,malignant
4.821528,2.423465,2,1,10.347511,2.172043,3,8.268751,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.980392,1,1,3.805112,3,1,3,1,1,benign
8.387121,8.339409,5.936139,4.293366,7.147185,1,8.612654,10,1,malignant
2.049694,4.144873,2,2,2,1,8.983564,4.527289,1,benign
4.846592,3.831006,10.531207,10.115724,5.767899,10,7.743511,1.589953,1,malignant
1,1,1,1,1,1,1,1,1,benign
2.717076,1,3.689343,1,2,1,2,1,1,benign
2.419241,1,3.024239,3.359818,2,1,3,1,1,benign
5.568189,6.780323,6.464176,2.689251,7.057406,5.089943,3,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
5.540501,4.514599,5.929057,2.948156,2,3.997025,6.146239,8.03582,6.58379,malignant
9.108889,4.460346,2.82955,2.891065,9.078596,5.554858,7.574848,4.982945,11.16126,malignant
5.584181,1,2,1,2,1,2,1,1,benign
2.602482,4.903195,3.857301,1,5.695197,1,3,2.402731,1,benign
4.567516,1,2.663236,2.785255,2,1,4.886051,1,1,benign
4.973041,2.771557,1,1,2,1,8.67041,1,1,benign
5.772087,10.422426,10.060459,4.523105,5.259209,7.167165,7.125351,5.383104,1,malignant
5.035127,10.05682,9.632427,7.006479,8.308212,10,7.87742,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.804411,6.429462,6.111034,6.204318,7.768961,1.481006,4.217652,10,10.822868,malignant
9.3061,1,1,1,2,1,1,1,1,benign
5.645678,8.638398,9.14979,6.448831,9.964617,1,8.268025,5.293649,3,malignant
1,1,1,1,3,1,1,1,1,benign
5.160156,1,1,1,1,1,2,1,1,benign
5.438487,1,1,1,2,1,2,1,1,benign
2.40205,1,1,1,2,1,3,1,1,benign
1,7.597931,2.719505,1,4.062501,1,3,7.722184,1,benign
5.095705,4.284039,5.682154,8.835561,2,10,6.50088,2.447898,1,malignant
8.530864,9.502232,3.942611,5.118225,8.214313,5.2455,8.058698,10,1,malignant
3.342572,1,1,1,2,2.538832,3,1,1,benign
3.583655,1,1,1,3,1.584897,1,1,1,benign
7.391095,10.084736,10.814638,2,8.049399,2.837318,8.60094,1,1,malignant
6.699242,1,1,2,2,1,1,1,1,benign
5.476111,1,1,1,2,1,2,1,1,benign
3.1598,1,1,1,2,1,1,1,1,benign
4,2.226806,2,2.885813,3,7.333963,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.837007,7.517664,8.232449,2,5.455342,10,3,1,3,malignant
2.349264,1,2,1,2,1,1,1,1,benign
4,1,3.627438,2,2,1,2,1,1,benign
4.953526,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,5.784797,2,1,7.875314,1,8.835382,8.090199,1,benign
1,1,1,1,2,1,2,1,6.815647,benign
8.379972,9.999045,8.279777,8.01473,7.533537,10,8.362655,10,9.519855,malignant
2.498607,1,1,1,2,1,3,1,1,benign
9.775089,6.984367,8.278491,3.787761,8.512952,10,6.41307,8.393436,6.3733,malignant
1,1,1,1,2,1,2,1,1,benign
9.013754,7.249932,1,3.44907,5.017889,10,3.85417,8.539549,2,malignant
1,1,1,2,2,1,3,1,1,benign
2.330634,1,1,1,2,1,2,1,1,benign
9.489438,10.427507,7.218515,9.691034,8.195938,1,7.133696,2.247002,9.182288,malignant
5.443964,2.295514,3.896729,2.627167,1,10,8.188607,5.874697,2,malignant
8.52643,2.063977,3.803873,1,6.864791,10,5.151296,10,1,malignant
5.143756,1,2,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.810537,1,1,1,2,2.48251,3,1,1,benign
1,1.972046,1,1,3,1,2,1,1,benign
5.421605,1,1,1,1,1,1,1,1,benign
2.793631,1,1,1,2,1,3,1,10.421711,benign
1,1,1,2.586506,2,1,2,1,1,benign
8.687137,5.566447,9.76187,9.811256,6.630715,10,8.150782,8.392274,3,malignant
8.021531,6.485102,9.284599,2,3.654852,6.101333,6.858395,10,1,malignant
4.916915,1,2,3.305661,2,6.256723,1,1,5.668827,benign
4,1,1,1,1,1,2,1,1,benign
9.384525,9.824611,8.450929,4.798514,6.459594,1,8.404123,8.135869,1,malignant
11.813848,10.163568,8.403425,2,8.483833,7.243637,3,10,10.07645,malignant
4,1,1,1,2,1,3,1,1,benign
9.300276,6.35505,4.042189,5.657898,4.82746,3.549029,8.662711,8.57504,3,malignant
4.998882,5.66824,3.206792,2.144213,5.264403,7.904424,5.474472,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.787137,1,1,2,2,2.525332,1,1,1,benign
2.682289,1,1,1,2,1,2,1,1,benign
2.019332,1,1,1,2,1,1,1,1,benign
2.714081,1,3.472126,1,1,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.143426,1,1,1,2,1,2,3.007451,1,benign
4,1,1,3.034507,2,1,1,1,1,benign
8.150083,9.700272,10.412629,1,8.665959,5.96674,4.389927,10,1,malignant
8.84051,6.7003,6.941858,10.656528,4.399611,3.041306,6.841785,1,1,malignant
7.749797,6.819322,6.589126,8.887751,3,10,10.079458,10,9.633138,malignant
12.469313,9.643111,10.630005,3.200709,8.57896,2.878277,6.367067,2.058756,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.945081,1,1,3,1,1,1,1,benign
2.584786,1,1,2.734166,2,1,2,1,1,benign
4.538902,1,2.942801,1,2,1,2,1,1,benign
4.977524,1,1,1,2,1,5.767996,1,1,benign
9.064888,1.758959,3.165478,1,2,10,5.895278,5.104941,2,malignant
9.127272,1.859304,2,1,3,7.941874,7.984134,1,2.558748,malignant
1,1,1,1,2,1,2,1,1,benign
4.350843,1,1,1,2,1,1,1,1,benign
8.065101,4.157182,6.326305,2.967604,2,3.461701,3,2.255013,1,malignant
8.334664,5.762398,4.789605,6.782306,7.442366,6.287993,3,8.134236,1,malignant
9.692371,4.799024,6.691882,8.848651,10.629255,10,3,8.574642,1,malignant
8.870115,2.450258,2,1,3,3.555349,4.945171,4.626722,2,malignant
5.498972,1,1,1,2,1,1,1,1,benign
10.858074,5.043318,3.409789,5.249126,3,1,7.621421,10,5.096436,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.318902,9.965449,9.436575,1,5.43526,10,8.40755,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.73031,1,1,1,1,1,3,1,1,benign
1.748729,7.175798,4.288879,6.002102,3,10,4.577515,8.230122,1,malignant
4,9.985984,9.671413,2.875182,8.205958,4.891826,8.042097,10,4.214377,malignant
5.89412,6.043736,9.061668,2,7.73081,7.223175,9.985993,7.876863,1,malignant
9.088607,7.270792,4.100885,7.190309,6.822581,10,7.450575,8.604459,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.409596,4.485871,5.70999,2,3,10,3,4.193699,1,malignant
3.060301,1,4.122794,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.642516,6.374788,5.601381,2,8.912663,4.2211,3,1,1,malignant
1,1,1,4.276413,2,3.084308,2,1,1,benign
9.438456,4.232155,7.204104,9.770905,10.135795,10,6.306545,6.37756,1,malignant
2.123839,1,1,1,2,1,2,1,9.279318,benign
4,1,2,1,2,1,1,1,1,benign
2.664539,1,1,1,2,3.581429,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.595496,7.069304,5.077714,8.398885,4.63434,6.955937,3,1,1,malignant
2.936059,2.015266,2,8.048226,6.088685,10,2,9.121148,1,benign
2.180181,1,3.536215,3.254096,2,3.561768,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.015842,1,1,1,2,1,2,1,1,benign
5.198917,2.283457,3.459458,3.697418,9.807239,2.577272,3.574979,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.540426,1,1,1,2,9.134767,2,1,1,benign
4.855229,2.129499,7.149381,10.352668,2,10,3,4.389492,1,malignant
4.426181,1,1,1,2,1,2,1,1,benign
8.572856,4.025557,6.03657,7.084564,3.446542,6.729746,2,4.817243,1,malignant
2.473966,2.95345,1,1,1,1,3,1.452381,1,benign
1,1,1,1,1,1,2,2.296305,2,benign
1,1,1,1,1,1,2,1,1,benign
5.667876,10.080126,9.755767,2.772228,8.275871,5.907133,5.874586,6.351346,2,malignant
1,1,1,1,2,1,1,1,1,benign
7.18356,6.824078,6.354778,10.037231,2,10,5.62153,1,1,malignant
1.960958,4.442503,4.394167,10.12372,4.530606,10,9.619168,4.743935,1,malignant
2.569982,1,1,1,2,1,1,1,1,benign
5.295505,1,3.608088,1,1,1,3,2.639623,1,benign
3.357797,1,1,1,2,1,1,1,1,benign
5.076368,4.614908,3.583394,1,2,1,5.234501,1.855921,1,benign
2.45742,1,1,2,2,3.648027,2,1,1,benign
1,1,1,3.961037,2,10,3,1,1,benign
5.087311,9.740254,8.970804,9.770226,8.206754,10,9.141412,10,2,malignant
5.351912,2.598887,5.751318,1,3,3.415849,3,5.349083,9.707624,malignant
4,1,1,1,2,1,1,1,1,benign
9.141867,8.052222,7.531157,2,9.835643,2.767592,7.121181,10,6.204161,malignant
9.905946,9.949681,9.894994,9.737542,4.165125,10,6.436865,3.068384,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.253659,3.297777,1,2,1,3,2.087151,1,benign
5.523243,3.623188,3.007124,10.149176,4.821943,10,5.027955,1,9.804959,malignant
5.023806,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,3,benign
1,1,2,1,2,1,2,1,1,benign
8.919867,4.719586,4.315662,4.94664,4.941186,3.479008,2,2.377247,1,malignant
2.705479,1,1,1,3,1,3,1,1,benign
2.314763,1,1,1,1,2.696901,1,1,1,benign
5.449088,10.3782,9.955197,1,5.003957,1,7.979814,2.749547,1,malignant
11.580651,2.367231,3.897403,3.431192,3,5.591905,3.804651,1,1,malignant
9.262314,2.14196,2.410871,1,2,1,1,1,3,benign
1,1,1,1,2,1,3,1,1,benign
1,2.766344,3.696281,1,2,2.702909,5.022594,1,2,malignant
4,1,1,2,3,1.444903,1,1,1,benign
7.510083,10.034515,7.876519,6.145703,3,1.824318,7.637956,4.200436,2,malignant
8.145005,1,1,1,2,1,3,1,1,benign
5.270093,2.540946,2,2,3,1,5.523576,1,1,benign
9.075015,4.411742,2.749613,1,4.51169,1,7.174968,2.173749,1,malignant
8.219043,10.345167,6.130284,7.139589,4.382135,2.81706,8.770069,3.432423,2,malignant
2.839774,1,1,4.348942,2,1,3,1,1,benign
2.156731,2.03006,2,1,2,1,2,1.722678,1,benign
1,1,1,1,2,1,1,1,1,benign
6.54103,9.911042,9.011604,6.183154,9.484782,10,4.837849,7.864692,3.27792,malignant
7.732474,6.312247,6.890976,3.207064,5.257923,6.727784,4.093292,5.756424,1,malignant
1,1,1,1,2,3.565133,1,1,1,benign
7.314893,9.782747,9.419531,1,8.369451,1,5.381882,10,2,malignant
3.894226,1,1,1,2,6.628524,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.146234,9.856955,8.263257,7.084454,8.503263,5.066984,9.341402,4.775794,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.198525,7.169666,4.989966,6.63671,5.210663,6.782834,8.625104,10,2,malignant
6.198792,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.296964,4.336086,4.959821,3.184775,9.622057,10,3.302596,1,1,malignant
1,1,1,2.8828,2,1,2,1,1,benign
9.962333,2.924569,6.506132,1,3,10,2,1,1,malignant
8.944377,7.185165,5.197936,5.630272,4.012236,10,8.83138,1,2,malignant
2.014157,1,1,2,2,3.680158,2,1,1,benign
3.581322,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.881619,1,1,2,2,1,2,1,1,benign
3.030662,2.321688,2.962161,3.595979,4.460717,1,3,1,1,benign
5.171996,3.615128,10.191925,2,4.904397,10,4.747803,2.080795,10.340795,malignant
5.248725,1,1,1,1,1,1,1,1,benign
1,2.576743,2,2,2,2.713745,9.005487,1,1,benign
1,1,1,1,2,1,1,2.822694,1,benign
8.712982,6.945915,8.914187,2,5.898741,10,6.925791,2.778777,1,malignant
5.202025,1,1,1,2,6.936801,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.564683,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1.799176,1,benign
5.753273,1,3.048341,1,2,1,2,1,3.232223,benign
1,1,1,3.906364,2,1,2,1,1,benign
8.440656,2.490293,3.244712,6.276415,3,10,4.561387,1,5.325832,malignant
1,1,1,1,2,1,1,1,1,benign
5.147625,1,1,3.40927,2,4.714311,2,3.240099,1,benign
10.905574,10.442433,5.59847,6.561145,4.40258,8.815611,8.289959,6.456561,1,malignant
4,1,1,1,2,1,1,1,1,benign
12.073451,4.460032,5.726112,10.024248,7.19055,10,5.154765,10,2,malignant
2.531642,1,3.7857,1,2,1,1,1,1,benign
5.511602,1,1,1,2,1,1,1,1,benign
10.329145,10.221962,9.965846,9.697737,6.735799,3.075887,9.468402,10,2,malignant
6.880706,3.979818,5.330395,3.200075,4.861328,10.225451,4.137675,6.053482,7.626269,malignant
9.749567,1.879944,4.668941,1,2,10,5.977018,1.827412,1,malignant
2.359389,1,1,1,2,1,1,1,1,benign
2.58367,1,3.63216,1,1,1,2,1,1,benign
2.044921,1,2.844835,1,2,7.432358,3,1,1,benign
1.51095,1,1,1,2,1,1,1,1,benign
4.853387,1,3.394505,1,2,1,2,1,1,benign
2.226865,1,1,2,1,1,3,1,1,benign
2.960509,1,1,1,2,1,1,1,1,benign
2.932938,1,1,1,1,2.313568,1,2.004533,1,benign
1,1,1,1,1,1,3,1,1,benign
8.799647,9.951946,10.044588,10.518218,4.867692,10,3,3.36248,3,malignant
4.562957,3.158818,3.117445,1,3,1,8.707072,2.956139,2,malignant
1,1,1,1,2,1,1,1,1,benign
10.545657,3.898839,6.09862,5.138077,2,6.546941,5.278669,10,2,malignant
1,1,2,1,2,1,2,1,1,benign
7.628111,7.788729,3.900179,10.636149,5.275029,1,5.69303,2.095759,1,malignant
1.48983,1,1,1,2,1,3,1,1,benign
2.6775,1,1,1,2,1,1,1,1,benign
4,10.475421,6.043227,6.609769,8.060192,7.468167,8.06768,1,10.369967,malignant
1,1,1,1,2,1,3,1,1,benign
8.960299,3.121757,7.381894,1,3,1,5.826923,1,3,malignant
9.451319,6.950039,6.458303,2,4.033032,10,5.297813,10,2,malignant
4.415671,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.697711,1,1,1,2,1,2,1,1,benign
3.078244,1,1,1,2,1,3,1,1,benign
4.006668,8.200182,3.163577,2,3,10,7.707094,3.120415,1,malignant
4,1,3.487221,1,2,1,1,1,1,benign
2.101716,3.837845,5.496853,2,11.237682,10,3,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,3.079621,2,1,3,1,1,1,1,benign
3.661038,1.732832,2,1,1,1.390688,1,1,1,benign
4,2.624407,4.191361,7.735222,2,10,1,2.225765,1,benign
5.480257,9.974122,11.067591,1,10.176815,3.433494,7.924912,1.994245,2,malignant
2.883103,1,1,1,3,1,3,1,1,benign
4.330482,2.086138,2,2.68514,2,1,1,1,1,benign
9.74829,2.168998,2.996164,7.901243,2,10,3,1,2,malignant
9.013064,9.853935,7.336814,4.606019,4.081524,5.547117,6.968194,3.033987,2,malignant
4,1,1,3.020209,2,1,2,1,1,benign
5.378643,10.027896,7.725519,9.853686,9.531258,8.226928,5.716594,2.4171,1,malignant
4.689828,1,1,1,3,1,3,1,1,benign
10.25013,2.482863,3.217098,9.569876,2,10,4.303895,4.790488,2,malignant
5.588795,7.762832,6.597082,10.175779,2,6.226231,3,5.126696,1,benign
7.642575,4.530059,5.394341,2,5.620951,2.918383,7.634132,2.878449,1,malignant
3.062568,1,1,2.948454,2,2.749112,2,1,1,benign
1,1,1,1,2,1,2,3.724202,1,benign
1,1,1,1,2,1,1,1,1,benign
5.573804,1,2,2,1,3.076886,4.637677,1,3,malignant
4.865403,2.95152,2,7.77352,2,10,4.320058,10,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.535109,6.604627,3.854939,3.063016,4.63244,9.309263,3,10,1,malignant
3.257492,1,2,1,1,1,2,1,1,benign
2.817282,1,1,2,2,1,3,1,1,benign
3.494631,1,1,1,1,1,3,1,1,benign
2.206475,1,1,1,4.2293,1.869033,2,1,1,benign
10.398654,9.742244,8.252653,9.612085,6.556685,3.260995,9.020161,8.820833,1,malignant
5.011355,1,1,1,4.696098,1,2,1,1,benign
2.239792,1,1,1,2,1,1,1,1,benign
4,1,1,3.723803,1,1,2,1,1,benign
5.008827,2.958628,1,5.703991,4.249758,1,2,1,1,benign
2.245992,1,1,1,1,1,2,1,1,benign
2.311017,1,1,1,2,1,2,1,1,benign
4.845368,1,1,2.84472,2,1,2,1,1,benign
8.948304,7.684768,5.748299,3.008475,7.360211,9.234483,4.75006,7.840566,1,malignant
2.681596,1,1,2.997694,2,1,2,1,1,benign
2.779158,2.278585,2,2.962335,4.261456,1,3.702934,1,2,benign
4.741459,1,1,1,2,1,3,2.744006,1,benign
4,9.740185,9.131483,6.203382,11.181685,1,4.523569,3.137528,1,malignant
4,2.491293,2,1,4.665917,10,4.730704,1,1,malignant
10.380039,7.235613,8.716774,1,5.491813,6.198361,9.626712,10,1,malignant
4,1,1,1,1,1,2,1,1,benign
3.748122,1,1,1,2,1,2,1,1,benign
8.025212,4.376855,3.526483,6.465793,3,10,9.551795,10,1,malignant
4.599095,1,1,1,3,1,3,1,1,benign
8.718003,9.924949,9.236524,6.169166,11.186608,5.501136,5.589271,3.822471,2,malignant
9.356643,8.232611,10.032006,1,7.242923,1,8.243197,1,1,malignant
9.100743,9.451012,5.175679,1,8.892468,10,6.064718,10,2.015948,malignant
2.96611,1,1,1,2,1,2,1,1,benign
4.76595,1,1,1,1,10,8.040224,6.185708,1,malignant
8.385734,9.797458,7.481682,2,7.658976,3.361577,6.212816,1,3,malignant
4,9.963647,8.455043,1,8.792513,2.384962,3,8.551673,1,malignant
2.286182,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.340665,1,1,1,2,1,1,1,1,benign
2.469843,1,1,1,2,1,1,1,1,benign
8.352122,8.755877,9.282449,1,11.145885,1,6.697292,10,1,malignant
8.307194,3.584163,3.358515,3.246928,7.583242,10,3,1,3,malignant
1,1,1,3.508385,2,8.097027,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.707058,1,1,1,3.684586,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.846134,2.448805,6.026208,3.319964,2,2.803426,3,1.908331,1,malignant
5.270628,1,1,1,2,1,2,1,1,benign
5.259156,1,1,1,2,1,2,1,1,benign
7.200743,5.398359,7.011032,5.552633,5.119952,10,6.962093,1,1,malignant
3.245716,1,1,1,2,1,2,1,1,benign
2.878844,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,10.954619,benign
5.370078,1,2,1,2,1,2,1,1,benign
3.216021,1.916898,4.265416,1,2,1,2,1,1,benign
2.034317,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.014654,2,1,2,1,1,1,1,benign
2.661213,1,1,2,2,3.954886,3,1,1,benign
5.236623,6.970239,2.990653,6.643856,10.095115,3.695012,7.203616,1,1,malignant
9.758702,9.799494,10.783864,7.026834,8.461458,8.560666,8.839256,8.410943,1,malignant
2.85482,1,1,1,2,1,3,1,2,benign
5.3209,4.515227,5.564124,9.54448,9.449348,10,4.646672,8.286712,10.540455,malignant
2.129933,1,1,1,2,1,2,1,1,benign
7.423354,5.509009,8.675467,6.824096,8.629602,1.456727,8.872725,4.049751,1,malignant
3.690972,3.106618,1,6.489013,1,1,7.421683,4.798853,1,benign
4,1,2,1,2,1,1,1,1,benign
7.795792,6.332211,6.222058,2,4.386775,10,8.960677,1,1,malignant
2.809422,1.784528,3.734501,1,2,1,8.73449,1,1,benign
5.682371,2.409667,3.332211,1,2,1,8.335603,1,1,benign
1,2.453208,4.047443,2.632234,2,3.662337,2,1,1,benign
5.381538,1,1,7.301342,3,10,5.107299,5.075597,9.78552,malignant
2.87371,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.935955,4.406216,7.250846,3.207882,2,10,7.251243,8.069521,3.858785,malignant
2.646499,1,1,3.703058,2,1,1,1,1,benign
2.569996,2.655034,2,1,3,1,3.563277,1,1,benign
2.633136,4.613391,3.709162,9.93661,13.837116,10,8.578884,1,3,malignant
5.532217,4.007765,5.600361,1,4.197804,8.961371,5.603439,3.051197,3,malignant
6.406455,2.424773,2,7.215412,6.21682,7.006818,4.562193,1,1,malignant
4.94058,10.043466,6.349338,1,5.659646,10,3.48837,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.252426,1,1,1,2,1,1,1,1,benign
4.972483,2.139472,2,1,3,3.954544,3,1,1,malignant
9.124869,6.826308,3.977148,3.65411,4.101583,10,6.308438,8.108402,1,malignant
1,1,2,1,2,1,1,1,1,benign
5.528838,1.829618,1,2,2,1,3,1,1,benign
2.658926,1,1,1,2,1,2,1,1,benign
8.173104,4.454972,4.458981,6.544008,7.498668,1,7.455563,2.988468,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.896327,1,1,1,1,6.571284,2,1,1,benign
1.841886,2.684302,1,2,1,1.849303,1,1,1,benign
4,2.384446,2.762795,1,2,1,1,1,1,benign
8.229471,9.980335,10.742258,10.041068,7.487654,10,5.436758,5.610894,1,malignant
6.876635,6.820441,8.648527,9.825701,3.843283,10,3.309691,6.748689,1,malignant
7.882991,7.11247,6.457152,1,3,10,4.496799,6.359454,2,malignant
5.782502,4.115096,6.016293,2,2,10,4.257498,1,1,malignant
4,2.883852,3.703953,1,3,10,3.440528,1,3.248581,malignant
3.817801,6.636903,11.108299,3.29515,7.541888,6.199366,3,5.943688,1,malignant
4.670145,7.434369,8.728889,8.243272,3,10,8.491522,1,5.307675,malignant
2.745131,1,1,3.143307,2,1,2,1,1,benign
2.453989,2.092214,2,2,3,1,2,1,1,benign
4,9.739475,1,9.792266,5.441897,7.384051,5.130251,10,1,benign
7.762194,7.796218,4.367746,3.301145,9.654868,10,5.151131,5.47413,2,malignant
2.785083,1,1,1,2,1,2,1,1,benign
5.926406,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.217827,3,1,1,benign
2.389482,5.113585,8.488311,1,2,3.034763,8.56934,1.909909,2,malignant
9.724741,9.790915,5.357715,7.411704,5.216349,10,8.87338,10,7.748781,malignant
4,1,1,1,2,1,1,1,1,benign
7.834309,2.720765,6.056262,9.718044,3,10,4.811641,4.146845,1,malignant
8.071245,10.425592,9.051278,3.513487,8.513035,6.303855,8.028586,1,1,malignant
2.58761,1,1,1,2,1,1,1,1,benign
4.474389,1,1,1,2,1,2,1,1,benign
6.141715,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,8.540119,1,1,1,benign
9.402048,7.898526,9.455218,7.553441,4.960083,10,3,4.073631,1,malignant
9.49809,9.661005,10.016061,9.799941,8.556524,6.630813,3.87874,1.956173,9.362726,malignant
1,1,1,1,2,4.280598,1,1,1,benign
9.92861,9.754979,8.802479,9.722341,8.326777,10,7.23177,10,1,malignant
4,4.789257,7.218219,10.230795,2,10,8.302608,3.057265,8.656435,malignant
4.894141,10.06802,3.171049,9.730921,9.422402,10,9.18648,7.74399,1,malignant
1.57491,5.236944,5.876617,4.134907,2,10,5.080677,10,2,malignant
5.664288,1,1,1,2,1,2,1,1,benign
2.489176,1,2,3.256744,2,1,3,1,1,benign
8.503883,1,3.264329,3.089365,2,8.524799,2,1,1,malignant
5.0472,2.804809,2,6.161309,3,4.604774,3,1,1,benign
7.5285,8.33983,9.561631,3.132881,4.492083,7.104522,9.863151,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.54315,1,1,1,2,1,2,1,1,benign
2.764504,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,10,1,1,1,benign
3.472759,1,1,1,2,1,1,1,1,benign
10.798223,3.089729,7.917413,2.830141,3.499342,8.699054,7.090875,10,1,malignant
8.050185,1,3.624576,1,5.172695,10,1,6.902785,2.715156,malignant
5.59734,7.865458,9.396549,6.576788,4.387151,2.600248,3,8.898334,1,malignant
5.378193,4.672503,4.024334,3.918939,2,1,8.726372,8.32795,1,benign
1,1,1,1,2,1,1,1,1,benign
10.780263,7.718178,5.976636,7.50653,4.277438,10,5.162608,8.55763,1,malignant
4.299135,1,1,1,2,1,3,1,1,benign
7.992819,5.376701,6.310224,2.718249,2,5.79843,7.146433,3.769646,4.532417,malignant
3.129415,1,1,1,2,1,1,1,1,benign
5.531343,6.938929,8.262245,3.130857,3.753,2.621239,4.697297,8.915588,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.48144,9.811049,9.081364,5.369618,4.905662,7.442102,7.288494,2.401931,4.603914,malignant
2.35846,1,1,1,2,1,2,1,1,benign
9.100687,9.588035,9.29911,9.9372,7.142666,10,4.574788,2.893264,1,malignant
10.213773,8.860333,2.582561,2.839144,2,7.874277,6.983071,3.09901,1,malignant
8.987216,7.759602,3.315658,6.97045,8.06974,10,8.695985,10,1,malignant
9.534831,8.294858,4.901904,3.676808,4.992646,10,6.71009,8.028091,1,malignant
11.155126,9.848649,9.297407,4.129077,5.130986,6.828299,4.590693,2.879321,1,malignant
4.287048,10.106944,9.533863,2,9.249851,1,8.272158,1,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.696702,6.768097,5.645955,10.070935,4.617001,10,4.993091,4.486315,1,malignant
10.07641,7.036089,5.874051,2.649386,3.537399,10,9.227382,8.211319,3,malignant
4,1,1,1,1,1,2,1,1,benign
3.063098,1,2,1,1,1,2,1,1,benign
2.660776,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.058117,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,2.914902,1,benign
1,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.99962,1,1,1,2,1,2,1,1,benign
2.118338,2.253401,1,2,1,1,2,2.347278,3,benign
6.952171,10.164351,8.954091,3.451691,8.128605,8.015597,6.475378,5.292506,1,malignant
3.462997,1,1,1,2,1,2,1,1,benign
2.924588,3.220461,2,3.352013,2,7.486242,2,1,7.452261,benign
1,3.156819,1,10.256907,2,1,2,5.308858,1,benign
4.26813,1,1,1,2,1,2,1,1,benign
5.615721,1,2.523988,1,5.354316,1,1,1,1,benign
4.465623,1,1,1,2,1,2,1,1,benign
8.731305,5.228139,5.478574,3.595454,3,1,8.179656,10,1,malignant
1,4.484136,4.103157,1,8.13664,1,3,1,1,benign
4.942385,1,1,1,2,1,1,1,1,benign
5.202187,3.575603,5.937788,2.518024,2,10,3.699445,10,1,malignant
5.500757,3.943349,6.750814,10.42245,5.017147,10,3.416669,1,1,malignant
1,1,1,1,2,1,2,2.215724,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.321138,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,6.932672,1,1,1,1,benign
5.260797,1,2.971915,1,2,1,3,1,1,benign
2.373286,1,3.195982,1,2,1,2,1,1,benign
4,3.883662,8.503179,1,3,2.253135,5.948397,1,1,malignant
9.658176,4.433689,7.468494,2,3,0.967103,3,1.8609,1,malignant
4,8.057774,8.252076,7.546784,5.194618,10,8.100541,10,1,malignant
5.326994,9.746063,4.735695,10.197461,7.737014,5.892796,2,6.436478,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.460645,9.291466,9.807466,10.118646,9.633403,5.973196,5.147099,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,3.116591,1,2,1,1,1,1,benign
2.809526,1,1,1,2,1,1,1,1,benign
2.164606,1,1,1,2,1,3,1,1,benign
4.81502,2.57281,3.713535,1,8.074075,10,5.543242,10,1,malignant
9.167145,1,5.824375,1,3,6.221077,8.730456,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.431693,8.968448,8.390817,9.676435,9.575246,10,3,7.826372,7.79347,malignant
2.077668,1,1,1,1,1,1,1,1,benign
2.708686,1.76615,2,2,3,1,3,7.603905,2,benign
4.914911,1,3.26778,1,2,1,1,1,1,benign
4,1.652095,3.390348,1,4.526095,1,5.581311,3.718619,1,malignant
3.141122,6.285165,10.790061,6.262253,9.478349,10,5.568395,8.494373,1,malignant
4.685267,7.668112,5.136296,3.471567,3.396139,7.324214,8.178838,1,3.839362,malignant
8.078564,8.210846,9.055017,3.285047,3,6.718968,4.398811,10,9.093821,malignant
8.976645,5.211644,6.813344,9.560482,7.566662,10,8.953325,2.009288,1,malignant
5.673201,4.997162,2.762884,9.99462,6.988904,10,7.486001,5.674076,1,malignant
5.829414,1,1,1,2,1,3,1,1,benign
5.074977,1,1,1,2,2.750746,3,1,1,benign
4,1,1,2,1,1,3,1,1,benign
7.93317,6.81066,6.504564,2,4.33393,2.815313,6.108909,4.4279,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.577981,2,1,3,1,2,benign
5.994287,2.770829,2.994029,3.333437,9.291072,1,8.537377,2.439828,1,benign
4,3.02522,3.798166,1,8.914109,3.420353,3.912979,1,3,malignant
3.28628,1,1,1,2,1,1,1,1,benign
5.757745,1,1,1,2,1,3,1,1,benign
3.013462,10.144097,9.386179,4.285289,6.801207,10,9.796282,10,3,malignant
5.765412,1,1,1,2,2.036576,2,1,1,benign
9.674908,4.149446,6.38633,3.437279,2,6.337873,8.573249,1.810592,1,malignant
4,2.482782,3.005854,2,2,1,1,1,2,benign
9.311711,1,1,1,2,1,3,1,1,benign
2.867128,1,1,3.368775,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.475067,3.264514,1,3,1,1,1,1,benign
4,1,2,1,2,1.736509,2,1,1,benign
4.91145,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.790155,1,1,1,2,1,2,1,1,benign
4,1,1,3.353688,2,2.394666,2,1,1,benign
5.256687,3.895628,3.658211,4.246031,5.115169,5.14641,6.305694,1,1,benign
5.402445,4.362611,2.855029,2,3.833578,8.143353,3,10,1,malignant
2.928353,1,1,1,2,1,3,1,1,benign
9.205286,6.840316,6.607497,3.359389,7.78434,10,3,7.167085,10.87447,malignant
9.750723,9.780631,10.295701,2,6.897305,7.017724,7.877591,10,1,malignant
5.161607,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,3.441819,2,1,1,1,1,benign
8.963781,5.238697,9.317586,6.84895,2,10,2,5.279158,2,malignant
2.002087,9.932753,7.149967,4.70221,5.086441,3.781573,7.55497,2.694559,3,malignant
8.379373,2.806674,3.781767,2.975423,7.75457,10,7.659005,2.807009,4.97241,malignant
9.102301,8.395831,7.83105,3.885383,4.247745,2.190741,7.005331,1,1,malignant
5.203945,1,2,1,2,1,2,1,1,benign
2.902401,1,1,1,1,1,1,1,1,benign
10.178685,6.118296,7.874757,4.035507,2,6.830986,7.519556,10,1,malignant
4,3.05691,2,2,8.270244,1,1,1,1,benign
10.428576,6.519234,5.448834,6.626503,6.623616,10,9.272114,10,1,malignant
4,1,1,2,2,1,3,1,1,benign
8.556884,3.964407,3.898275,7.911995,2,10,5.213624,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.571399,3.920827,6.400887,1,4.279427,1,2,10,1,benign
4,1,1,1,2,1,2,1,5.19415,benign
3.117716,1,1,1,2,1,1,1,1,benign
9.484794,3.203578,3.465843,2,2,3.560163,3,10,3,malignant
8.135314,4.126018,5.637399,5.314479,5.156709,10,5.533089,6.386684,9.719989,malignant
2.352139,1,1,1,2,1,1,1,1,benign
9.948693,9.512354,9.459289,2.941207,5.225694,6.728851,3,8.547776,3,malignant
3.00365,1,3.176902,1,2,1,1,1,1,benign
8.777507,9.641149,5.697849,9.960036,7.246188,10,8.202456,9.153418,1,malignant
2.965652,1,1,1,2,1,2,1,1,benign
9.070517,7.263888,3.66037,2,4.126491,10,9.344792,4.080729,1,malignant
1,1,1,1,2,2.980491,2,1,1,benign
5.368424,2.272675,3.193985,1,2,1,3,1,1,benign
5.413833,4.078782,3.044036,9.378939,4.948737,10,8.567037,2.78423,1,malignant
5.035505,2.058276,3.156358,1,3,10,3,2.704666,1,malignant
2.206953,1,1,2.916643,1,1,3,1,1,benign
1,1,1,3.779253,2,1,1,1,1,benign
2.449139,1,1,1,2,1,2,1,1,benign
4.968951,1,2,1,2,1,2,1,1,benign
8.89919,10.021801,9.62487,2.699547,5.281448,8.853973,7.52835,8.435674,1,malignant
3.297541,1,1,1,2,1,2,1,1,benign
5.122302,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.078887,1,1,1,2,1,2,1,1,benign
5.167409,1,1,1,1,1,1,2.522781,1,benign
5.473583,1,1,1,2,1,3,1,1,benign
5.727901,1,1,1,1,1,2,1,1,benign
5.770534,1,1,1,2,1,2,1,1,benign
7.662928,6.137486,2.930542,9.448678,3.937545,10,9.557238,8.903266,3,malignant
1,1,1,1,2,7.392009,3,2.341388,1,benign
4.865518,1,1,2,2,1,1,1,3,benign
5.905634,6.338332,8.057997,3.129927,3,10,7.947439,1,2,malignant
5.531017,1,1,1,2,1,3,1,9.023697,benign
10.248894,9.26009,5.679743,10.03658,4.975149,10,6.790746,2.291936,3,malignant
3.77447,1,1,1,2,1,3,1,1,benign
8.258404,1,1,2,4.323065,10,6.606559,7.517619,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.051493,1,1,1,1,1,2,1,1,benign
2.182531,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,3.819107,2,1,2,1,1,benign
10.290868,2.282136,3.807791,1,3,10,3.772354,4.216755,1,malignant
2.886242,1,1,1,2,1,2,1,1,benign
4,1,2,2,2,1,2,2.8979,1,benign
9.927953,1,1,1,2,1,2,1,1,benign
1,2.528949,1,2,2,2.29659,2,1,1,benign
9.144387,4.095817,6.335554,1,2,1,5.751877,1,2,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.23372,2,1,2,1,1,1,1,benign
2.961811,1,1,1,2,1,1,1,1,benign
2.37141,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.139381,4.942304,4.303275,10.459132,4.267211,10,6.306421,5.498234,1,malignant
5.346003,1,4.170596,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1.512491,1,benign
7.777583,2.139612,3.168257,9.796025,5.270272,10,4.111014,1,5.765719,malignant
5.175517,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.517757,3.952226,2.757521,2,9.148673,10,4.540405,8.317345,1,malignant
4,7.783867,8.294463,1,11.248626,1,3,7.783783,1,benign
4,1,1,1,2,1,2,1,1,benign
9.325572,4.038117,5.891749,2,3,10,4.087688,4.609174,1,malignant
2.678886,1,1,1,2,1,3,1,1,benign
3.041625,1,1,1,2,3.426683,1,1,1,benign
2.709127,1,1,1,2,1.805412,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.53694,9.839858,8.944698,6.145894,3.899665,8.332751,4.625701,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.72455,1,1,1,2,1,2,1,1,benign
6.234596,1,1,1,2,1,1,1,1,benign
10.503899,9.937902,8.432391,2.744887,6.219501,10,3.945343,5.443007,2,malignant
1,1,1,1,2,2.995717,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.923383,4.29967,5.801515,1,10.077563,3.539754,4.158512,5.653753,3,malignant
4,2.549872,1,1,2,1,3,1,1,benign
4,3.820076,4.011983,6.367254,7.944023,10,8.045526,1,1,malignant
2.644169,1,1,4.106922,2,2.455281,1,1,1,benign
5.23826,8.267582,8.465688,6.710312,7.951374,7.922316,8.924966,1,2,malignant
3.570581,7.351588,1,1,1,1,3,7.209895,1,benign
7.995899,1.938767,2,5.194181,3,10,3.817654,1,1,malignant
1.889095,1,1,1,1,3.038713,5.409291,1,2,benign
4,1,1,1,3,1,2,1.949265,3,benign
7.169943,4.332884,11.144049,6.872178,2,10,4.856916,1,9.245485,malignant
3.158004,1,1,1,2,6.060762,1,1,1,benign
4.09346,1,1,1,2,2.630007,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.206017,4.188901,3.43221,1,1,3,1,1,benign
4.986381,7.65854,4.295963,9.823669,9.414376,3.52133,3.832226,5.146044,1,malignant
4.971608,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.420335,6.631809,8.761833,5.611809,3,10,4.888117,4.165203,7.288252,malignant
4.998786,8.002798,5.891175,4.100924,5.398211,10,9.088165,2.837965,1,malignant
8.11166,8.538651,5.514614,3.901649,6.196394,10,7.456048,10,1,malignant
9.811484,5.084199,5.589965,10.364836,4.61333,2.259518,4.80553,4.110998,1,malignant
2.837448,1,1,1,2,7.625352,3,1,1,benign
5.015905,1,1,3.20847,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.325426,1,1,1,2,1,3,1,1,benign
2.504838,1,4.587789,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.170238,6.684153,8.829821,1,8.403176,3.041006,4.473283,5.650981,5.323332,malignant
5.5016,1,2,1,2,1,3,1,1,benign
2.21476,1,1,1,2,1,2,1,1,benign
5.816213,8.017732,8.81173,3.665452,3,3.269781,7.892739,1,3,malignant
1,1,1,2,2,1,2,1,8.522381,benign
2.860471,1,1,1,1,1,2,1,1,benign
9.35486,4.620221,6.243359,6.072675,3,10,4.254414,1,1,malignant
4.941393,1,2,1,2,1,1,1,1,benign
2.376627,1,1,1,2,1,1,1,1,benign
7.780967,1,1,8.418558,2,2.67223,2,1,1,benign
4,4.220696,7.54862,9.968192,4.910059,4.523851,5.153444,3.810651,1,malignant
8.725006,7.589845,10.209028,4.74039,8.533808,8.952517,7.063297,5.900715,1,malignant
2.507615,1,1,3.294117,2,1,3,1,1,benign
5.800374,5.885698,11.30276,2,2,4.713984,3,2.759889,3,malignant
5.068279,1,1,1,2,1,1,1,1,benign
4.608396,1,1,1,1,1,2,1,1,benign
5.032254,9.795432,6.378116,3.54762,6.179393,6.738456,4.316603,2.456393,1,malignant
2.689726,1,5.256293,9.859682,2,1,1,1,1,benign
4,1,1,1,11.520035,1,1,1,1,benign
2.764774,1,1,1,2,1,3,7.638712,1,benign
4.880529,1,2,1,2,1,1,1,1,benign
1,1,1,2,2,3.344235,1,1,9.237582,benign
4,1.894536,2.917394,3.215149,4.51079,1,3,1,1,benign
5.30232,4.164036,5.100212,9.510856,2,10,8.18342,8.700996,1,malignant
5.178656,2.635685,2,1,3,1,5.621908,1,1,benign
3.097338,1,1,1,2,1,2,1,1,benign
1,1,3.07873,3.487122,2,1,3,1,1,benign
9.236783,4.360962,3.537657,9.711524,3,10,9.995459,6.424402,10.379404,malignant
7.090747,5.119121,6.25269,9.787568,8.327097,10,3,9.468935,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.498639,1,1,1,2,1,3,2.182993,1,benign
3.386691,1,1,1,2,1,2,1,1,benign
1.628561,1,1,1,2,1,1,1,1,benign
2.022571,1,1,1,2,2.968642,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.936996,2.025083,3.430978,1,2,10,3.903282,2.289301,3,malignant
4,2.645717,2,1,3,1,1,5.530469,1,benign
4,1,1,1,1,5.064222,2,1,1,benign
8.396499,4.181421,2.364299,1,4.339387,10,7.244132,4.663544,1,malignant
8.97158,10.659047,9.745672,3.064505,3,10,7.72727,5.716763,8.063816,malignant
1.927697,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,10,3,1,1,benign
4,1,2.891885,1,2,1,2,1,1,benign
2.452183,1,2,1,2,1,2,1,1,benign
10.769505,4.763008,5.647343,2.954936,2,9.080526,1,10,2,malignant
1.871277,2.745638,3.705315,2,1,7.634884,2,2.317235,1,benign
5.445692,1,1,1,2,1,2,1,1,benign
4.882946,6.882166,9.156075,2,4.119489,9.45729,6.707399,6.110831,1,malignant
5.515043,1,3.171286,1,2,1,1,2.540848,1,benign
2.851411,2.590539,1,1,1,1,3,1,1,benign
10.674608,7.399595,8.935984,4.039481,7.391539,10,7.768319,5.626316,2,malignant
4.886187,4.561659,2.915401,3.530229,3,6.883288,7.572794,1,2,malignant
9.721809,9.658985,11.424442,3.770272,4.01086,7.270506,4.606125,4.520363,3,malignant
4,2.732406,2,1,1,1,1,5.187467,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1.486532,2,1,1,benign
4,9.602408,6.949782,6.061163,3,1,4.279289,4.821809,1,benign
3.151623,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.871701,1,1,1,2,1,2,1,1,benign
2.930239,4.478524,6.103596,3.268279,8.841851,1,3,7.692291,1,benign
1,2.166196,1,1,2,1,1,3.188028,2,benign
2.947198,1,1,1,2,1,3,1,1,benign
2.03845,4.253392,6.820115,1,3.968844,6.19136,9.342145,9.325756,5.746898,malignant
8.69821,4.427013,7.850531,2.571591,3,1,5.109142,4.216983,1,malignant
4,1,1,8.311856,2,1,2,1,1,benign
8.613797,7.850721,6.86417,6.006807,3,3.564963,3,8.188262,10.11191,malignant
4.700725,1,1,1,2,1,3,1,1,benign
5.419185,9.525957,9.724703,6.963241,6.162516,10,8.517818,2.354856,2,malignant
6.155863,9.949126,9.54503,5.960838,4.423196,10,7.582866,3.268653,1,malignant
11.350795,4.131359,7.329682,3.747708,4.611959,3.918364,4.701454,2.691078,1,malignant
5.809852,1,1,1,2,1,2,1,1,benign
5.900734,1,2,1,2,5.752465,2,1,1,benign
4.977024,1,1,1,2,1,1,1,1,benign
9.186277,6.726893,3.614876,10.206898,4.093565,10,3,5.909817,1,malignant
1,1,1,1,2,3.481892,2,1,1,benign
1,1,1,2,2,1.934426,1,1,1,benign
2.933189,6.943075,3.41993,9.55913,9.669473,8.101315,4.363205,9.280472,1,malignant
1,1,1,1,4.774294,1,1,1,1,benign
5.024577,1,1,2,2,3.314583,3,1,1,benign
8.020293,7.502234,6.475534,6.795335,4.498114,10,3,10,2,malignant
1,1,5.077943,1,2,1,3,1,1,benign
2.593725,4.528005,7.358314,5.832049,4.656332,2.62642,3,3.838257,1,benign
5.321271,1,1,1,2,1,2,1,1,benign
4,4.888126,7.3223,3.326389,4.246984,1,8.468815,2.280832,5.810381,malignant
3.23466,1,1,1,2,1,2,1,1,benign
4,4.330006,3.108324,3.267345,1,1,4.499041,1,1,benign
2.721179,1,1,3.176439,2,3.470382,1,1,1,benign
1,1,1,1,2,2.13074,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.716719,1,1,3.387333,2,3.59093,3,1,1,benign
4.229303,1,2,1,2,1,2,2.249902,1,benign
1,1,1,1,2,1,1,1,1,benign
5.32765,1,1,1,2,1,3,1,1,benign
4.87699,2.452541,2,2,2,1,1,1,1,benign
3.198139,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,2.431132,2,1,1,4.527904,1,benign
1,3.335192,2,1,2,1,2,1,1,benign
1,1,1,3.804366,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,8.255259,6.118993,5.78254,3.96571,3.343684,5.600459,4.579727,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,2.887517,3.954702,1,2,1,2,1,1,benign
3.153606,1,1,1,2,1,1,1,1,benign
7.489969,4.378541,4.994756,10.107209,4.301912,10,8.03942,4.425701,6.8756,malignant
1,1,1,1,2,1,2,1,1,benign
7.640005,5.595783,3.570846,7.786564,8.639405,2.877646,3,5.976507,1,malignant
2.7825,1,4.025902,1,2,2.76633,1,1,1,benign
1,1,1,1,2,3.918062,3,1,2,benign
5.318551,1,1,1,2,1,2,1,1,benign
8.669819,1.644916,2,1,4.291194,3.217059,3,4.802223,7.49536,malignant
5.365429,1,2,1,2,1,3,1,1,benign
7.767864,3.705999,5.693371,7.308174,2,1,5.907722,5.679429,5.976758,malignant
5.36175,2.649789,3.781846,3.417475,1,7.440323,1,10,1,malignant
1,1,1,1,2,2.243848,2,1,2,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.894695,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,2,1,1,benign
9.466461,1.759368,6.712497,3.224356,2,10,3.936017,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.014388,1,1,1,2,1,1,3.206811,1,benign
3.118345,2.609169,2,2,2,1,1,1,1,benign
2.743618,2.442098,6.038812,3.805523,4.329763,10,3,5.561414,1,malignant
8.215617,9.66963,1,10.315527,9.149831,10,8.178726,2.605138,8.550303,malignant
7.749542,3.257779,8.716928,1,3,3.055224,3,4.975646,1,malignant
5.677272,4.724227,3.786922,6.718019,9.027308,10,7.549878,1,2,malignant
1,1,3.38267,1,2,1,3,1,1,benign
3.195231,1,1,1,2,1,2,1,1,benign
7.900442,2.32808,3.540171,10.296528,3,10,3,1,5.058678,malignant
4.710331,1,1,9.732292,2,9.856073,1,1,1,benign
2.515197,1,1,4.084495,2,1,2,1,1,benign
2.954194,1,1,1,2,1.753492,2,1,1,benign
5.634542,1,1,1,2,1,2,1,1,benign
5.063894,1,1,1,2,1,3,1,1,benign
4,2.166848,2,6.67946,4.133275,5.907449,1,1,1,benign
5.593081,4.505952,2.55863,9.83963,2,10,8.322737,10,9.347941,malignant
4,1,1,1,2,1,2,1,1,benign
9.60281,7.408966,7.253336,2.767207,7.839271,7.983868,9.047528,7.113301,4.944195,malignant
4,10.22094,8.551808,9.700832,9.11299,1,6.964593,8.917497,2.347007,malignant
5.797192,1,3.55435,1,1,9.694359,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.976706,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.156948,2,2,2,3.857411,4.45451,1.716658,1,benign
4,1,1,1,1,1,2,1,1,benign
5.236249,1,1,1,3,1,1,1,1,benign
5.376705,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.161584,4.967274,2,1,3,1,2,2.160627,1,benign
2.684585,1,1,1,1,1,1,1,1,benign
8.622675,4.095502,6.172633,1,4.649372,3.390553,4.612401,2.595146,1,malignant
4.152755,1,1,1,4.297557,1,1,1,1,benign
2.60467,1,1,1,2,1,1,1,1,benign
5.440768,1,4.018046,3.113962,1,10,2,4.788371,7.119343,malignant
4,1,1,1,2,1,2,2.580098,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,2,5.437668,1,3,1,1,benign
7.591662,7.168822,6.067008,4.636098,7.005662,10,3,1,1,malignant
4.713339,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4.319718,2.072174,2,2,1,1,1,1.902347,1,benign
10.922866,10.092342,2,2,6.472176,10,8.759986,2.098706,1,malignant
8.809399,6.223486,3.142735,8.157864,3,5.68246,8.309416,8.549938,1,malignant
1,1,2,1,2,1,1,1,1,benign
10.205588,4.098967,3.817967,6.013639,2,10,8.84661,1,1,malignant
1,1,1,1,2,2.632274,2,1,1,benign
1,3.066509,1,8.704944,5.280426,4.83957,1,1,1,benign
5.463979,1,1,1,2,1,2,1,1,benign
9.702658,9.874689,2,6.292213,4.488829,2.09015,5.543274,4.664585,1,malignant
5.834063,4.307426,4.490777,1,4.280712,10,9.403815,1,7.556865,malignant
9.673606,1,1,2,2,2.951299,2,1,1,benign
8.798001,4.466773,4.729189,6.903097,4.828042,10,2,2.80863,1,malignant
1,1,1,1,2,1,1,2.727351,1,benign
7.856975,2.413814,3.05052,10.40324,2,10,3.781797,2.799439,5.259609,malignant
4.453596,10.253937,5.820004,9.973241,6.046835,10,3.74825,3.351087,1,malignant
1,1,2.877743,7.247992,2,10,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.717447,4.453886,4.505118,3.449171,2,3.457477,2,5.019994,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.61141,1,2.800922,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.211487,5.092716,9.839977,1,3,1,5.407328,1.22342,1,malignant
5.40084,4.679884,3.389187,6.737024,4.064379,10,8.014238,2.543967,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,7.625254,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.329826,8.01429,3.361867,6.814418,10.763542,6.008402,8.443821,10,3,malignant
2.836528,1,1,1,2,1,3,1,1,benign
2.824623,7.398324,3.207197,1,5.822232,7.510972,4.296105,3.647375,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.418944,1,1,2,2,3.676899,3,1,1,benign
4,1,3.650839,1,2,1,2,1,1,benign
10.900126,5.250432,6.088992,5.546344,3,6.85833,4.770794,1,1,malignant
2.100685,1,1,1,2,1,3,1,1,benign
5.252666,1,1,1,2,1,3,1,1,benign
2.960274,1,1,3.103181,2,1,2,1,1,benign
2.716775,3.342928,4.42969,1,2,1,4.038797,2.598839,1,benign
4.930448,1.816826,6.494168,1,6.556271,1,2,2.867588,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
9.150882,9.445801,8.901425,6.435461,9.735239,7.095989,8.624952,1,1,malignant
5.927434,1,1,1,2,1,2,1,1,benign
8.75923,9.523606,9.746979,8.064869,4.14479,10,8.267545,10,3.864499,malignant
4,1,1,1,2,1,2,1,1,benign
1,2.214529,8.501735,1,3,1,3,1,1,benign
2.557678,1,1,1,2,1,3,1,1,benign
1,1,3.481727,1,2,1,1,1,1,benign
2.724381,1,1,5.298552,2,1,3,1,1,benign
4.901983,9.591171,9.357812,9.954813,9.553297,2.831644,3.620852,10,4.781787,malignant
5.076009,9.874322,8.365754,7.154871,5.221019,1.668596,4.181365,10,4.413036,malignant
1,1,1,1,2,1,1,1,1,benign
4.811489,3.83246,6.881826,4.570583,8.136475,7.24026,8.33585,7.574792,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.384336,4.374962,2.912364,6.39242,5.853495,5.579708,7.936618,2.076917,1,malignant
4.887874,1,1,1,3,1.583968,3,1,2.945783,benign
1,1,1,1,2,1,1,3.119743,1,benign
4,1,1,1,2,1,1,1,1,benign
5.158245,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1.601924,1,1,1,2,1,3,1,1,benign
8.364507,8.217021,9.941428,7.285753,6.382622,10,8.458521,1,1,malignant
2.975391,1,1,1,1,1,2,1,1,benign
7.286257,6.39052,8.79055,9.698331,3.870594,10,10.482271,10,1,malignant
4,1,1,3.45115,2,2.527155,2,1,1,benign
3.017585,1,1,1,2,1,2,1,1,benign
3.005624,1,1,1,2,1,3,1,1,benign
9.995076,4.282696,3.048862,8.774373,4.740269,10,3,5.261733,1,malignant
3.102808,1,1,1,2,1,1,1,1,benign
1.91328,2.099855,1,1,2,2.95527,5.943991,2.064962,1,benign
4.406368,9.810282,9.537352,9.998839,8.835488,10,6.40227,2.425007,3,malignant
8.148758,10.065245,8.563303,2.741002,7.155663,8.064615,10.03202,7.870023,4.686961,malignant
4,1,1,1,2,1,3,1,1,benign
2.738821,1,1,1,2,2.52364,2,1,1,benign
5.35665,5.233308,4.111565,3.056101,2,2.98757,6.722977,10,1,malignant
2.164296,2.486277,3.255825,2,2,1,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
5.177597,1,1,2,2,1,2,1,1,benign
2.88863,3.383017,3.559214,1,2,1,1,1.956612,1,benign
5.758415,1,3.112082,1,2,1,2,1,1,benign
8.084839,6.541397,4.191725,10.140152,3.615843,10,8.219901,6.036778,1,malignant
1,1,3.649059,1,2,1,2,1,1,benign
9.02531,1.199434,2.757661,1,10.86876,1,5.069545,5.058279,1,malignant
1,1,1,7.929518,2,1,3,1,1,benign
6.049327,4.293105,6.05081,5.728457,4.680359,9.280401,6.725997,4.636893,1,malignant
1,1,2.891909,1,2,1,2,1,1,benign
1,1,3.002913,1,2,1,2,1,1,benign
11.331331,5.398464,6.049535,3.120358,3,10,4.768777,7.778372,3,malignant
3.130137,1,1,1,2,1,1,1,1,benign
3.213558,1,1,1,2,1,2,1,1,benign
4.953047,1,1,1,2,7.041799,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.679536,1,1,1,2,1,1,1,1,benign
2.408173,1,2,2,3,1,3,1,1,benign
5.346535,9.969267,3.318083,1,6.153324,3.399696,8.311989,1,1,malignant
2.780506,1,1,2,2,1,1,1,1,benign
5.662188,1,1,1,2,4.473589,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.456996,2,1,3,1,1,1,1,benign
4,1,1,2.527841,2,1,2,1,1,benign
4.77594,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.262375,4.852294,3.004526,5.911711,5.705938,2.658705,5.959216,1,1,malignant
4,9.45203,2,10.177461,8.027114,10,5.58649,6.559324,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.590958,1,4.073108,1,2,1,1,1,1,benign
1,1,3.609655,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.733989,1,1,1,2,1,3,2.589943,1,benign
5.032901,10.200176,5.660456,3.178157,9.866444,10,7.996708,10,1,malignant
5.768764,1,1,1,2,1,1,1,1,benign
2.176005,1,1,1,2,1,1,1,1,benign
1,2.751033,4.027885,4.053965,1,1,6.689706,2.245245,1,benign
1.995899,4.657954,4.459609,7.056088,2,10,4.809558,5.187651,1,malignant
9.121068,9.525252,4.040817,5.860438,8.451611,10,6.251482,10,1,malignant
8.729672,9.644142,10.38074,10.035068,4.881333,10,3,8.049712,1,malignant
1.7368,1,2,1,1,1,2,1,1,benign
4.891769,3.497566,4.265225,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.928261,3.911915,4.936611,3.600686,2,9.597259,7.88424,8.197129,4.603501,malignant
4,1,1,1,2,1,3,1,1,benign
4.826882,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.959079,1,1,2.960084,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.612701,1,1,1,2,1,2,1,2,benign
4,1,1,1,2,3.606058,3,1,1,benign
5.273387,4.644484,4.347457,2,5.394287,10,8.938366,4.57393,1,malignant
4.767248,1,1,3.389892,1,1,1,1,1,benign
5.742083,1,1,3.926335,2,3.207144,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.282435,1,1,1,2,3.33482,3,1,1,benign
5.000187,1,1,1,2,3.489788,1,1,1,benign
2.788139,1,1,1,2,1,1,1,1,benign
13.204073,9.89199,8.640083,4.787357,6.865724,10,7.840953,1.923909,3,malignant
1,2.822784,2,3.422628,2,1.972257,4.684305,1,1,benign
2.523172,1,1,1,2,1,1,1.985484,1,benign
2.110205,4.188874,2,3.463182,3,1,4.242196,3.109194,1,benign
10.521134,9.813322,9.178809,9.673547,9.729046,1,6.976056,10,1,malignant
8.749882,4.693671,4.955459,6.513223,2,4.639966,4.718788,2.913951,7.68776,malignant
1,1,1,1,1,1,3,1,1,benign
4,3.273944,1,4.462443,2,1,1,8.558174,1,benign
5.446284,1,1,1,2,1,2,1,1,benign
1,2.386596,1,1,2,1,1,3.266374,1,benign
8.516456,2.230484,5.868545,6.622256,7.957203,6.591571,3,2.778752,1,malignant
5.174287,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.257177,8.500097,8.907738,10.011601,3,10,9.21406,1,10.07445,malignant
2.267633,1,1,1,2,1,3,1,1,benign
2.288062,1,1,2,2,4.294244,2,3.09373,1,benign
4.878655,10.212809,9.632782,6.587328,2,1.453608,5.021985,2.820839,3,malignant
5.667911,1,1,9.807543,2,1,2,1,1,benign
1,1,1,1,3,1,3,3.000089,1,benign
2.781694,1,1,1,2,1,2,1,1,benign
10.1871,4.05261,6.326981,4.337398,4.172744,5.296791,9.580873,1,6.603918,malignant
2.91727,1,3.026597,2,2,7.671664,7.956997,1,1,malignant
4,1,1,2,2,1,3,1,1,benign
2.279693,1,1,1,2,1,1,1,1,benign
9.234185,10.253246,9.99926,5.149215,6.874337,10,3,5.359836,8.778766,malignant
4,5.157816,5.388487,8.414072,3,1,6.337167,1.80418,1,malignant
4,1,1,2,2,1,1,1,1,benign
7.50752,9.954265,4.499787,9.391401,7.064094,10,7.949221,10,1,malignant
1,2.455427,3.286435,3.638143,2,4.16731,1,1.70076,1,benign
6.202251,5.38746,3.695668,6.192651,5.174712,3.1443,3.733318,3.537129,1,malignant
4,1,1,1,2,1,1,1,10.190417,benign
5.18012,1,1,2,2,1,2,1,1,benign
1,1,2.394287,1,2,1,2,1,1,benign
2.82888,1,1,1,1,2.178176,2,8.783681,1,benign
4.32673,1,1,1,3,1,1,1,1,benign
5.114106,1,1,1,2,2.964746,3,1,1,benign
5.451001,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.552691,2.875964,1,2,1,3,1,1,benign
8.384541,9.841238,6.770771,5.340407,1,3.576142,6.769252,8.23675,2,malignant
6.857501,9.652673,9.451432,2,6.557121,3.78077,4.466016,8.484226,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,10.363502,benign
1,1,2,1,1,1,1,1,1,benign
5.482963,10.382653,5.952821,7.830992,7.30297,10,6.27948,10,1,malignant
2.326249,1,2.798733,1,2,1,1,1,1,benign
7.3076,1.666748,4.542454,1,3.630423,7.111159,8.358608,4.392339,2,malignant
4,1,2,1,2,1,3,1,1,benign
5.489053,1,1,1,2,1,2,1,1,benign
4.992891,7.712442,9.925934,2,3,10,5.944049,2.271264,1,malignant
4.802145,10.235312,5.860643,2,7.318796,6.535937,4.911274,5.834652,1,malignant
7.82619,2.586352,5.846824,1,5.254454,10,4.456844,6.036754,1,malignant
3.009738,1,1,1,2,6.172548,1,1,1,benign
2.121591,1,2.534632,1,2,1,3,1,1,benign
5.85995,2.726095,1,1,2,1,1,1,1,benign
4.69113,1,3.78087,1,2,1,7.872715,1,1,benign
5.18789,4.651515,6.138499,9.867489,2,10,6.683254,1,3,malignant
5.341792,7.002212,9.096915,10.287235,4.251026,10,7.61091,4.836782,2,malignant
4,1,2.935163,1,2,1,2,1,1,benign
4.987706,1,1,1,2,1,1,1,1,benign
2.684159,1,1,1,2,1,2,1,1,benign
8.156216,4.961797,5.206386,6.553391,2,8.333668,5.746219,5.513083,4.153568,malignant
2.48692,2.337461,1,3.357717,2,1,3,1,1,benign
5.160783,1,1,1,2,1,2,1,1,benign
2.307867,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.172719,1,1,1,2,1,2,1,1,benign
5.040915,1,1,1,2,1,2,1,1,benign
5.286677,2.571023,4.111851,1,3,6.332405,1,5.860085,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.902033,6.562131,5.415613,9.570732,5.946018,10,4.053789,7.994276,1,malignant
4,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.949504,1,1,1,2,1,2,1,1,benign
7.21543,5.952892,5.141118,6.8576,3.914212,10,5.578321,10,1,malignant
6.80598,1.525999,5.790418,2,3,9.846277,3,10,1,malignant
3.236825,1,1,1,2,1,3,1,1,benign
7.953381,4.9546,4.114976,9.785038,2,1,3.587474,2.853187,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,2,3.796588,2,1,2,1,1,benign
2.668773,1,2,1,2,1,4.890998,1,1,benign
5.663494,6.289007,6.666577,6.294461,4.587898,7.03689,3,1,1,malignant
5.210188,1.470764,1,1,1,1,2,1,1,benign
2.645458,1,1,1,3,1,2,1,1,benign
4.478147,1,1,1,1,1,3,1,1,benign
4.770072,9.983153,7.802437,5.957446,6.313877,1,3,2.432473,1,malignant
7.862759,9.88193,8.327944,2,8.301229,10,8.928695,5.652004,6.375835,malignant
5.436913,2.879598,2,1,4.336801,3.606696,2,1,1,benign
2.300208,1,3.482597,1,2,1,1,1,1,benign
1,6.045125,1,4.894282,3,1,6.394808,5.840841,1,benign
11.08404,5.723011,9.161341,3.254881,8.606888,10,7.947607,8.17524,1,malignant
2.667274,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.309298,10.099742,5.972064,6.954811,5.98159,5.994365,6.114346,9.375072,1,malignant
8.220994,6.700765,5.360964,4.067525,5.232756,10,7.387191,10,6.56609,malignant
1,1,1,1,2,1,1,1,1,benign
5.122764,2.785409,1,1,2,1,3,1,1,benign
9.763272,10.031999,9.591764,6.309824,3,10,7.739841,10,1,malignant
1,1,1,1,3,1,1,1,1,benign
5.37134,6.043741,4.798766,3.220056,5.484071,10,7.761667,3.986374,1,malignant
8.317796,4.392188,6.744194,2,4.200715,2.4765,4.17904,5.782269,6.825772,malignant
2.602078,1,4.032974,1,2,1,3,1,2,benign
1,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.946257,4.370359,2.006183,6.025624,6.015581,10,4.209927,8.129889,2,malignant
8.400528,5.005648,5.314585,10.113394,4.324169,10,3.894737,4.035253,1,malignant
2.562808,2.715113,2,1,2,1,2,1,1,benign
5.534202,1,1,2,2,1,1,1,1,benign
5.576508,3.405696,6.613454,2,2,10,3,1.509609,10.137236,malignant
4,1,1,1,2,1,2,1,1,benign
3.058722,1,1,1,2,1,1,1,1,benign
2.229033,1,3.392992,1,2,1,2,1,1,benign
4.999026,1,1,2,2,9.341282,2,1,1,benign
7.63527,10.24017,8.851693,5.759524,6.553923,10,6.971083,6.238013,3.327417,malignant
9.502334,1,2,1,2,1,1,1,1,benign
2.685309,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.33504,5.004125,5.467044,3.614426,2,3.594869,6.966217,4.08343,1,malignant
1,2.411545,1,2.282104,2,1,3,1,1,benign
4.68421,1,1,1,2,1,2,1,1,benign
2.472678,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,4.211312,3.850481,7.047707,3,10,3,8.555815,1,malignant
2.517593,1,1,2,1,1,1,1,1,benign
7.686394,8.369096,8.942978,1,4.670271,2.535311,3,1,1,malignant
2.980773,1,1,1,1,4.394157,2,1,1,benign
2.807663,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.399968,1,1,1,2,1,1,1,1,benign
10.118765,2.395336,3.188794,1,3.990554,7.565737,3,3.333872,2,malignant
3.592784,1,1,1,2,1,2,2.502255,1,benign
2.698129,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.627321,9.539068,10.935137,1,9.518527,1,10.138809,10,1,malignant
5.52647,9.902994,4.795988,1,3.970236,1,9.285444,2.50511,1,malignant
1,1,1,1,3.507844,1,3,1,1,benign
2.261268,1,1,1,2,1,2,1,1,benign
4,3.139064,2,1,2,1,3,2.861929,1,benign
5.632797,6.578346,4.819184,8.181464,5.345104,10,5.298988,9.692089,1,malignant
3.272037,1,1,1,2,1,1,1,1,benign
8.641791,3.772053,6.501835,7.376547,4.330982,10,5.145735,1,1,malignant
1,3.81112,3.776101,3.172741,9.085203,1,2,1,1,benign
1,2.150292,1,1,2,1,1,1,1,benign
2.035691,1,1,1,2,1,3,1,1,benign
1,1,1,1,4.713648,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.729401,7.216571,2.845842,7.687161,6.421543,9.08242,6.319129,8.746838,1,malignant
6.180378,1.524582,1,1,3,2.605034,2,1,1,benign
9.081135,6.14874,7.040546,3.213191,4.034605,10,6.409459,10,1,malignant
5.339913,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.967092,1,1,1,1,1,2,1,1,benign
5.610643,1,2,1,2,1,1,1,1,benign
4.619263,10.115729,8.277004,9.793665,8.40322,7.204766,3,3.150571,1,malignant
9.411959,10.141672,7.223781,5.231423,4.581448,10,8.102038,10,1,malignant
5.173317,7.359887,9.402921,5.129989,6.26609,1.461946,3.223046,10,1,malignant
2.827489,1,1,1,2,1,3,2.818322,1,benign
1.664641,1,1,1,2,1,5.456212,1,1,benign
2.77663,4.892292,6.542939,1,4.328882,10,4.520923,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.439958,1,3.734491,1,2,1,1,1,1,benign
5.083438,1,1,1,2,1,2,1,1,benign
2.405004,1,1,1,2,6.78179,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.652234,3.234066,3.165755,7.706066,2,10,8.113907,5.57104,3,malignant
8.917783,7.021679,6.306975,3.387671,4.449811,6.210823,7.985028,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,6.719315,1,benign
5.406559,1,1,1,2,1,1,1,1,benign
1,2.508011,3.879953,1,2,1,2,1,1,benign
4.261686,2.109765,2,2,2,1,1,6.739458,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
6.150954,1,1,1,2,3.206781,2,2.732005,1,benign
1,1,2,1,1,1,1,1,1,benign
5.503203,9.341183,6.529226,9.424639,4.008815,10,8.617963,1,1,malignant
3.018517,2.630231,1,2,2,1.980312,5.102861,1,1,benign
4,1,1,1,2,1,3.56072,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.139708,4.030488,4.75923,5.279972,9.229268,10,6.962903,10,1,malignant
7.954431,9.664658,9.645599,5.345426,5.710503,10,8.256991,6.763933,3,malignant
4.568231,1,1,2,2,1,1,1,1,benign
2.449812,1,1,1,1,1,2,1.563589,1,benign
8.619969,6.293357,3.624274,9.696204,5.446433,2.037055,8.251599,7.500154,3,malignant
4,1,1,1,2,1,2,1,1,benign
7.945122,2.246127,9.384331,1,8.928691,1,3,5.004795,1,malignant
1,1,1,1,3,8.341676,1,1,1,benign
2.355937,1.534718,4.005557,4.141268,3.890396,4.816303,3,3.0512,6.151111,malignant
4,1,1,1,2,1,2,1,1,benign
2.365478,1,1,1,1,1,2,1,1,benign
10.891819,3.419985,3.59835,2,4.945433,2.341824,8.451784,1,3,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.414735,1,2,1,2,1,3,1,1,benign
10.172837,2.758534,5.668766,1,4.544564,7.860687,3,1,3,malignant
1,1,1,1,2,2.024085,3,1,1,benign
1,2.68168,3.005844,3.556162,2,3.7994,2,1,1,benign
4,1,2,1,2,4.746965,2,1,1,benign
9.391415,4.055822,6.6357,2,3,10,3.970271,10,6.381618,malignant
2.549193,2.6082,2,1,1,2.162682,1,2.868946,1,benign
1,1,1,1,2,1,3,1,1,benign
5.624878,7.138596,9.154014,5.517147,4.222556,10,7.857602,7.803724,3,malignant
9.424617,4.13571,3.880871,9.582027,3,10,8.995968,3.782071,1,malignant
7.952333,9.942773,10.615525,9.839901,7.108172,3.318729,7.618083,10,3,malignant
4,9.706516,8.417582,7.135442,8.912422,7.833687,2,4.915374,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.60366,1,1,2,2,1,3.678246,1,1,benign
5.09799,7.900161,9.023492,5.430999,4.617752,4.01889,4.431613,1,1,malignant
4.721304,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
9.186814,10.015401,8.525842,5.448552,10.029023,10,9.988065,10,3,malignant
1,1,2,1,2,8.193569,3,1,1,benign
9.481743,10.414222,8.457774,10.169864,3.170298,10,4.004189,10,1,malignant
4,7.343186,5.931725,9.894213,3.770893,1,3,9.564382,6.402835,malignant
4,1,1,1,2,1,2,1,1,benign
4.845457,6.73494,9.388648,5.779673,3,10,5.395342,1,4.699313,malignant
3.388505,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.771123,3.013446,3.374622,1,2,1,3,1,1,benign
8.666935,9.61194,9.08239,9.542911,9.297257,3.815228,6.927923,5.253748,1,malignant
4,1,1,1,2,1,2,1,2,benign
1,1,1,1,1,1,1,1,1,benign
4.857505,1,2,1,2,8.047577,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.167789,1,2,1,2,1,1,benign
1,1,3.208317,1,2,1,1,1,1,benign
1.805877,2.206184,2.929175,1,2,1,2,3.290308,8.814277,benign
1,1,1,1,2,1,2,1,1,benign
4,7.114135,5.331724,7.051435,3,8.636735,3,4.300253,3,malignant
10.318064,9.671006,7.435109,8.0016,8.382027,10,6.102791,10,1,malignant
8.172634,9.735474,10.193964,10.016862,8.181687,10,8.072853,3.440948,2,malignant
8.797531,7.403746,6.281222,5.951612,8.486644,10,7.075398,10,1,malignant
5.980692,8.62321,9.965006,9.45842,5.314026,6.200358,7.490443,10,2,malignant
2.475774,6.9909,5.666123,5.424269,5.18652,3.671033,6.672566,1,1,malignant
7.411255,7.203719,8.931555,7.322757,5.939264,1,8.078036,10,1,malignant
1,1,1,1,2,2.614171,2,1,1,benign
3.53205,1,1,3.56346,2,1,1,1,1,benign
7.194474,4.615783,1,5.528106,4.102714,10,8.037968,10,3,malignant
5.059457,3.149185,6.030606,10.099451,4.725105,10,3.96022,2.971144,1,malignant
11.31695,4.189985,5.124741,5.694738,4.305936,4.753389,9.100788,1,6.096651,malignant
3.634812,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.866539,1,1,1,benign
5.916193,1,1,1,2,1,3,1,1,benign
11.205431,6.275216,9.323788,6.450485,4.616974,4.831402,6.238452,10,4.583798,malignant
4,1,1,1,2,1,2,1,1,benign
2.333843,1,1,1,2,1,3,1,1,benign
8.411802,4.400279,6.404252,2.818073,3,10,9.667144,1,1,malignant
1,1,1,1,2,1,3.695354,1,1,benign
8.606597,2.635069,2,1,4.224087,7.503078,5.127847,2.974167,2,malignant
4.810476,1,1,1,2,1,3,1,1,benign
2.878128,1,1,1,2,1,3,1,1,benign
4,2.343757,1,3.145663,2,1,1,1,1,benign
6.246422,9.792925,9.100958,2,8.793218,10,5.914895,2.39223,1,malignant
8.582922,7.592818,6.106022,3.32611,3,7.465281,8.559606,1,1,malignant
3.074663,1,1,1,2,3.831556,1,3.269177,1,benign
4,1,1,1,2,1,1,1,1,benign
5.23224,1,1,1,2,1,2,1,1,benign
8.943753,10.132913,9.34395,5.550546,5.99031,10,3.802599,10,1,malignant
2.107345,1,1,2,3,1.771874,1,1,1,benign
2.947531,1,1,6.701489,2,1,1,1,1,benign
4,2.384914,3.00987,2.858859,3,3.95623,1,1,1,benign
1,1,1,2,2,2.622838,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.291259,5.779154,9.418258,9.951291,4.731431,1,9.946799,8.160015,3,malignant
9.214417,4.201475,8.870837,5.540252,3,10,5.019045,8.513649,1,malignant
7.932088,3.434372,6.068014,3.089457,6.202614,8.825,4.503019,5.29671,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.374465,1,1,1,2,1,1,2.951327,1,benign
5.232505,10.114788,9.308829,8.281136,6.582028,4.758192,7.779379,10,5.396384,malignant
10.590193,7.553292,9.790466,7.067886,7.547096,2.611441,3,10,3,malignant
2.416955,1,2,3.513979,1,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,3,1,1,2.496995,1,benign
2.896653,4.204816,6.412061,3.236375,3,9.71858,9.211765,2.948559,6.445252,malignant
4.823643,1,2,2,1,1,3,1,1,benign
5.37561,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.844392,1,2,3.960531,2,1,2,1,1,benign
5.144091,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.631346,2.499715,3.233713,1,1,1,1,1,1,benign
8.614944,4.286998,1,2,4.518829,10,6.877349,3.072646,3,malignant
1,1,1,1,2,1,2,1,1,benign
1.750062,1,1,2,2,4.530907,3,1,2,benign
5.117896,1,1,1,3,1,4.797515,1,1,benign
1,1,1,3.336935,1,1,3,1,2,benign
1,1.935018,2,3.972647,2,2.176042,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.071209,7.176008,8.991064,5.993652,3.763786,1,6.576129,5.087089,1,malignant
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,6.483814,9.356898,3.386178,1,1.849768,4.420343,10,5.599343,malignant
1,1,1,1,2,1,2,1,1,benign
5.465371,1,1,3.616923,2,1,3,1,1,benign
9.198154,10.058018,3.591801,5.981281,8.054146,10,4.57341,1,10.953189,malignant
1,1,1,1,2,1,2,1,1,benign
2.6222,1,1,3.459597,2,3.151698,3,1,1,benign
1,1,1,3.270922,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.762429,7.69567,8.846221,9.905126,3,2.834177,4.736227,7.109417,1,benign
2.012666,1,1,2,2,1,2,1,1,benign
8.764676,4.328375,3.284843,5.370497,4.195988,10,8.729122,1,1,malignant
2.963987,1,2,1,2,1,1,1,1,benign
5.068366,2.970373,1,7.611917,3,10,1,2.834549,1,benign
5.588763,1,1,1,2,1,2,1,1,benign
4.761299,1,1,2.745325,2,1,2,1,1,benign
9.518898,9.627467,8.837762,9.351213,4.05682,10,2,10,1,malignant
7.356529,9.841609,9.761266,7.29134,3,9.913056,5.498232,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
7.824087,6.319191,2.724174,2,8.677948,2.58134,5.182053,1,10.404422,malignant
4.802289,1,1,1,2,1,2,1,1,benign
5.510013,5.118929,6.088083,9.269838,2,10,4.706299,1,8.378053,malignant
1,2.161195,2,1,2,1,2,1,1,benign
2.375753,1,1,1,2,1,2,1,1,benign
2.321703,2.064416,1,1,2,1,1,5.131747,1,benign
5.033538,2.539121,1,2,2,1,2,1,1,benign
3.558436,1,1,1,3,1,2,1,1,benign
1.682357,1,1,1,3.365817,2.452466,3,1,1,benign
8.214169,1,1,1,2,1,3,1,1,benign
5.348587,4.633611,9.287085,3.983279,3,6.077067,5.64389,1,5.847359,malignant
1,2.213436,1,1,3,1,2,2.071631,1,benign
1,1,1,1,2,8.161442,3,1,1,benign
4,1,3.042088,1,2,1,2,1,1,benign
4,4.793746,6.53623,5.968199,8.67738,7.477376,7.326217,1,4.575049,malignant
5.206982,4.068767,5.237114,3.043642,5.312073,5.697021,4.110471,7.599719,2,malignant
7.42999,7.288698,6.987094,6.033113,3,10,7.096076,6.509031,1,malignant
3.190725,10.538164,3.853963,10.199476,8.490781,10,2,10,5.434528,malignant
5.567326,1,1,1,2,1,3,1,1,benign
3.568729,1,1,2,2,1,3,1,1,benign
5.043478,7.137856,7.944816,8.098911,7.007653,10,7.497301,10,7.421684,malignant
3.3366,1,1,1,2,1,3,1,1,benign
4.690245,1,1,1,1,1,2,1,1,benign
1,1,2.868574,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.911205,1.546476,2,2,2,3.562108,3,1,1,benign
4.497016,1,1,1,2,3.153625,1,1,1,benign
1,1,1,2,2,1,1,1,2,benign
2.589854,9.792634,9.125903,9.529389,3.757444,10,8.921358,4.99905,2,malignant
8.471751,7.958854,6.336483,7.078151,9.635551,10,5.007573,4.586633,1,malignant
2.503296,1,1,1,2,2.367989,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.172888,4.839779,2.796963,4.659423,4.462189,1,2,10,1,benign
4,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.228161,2.700545,2,2,2,1,3,8.139214,1,benign
5.350687,7.195436,5.33007,5.97935,2,7.956021,8.494467,4.451079,3,malignant
5.171244,1,1,1,2,1,1,1,1,benign
2.373229,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1.345925,1,1,1,benign
7.456271,4.866301,3.345981,2,3.333842,7.233595,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.001644,1,benign
1,1,1,2,2,1,3,1,1,benign
5.240583,6.456411,3.556542,7.857249,4.173907,2.253334,7.066514,1,5.402406,malignant
4,1,1,3.126644,2,1,2,1,1,benign
2.292741,1,1,1,2,1,1,1,1,benign
4,2.462927,4.028175,2.895944,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.684128,3.222059,5.879614,3,11.473566,7.18491,7.720914,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,3.109003,1,2,1,2,1,1,benign
5.440581,1,2,1,1,1,3,1,1,benign
5.51674,1,1,1,2,1,2,1,1,benign
2.572387,1.983145,1,1,1,1,1,1,1,benign
1,2.450403,1,3.941544,2,1,3,1.945452,1,benign
2.420668,3.121896,6.139168,3.20021,8.38114,1,4.651277,1,1,malignant
5.172853,1,1,1,2,1,3,1,1,benign
1,2.23594,1,3.085376,3,1,1,1,1,benign
6.275529,10.133372,9.672652,7.397114,5.408589,10,3.298034,10,1,malignant
6.037003,2.813758,4.071203,1,2,2.469895,4.330139,4.694741,3,malignant
5.575156,5.034017,6.107791,2,2,4.788772,5.346074,7.908499,3.96223,malignant
1,1,3.203837,1,2,1,2,1,1,benign
1,4.484295,3.47649,1,7.467194,1,7.436056,1,1,benign
5.752619,1,1,1,2,6.589639,1,1,1,benign
6.403629,2.703971,2.789988,1,2,1,2,1,1,benign
9.098876,4.594416,6.033618,4.009054,4.529427,1.680877,8.897904,7.924488,1,malignant
2.537418,1,1,1,2,1,3,1,1,benign
4.804166,1,1,1,2,3.09167,2,1,1,benign
4.79464,6.146476,8.408629,9.890359,7.443253,10,8.646783,2.895999,1,malignant
3.088494,1.900826,2,1,2,1,2,2.292506,1,benign
5.419904,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,9.32501,1,2,benign
1,1,1,1,2,1,2,1,1,benign
4,3.103658,2,1,2,1,3,2.472887,1,benign
5.186278,1.690413,1,2,2,1,3,1,1,benign
5.05935,1,1,1,2,1,1,1,1,benign
5.535162,1,1,1,2,1,2,1,1,benign
8.762035,6.737338,9.572751,3.220217,3,10,9.587845,1,5.632416,malignant
5.297604,1,1,2,2,1,1,1,1,benign
9.397355,1.917608,3.664968,1,4.804368,1,3,7.307248,1,malignant
5.36388,2.512512,2,1,2,1,3,1,1,benign
4,1,1,2.891017,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.462468,1,1,1,2,1,3,1,1,benign
5.230227,1,1,1,2,1,1,1,1,benign
7.622446,6.431269,6.220852,10.019847,3.494505,1,3,10,1,malignant
8.124931,4.719234,6.048951,9.621412,4.895868,10,7.233641,7.626289,1,malignant
4.82109,10.381457,8.239284,7.045502,6.917524,3.778707,5.724995,2.670945,5.423793,malignant
5.341828,1,1,1,3,1,1,1,1,benign
1.889217,1,1,1,2,1,3,1,1,benign
8.854606,3.988642,5.741065,6.131006,2,10,3,6.225185,4.389686,malignant
4,2.815256,1,1,1,1,2,2.030872,1,benign
8.111608,1,2.935523,1,2,7.046213,2,4.771452,10.224402,malignant
1,1,1,1,2,3.565518,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.742235,9.621693,8.313275,7.040776,3,7.56481,5.424691,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.4028,6.216786,5.578846,2,3.458593,10,8.785916,2.620612,1,malignant
4.90211,1,1,1,2,1,3,1,1,benign
5.419872,6.145917,6.244121,7.41761,2,10,5.851846,3.780229,1,malignant
3.218637,2.352978,2,1,4.329509,1,1,1,1,benign
4,4.158468,6.331906,4.802317,2,3.254989,8.177528,6.873071,1,malignant
1,1,1,1,2,1,1,1,2,benign
5.073055,2.734126,2,1,3,1,3,1,1,benign
4,3.573046,3.955977,2.478395,2,1,5.958641,8.715918,1,benign
9.005873,7.387664,8.222554,7.30796,6.851303,10,8.333725,6.079168,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.433083,9.385289,8.753983,9.715388,9.491233,3.343207,9.147277,1,1,malignant
1,1,2,1,2,7.374236,2,1,1,benign
9.815593,2.469617,2,9.943547,3,10,3.906264,1,1,malignant
8.195394,10.063707,2,10.071108,8.558291,10,1,1,7.805555,malignant
1,1,1,1,2,1,1,2.441817,2,benign
5.055903,1,1,1,2,1,2,5.248062,1,benign
5.983315,10.434624,8.281963,3.29293,6.646394,10,2,10,1,malignant
8.524565,10.115083,4.960892,9.839976,10.024061,10,6.825186,3.32286,3,malignant
8.01792,9.788015,5.056708,6.858164,5.170143,1.736945,4.472667,2.349273,9.66433,malignant
11.229755,8.350028,4.714592,3.962859,8.944404,3.606084,9.73785,10,1,malignant
10.041578,4.441228,3.314199,2,2,10,7.183133,2.708711,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.310298,1,1,1,2,1,2,1,1,benign
2.529912,1,2,1,2,1,1,1,1,benign
8.33414,9.911893,7.474654,1,9.451359,10,7.347802,2.685597,5.671554,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.243301,1,1,1,benign
4.70987,1,3.809782,1,2,3.416327,1,1,1,benign
2.564376,1,1,2,2,1,2,1,1,benign
5.659883,10.071446,6.479232,9.796399,3.783064,8.744041,7.558916,10,1,malignant
8.165239,9.884817,8.692332,9.172677,6.853038,7.168712,8.085856,7.797254,3,malignant
7.733705,9.904844,3.491495,9.673338,10.300987,5.925104,9.006754,7.09652,1,malignant
2.835838,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.951564,1.944556,2,10.162687,3,10,3,4.034418,1,malignant
3.206924,1,1,1,3,1,2,1,1,benign
2.434962,1,1,1,2,1,1,1,1,benign
1,1,2,1,1,1,2,1,1,benign
7.352422,2.849294,2,1,3,1,1,5.210763,1,malignant
5.131964,4.401123,5.317466,3.303029,9.679388,10,3.771676,4.755234,1,malignant
1,1,1,3.671937,2,2.91629,1,1,1,benign
5.104385,1,1,1,2,1,3,1,1,benign
9.953669,10.212483,8.828459,2.688865,7.643041,10,9.176355,2.083964,1,malignant
3.551302,4.791787,5.54823,4.021294,3,1,2,4.048517,1,benign
5.635634,9.660079,9.753565,2,4.448629,3.469714,4.268658,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.079757,6.757235,4.403404,9.74976,5.347417,10,6.859646,7.86734,1,malignant
2.805788,1,1,3.200727,2,5.671013,1,1,1,benign
4.724127,1,1,1,2,1,2,1,1,benign
4.996377,2.183177,2,2,3,10,7.158135,8.936854,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.80016,4.222903,5.446463,1,2,10,3.763629,10,8.983782,malignant
1,1,1,1,2,1,1,1,1,benign
4.577749,1,1,1,2,1,2,1,1,benign
9.374868,7.623674,9.859459,1,4.565878,10,3,10,2,malignant
5.185568,1,1,1,1,1,3,1,1,benign
5.458257,7.808814,1,9.826913,3.997271,10,4.862957,10,3,malignant
3.219105,1,1,1,2,1,1,3.461537,1,benign
4,1,1,1,2,1,1,1,1,benign
3.586916,1,1,1,2,1,3,1,1,benign
6.056054,1,1,1,2,1,1,1,1,benign
9.220247,9.994507,8.291927,5.955197,9.683271,10,8.031235,10,3,malignant
2.271462,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.837026,4.765527,3.472947,10.220246,2,10,3.31883,7.002902,1,malignant
9.096439,9.800804,3.654668,2,4.817064,10,3,3.450853,1,malignant
4.656939,7.559552,7.415354,3.230471,3,10,3.45808,1,1,malignant
1,2.515333,2,1,2,1,1,5.629077,1,benign
3.377373,1,1,1,2,2.417808,3,1,1,benign
1,1,1,1,2,3.18787,1,1,1,benign
2.970237,1,1,1,2,1,2,1,1,benign
5.352898,6.78285,4.599,2,5.208449,10,4.541331,7.25102,6.651132,malignant
1,1,1,6.729528,1,7.352645,3,1,1,benign
3.385209,1,1,1,3,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.55463,9.881985,10.57786,10.116816,8.430204,10,8.899223,5.387031,10.454393,malignant
4,1,2,2,2,1,1,1,1,benign
9.751684,7.152791,6.271411,6.034942,4.275522,11.173504,8.105761,8.742991,5.923314,malignant
2.831168,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1.912049,2,2,2,1,3.937547,1,1,benign
3.107336,1,1,1,2,1,3,1,1,benign
4,2.294684,3.027806,1,2,3.458328,7.607146,10,2,malignant
5.049645,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.850179,1,1,1,benign
9.178486,10.292589,9.128953,4.572685,4.41166,5.314365,7.489459,1.808228,3,malignant
4.877574,1,1,1,2,1,1,1,1,benign
2.906239,1,1,1,2,1,2,1,1,benign
2.662892,1,2,1,2,7.242338,3,1,1,benign
5.453796,10.086103,8.922842,9.825561,9.585114,10,8.546826,2.636225,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.372084,3.061146,3.449509,7.005453,5.984183,4.093991,7.549412,1,1,malignant
9.417657,4.318982,5.85018,2,2,10,5.156375,1,1,malignant
10.423218,9.810569,2.878058,3.963392,9.683656,10,3,5.434669,1,malignant
6.049157,1,1,1,2,4.153358,1,1,1,benign
1,2.287364,1,2,2,1,3,1,1,benign
4,1.723008,3.480773,1,2,6.499069,3,4.687958,7.350434,malignant
8.709348,4.448046,8.789878,2,4.210562,2.439509,9.099666,8.959884,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.606857,10.925275,10.020358,10.201153,8.746624,10,7.93915,10,2,malignant
1,1,1,1,1,1,2,1,1,benign
2.53581,1,1,1,2,1,3,1,1,benign
4.823111,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.505789,1,1,1,2,1,2,1,1,benign
9.288861,9.742824,3.473602,7.251076,7.979299,10,6.580084,10,2,malignant
2.829775,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,2.130618,3.80999,9.869689,3,10,4.883989,8.780468,1,malignant
3.278624,2.880487,2,1,8.322827,3.853161,3.360828,2.352094,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,7.827092,3.353696,3.579265,4.561962,10,5.253743,10,6.631414,malignant
9.678632,6.096971,9.940123,3.777264,2,8.260866,7.469283,8.549174,1,malignant
1.57806,1,3.775648,1,2,1,1,2.427552,1,benign
5.883747,1,1,1,2,1,2,1,1,benign
4,1,1,3.354565,3,1,2,1,1,benign
1,1,1,2,2,2.944394,1,1,2,benign
2.799288,2.471081,1,1,2,1,1,1,1,benign
4.893502,5.283024,10.904828,4.237256,10.037308,10,3,2.397317,3,malignant
4,1,1,1,2,1,1,1,1,benign
4.247408,1,1,1,2,1,3,1,1,benign
4.540407,2.654923,2,1,2,1,3,5.966032,8.224147,malignant
2.653099,1.985466,3.336762,1,3,10,4.953773,1,7.818459,malignant
8.728392,2.704101,4.815331,1,3.80391,2.580923,6.939833,10,1,malignant
2.063239,1,1,1,2,1,2,1,1,benign
7.468159,2.812198,3.889596,2,3,2.884717,3,5.02249,3,malignant
2.37469,1,1,1,3,1,1,1,1,benign
7.991112,1.775187,3.670558,2.883345,3,7.94337,4.732718,1,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.855756,1,2,3.738634,2,1.278751,1,1,1,benign
2.705538,1,1,1,2,1,3,1,1,benign
5.081762,1,1,1,2,1,3,1,1,benign
8.595909,7.611167,3.58134,5.496637,4.823113,1,6.964838,1,1,malignant
4,5.055311,2.29886,3.311292,3.436098,1,4.556068,7.659914,1,malignant
4,4.51193,5.052416,2,4.09741,4.156438,4.615077,4.538343,1,malignant
4,1,1,1,2,1,1,1,1,benign
7.870013,1,1,1,1,1,1,1,1,benign
2.396068,1,1,1,2,1,3,1,1,benign
1,1,3.779178,1,2,2.76228,3,1,1,benign
1,1,1,1,2,1,3,3.276118,1,benign
5.211793,7.176501,8.847548,6.284654,8.501314,10,3,9.001808,1,malignant
4,1,1,1,1,1,2,1,1,benign
2.199996,1,1,2,2,3.364635,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.070552,1,2,1,2,1,2,1,1,benign
10.354528,2.807201,3.704562,2,5.358341,3.127377,8.132485,3.2505,5.74672,malignant
2.300084,1,1,1,2,1,2,1,1,benign
3.233898,1,3.796181,1,2,1,1,1,1,benign
2.8009,2.776896,1,2,2,1,3,1,1,benign
1,1,1,1,2,3.141617,4.774635,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.548507,4.34497,3.221394,7.119259,3,10,4.037288,5.884058,2,malignant
4,1,1,1,3,1,2,1,1,benign
2.276753,1,1,1,2,1,1,1,1,benign
4.643569,2.723326,2,1,2,1,1,1,1,benign
3.169023,1,1,1,2,1,3,1,1,benign
4.82384,1,1,2,2,1,2,1,1,benign
10.334023,9.998714,9.08412,7.401685,6.919741,10,6.147833,1,1,malignant
5.21,10.079091,8.764142,10.075907,8.147168,10,7.601751,3.104865,1,malignant
4,2.919673,2,1,2,1,1,1,1,benign
5.215752,1,1,1,4.812982,1,1,1,1,benign
2.097485,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,3.888214,1,2,1,2,1,1,benign
2.244792,1,1,1,2,1,1,1,1,benign
1,2.431803,2,1,3.682595,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.720122,6.482386,6.494386,9.362167,6.609561,10,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.697139,6.860863,6.709893,8.254045,5.238154,5.939529,10.346965,1,1,malignant
4.845811,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,4.192884,1,1,1,2,1,1,benign
2.113722,1,1,4.071448,2,1,3,1,1,benign
5.166509,1,1,1,2,1,2,1,1,benign
2.006957,3.727287,2,1,8.566822,1,3,9.4667,1,benign
8.182147,2.387888,3.555752,1,3,10,1,6.175757,7.696106,malignant
9.839457,9.824761,6.616424,9.631809,5.823359,2.20577,10.016606,7.865746,1,malignant
5.192666,7.906754,5.637209,3.259914,2,10,6.522836,10,1,malignant
4,4.166201,3.669341,2,6.689728,2.522484,8.175121,8.775448,1,benign
6.004607,7.031997,3.802341,2.978878,5.083284,10,7.562515,5.552941,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.299363,4.447702,5.035186,9.901002,6.734684,10,6.81335,1.810121,2,malignant
9.048895,2.441971,3.64907,2,6.813811,10,6.551311,10,10.189195,malignant
4,8.651544,2.843816,3.281923,8.756701,10,6.699522,2.266431,1,malignant
1,1,1,2,2,1,2,1,3,benign
5.368231,6.677301,6.654735,9.942822,4.655504,10,4.61324,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.589536,1,3.447215,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.206847,1,1,1,2,1,3,1,1,benign
1,2.530854,3.580614,1,2,1,4.612244,1,1,benign
8.682389,2.885934,2,5.677955,7.639546,9.481195,1,4.471217,2,malignant
5.323062,3.120523,3.382832,1,4.589436,3.842341,10.527982,1,3,malignant
2.738521,1,1,1,2,1,1,1,1,benign
3.308953,2.709328,2,2,2,3.228459,2,8.951174,1,benign
7.095941,4.163787,5.783712,1,6.9183,1,7.557813,1,1,malignant
5.665481,1,1,1,3,1,1,1,1,benign
7.881224,2.299018,2,3.07765,3,10,4.229839,10,6.075956,malignant
2.416824,2.584607,3.332525,4.452765,3,1,2,5.51167,6.662088,malignant
8.814841,2.0387,5.991953,4.222064,3,7.14912,4.999564,1,1,malignant
4,2.793296,1,1,3,1,3.85866,1,1,benign
5.105187,1,1,1,2,1,3,1,1,benign
4.705108,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.782279,1,1,2,1,1,1,1,1,benign
2.943942,1,3.538884,1,2,5.100077,1,1,1,benign
4,1,2,3.920024,2,2.387839,3,1,3,benign
8.478646,5.736047,5.12438,6.296507,4.49961,4.288121,7.160795,10,2,malignant
4,1,1,1,1,1,3,1,1,benign
8.140399,9.816635,8.245778,5.834845,8.756062,10,4.656094,5.774168,1,malignant
4.626433,10.437787,1,7.66922,9.641624,2.621476,7.433574,2.606617,6.527938,malignant
8.328887,5.135731,7.02062,2.8672,3.588236,1,4.481689,3.080173,1,malignant
5.389404,1,1,1,2,1,3,1,1,benign
4,1,1,9.839063,2,3.316294,3,1,1,benign
5.355731,2.201997,2,2,2,7.117123,1,1,1,benign
2.390831,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.75218,10.076142,9.223822,5.845807,7.274316,2.404594,8.223125,10,2,malignant
5.167327,1.629447,3.138393,9.514189,2,10,4.375231,1,3.91688,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.022644,2.770064,3.252332,1,4.399175,2.562259,3,6.080793,3,malignant
1,1,1,1,2,4.871708,2,1,1,benign
2.363409,1,1,1,2,3.097352,1,1,1,benign
2.645284,1,2,1,2,1,2,1,1,benign
1,1,3.125292,1,2,1,2,1,1,benign
5.522886,1,1,1,2,1,2,1,1,benign
4.874684,1,1,1,2,1,1,1,1,benign
2.047389,1,1,1,2,1,3,1,1,benign
4.939678,1,1,1,2,1,2,1,1,benign
7.802746,4.603495,2.477811,5.115076,2,10,4.461319,7.724174,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.113555,6.821143,3.710687,10.142753,9.055247,3.095742,1,1,1,malignant
6.744565,6.652058,8.625176,7.986771,3,1,3,6.455344,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.063809,6.72728,2.915133,2,6.071256,10,9.494179,6.086676,2,malignant
9.543647,9.979221,9.885418,9.870236,6.352034,1,4.234298,8.90579,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,8.587198,10.246789,2.759046,8.180675,3.040231,5.42204,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
5.086526,1,3.415985,1,2,1,1,1,1,benign
9.627769,9.965256,8.9007,2,5.185233,10,8.986339,9.248493,1,malignant
9.286075,8.005184,8.99272,1,9.160242,1,5.929779,2.83854,2,malignant
2.698495,2.244755,1,1,2,10,3,1,1,benign
5.691678,6.398258,6.137648,3.579321,3,10,8.54215,5.352745,1,malignant
4.602668,4.391644,7.193882,9.866445,6.166825,10,7.941976,5.097363,3,malignant
2.589854,1,1,1,2,1,2,1,1,benign
10.747197,10.061899,9.156271,6.315076,7.972717,2.360321,3,4.695414,3,malignant
8.417982,10.362223,9.447763,7.139395,6.942921,7.14717,4.005179,6.512048,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.288052,2.667103,1,1,2,1,1,1,1,benign
2.328388,1,1,1,2,1,1,1,1,benign
2.245953,1,1,1,2,1,3,1,1,benign
5.04261,4.545389,5.576989,10.051694,2,10,5.935793,1,1,malignant
3.51461,2.566308,2,2,2,1,1,1,1,benign
4.690435,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.700205,5.016891,2,6.627504,4.699051,10,4.014059,5.394219,1,benign
3.147873,4.243471,5.180513,3.183451,6.284016,10,4.770603,7.662872,2,malignant
7.78559,7.21139,10.221167,4.362511,5.0843,3.452385,3,8.883548,1,malignant
5.553014,7.093121,5.733518,1,6.35215,1,8.978839,8.107026,1,benign
5.138623,2.084263,1,2.926958,1,3.940284,3,8.72791,1,benign
5.095918,1,2,1,2,1,2,1,3,benign
10.820337,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,7.178113,6.093116,9.877492,4.431503,10,6.969909,8.233855,1,malignant
3.659939,1,1,1,3,1,1,1,1,benign
3.03321,1,1,1,2,1,1,1,1,benign
3.849126,1,1,1,2,1,3,1,1,benign
2.971666,1,3.388103,1,2,1,1,1,1,benign
1.700955,1,1,1,2,1,2,1,1,benign
10.436648,9.971206,8.983061,3.349138,7.813436,10,6.65128,10,4.693715,malignant
1,1,1,1,2,1,1,1,1,benign
7.929283,4.217211,6.607084,2,4.061259,10,7.426112,4.627058,3,malignant
3.765074,1,3.870279,1,1,1,5.960674,1,1,benign
5.442357,2.632303,3.798947,3.275635,4.551299,7.956091,3,2.47561,3,malignant
2.788172,1,1,1,2,1,1,1,1,benign
1.931221,3.523887,3.068815,2,2,2.3488,3,2.781067,1,benign
4.99625,1,1,3.555552,1,1,3,1,1,benign
5.601144,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1.843364,2.655889,1,3,2.295204,2,1,1,benign
2.764897,4.455467,6.233661,9.635814,2,10,7.382971,8.650346,9.481197,malignant
1,10.14958,7.501961,1,8.616646,1,3,2.609211,1,benign
8.132171,9.84829,8.345608,10.061251,4.098449,10,4.149998,10,10.954302,malignant
5.6385,1,1,3.250384,2,3.109798,1,1,1,benign
9.829868,6.488113,7.840652,7.734013,4.207158,4.001889,7.433213,1,1,malignant
4,1,2.593681,1,1,1,2,1,1,benign
5.348982,1,1,1,1,1,1,2.61482,1,benign
1,3.021307,9.098421,2,3.745485,1,1,1.908335,1,benign
3.044887,7.071087,5.227624,5.018068,3,2.302751,4.81563,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1.38905,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.154747,1.982038,2,2,2,3.020106,3,5.860402,1,benign
2.112667,1,3.374591,1,2,1,3,1,1,benign
4.871359,1,2,1,2,1,1,1,1,benign
4,3.217678,2,3.183081,2,8.6787,6.457185,5.077243,1,malignant
2.463561,1,1,10.326251,1,1,3,2.503489,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.452397,1,2,2,1,3,1,1,benign
3.348406,3.020279,1,1,2,1,1,5.020318,1,benign
9.165275,1,2,2.934539,2,1,2,1,1,benign
2.624059,7.861021,3.732357,1,3,1,3.893978,8.205839,2,malignant
4,2.932737,4.205115,7.95565,2,1,3,1,1,benign
4,1,1,1,2,1,2,2.172271,1,benign
5.41157,4.855323,8.625365,3.164771,2,10,4.122302,1,1,malignant
5.004149,1,1,6.408434,2,10,1,1,1,benign
8.204709,5.091886,3.209942,9.435156,2,10,5.3931,1,1,malignant
1,1,1,1,1,1,3,2.061003,1,benign
2.678975,1,1,1,2,1,1,1,2,benign
4,1,3.737524,1,2,3.035509,3,1,1,benign
1,3.299614,2,1,2,1,2,2.363751,1,benign
2.861213,1,1,1,2,1,2,1,1,benign
5.350322,5.495832,5.622629,9.136099,7.319239,1,2,2.687064,1,benign
8.920452,10.065276,9.011686,10.085462,5.473882,3.581108,8.682568,10,1,malignant
5.350448,6.817193,3.108017,2.562712,4.323772,10,5.159953,2.784866,6.005626,malignant
2.649609,1,1,1,2,1,1,1,2,benign
1,2.774985,2,3.872822,2,2.460081,3,1.936651,1,benign
2.545596,1,3.6016,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.638521,1,2,2,1,3,1,1,benign
7.420915,9.992646,1,5.568297,6.138182,5.83344,11.183117,10,6.939993,malignant
4.785247,9.868153,8.837109,9.64118,3.69525,10,6.269951,4.529557,8.651475,malignant
10.548311,1,1,1,7.435657,3.468947,7.1596,4.250055,2,malignant
4.770369,1,1,2.895132,2,3.309549,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.632851,1,1,1,2,1,3,1,1,benign
2.808689,1,3.73813,1,2,1,3,2.820758,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,2,benign
4,1,1,1,2,1,2,2.336442,1,benign
10.70773,7.088379,5.870759,6.643121,3,8.434037,8.083288,7.746583,5.95515,malignant
5.953772,1,1,1,2,1,2,1,1,benign
2.316193,1,2,1,1,1,2,1,1,benign
8.774769,7.590135,4.27201,3.670454,4.295127,10,4.488106,3.169895,2,malignant
5.348753,4.297204,9.560309,2,3,10,7.86248,1.752298,2,malignant
5.465993,1,1,1,2,1,1,1,1,benign
5.068735,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.715253,5.097779,7.143734,8.04495,2,6.336291,4.638071,10,1,malignant
3.206483,1,1,1,1,1,1,1,1,benign
9.571059,4.192993,6.242037,3.447022,3,10,6.084461,2.625915,1,malignant
8.721239,4.488178,3.814847,2,4.456096,10,3,10,1,malignant
7.344249,4.77614,3.390079,6.950699,2,10,4.404026,10,1,malignant
5.973651,2.105858,1,1,2,1,2,1,1,benign
1,2.380891,2,1,3,1,1,2.583008,1,benign
1,1,1,1,2,1,2,1,1,benign
8.845947,2.143704,3.457033,1,3,2.07024,5.404666,5.091281,3,malignant
1,1,1,3.949182,2,1,3,1,1,benign
1,1,1,1,2,7.78097,1,1,1,benign
1,4.940012,3.147256,1,2,1,2,2.847562,2,benign
5.668083,4.77987,5.450939,7.842732,6.061888,5.916307,5.032048,8.756378,1,malignant
1.90007,1,1,1,2,1,1,1,1,benign
8.530727,2.138371,3.837061,2,3,6.082255,8.139119,1.919643,1,malignant
4,4.509319,5.117107,4.639553,2,10,3,2.585199,6.532511,malignant
2.640033,1,1,1,2,1,1,1,1,benign
5.172197,1,3.778124,1,2,1,2,1,1,benign
5.198206,6.624157,4.868957,6.059984,4.429325,2.390999,3,3.431738,1,benign
1,2.772262,2,2.923935,2,1,2,3.920937,1,benign
4.637822,10.345948,8.59053,7.433489,8.382942,10,3,3.886948,3,malignant
2.226726,1,1,1,1,1,3,1,1,benign
9.560677,6.556988,5.747631,3.559785,5.506273,3.970048,3,8.766755,2,malignant
1,1,1,1,2,1,2,1,1,benign
8.095367,7.337574,9.875661,6.785718,3.793909,10,3,5.360771,3,malignant
3.300694,6.315146,8.870579,1,4.341592,1,5.036227,7.987506,1,benign
7.933018,10.058629,9.16358,1,4.734935,5.924669,5.629943,10,8.457742,malignant
3.969721,1,1,1,2,1,3,1,1,benign
2.120269,1,1,1,2,1,3,1,1,benign
1,1,3.390028,1,3,1,3,1,5.919431,benign
1,1,1,1,2,1,1,1,1,benign
4.867091,4.373837,6.855411,1,2,10,4.247053,1.699735,3,malignant
2.835515,1,2,1,2,1,3,1,1,benign
5.135917,1,2.859373,2,2,1,2,1,1,benign
5.470721,1,1,2,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.919841,1,2,1,2,7.61644,3,1,1,benign
1,6.225056,6.274091,2,6.162499,2.525443,9.11515,10,4.937104,malignant
1,1,2,2,2,1,1,1,1,benign
4,1,1,1,1,6.928802,1,1,1,benign
4,4.394748,4.572137,1,4.149992,7.049307,7.469958,1,3,malignant
1,1,1,2.869108,2,3.801934,2,2.420094,1,benign
8.268727,2.232305,3.649128,3.764849,8.954967,5.428518,9.380053,1,1,malignant
2.447901,1,1,1,2,1,1,1,1,benign
5.893012,1,1,2,1,1,2,1,1,benign
3.038727,3.330797,3.35018,1,7.784696,1,3,1,1,benign
7.379701,4.666719,3.509746,6.723917,6.181794,10,7.017954,2.082988,1,malignant
4,1,1,1,5.257382,2.36332,2,2.01104,1,benign
5.887402,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.743186,1,3.397656,1,2.500375,1,1,1,benign
9.875021,3.686516,2.99013,6.390046,5.640554,10,8.123595,5.098881,1,malignant
1,1,1,1,3,1,2,1,1,benign
2.027417,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.095355,2,1,1,benign
1,2.108707,2,2,2,1,1,5.395067,1,benign
1,1,1,1,2,1,3,1,1,benign
3.006254,1,2.842471,1,2,1,3,1,1,benign
2.750294,3.917171,2.812605,1,2,1,3,2.754237,1,benign
4.668946,2.296928,2,2,2,2.825875,1,2.20742,1,benign
10.054428,2.69662,7.070079,1,3,10,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,2.820188,1,3.384934,2,1,3,1,1,benign
2.753838,1,1,1,2,1,1,1,1,benign
4.256178,1,1,1,2,5.03716,1,1,1,benign
5.887754,1,1,1,2,5.622006,1,1,1,benign
8.13572,3.53708,4.362373,1,8.286361,10,9.424406,1.833376,1,malignant
9.769823,3.424094,4.061881,1,3,5.215449,3,1,3,malignant
1,1,1,1,2,1,3,1,2,benign
1.634652,1,1,1,2,1,2,1,1,benign
6.868657,10.332481,9.146442,6.905994,9.808933,1,3,4.625402,2,malignant
4.843068,1,1,1,1,1,2,1,1,benign
5.103362,1,1,1,2,1,2,1,1,benign
2.924872,1,1,1,3,1,3,1,1,benign
2.824692,1,1,1,2,1,2,1,1,benign
1.881197,5.517057,3.669056,1,8.889886,1,7.728448,5.536102,6.559043,malignant
8.100411,9.644839,9.101253,10.079987,4.386091,10,7.702859,10,10.366688,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,4.872391,1,benign
9.697832,9.673594,8.509339,6.028854,9.121552,4.19778,4.997017,10,8.064045,malignant
6.622875,9.659843,5.478557,10.033509,4.47321,10,5.185495,8.915248,1,malignant
5.918499,1,1,1,2,1,3,1,3,benign
5.498895,1,2,1,2,1,1,1,1,benign
4,2.228798,2,2,2,2.217597,1,1,1,benign
4,6.679747,3.098814,10.127547,3,10,5.346384,8.302012,5.177976,malignant
1,1,2,1,2,1.998024,2,1,1,benign
8.622308,7.462229,5.55499,10.343157,4.471921,10,3,10,2,malignant
2.592413,1,1,2,1,1,1,2.645372,1,benign
2.538532,1,1,1,2,1,1,1,1,benign
2.341171,1,1,1,2,1,2,1,1,benign
5.228625,1,1,3.482371,2,1,3,1,1,benign
1,1,1,2.5707,2,1,3,1,10.347657,benign
2.532785,1,1,1,2,1,3,1,1,benign
1.926746,2.164699,2,1,2,1,2,1,1,benign
1,2.516271,3.367938,2,2,1,1,1,9.726179,benign
4,1,1,1,2,1,1,1,1,benign
2.322612,1,1,1,2,1,3,1,1,benign
4.977537,9.581912,9.743815,2.50526,3,2.7879,4.706467,10,1,malignant
2.726777,2.008953,3.828726,1,2,1,3,1,1,benign
2.055675,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.616514,9.883995,10.322407,3.206515,7.468767,1,7.065488,10,1,malignant
5.028228,5.054559,9.187258,10.112205,6.379715,1.83026,5.738376,4.889913,2,malignant
4,1,1,1,2,6.220658,1,1,1,benign
5.142855,1,1,1,1,1,3,1,1,benign
4.532508,1,1,1,2,1,3,1,1,benign
8.879164,6.407384,6.44996,3.77902,4.363367,1,4.746137,10,1,malignant
5.394475,1,1,1,2,1,2,1,1,benign
4.925201,1,3.954245,7.918608,2,10,1,1,1,benign
4.537424,1,1,1,2,1,2,1.921207,1,benign
9.984904,4.746939,7.318522,9.889643,10.980413,10,4.775048,7.099018,10.321678,malignant
5.86819,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.671417,1,1,1,2,5.769489,2,1,1,benign
1,1,1,3.374398,2,2.893203,2,1,1,benign
9.906637,10.126053,9.737384,9.471228,10.288136,2.199461,7.688376,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,10.011088,1,2,1,1,benign
2.736547,2.623457,2,1,3,1,1,1.959593,1,benign
9.560816,9.858687,9.847933,7.046424,5.098398,10,5.62299,10,1,malignant
1,3.439191,3.603911,3.166705,3.889041,10,7.250021,3.966746,3,malignant
3.776703,4.714072,3.536123,9.871303,2,1,3,1,1,benign
7.607165,3.439278,2,1,3,3.240222,6.432309,1,1,malignant
4,9.180124,9.476159,5.812374,5.446006,10,5.183801,10,3,malignant
9.428116,4.421658,3.291767,1,3.85301,10,5.602041,10,10.036617,malignant
7.240461,3.968138,5.351666,1,8.564128,1.772575,7.447214,10,1,malignant
4,2.521719,1,1,5.154445,1,5.049662,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.939092,1,2,2,1,3.564747,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.87924,1,1,1,1,1,3,1,1,benign
1.179672,1,1,1,1,1,1,1,1,benign
7.818426,2.152225,2,4.173605,3,10,3,1,3,malignant
4,1,1,3.296219,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,2.167024,1,1,1,benign
4,9.570219,3.65628,5.207542,1,7.491215,6.680817,8.102931,1,benign
4.941502,1,1,1,2,4.101623,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.062294,9.810747,9.16366,10.096866,8.733599,10,2,10,1,malignant
4,10.044747,4.531444,9.780271,8.805949,10,5.94287,4.566679,1,malignant
4.809053,1,1,1,3,1,2,1,1,benign
1,1,3.512701,1,1,1,3,1,1,benign
1,1,1,3.051322,2,1,1,1,1,benign
2.604631,1,1,1,2,1,3,1,1,benign
2.748108,2.391843,3.03412,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.745647,1,1,4.280115,2,1,1,1,1,benign
5.087948,9.619673,8.712432,3.024726,5.996094,1,7.312119,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.581907,9.881394,8.270388,10.330003,7.293102,10,5.770414,2.771063,4.622384,malignant
1,1,3.631701,1,2,1,3,1,1,benign
1,9.838725,6.073001,9.858876,8.687938,10,3,7.424726,1,malignant
7.590762,6.497929,10.693919,7.554246,9.95193,1.950151,3,10,1,malignant
5.394563,1,1,1,1,1,3,1,1,benign
8.635062,4.669171,5.957802,1,3,7.163709,3,6.922135,1,malignant
2.317095,1,1,3.000614,2,1,2,1,1,benign
1,4.935454,3.452058,3.299995,6.563265,1,8.108135,2.130246,1,benign
1.709693,3.060055,2,2,2,1,3,1,1,benign
2.513663,1,1,1,2,1,2,1,1,benign
3.198588,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.362385,3.649245,3.307905,3,3.240394,3,5.390684,1,malignant
8.142225,10.006429,3.84308,8.043333,6.257391,8.35629,8.115667,10,5.268771,malignant
4,9.850322,7.897812,5.423123,9.259035,10,6.022567,10,4.240578,malignant
4,1,1,1,2,1,2,1,1,benign
2.20254,2.256852,2,2,2,1,2,1,1,benign
2.700481,1,1,1,1,1,2,1,1,benign
3.575502,1,1,1,1,1,2,1,1,benign
9.94063,7.339977,5.763697,4.46359,4.496181,4.926409,7.776648,10,3,malignant
3.138884,3.465639,5.596199,2.982282,4.321498,10,4.561136,3.225019,2,malignant
2.700587,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,4.064468,3.901672,2,11.255633,2.578027,2,1.970971,1,benign
4,4.731141,7.375834,8.501643,3,1,2,1.747826,1,malignant
2.90685,1,1,1,2,1,1,1,1,benign
5.224985,2.666681,3.735554,3.192665,2,1,7.892215,1,1,benign
9.386356,7.837523,6.376283,2.58503,1,6.770948,5.300229,3.757395,10.14781,malignant
11.192486,5.095523,4.934764,6.160751,7.78985,3.210791,8.384158,1,1,malignant
2.908101,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.112038,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.036527,1,1,1,2,2.296349,2,1,1,benign
1,1,1,1,2,1,1,2.755665,1,benign
1,1,1,1,2,1,1,5.726661,1,benign
9.389823,7.903113,3.542921,5.807726,4.637064,2.788731,5.636058,8.175992,1,malignant
5.009004,1,1,1,2,5.560591,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,3,2.169856,1,benign
8.72364,4.168599,9.591703,9.721189,2,10,9.281132,8.491649,1,malignant
5.855892,2.197956,3.405333,1,2,1,2,1,1,benign
2.556528,1,1,4.032203,2,6.153464,2,1,1,benign
3.307174,1,1,3.055379,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.427441,1,1,1,2,3.482446,2,1,1,benign
5.454911,1,1,1,1,1,3,1,1,benign
7.76359,6.849289,8.992749,3.219692,3.435004,1.789439,5.951748,5.858989,1,malignant
2.696778,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.734742,10.112361,10.681072,5.829003,5.111407,4.783015,8.21262,10,1,malignant
4.845024,7.098065,3.259377,6.82482,7.720535,10,2.760205,6.009956,2,malignant
3.226457,1,2,3.105009,2,1,2,1,1,benign
2.956984,1,1,1,2,2.320558,3,1,1,benign
5.870885,1,3.687883,1,1,1,3,1,1,benign
5.57339,5.159082,3.435869,10.127605,2.921004,10,10.388805,4.755946,1,malignant
9.212184,1.883664,2.902584,3.599453,4.169967,10,1,4.217425,3,malignant
1,1,1,2,2,1,1,1,1,benign
3.155643,1,1,1,1,1,2,1,1,benign
2.433532,1,1,1,1,1,3,1,1,benign
2.586672,1,1,1,2,1,2,2.559809,1,benign
1,1,1,1,2,1,2,1,1,benign
5.806299,6.684155,8.813155,3.166602,4.248809,10,5.575461,4.350399,4.998107,malignant
5.236029,1,1,1,2,1,3,1,1,benign
9.381651,9.941576,5.844919,9.575773,7.35553,10,6.986368,10,1,malignant
2.835593,1,1,1,2,1,2,1,1,benign
2.995675,4.959527,3.651707,1,8.533354,1,3,2.284849,1,benign
4.737323,1,1,1,2,1,1,1,1,benign
8.746934,9.573203,8.416213,6.6335,7.07949,8.058875,7.547776,2.783696,3,malignant
1,1,1,1,2,1,1,10,1,benign
1.961311,1,1,1,2,1,3,1,1,benign
9.561476,7.852247,10.107833,9.643607,2,8.269637,7.667101,10,1,malignant
2.540278,1,1,1,2,1,2,1,1,benign
1,2.736948,3.163477,1,2,1,1,1.733119,1,benign
3.098327,1,1,1,2,1,3,1,1,benign
2.548723,6.433409,1,10.065187,11.442384,10,7.733026,8.055861,2,malignant
2.818501,8.025238,3.50659,6.228498,8.381406,10,4.554813,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
5.187799,9.837585,7.769079,5.368218,5.481605,10,3,1.873545,1,malignant
5.305625,1.580667,9.305326,10.227391,3,10,4.405462,5.795105,1,malignant
4.098641,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.232614,1,3.621899,1,benign
2.738487,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.871885,1,1,1,2,1,3,1,1,benign
2.839703,1,1,1,2,1,3,1,1,benign
4.979641,1,1,1,2,1,3,2.428016,1,benign
9.153046,2.253751,2.815032,3.394247,2,10,8.217708,10,10.064452,malignant
4,1,1,1,2,1,2,1,1,benign
2.789056,1,1,1,2,1,2,1,1,benign
3.041773,3.201396,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.702174,1,1,1,2,3.567846,2,1,1,benign
4,8.210953,9.380612,5.812484,3.479527,6.471942,7.720033,10,1,malignant
2.653447,1,1,1,2,1,2,1,1,benign
7.621039,5.887085,10.777238,10.499258,3,2.423918,7.701704,8.716134,3,malignant
7.656102,7.752794,5.574072,2.48162,4.248652,4.441013,8.796934,6.984791,1,malignant
8.298297,10.01985,9.583437,4.778254,8.243694,7.065996,3.840481,7.64021,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.752997,1,1,1,2,1,3,1,1,benign
2.757539,1,1,3.088531,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,4.926517,4.071582,9.968395,4.968728,1,5.79221,1,3,malignant
4.572784,1,1,1,3.992194,1,2,1,1,benign
2.516841,1,1,2.351278,2,3.588856,2,1,1,benign
1.866086,1,2,1,2,1,3,1,1,benign
9.659752,4.661492,6.700361,7.356557,6.048782,10,8.142332,2.892664,10.13935,malignant
7.227442,8.212405,5.930424,2,3,10,7.677875,8.373968,2,malignant
5.347431,1,1,1,2,1,3,1,1,benign
4,1,1,3.146635,2,1,3,1,1,benign
4,2.277404,3.153997,2,2,1,4.63917,1,1,benign
4,1,3.343277,9.896487,1,10,2,4.551854,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.940684,1.952438,2,9.787952,11.140508,10,5.185548,1,1,malignant
1,2.26752,2,2,2,1,2,1,1,benign
3.260714,1,1,1,2,1,3,1,1,benign
9.469061,4.557737,5.102877,2.803951,7.305712,10,2,2.138619,3,malignant
2.879797,1,1,1,2,1,1,1,1,benign
3.957841,1,1,1,2,1,2,1,1,benign
2.650946,1,2,1,1,1,1,1,1,benign
6.222889,4.569353,6.902363,3.999269,3,7.847023,3,9.223374,1,malignant
1,2.60623,1,1,2,1,1,10,1,benign
5.958187,3.25811,3.052141,2.794507,2,3.189715,7.617919,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.044632,7.898444,5.234209,9.739455,7.776562,4.192386,6.764244,4.554587,2,malignant
2.680069,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.334305,1,1,1,4.474002,1,2,1,1,benign
8.669689,2.821162,4.866796,3.18585,1,2.751117,7.639355,10,2,malignant
10.288768,5.8944,8.731439,5.966913,3.586159,5.715511,5.005239,9.717764,1,malignant
1,7.662589,4.889208,1,1,1,4.617322,1,1,benign
9.04571,7.032598,6.618434,9.878867,3,3.344221,3,10,1,benign
5.2526,1,1,1,2,1,2,1,1,benign
8.445273,5.006544,6.186526,4.792864,3,10,8.245547,1,1,malignant
3.531475,1,1,1,2,1,2,1.956103,1,benign
1,1,1,1,3,1,3,1,1,benign
4,10.214093,10.208939,4.841102,8.372637,2.872777,5.2472,10,1,malignant
5.336422,9.949503,9.566199,4.91794,8.705134,10,8.526064,4.00262,2,malignant
5.352548,7.362993,3.773244,5.939326,4.175302,10,8.705169,10,3,malignant
3.640801,1,1,2.464736,2,2.349059,2,1,1,benign
5.91751,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.560318,1,1,1,2,1,3,1,1,benign
2.058775,1,1,1,2,1,2,1,1,benign
4.799517,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.349204,1,1,1,2,1,1,2.081766,1,benign
8.384645,4.289095,4.605657,3.71777,5.865837,7.227525,2,10,9.452298,malignant
2.650499,1,1,1,2,1,2,1,1,benign
5.261745,8.409863,9.15724,3.166427,3.935,9.475969,7.12503,2.565663,9.456273,malignant
8.857928,8.027629,5.607131,7.641428,6.926453,8.480562,6.769983,10,1,malignant
4.62019,7.965033,3.939005,8.009622,4.33314,10,4.459792,1,2,malignant
5.337646,1,1,1,2,1,1,1,1,benign
9.447894,7.670387,5.845201,9.405697,8.813358,10,8.493566,7.847324,1,malignant
8.673364,6.167121,6.88825,9.752488,4.318831,10,8.692383,1,2,malignant
2.437899,1,1,1,2,1,1,1,1,benign
1.865427,1,2,4.919625,2,1,1,1,1,benign
2.612382,1,1,1,1,1,1,1,1,benign
2.533872,1,1,3.422455,2,1,3,1,1,benign
5.118056,1,1,1,2,1,1,2.353854,1,benign
4,1,1,2,2,10,1,1,1,benign
2.670782,2.31686,2,1,3.524232,1,2,1,1,benign
2.535091,1,1,1,3,1,1,1,1,benign
1,1,1,4.244617,2,1,2,1,1,benign
2.68318,1,1,1,2,1,2,1,1,benign
9.528387,7.888092,8.793175,4.685791,3.621007,10,3,1,1,malignant
2.850705,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,3.598902,1,2,1,1,1,1,benign
2.112826,1,1,1,2,1,3,1,1,benign
1,7.164753,3.406961,6.450319,3,10,4.21144,10,1,malignant
5.088327,7.866601,9.26277,4.513696,9.618049,1,3.787766,8.920088,3,malignant
1,1.707209,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.444738,3.386406,2,3.267967,2,1,1,7.757108,1,benign
10.189386,2.923421,6.917065,3.687646,3,6.504741,4.81629,2.926735,2,malignant
9.908379,6.971726,9.574426,5.307641,1,3.033907,6.942992,10,1,malignant
8.308209,2.644725,3.655558,1,3,10,7.818299,2.24217,8.685279,malignant
5.657096,3.272412,2.901867,2.400385,3.633189,10,3.293349,2.43364,3,malignant
5.107056,9.707288,9.626421,1,1,1,3,7.592831,1,malignant
9.513639,6.936627,2,9.913787,4.75803,2.832783,4.015182,1,2,malignant
4,1,1,1,2,1,1,1,1,benign
7.89469,10.076128,8.282975,5.724993,10.429772,3.329681,9.245211,4.014407,1,malignant
9.09684,7.610376,8.887619,3.481814,9.517027,10,8.706764,8.579235,2,malignant
4,1,1,1,2,1,2,1,1,benign
2.968875,1,3.811021,2.418793,2,1.519067,1,1,1,benign
5.011987,5.446996,9.558067,5.1585,6.343662,2.165486,4.61316,1,1,malignant
7.58689,7.818105,8.19078,5.597128,4.415369,3.15332,3,4.638365,8.497434,malignant
8.487536,4.299589,6.146033,1,6.865356,8.003032,3,2.350111,1,malignant
4,1,1,1,1,1,2,1,1,benign
5.761066,1,1,1,1,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.244428,7.629588,4.050956,2,1,6.866911,3,10,1,malignant
3.304565,1,1,2,2,1,3,1,1,benign
9.008785,8.812838,2,2,3.972338,10,8.757244,10,1,malignant
7.469719,6.751552,9.998237,4.246553,4.939065,10,6.497581,10,7.285047,malignant
4.588255,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,3.209301,1,benign
4,1,1,1,2,1,1,1,1,benign
3.695353,10.100184,8.287418,1,5.82459,2.614806,8.566243,10,3,malignant
8.491922,6.641447,3.369868,3.367449,3.763618,10,5.113706,10,3.968972,malignant
1,1,1,1,2,1,2,1,1,benign
3.306561,3.856252,8.034863,2,2,8.770133,7.539282,7.483361,2,malignant
4,1,4.194413,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.32801,1,1,2.741328,2,2.541442,2,1,1,benign
4,6.952529,3.961067,2,3.448745,6.772565,8.125558,4.389796,4.029387,malignant
1,1,1,1,2,1,2,1,1,benign
5.360892,1,1,1,2,1,1,1,1,benign
4,1,3.413595,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,5.5955,benign
6.097068,2.594829,1,1,2,3.100065,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.592163,3.633188,6.448969,4.198287,7.381119,10,2,2.011961,1,benign
4,1,2,1,2,10,3,1,1,benign
9.163231,10.077822,3.60807,6.013945,9.811114,7.965081,8.41838,4.33602,1,malignant
2.784152,1,1,1,1,10,3,1,1,benign
5.302849,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,5.114231,1,1,benign
9.484947,2.718331,4.21317,1,2,1,1,1,1,benign
4.566402,6.64212,7.145954,5.645646,3,10.016719,7.904855,4.855868,3,malignant
9.558707,2.08593,10.636287,1,8.458119,2.04254,5.145444,2.872831,3,malignant
1,1,1,1,2,1,3,1,1,benign
4,6.764962,10.367092,2,5.627322,10,5.753863,1,10.538302,malignant
1,1,1,1,1,1,2,2.95405,1,benign
1,1,1,1,2,1,1,1,1,benign
2.581335,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.788302,6.19573,9.392597,2,3.88384,10,3,6.988518,1,malignant
12.102622,10.074816,9.937018,3.274411,8.740172,1,9.387354,9.040128,3,malignant
6.240246,1,1,1,2,1,4.513957,1,1,benign
1.572318,1,2,1,1,1,3,1,1,benign
4.829772,1,1,1,3,1,3,1,1,benign
2.897816,1,1,1,2,1,3,1,1,benign
1.839537,1,1,1,2,1,2,1,2,benign
9.350297,4.184097,6.39686,4.982586,2,10,8.565839,7.265591,1,malignant
4,4.553619,3.03453,2.38626,4.839717,1,2,3.042049,1,benign
2.560961,1,1,1,2,0.917235,2,1,1,benign
5.931423,9.964778,9.759441,7.625668,6.185031,3.527723,6.426964,10,1,malignant
9.659599,1,2,1,2,1,3,1,1,benign
2.681693,1,1,1,2,1,1,1,1,benign
7.570736,7.504547,9.526086,10.471281,7.893334,6.591547,7.788302,5.955892,8.672984,malignant
4,1,1,1,2,1,2,5.535673,1,benign
2.730515,1,1,2,2,1,3,1,1,benign
2.758324,1,1,1,3,1,1,1,1,benign
9.363252,7.04481,4.816165,7.214004,7.069563,3.478996,9.120532,8.136572,3,malignant
4,1,1,1,2,1,2,1,1,benign
5.15366,1,1,1,3,1,1,1,1,benign
4,1,2,2.546637,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,3.901262,3,1,1,benign
4,1,1,1,2,1,2,1,9.936608,benign
4.901105,1,1,1,2,1,2,1,1,benign
1,1,1,3.449752,2,1,2,1,1,benign
5.813532,1,1,1,2,1,3,1,1,benign
5.059331,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,3.042055,1,1,1,benign
4.584773,10.211477,9.872976,10.008399,11.147075,10,8.936462,10,1,malignant
10.237927,10.007978,8.4327,7.45388,9.619151,1,8.331586,8.160928,3,malignant
3.117246,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.979534,1,1,2,1,1,3.41472,1,benign
9.51299,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.825287,3.461226,4.143425,2,4.684029,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.968088,1,1,1,1,1,3,1,1,benign
10.894774,9.804662,4.792371,10.424567,8.789265,10,8.685165,2.012078,1,malignant
2.60128,1,1,1,1,1,3,1,1,benign
6.050422,1,3.966199,1,2,1,2,1,1,benign
9.468642,9.527611,8.976216,9.721374,8.534509,2.416345,3,2.112327,8.65891,malignant
1,1,1,1,2,1,3,1,1,benign
4.476986,1,1,1,2,1,1,1,1,benign
5.161565,2.736464,3.489828,1,4.292678,10,2,2.956786,1,malignant
4.825461,1,1,1,1,1,1,1,1,benign
5.060202,2.11846,3.338848,10.056412,2,10,3,2.578412,1,malignant
4,1,3.724327,2,2,1,1,1,1,benign
4.466206,9.888401,9.687872,9.89545,9.16498,10,8.14803,2.983298,2,malignant
6.886504,3.692581,3.283279,7.112992,4.702519,10,5.781471,3.146533,4.888909,malignant
9.738285,6.935408,7.875499,5.6776,3,1.831808,4.503689,8.626312,5.326218,malignant
5.313424,6.967691,4.004355,2,4.553225,10,5.20297,7.150564,1,malignant
1,1,1,2,2,1,1,1,1,benign
9.01908,4.10527,5.45965,1,9.142964,2.815109,5.019647,5.366471,4.66299,malignant
1,1,1,3.383437,2,1,3,1,1,benign
2.743569,1,1,1,2,1,2,1,1,benign
3.142932,1,1,1,1,1,1,1,1,benign
10.574671,9.835669,5.505629,5.379025,4.116459,8.364978,6.244818,7.419869,1,malignant
4,2.328318,1,2,5.531138,1,3,1,1,benign
2.726652,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.87624,1,1,1,2,1,2,1,1,benign
2.944788,2.092744,1,1,2,1,3,1,1,benign
3.364896,1,1,3.354758,2,1,3,1,1,benign
4.954251,1,1,2.568786,2,1,3,1,1,benign
3.254521,1,1,1,2,1,5.731173,1,1,benign
8.531834,7.0758,8.869382,3.527329,5.526253,2.276266,3,1,1,malignant
8.824374,5.062266,9.372615,2,3,10,3.705995,5.302439,2,malignant
1,2.786279,3.42429,3.529113,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.476442,1,1,1,2,1,2,1,1,benign
2.796548,2.643994,2,1,1,1,1,1,1,benign
5.600814,3.60558,6.684163,3.736385,4.109913,1,3.793911,7.98916,1,benign
1,1,1,1,2,3.173995,1,1,1,benign
3.133149,1,1,1,2,1.052422,3,1,1,benign
4.906203,4.311161,6.311422,3.289559,3,2.706638,8.378034,8.154976,3,malignant
4,1,2,1,2,1,2,1,1,benign
4,4.210492,2.565122,3.200762,3.732666,6.892038,8.836844,8.602068,1,malignant
9.459087,10.108974,7.701009,9.559932,4.902534,3.977712,8.267146,4.728022,2,malignant
1,1,2,1,2,2.523328,1,1,1,benign
5.34921,1,1,2,2,1,2,1,1,benign
3.024062,1,1,1,2,1,1,1,1,benign
2.698181,1,1,1,2,1,2,1,1,benign
9.205203,4.120741,8.809309,2,4.705478,3.005145,5.075962,1,1,malignant
4,1,1,3.001285,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.732379,10.009167,8.813146,9.97865,8.604861,10,9.237974,2.737441,3,malignant
2.666375,1,1,1,2,1,1,1,1,benign
5.356823,1,1,3.930742,1,1,2,1,1,benign
4,8.154679,5.643024,5.524433,6.109671,10,2,10,6.453182,malignant
1,6.145302,10.325059,1,6.602333,1,4.695804,8.051726,1,benign
8.613096,3.173335,3.000158,1,3,3.108286,4.718712,5.827316,1,malignant
1,1,1,1,1,1,2,2.837957,9.674902,benign
2.508699,1,1,1,2,1,3,1,1,benign
4.823972,2.46782,2,1,1,1,1,1,1,benign
4,10.260696,3.464364,9.469725,5.021186,7.607011,8.18259,5.452186,1,malignant
5.3637,3.933347,4.489745,2,3,10,5.208201,6.258454,3,malignant
5.333889,9.544707,7.883876,3.552043,9.317199,10,6.475344,10,1,malignant
5.204779,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.67098,1,1,1,1,1,2,benign
9.09017,5.659487,3.038392,5.771207,3,10,6.209268,4.304114,2,malignant
2.939888,1,1,1,2,1,3,1,1,benign
3.003867,1,1,2,2,1,2,1,1,benign
4,2.593154,2,1,2,1,2,6.900626,1,benign
1,3.294025,3.392139,2,2,1,3,1,1,benign
2.843333,1,3.391318,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1.992034,9.652889,9.398674,9.339737,5.716535,6.457917,4.453172,3.77167,1,malignant
5.060518,1,1,1,2,1,1,1,1,benign
1,4.919848,5.444374,1,3,1,2,2.209149,1,benign
5.019231,1,2,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.395245,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.34725,2.639156,2,2,1,1,1,1,1,benign
10.142082,3.579582,3.35297,3.086198,6.752827,2.011622,7.770219,1,1,malignant
4.885016,9.898951,9.31524,7.166027,8.234448,7.631207,4.688489,1,1,malignant
2.698613,1,1,10.139857,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.14452,4.403136,2.983846,1,3,1,6.909498,4.226855,1,malignant
1,3.130577,2,1,2,1,5.262591,1,1,benign
4,1,1,1,2,8.124557,1,1,1,benign
4,1,2.678083,1,2,1,2,1,1,benign
4.891347,5.133168,6.481231,1,4.859343,1,9.832409,1,1,malignant
10.242645,7.913961,9.59277,4.566631,4.404308,10,3,8.182662,1,malignant
10.326232,10.08939,3.246254,8.424157,6.810727,9.49569,7.698627,10,3,malignant
9.295798,5.49898,8.847192,5.982697,4.197702,1,4.054314,1,1,malignant
5.096721,7.545844,3.31598,7.476376,6.738364,1,4.057025,10,1,malignant
6.164297,10.156332,9.921684,8.25466,3,10,3,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.441357,2.207469,3.171197,1,3.721621,1,7.416509,10,7.350603,malignant
2.834267,1,1,1,2,4.169702,2,1,1,benign
2.685177,1,1,1,2,1,2,1,1,benign
5.955619,3.690902,6.978978,9.556092,8.699069,1,4.873363,1,1,benign
2.596426,1,1,3.078285,2,1,3,1,1,benign
5.664153,5.759917,9.160228,10.347745,10.286389,5.691216,5.409207,2.966437,1,malignant
3.071029,2.783792,2,2,1,1,2,1,1,benign
4.398271,1,1,1,2,1,2,1,1,benign
5.285278,9.872778,9.822362,8.5221,6.640925,10,9.06487,4.848825,1,malignant
10.445703,5.562469,4.718135,5.622572,7.779545,6.898996,2,7.967682,4.362616,malignant
8.892466,9.141605,7.350443,10.297208,7.622828,6.180792,4.81735,1.769197,4.208949,malignant
8.721402,7.253439,6.427781,10.053089,3,10,5.024553,7.391062,1,malignant
1,1,1,2,2,1,3,2.492948,1,benign
5.302781,1,1,1,2,1,3,1,1,benign
7.912253,1,3.937352,1,2,2.550878,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.133626,1,1,1,2,1,2,1,1,benign
5.993135,2.593224,2,1,4.154695,1,3,2.536814,1,benign
5.227272,1,2,1,4.535336,8.27725,4.684645,1.71445,1,malignant
5.14521,1,3.626125,1,2,10,4.781597,1,3,malignant
8.220938,5.54451,4.740502,1,4.344376,10,7.938717,5.16688,1,malignant
1,1.72243,1,1,2,1.495765,1,1,1,benign
5.751283,1,1,1,2,2.004863,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1.478613,1,4.531264,1,4.936521,1,2,1,1,benign
1,1,1,2,2,4.252665,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.516707,1,1,1,2,1,2,1,1,benign
5.664005,6.611901,5.592922,6.621468,4.276378,1.530987,8.040529,2.456208,1,malignant
2.549239,2.25043,2,3.531928,2,6.43399,1,7.695291,1,benign
4.761284,10.282026,3.844572,9.488742,9.896056,2.878713,7.348369,3.191909,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.847328,1,1,2,3,1,3,1,1,benign
5.387354,2.215198,2,2,7.30587,10,3,5.275656,3,malignant
3.038924,1,1,1,2,1,3,7.199174,1,benign
4,1,1,2,2,1,3,1,1,benign
7.963287,9.542943,10.405674,2.609824,7.763759,2.72334,7.525345,10,2,malignant
1,4.667821,5.951542,1.839976,8.82082,1,2,2.131746,1,benign
4.817833,9.824592,5.977069,2,3,2.867062,8.61417,10,2,malignant
4,1,1,1,3,1,1,1,1,benign
4,1.719141,3.363907,3.453589,3,2.773284,7.887328,7.550724,1,malignant
5.012635,1,1,1,2,1,1,1,1,benign
2.716913,2.742436,1,1,2,1,7.718637,1,1,benign
5.524749,1,1,1,2,1,1,1,1,benign
1,2.859124,1,9.691507,2,10,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.368978,1,1,1,2,1,3,1,1,benign
1,1,1,3.450944,2,1.963078,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.075484,6.525321,10.303551,6.763125,4.12052,10,9.417552,4.761348,6.113675,malignant
5.663666,1,1,1,2,1,3,1,1,benign
8.285362,5.543054,6.009753,4.654898,3.768316,10,8.395668,10,1,malignant
8.224725,5.81482,9.502589,7.349849,4.432028,6.3526,7.725673,2.854407,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,8.828154,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,4.408275,5.941887,9.907987,2,10,4.848164,2.836461,1,malignant
2.553421,2.730645,2,6.899116,2,7.391818,2,1,1,benign
5.250303,5.104734,9.271179,5.867873,2,10,8.038531,4.734613,3,malignant
2.754276,1,1,1,1,1,2,1,1,benign
2.812825,2.166593,1,1,4.228081,1,1,1,1,benign
2.997132,1,1,2,2,3.023178,3,1,1,benign
1,2.952079,2,1,2,1,9.344869,3.015168,1,benign
3.916861,2.860989,1,2,2,1,2,2.327956,1,benign
5.40853,7.225869,7.474952,9.958612,3.452906,9.234477,3,9.062298,1,malignant
4.679249,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.332007,1,2,2,4.192416,3.357194,2.894087,1,benign
5.701453,1,3.666562,1,2,1,2,1,1,benign
8.634845,4.045257,7.068349,3.188706,5.338716,10,4.500182,2.8966,1,malignant
9.695776,6.359308,4.520095,3.884272,5.085892,10,6.773752,1,1,malignant
1,1,1,1,3.835328,2.998555,3,1,1,benign
8.401986,9.762433,7.843958,2,7.170191,10,9.242958,8.678885,1,malignant
8.732388,9.924993,10.017004,10.346573,8.148631,7.917553,5.839273,8.009676,1,malignant
2.398679,1,1,1,2,2.95061,2,1,1,benign
7.084728,4.231546,4.252228,2.586541,2,10,4.928026,4.441338,8.164038,malignant
3.122995,1,3.641897,1,2,1,3,1,1,benign
5.961431,9.908501,1,9.941167,11.138456,10,8.165822,10,2,malignant
10.266921,6.90387,11.507211,7.685847,5.474801,10,7.32585,9.009538,1,malignant
4,1,1,1,2,1,1,2.067576,1,benign
3.018729,1,1,1,2,1,1,1,1,benign
1,1,1,1,4.535437,1,1,1,1,benign
7.414591,4.762038,5.461244,1,4.637848,1,2,5.079429,1,malignant
1,7.638258,6.587793,1,8.985225,1,4.025341,4.586772,1,benign
5.845342,1,1,1,2,1,2,1,1,benign
4,1,3.21409,1,2,1,1,1,1,benign
2.83557,1,1,1,2,1,2,2.098255,1,benign
3.785693,6.002398,5.850177,9.504054,4.488153,1,7.061629,4.689703,4.977519,malignant
5.044178,10.038264,9.364675,9.898197,4.946904,1,3,6.366257,5.696182,malignant
4,1,1,1,2,1,2,1,1,benign
6.250057,6.273169,6.138964,8.461386,7.369601,10,8.010448,5.390571,1,malignant
3.296624,1,1,1,2,1,2,1,1,benign
5.723843,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.852122,4.233305,2,1,3.118769,1,2.561276,1,benign
5.682161,3.0135,3.941477,1,5.473577,10,4.049884,5.552201,1,malignant
1.967389,2.106703,1,1,5.147579,1,8.182169,1,1,benign
4,1,1,2,2,1,1,1,1,benign
2.96359,1,1,1,2,1,3.839808,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.259494,6.045038,8.081871,3.259681,3,2.250697,3.338854,1,6.778386,malignant
3.346842,1,1,1,1,1,1,1,1,benign
8.327298,7.615315,2.526925,5.705913,4.163837,6.578449,6.385514,5.541468,1,malignant
5.767548,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
3.025115,9.488885,5.778629,6.223592,3,10,4.436729,10,2,malignant
1,8.265552,6.617189,9.819331,3.964684,1,3,8.563305,1,benign
10.546176,1.389807,1,3.624084,6.609485,2.752002,2,1,10.35706,malignant
8.105962,4.351717,8.951044,3.315458,6.906005,10,4.539755,5.004151,1,malignant
4.945487,3.964569,6.394219,4.931751,3,10,5.471296,1,1,malignant
4,1,1,2,2,1,1,1,1,benign
8.608274,9.383467,8.763239,2,6.038945,1.92299,5.172457,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.690451,1,3.514187,1,3,1,2,1,1,benign
9.187397,2.977041,3.448581,1,2,8.11778,4.966721,1,10.233779,malignant
7.471023,1.437994,2,1,5.515611,10,2,10,9.316744,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.389993,3.388681,3.316952,9.012942,10,3,5.256723,1,malignant
5.457328,1,1,1,2,1,1,1,1,benign
9.496172,7.602064,3.112584,4.604224,5.395912,10,6.956639,10,2,malignant
5.378352,9.846817,9.478384,10.073481,3,10,7.151838,1,1,malignant
4.930723,1,4.689768,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.277386,1,1,2.796395,2,1,2,1,1,benign
4.844143,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.803852,4.712556,7.52166,7.892625,2,7.6783,6.708706,10,9.738717,malignant
5.031948,9.945715,9.866057,6.20562,7.991476,1,6.629958,8.579443,1,malignant
4,1,1,2,2,1.970288,1,1,1,benign
1,1,1,2.688078,2,1,3,1,1,benign
8.537801,8.390221,5.343082,1,4.7732,10.71456,4.894973,1,4.416014,malignant
5.021188,1,1,1,2,2.362701,2,1,1,benign
4,10.116181,10.671582,9.972207,3,10,8.010567,8.349997,3,malignant
1,1,1,3.373347,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.928349,7.032297,3.368137,3.126627,5.421134,1,7.571502,1,3,malignant
2.456657,1,1,2.475823,2,1,2,1,1,benign
1.843192,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.930655,4.42618,1,9.90964,3,10,7.573928,8.386021,3,malignant
1,1,1,2,2,1,1,1,1,benign
8.228022,8.317992,10.089381,7.14881,4.373348,2.204084,5.493921,6.270126,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.390535,3.213124,4.025999,4.374478,2,10,1,3.38236,1,malignant
10.530617,10.010265,5.951446,8.321329,4.070381,10,8.388175,4.025293,1,malignant
2.931845,1,1,1,2,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,2.337248,2,2,2,1,1,8.758143,1,benign
4,1,2.219951,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.836767,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4.171466,1,1,1,2,7.127224,3,1,1,benign
2.661703,1,1,1,2,1,2,1,1,benign
4.689824,1,1,1,2,1,1,1,1,benign
3.006075,1,1,1,2,1,3,1,1,benign
5.497394,2.493397,2.641221,1,1,1,4.624307,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.382229,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.265082,4.001174,9.301691,1,4.864503,2.491217,4.807906,5.139312,3,malignant
9.898675,8.217046,7.573637,8.38467,5.583035,10,9.434012,6.16633,1,malignant
4,1,1,3.577363,2,1,1,1,1,benign
1,1,3.504172,1,3,1,2,1,1,benign
4.915136,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.476484,2.605759,1,1,3,1,4.854367,2.134746,1,benign
8.580363,10.04502,8.165553,2,5.432588,10,3,10,1,malignant
2.384607,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.63399,9.647919,7.119395,10.136683,6.925731,2.675735,6.613864,7.610845,1,malignant
1,8.861571,3.137289,10.269228,4.105633,6.930399,4.023326,10,1,benign
2.40921,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,3.524154,3,1,1,benign
2.23723,9.656597,9.45366,9.746181,3.574126,6.682117,6.185421,8.458911,1,malignant
8.953274,10.328446,8.506376,9.876193,7.878287,10,12.005376,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.303992,1,3.706852,1,2,1,3,1,1,benign
5.045362,9.199488,6.668048,8.539859,4.33598,10,5.398705,2.612797,1,malignant
9.301354,7.96724,3.41721,1,3,2.533922,4.578443,10,3,malignant
9.457452,10.115619,10.337035,7.759822,4.088521,6.993337,6.005352,5.227713,5.065047,malignant
4,1.806865,2,1,3,1,1,4.746692,1,benign
4.943497,6.568434,9.40856,9.506404,8.195943,10,4.521748,1,2,malignant
8.822454,2.514121,3.524368,9.997071,3,10,4.986208,6.397387,1,malignant
10.235861,6.774718,3.084128,6.469773,3.74464,5.084366,6.088806,8.07724,9.932144,malignant
4,4.109756,5.953937,3.83658,2,5.970985,6.119281,1,1,malignant
6.943843,5.841154,6.380212,5.715116,4.492747,10,4.939384,1,2.90019,malignant
5.143136,1,1,1,2,1,2,1,1,benign
1,1,3.753863,1,1,1,3,1,3,benign
4.726694,9.529242,9.206308,1,8.183484,1,3,10,1,malignant
4.658406,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,2.489197,1,1,1,benign
8.60822,4.486202,7.15496,7.517459,8.042624,6.885651,6.3212,2.790393,1,malignant
1,1,1,1,3,1,1,1,1,benign
1,2.758921,2,1,2,1,3,3.236526,1,benign
9.007721,4.409618,5.817678,2.715578,2,10,7.701582,3.412451,1,malignant
6.13063,1,1,1,3,1,1,1,1,benign
2.161163,4.195723,6.977634,10.219572,2,10,4.113574,1,1,malignant
6.980624,4.958629,3.816526,9.53259,9.758819,10,5.049292,1,3,malignant
9.867612,9.716619,7.20697,9.965174,5.089878,10,6.564615,10,1,malignant
4.863138,2.267449,2,3.139656,1,1,2,3.396547,1,benign
1,1,1,2,2,3.376179,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,3.409443,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.656056,1.032795,10.381887,1,4.672057,7.270926,2,1,7.441827,malignant
1.966892,2.019473,1,1,5.060554,1,3,1,1,benign
5.361219,1,1,1,2,1,3,1,1,benign
8.947068,5.940387,7.195365,7.027538,7.023792,10,3,7.047936,3,malignant
5.561681,1,1,3.934916,2,1,1,1,1,benign
5.523952,1,2,1,1,1,2,3.143228,1,benign
1,1,1,1,2,1,2,1,1,benign
5.138166,4.364644,4.128818,2,2,3.741947,7.604029,4.26234,1,malignant
2.425465,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,2.854039,4.298407,1,1,benign
1,5.065807,4.008292,5.491925,11.734387,1,2,5.735129,1,benign
1,9.874659,7.638391,9.900622,10.758603,10,6.168091,4.949637,1,malignant
1,1,1,1,2,3.235597,5.017945,1,1,benign
2.388752,1,1,2,2,2.903059,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.668705,1,1,1,2,1,1,1,1,benign
9.919869,7.378263,4.652747,3.64286,3,10,8.348705,4.613804,5.204188,malignant
10.099724,4.639524,3.491709,9.973686,5.36119,4.056581,8.185978,6.138343,1,malignant
1,4.180353,2.89612,2,5.432693,1,4.824014,7.748093,1,benign
4,1,2,1,2,1,2,1,1,benign
5.352849,1,1,1,2,2.742167,1,1,1,benign
7.875042,1.904205,2,2.903275,2,3.065439,4.879336,5.47474,1,malignant
5.317704,1,1,1,1,5.790668,1,1,1,benign
5.329333,1,1,1,2,1,3,1,1,benign
4,1,3.00699,1,2,1,1,1,1,benign
8.442985,4.754779,5.51396,5.90864,3,6.820935,2,2.186929,2,malignant
8.771807,7.280203,6.329102,5.400878,6.502892,10,5.003822,1,1,malignant
5.117759,1,1,1,2,8.433108,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,7.240629,10.846129,1,4.328735,3.329121,3,7.778082,1,benign
3.094599,3.346275,2,5.490514,2,2.715207,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.11069,9.43689,11.574594,7.250106,2,8.424243,4.673597,2.918343,1,malignant
4,1,2,1,2,10.082826,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
3.166138,1,1,1,2,1,3,1,1,benign
2.441392,1,1,1,2,1,3,1,1,benign
4.857784,1,1,3.271554,2,3.428645,2,1,1,benign
2.81238,1,1,1,3,2.917872,4.795265,1,1,benign
2.648425,2.422111,1,2,2,4.651606,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
2.14866,5.470744,4.065778,4.706503,2,9.045749,3,9.419134,1,benign
4,1,4.293635,1,1,1,1,2.527689,1,benign
11.199616,6.959564,8.153493,3.694636,7.106513,10,9.401369,5.437858,1,malignant
8.228387,4.342804,9.176716,4.306935,3.703146,10,7.782877,1,5.576544,malignant
5.179425,7.269567,6.536692,3.144824,7.269792,10,3,4.840075,1,malignant
7.929325,2.385646,4.539509,3.470881,3,9.119636,3.504771,2.146601,1,malignant
1,6.574584,5.457956,2,3,1,4.071992,9.750971,1,benign
5.236945,2.227626,4.039663,3.580673,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.015352,3.720135,6.704433,3.504506,3,1,4.942733,4.580659,1,benign
9.517385,10.143412,9.001986,10.270769,3.375031,10,2,10,1,malignant
4.915924,1,2,1,2,1,3,1,2,benign
3.459587,1,2,3.761159,2,3.81555,3,2.747199,1,benign
8.921734,10.112433,3.358227,3.235923,9.739596,5.451723,4.204517,1,1,malignant
5.556174,6.339095,4.849605,10.097831,8.816812,10,9.454989,10,1,malignant
3.345576,10.195538,7.831665,8.118413,9.911747,8.916567,7.982756,10,1,malignant
5.626287,1,1,2,2,1,3,1,1,benign
5.499917,1,1,2,2,1,3,1,1,benign
9.649596,4.137088,2,5.664745,3.768979,1,4.782049,2.092225,3,malignant
4,2.208919,2,1,3,1,1,1,1,benign
9.57437,5.014233,6.4245,9.361967,3.803993,10,5.019475,5.521729,3,malignant
4,1,1,1,2,1,2,2.305077,1,benign
7.614322,6.389909,8.933022,10.132996,5.747252,1,3,1,9.315327,malignant
7.991119,6.774159,8.757253,3.25048,3.613482,6.051628,7.886925,1.964851,1,malignant
4,1,1,1,1,2.777399,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.297778,2.956419,6.063639,1,8.114028,6.639202,3,1,1,malignant
1.932076,1,1,2,1,1,3,1,1,benign
9.780991,4.462234,3.89197,7.363846,2,1,3,9.02929,1,benign
5.595401,1,1,1,2,1,2,1,1,benign
5.191262,1,1,1,2,1,2,1,1,benign
8.588561,7.00502,10.590334,3.594457,9.498645,2.224048,4.903763,10,4.375807,malignant
1,1,1,2,2,1,1,1,1,benign
2.655208,5.053574,9.600588,1,5.684386,1,3,1,1,benign
3.232986,9.927094,9.149925,2,8.40296,10,9.231609,7.190792,3,malignant
1,3.784601,5.071394,2,2,1,3,2.727011,1,benign
5.304953,6.477129,9.354021,2.838871,4.534838,7.393296,3.535665,5.166766,1,malignant
5.12909,2.805134,1,2,2,1,2,1,1,benign
5.199925,2.130488,2.353648,3.131233,7.563293,6.239139,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.661799,1,2,1,2,1,2,1,1,benign
10.231518,6.772487,6.004153,3.362914,4.186417,6.365507,3,4.415268,8.586513,malignant
2.488395,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,2.577115,1,1,3,1,2,1,1,benign
1,3.559773,2.686388,3.578688,9.368077,2.427299,2,2.614115,1,benign
6.0424,10.258545,7.462827,3.120833,4.331464,10,8.232014,10,2,malignant
5.543561,7.825911,5.306489,5.343954,3,10.03481,7.053478,9.170402,1,malignant
8.663495,9.993386,9.489673,10.093904,8.77,10,7.713971,4.454098,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.704171,2.342741,3.157768,1,7.135137,1,3,2.803021,1,benign
3.651438,1,1,1,2,1,1,2.443134,1,benign
4,1,1,1,2,1.499558,1,1,1,benign
1,1,1,1,2,1,2,3.391913,1,benign
1,2.549911,1,2,2,1,2,1,1,benign
5.604739,7.066789,6.116728,9.650096,3.868731,10,4.900226,1,1,malignant
3.198895,1,1,1,10.143362,1,3,1,1,benign
5.196973,1,1,3.022592,2,1,1,1,1,benign
5.156013,1,1,1,4.345529,2.93879,2,1,5.095508,malignant
6.837252,2.121604,5.753847,3.190704,4.975879,1,2,3.383537,1,malignant
2.17761,8.199131,6.579986,4.264275,5.327687,1,7.360582,7.288572,6.886063,malignant
2.710891,2.057165,3.804888,1,2,1,4.242201,1.258386,1,benign
1,1,1,1,3,1,2,1,1,benign
2.800609,1,1,2,2,1,3,1,1,benign
5.809151,3.172111,1,6.067608,2,10,2,1,1,benign
1,2.410508,2,1,2,3.14157,3,1,1,benign
1,1,4.029677,1,2,1,1,1,1,benign
8.894689,8.58563,8.638599,6.977606,4.416744,10,3,10,3,malignant
7.831896,9.540056,8.969253,8.205882,5.956441,10,8.940921,10,1,malignant
4.793967,3.673063,3.560382,7.484484,3,1.828856,4.588035,2.513375,1,malignant
2.283428,1,1,1,2,1,1,8.35385,1,benign
5.011857,1,2,1,2,1,3,1,1,benign
4.736498,9.743948,8.195052,9.985891,3,10,5.182263,5.710728,1,malignant
1,3.158931,2,1,3,1,4.589167,1,1,benign
2.527663,1,1,1,2,1,3,1,1,benign
5.10229,1.573018,2,1,2,1,3,1,1,benign
2.240896,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.512892,2.830313,3.111544,2,2,3.597012,3.975477,2.183365,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.422628,3.212981,3.735574,1,2,10,3,1,1,malignant
8.861947,10.035918,10.874616,7.057538,7.711239,9.204681,7.51122,10,3,malignant
1.488875,1.518367,3.78941,2,2,7.736643,7.742067,1,1,malignant
1,1,9.63972,1,2,1,1,1,1,benign
1,3.235922,2,5.99399,2,2.826683,7.598844,1,1,benign
5.6103,1,1,1,2,1,1,1,4.774937,benign
1,3.795051,3.411828,3.393179,7.952443,1.649392,4.944027,10,1,benign
1,1,1,1,2,1,2,1,1,benign
2.574182,1,1,1,4.844788,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
2.86898,1,1,1,1,1,1,1,1,benign
1,2.496515,2.928211,1,2,1,3,2.684015,1,benign
4.877853,1,1,2,2,1,3,1,1,benign
2.022885,4.127514,3.185542,1,2,1,7.091112,3.198583,1,benign
2.604625,1,1,1,2,1,1,1,1,benign
8.635,10.420309,9.706454,2,9.372901,2.815499,7.822749,7.194652,1,malignant
1,1,1,1,2,5.910143,3,1,1,benign
10.51627,9.752779,9.819682,3.091015,9.432817,10,3,10,8.592116,malignant
4,1,1,1,2,1,2,1,1,benign
4,9.927405,11.148732,10.096994,9.33936,10,7.232128,5.158581,9.340292,malignant
9.393069,2.429353,3.809968,1,4.294085,10,1,4.9148,1,malignant
5.379416,9.762328,10.010392,7.41397,7.774065,2.028607,5.501142,2.060322,2,malignant
4,5.921465,2.89825,2,9.573836,6.951699,4.514444,7.471103,1,malignant
4,1,1,1,2,1,2,1,1,benign
1.986292,1,1,2,2,1,2,1,1,benign
2.599466,1,1,1,2,1,3,1,1,benign
5.549938,1,1,2,2,1,1,1,1,benign
3.173352,1.976484,3.735179,1,3,1,1,1,1,benign
4.755371,6.103199,5.796861,9.730431,5.0177,10,3,1,1,malignant
5.890881,1,1,1,3,1,4.565738,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.089801,1.826182,2,4.265667,2,1,3,2.620461,3,benign
1,1,1,1,2,1,1,1,1,benign
5.235118,1,1,2.906622,2,1,1,2.787314,1,benign
7.384581,4.596613,5.310025,6.33253,3,10,4.764985,1,1,malignant
2.38209,1,1,1,2,1,3,1,1,benign
1,3.448445,2,2,4.341229,1,3,4.664574,1,benign
1,1,1,1,1,1,4.832506,1,1,benign
10.012645,2.457654,6.15288,3.199616,3,6.855725,8.451216,10,5.745993,malignant
2.872164,2.726782,8.001029,1,3.534297,3.278506,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.869652,9.638577,6.632617,9.773942,9.130448,9.226367,5.032938,5.737605,8.227577,malignant
4.683214,1,1,1,2,1,2,1,1,benign
1,1,1,3.286513,2,1,1,2.891205,1,benign
8.786057,2.874794,2,1,5.112102,1,5.027382,10,6.85857,malignant
1,1,1,1,1,1,2,1,1,benign
6.907399,3.895056,5.603256,2.761539,10.979662,3.545003,8.671226,1,8.552737,malignant
3.351719,1,1,1,2,1,2,1,1,benign
1,1,3.831871,1,2,1,2,1,1,benign
4,9.863334,11.686139,6.663806,4.908832,1.270895,4.554237,10,8.884396,malignant
8.76656,5.408716,6.941807,5.719687,4.596819,3.525505,3.75995,4.509587,1,malignant
5.174938,9.859209,9.364998,6.317043,2,3.696503,4.616299,10,2,malignant
4,1,1,3.532786,2,1,2,1,1,benign
9.363232,7.080718,6.439528,7.044777,4.664425,10,5.984052,1,1,malignant
7.329401,1.929045,3.327274,2.446924,2,10,2,1,1,malignant
5.598695,4.99563,6.218891,1,2,10,3,6.116192,1,malignant
2.758228,1,1,1,1,1,1,1,1,benign
2.818069,2.593777,2,1,2,1,2,1,1,benign
4.832913,1,1,1,2,5.775819,1,1,1,benign
5.360848,7.006629,4.047042,7.503684,3,6.341971,8.672754,10,1,malignant
1,7.49357,8.483405,1,6.33865,1,3,8.600314,1,benign
2.766573,1,1,2,1,1,2,1,1,benign
8.418337,4.664242,7.169645,9.939279,3,1,7.404646,4.155184,1,malignant
8.575621,7.900068,7.075504,7.385052,5.340262,10,6.869847,1,3,malignant
2.971153,1,1,1,2,1,3,1,1,benign
5.173382,4.749451,5.806229,3.392435,4.94107,7.309219,5.641946,1,3,malignant
2.201903,1,1,1,2,1,1,1,1,benign
5.916855,5.829697,5.484818,3.977103,6.306483,10,8.213662,4.530248,1,malignant
1,1,2,1,2,2.203636,1,1,1,benign
5.461814,10.509489,10.407664,6.865469,8.787167,10,7.745816,2.956294,2,malignant
5.583136,7.115213,5.428459,3.42403,3.579012,1,4.840944,5.458321,1,benign
4.82163,8.311444,7.067592,6.018797,3,10,6.423975,10,1,malignant
4.91924,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.108603,4.166513,6.706053,7.467224,2,2.429919,6.204191,1,1,malignant
8.656156,4.511302,9.737088,3.144188,2,10,4.500455,8.434673,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.467416,1,1,1,2,1,2,1,1,benign
4.949453,2.692754,1,1,3,1,1,2.191529,1,benign
5.256037,1.369701,1,1,2,1,1,1,1,benign
5.328464,1,1,1,2,1,2,1,1,benign
4,8.741397,6.898668,6.310706,9.545163,10,3.708681,10,9.710164,malignant
7.722453,7.475092,6.679304,10.12838,4.427089,10,4.466152,10,1,malignant
1,3.00717,2,5.032263,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.831949,3.023353,1,7.408505,2,10,2,1,1,benign
6.147365,1,1,2.552451,2,1,2,1,1,benign
1,2.373657,2,2,2,2.089389,3.834476,1,1,benign
5.421488,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,3.589593,2,2,1,3,1,1,benign
1,1,3.363947,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
2.584507,2.774178,2.540411,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.649036,4.391435,2.891271,6.30789,7.344882,10,4.80761,7.711967,2,malignant
4,1,1,1,4.067859,7.722537,1,2.238303,1,benign
2.889175,1,1,1,2,1,1,1,1,benign
1,1,3.743104,1,1,1,2,1,1,benign
7.508612,1.899171,3.142129,1,3,4.774952,1,6.155449,1,malignant
9.60372,3.87502,3.368604,1,4.070698,2.975008,5.420647,5.724918,1,malignant
5.136944,1,1,1,2,1,1,1,1,benign
2.827341,1,4.087843,1,2,1,2,1,1,benign
5.072157,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.298895,1,2,2,2,1,3,1,1,benign
4.342877,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.96434,9.708843,10.568747,8.950223,8.562683,10,4.188638,5.702152,6.106931,malignant
9.839475,8.009841,6.253908,6.652303,7.533999,10,8.24433,10,3,malignant
3.304439,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.303816,2,1,1,benign
8.732951,2.45128,3.349478,3.297948,5.624278,1,9.034515,2.959114,2,malignant
4,1,2,1,2,1,2,1,1,benign
2.695691,1,1,3.261874,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,2,benign
9.598779,9.567622,9.738441,10.172497,7.091461,8.046731,7.559093,2.804956,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1.874516,1,benign
4.947109,1,1,1,2,1,3,1,1,benign
3.235118,1,1,1,2,1,3,1,1,benign
5.283825,2.685029,2,3.68415,2,1,1,1,1,benign
5.695411,7.420828,9.115321,6.778745,4.524547,10,3,1,1,malignant
2.417988,7.421418,5.075584,1,4.884777,1,8.195996,7.211914,1,benign
9.970336,5.148095,11.289182,3.515044,2,10,6.660782,4.831359,1,malignant
9.790554,5.020492,3.66422,10.521751,3,7.19621,5.564993,4.618853,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.418492,2.10897,1,1,3,1,2,1,1,benign
4,3.461575,5.652485,3.854549,2,10,3,1,1,malignant
4.555451,4.117465,7.572782,6.028047,2,10,4.634063,5.182302,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1.566734,1,1,1,2,1,2,1,1,benign
5.486339,1,1,1,2,1,3,2.04999,1,benign
5.630532,1,2,4.436835,2,1,2,1,1,benign
9.032874,10.038223,8.60553,3.140082,7.684219,6.076839,5.409627,5.155134,1,malignant
4,6.844877,5.101492,8.488541,7.026417,6.581946,5.265266,2.685395,3,malignant
5.099663,4.991971,9.819669,4.332591,3,6.652043,4.915945,10,1,malignant
2.909846,1,1,1,2,1,1,1,1,benign
7.50843,1,2,4.052452,5.344202,8.235208,5.370929,10,3,malignant
8.85446,4.870685,9.45771,5.616199,4.765609,10,8.39198,2.606188,1,malignant
4,3.939505,9.399813,6.108356,4.207235,10,7.641141,1.940817,5.74226,malignant
4,1,1,1,2,1,1,1,1,benign
2.871939,10.072822,9.074916,3.189886,7.026087,6.987589,4.918616,10,1,malignant
2.877267,1,1,1,1,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,2.901698,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.596684,2,3.331369,3,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.296445,1,1,2,2,1,1,1,1,benign
5.299002,4.171635,10.864849,1,3,1,8.342108,2.384088,9.29082,malignant
1,1,1,2,8.725086,3.212929,2,1,1,benign
10.380444,2.823687,5.464994,10.179229,5.166664,10,3,4.713079,5.026136,malignant
3.185504,1,1,1,2,1,3,1,1,benign
8.719396,9.933254,12.133488,5.091845,10.21393,7.654978,4.734638,5.46877,3,malignant
5.283028,1,2,1,2,1,1,1,1,benign
7.560844,9.299942,6.653788,9.946266,4.668134,10,6.091789,2.372937,3,malignant
7.373129,10.148662,2,9.904799,4.500792,10,4.533001,6.030485,1,malignant
4,2.438779,1,1,2,1,1,1,1,benign
1,1,2.938531,1,1,1,1,1,2,benign
3.806824,5.240081,3.075675,2.330123,3,10,3.879449,1,1,malignant
3.181008,1,6.254067,1,2,1.627943,1,3.005487,1,benign
9.086464,4.497414,3.55027,8.644914,2,10,7.971311,5.580222,2,malignant
1,2.168433,2,1,4.814442,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,6.694309,6.552434,9.009887,3,10,9.06143,1,1,malignant
5.260169,3.716281,2.753865,7.161147,7.317506,3.283665,4.482785,3.497644,2,malignant
1.918836,1,1,1,2,1,3,1,1,benign
3.068353,1,3.681127,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.176524,2,5.656033,1,10,3,1,1,benign
3.434127,1,1,1,2,1,1,1,1,benign
2.269031,1,1,1,2,3.812309,1,1,1,benign
2.269392,9.776587,8.378412,3.660404,4.820219,6.937488,4.462683,6.723216,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,2.655215,1,benign
4.520469,1,1,1,2,1,2,1,2,benign
4.486377,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.988679,1,1,1,2,1,2,1,1,benign
4.779213,9.914665,9.405699,3.645775,4.284335,7.125932,4.251144,10,2,malignant
3.508657,2.442587,3.843889,2,2,1,2,1,1,benign
1,1,1,1,2,6.417712,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.512278,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.177359,1,2,1,2,1,1,2.823407,1,benign
2.012415,1,1,1,2,1,1,1,1,benign
3.179068,1,1,1,2,1,1,1,1,benign
5.51023,9.93284,9.31678,9.828207,4.664172,10,3,3.097641,1,malignant
8.775961,10.04796,8.558411,2,8.717301,5.180248,8.045382,2.411478,1,malignant
6.128861,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.06241,5.751388,6.041398,2,3.890087,10,7.201825,6.417643,1,malignant
4,1,1,1,1,1,2,1,1,benign
4,1,3.96841,1,2,1,2,1,1,benign
5.274282,2.775682,3.569329,1,4.569234,7.671392,1,1,1,malignant
8.430365,6.329851,6.127017,9.60478,4.455261,10,8.484197,10,3,malignant
9.944563,10.094111,7.73783,4.29414,7.478882,10,7.132677,7.18382,1,malignant
1.914047,2.097267,2,2,3,1,7.70852,1,2,benign
1,1,1,1,2,1,3,1,1,benign
4,1,3.417929,2,2,1,1,1,1,benign
4,1,2.795783,1,2,1,1,1,1,benign
2.439131,1,1,1,2,1,2,1,1,benign
2.712847,1,1,1,2,1,2,1,1,benign
7.872147,4.406301,5.248347,10.190803,9.12143,10,5.753591,7.24288,1,malignant
4.902818,1,1,1,2,2.580903,2,1,3,benign
1.867764,1,1,2.446067,2,1,2,1,1,benign
2.954277,7.172863,8.672116,7.604013,4.477808,1,4.511574,1,1,malignant
2.894304,1,1,2,2,1,1,1,1,benign
8.604579,10.344991,3.927028,1,10.039135,2.615795,8.4208,8.240861,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.986155,1,1,1,2,1,2,2.582242,1,benign
2.581439,1,1,1,2,6.642171,3,1,1,benign
7.462216,4.226075,5.865421,7.920046,2,1,3,1,1,malignant
5.113594,1,1,1,2,1,2,1,1,benign
4.766955,10.203602,7.603263,3.704116,3.385105,5.784159,3,10,1,malignant
2.101413,1,1,1,2,1,3,3.211186,1,benign
2.471647,1,1,1,2,1,2,2.722425,1,benign
2.626524,1,2,3.401156,2,1,1,1,1,benign
2.624656,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.286777,8.466967,10.110893,6.729796,4.954585,4.616226,7.513649,10,6.586888,malignant
4,1,1,3.322255,2,1.986412,1,1,1,benign
3.527528,1,1,1,2,1,1,1,1,benign
1,1,2,3.652033,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.629167,6.69994,6.305197,3.726614,4.879231,10,4.961286,7.647043,5.944158,malignant
9.394963,9.831911,8.92283,1,3.558068,10,8.515473,7.978666,3.841319,malignant
1,1,3.258367,1,2,3.61779,3,1,1,benign
1,4.589451,7.266352,1,10.422514,3.192307,8.212069,1.748207,1,benign
9.790041,2.442921,1,3.148735,6.350032,10,6.014127,7.918498,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,4.272361,3.661614,3.395565,2,3.014539,7.426017,1,1,benign
4,1,1,3.19455,2,1,1,1,2,benign
7.55448,9.799794,7.73929,7.150558,8.942644,1,7.147371,10,1,malignant
7.991151,6.636141,5.949491,2,6.040813,10,5.438801,7.786025,1,malignant
7.240645,10.016024,9.330113,1,5.177422,3.187122,7.809762,2.000176,2,malignant
2.706639,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,2.079556,3,1,1,benign
4.786963,1,1,1,1,1,2,1,1,benign
5.031934,2.352243,3.48578,1,2,10,4.445562,1,1,malignant
5.226895,9.707426,8.467763,4.618858,7.764138,10,7.538868,2.311875,8.751627,malignant
5.412501,6.399023,5.421402,2,4.934232,5.510328,8.655435,1,1,malignant
2.595373,1,1,1,2,6.082662,1,1,1,benign
2.935874,1,1,1,1,1,3,3.217495,1,benign
4.33334,2.390413,2,1,2,1,2,5.07691,1,benign
3.302445,3.208196,2,5.305023,3,10,1,1,1,benign
10.300402,2.582017,3.908029,3.491098,7.572974,2.114663,6.770841,1.438476,2,malignant
7.528597,3.965914,4.351975,2.614915,2,1,5.141228,6.20756,1,malignant
4.7749,5.702629,1,3.451771,4.632445,10,3,7.47837,1,malignant
2.993066,1,1,1,2,1,1,1,1,benign
2.641892,1,1,1,2,1,3,1,1,benign
9.863003,4.746652,5.270513,1,7.891044,2.628571,9.779111,10,1,malignant
5.33682,3.440491,2,1,1,1,3,1,1,benign
5.146485,1,2,1,3,8.714816,2,1,1,benign
9.641727,7.713327,8.498648,4.911946,3,3.145322,7.805889,8.304652,1,malignant
7.09567,3.759447,9.272716,8.774942,3.626198,10,7.682169,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,3.046863,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.344593,1,1,1,1,1,2,1,1,benign
4,1,2,2,2,1,3,1,1,benign
5.095414,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.241204,4.111365,8.454904,7.086282,3,10,3,6.497605,3,malignant
5.64937,7.633417,3.910184,7.221912,4.808227,7.23305,4.787757,10,2,malignant
3.196944,1,1,1,2,1,1,1,1,benign
1,1,1,2,3,1,2,1,1,benign
1,1,1,2.873225,2,1,2,1,1,benign
1,1,1,3.562842,2,1,2,1,1,benign
8.325504,3.37633,3.292355,1,9.237955,10,3,10,1,malignant
2.300154,1,1,1,2,1,1,1,1,benign
4.401472,3.511639,5.74776,6.991441,7.895178,7.050571,3,2.596657,3,malignant
6.353589,6.182934,3.089953,10.051743,3.916971,10,3,5.519264,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,2,benign
2.480457,10.166166,7.072571,5.700389,10.474646,10,7.259941,4.30461,3,malignant
4.722912,1,1,1,1,10,1,1,1,benign
5.348209,6.871368,3.871404,4.89647,3,10,8.409006,10,4.759229,malignant
1,1,2,1,2,1,3,1,1,benign
4.950594,1,1,1,2,1,3,1,1,benign
2.761508,1,1,1,2,1,1,1,1,benign
2.65701,1,1,1,2,1,1,1,1,benign
1,2.847929,9.182352,2,2,1,3,1,1,benign
1,2.400062,1,5.895797,2,1,1,1,1,benign
4.772177,9.503633,6.909784,1,7.506009,6.591604,8.775811,2.880064,1,malignant
4.828396,7.748753,5.888812,5.333447,3.52643,6.393257,3,5.754083,3,malignant
4,1.841186,3.878384,2.790717,2,1,3,5.503815,1,benign
8.302099,2.667748,2.827797,2.802836,5.494411,4.916721,3,4.179654,1,malignant
2.222859,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
5.233019,9.92778,10.802148,9.716804,3,10,8.202813,10,1,malignant
5.621684,1,1,1,2,1,3,1,1,benign
1,1,1,3.056794,2,1,2,1,1,benign
3.165534,2.081589,2,2.715957,4.677559,10,4.490551,1,1,malignant
5.26892,1.860838,2,1,3,1,1,1,1,benign
9.674566,6.307172,9.238756,3.601842,9.31881,3.52464,8.768401,1,1,malignant
8.562967,10.028395,9.453164,6.530732,6.340313,6.592632,7.951265,2.890614,2,malignant
2.939836,1,1,1,1,2.517301,1,1,1,benign
8.237241,2.053872,2,5.076708,3,10,1,10,2,malignant
2.720262,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.849586,2,1,1,benign
4.947668,2.588022,2,3.493461,4.53048,5.063585,3,4.201053,1,malignant
4,2.994226,2,1,2,1,1,1,1,benign
2.486375,1.922361,2,2,3,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,5.022949,1,2,1,3,1,1,benign
2.83449,1,1,1,2,1,1,1,1,benign
4.924411,2.255017,2,1,3.61776,2.637042,4.12662,10,1,malignant
4.812003,1,1,1,2,1,1,1,1,benign
9.212591,2.559622,6.72727,1,4.591284,10,1,5.839959,2,malignant
5.305653,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.558296,1,benign
1,1.74077,2,1,1,1,1,1,1,benign
2.469599,1,2.766412,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.812472,2.71227,2,2.107521,2,1,3,1,1,benign
2.394288,3.465951,3.738651,1,2,1,3,2.488082,1,benign
1,1,1,2,2,6.136359,3,1,1,benign
2.305713,1,1,1,2,1,1,1,1,benign
2.092176,1,1,1,2,1,1,2.342025,1,benign
4.790327,4.482688,4.909617,8.133081,3,10,8.23204,7.385492,3,malignant
1,2.492827,2,1,2,1,2,1,1,benign
3.032352,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.436112,1,1,1,2,1,3,1,1,benign
1,0.890069,1,3.659138,2,1,3,1,1,benign
9.707687,2.611206,3.18705,2.465682,4.312138,10,5.382443,2.261749,6.74893,malignant
3.724695,1,1,1,2,3.581947,1,1,1,benign
10.486076,6.996765,5.667617,6.388926,3,10,8.427251,10,3,malignant
7.939931,4.427031,2.717917,9.821255,3,6.880578,4.756299,7.49243,4.161752,malignant
2.868896,1,1,1,1,1,1,1,1,benign
5.059843,6.118487,10.15693,2.601599,4.128639,8.575691,7.686234,4.312168,1,malignant
3.096393,1,1,1,2,1,5.196586,1,1,benign
5.164289,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
2.322339,1,1,1,2,1,1,1,1,benign
3.187342,1,3.549179,1,1,1,2,1,1,benign
9.458994,3.841017,9.800005,3.50447,4.555695,6.18638,3.820483,10,5.130521,malignant
5.359055,1,2,1,2,1,1,1,1,benign
1.998786,1,1,1,2,1,1,2.53626,1,benign
9.57525,9.83607,8.964226,6.934508,6.545206,3.442088,5.212612,10,10.919967,malignant
8.239347,9.772631,9.089053,3.210687,5.938797,10,8.247034,10,6.889954,malignant
9.085104,6.695965,4.87403,7.545599,3,10,5.094685,7.361578,3,malignant
1,1,1,1,4.452482,1,3,2.393114,1,benign
1,1,1,1,2,1,1,1,2,benign
2.02789,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4.787945,3.647879,2,6.441903,2,6.418541,7.204031,1,1,benign
2.862826,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.222042,3.305021,5.332915,3.678571,6.867028,2.553778,3,2.411592,1,malignant
2.898262,1,1,1,3,1,1,3.083814,1,benign
4.898473,5.314838,3.824493,9.896982,4.78793,10,4.371925,5.296626,1,malignant
10.044975,2.365501,3.692305,6.134062,3,2.572656,3,1,1,malignant
5.631972,3.276708,5.166899,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.787529,1,2,1,2,1,1,1,1,benign
4.640522,9.862752,5.182605,2,7.294483,10,8.394373,10,1,malignant
1,1,1,1,2,1,3,2.406076,1,benign
1,1,1,1,2,1,2,1,1,benign
5.22707,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.074796,9.866488,5.521896,9.526399,7.216381,1,8.213841,10,2,malignant
10.915153,7.508667,3.408135,3.093122,4.408356,10,5.833901,1,3,malignant
2.195587,3.492198,3.471027,1,2,4.232086,5.086116,4.354845,2,malignant
1,1,1,1,2,1,3,1,1,benign
8.433025,9.893154,9.401412,3.047539,8.880828,10,9.177003,10,1,malignant
11.976929,6.757977,7.623638,2,5.553306,7.19336,3,5.033673,1,malignant
1.697189,1,1,1,2,1,1,1,1,benign
1.953191,1,1,3.2043,2,2.847073,3,1,1,benign
8.967501,9.969292,10.262566,6.449882,9.966394,1.838796,7.60789,1.873779,1,malignant
5.333632,1,1,2,2,1,2,1,1,benign
5.387852,1,2,1,2,1,3,1,1,benign
1,2.616354,1,3.365231,2,1,7.006949,2.641633,1,benign
4.785835,10.094578,5.11847,2,4.63252,10,7.846947,5.189314,5.54846,malignant
6.916543,8.307198,11.287229,9.755906,6.44008,10,3,8.814161,1,malignant
4.947222,1,1,1,2,3.455286,4.295881,1,1,benign
1,4.26509,5.282206,1,3.306426,1,7.466727,3.004397,1,benign
9.630506,4.315783,9.678028,4.901509,3,10,4.400981,2.592004,1,malignant
2.895595,1,2,1,2,1,2,1,1,benign
5.757709,1,1,1,2,1,2,1,1,benign
4.821869,9.974214,9.650447,3.561157,8.879035,3.161552,7.717641,3.427857,3,malignant
5.293653,9.932207,3.748916,5.393091,7.984516,10,4.04924,10,2,malignant
1,1,1,1,2,1,3,1.329879,1,benign
4.801163,5.002835,6.906162,8.113099,2,10,3,5.278003,8.16194,malignant
10.155656,4.96508,3.006099,2.897306,7.76889,1,2,2.295095,1,benign
2.00748,1,1,1,2,2.671158,1,1,1,benign
1,1,1,1,2,1,2,2.249064,1,benign
2.120977,1,4.193712,1,2,1,3,1,1,benign
2.603923,1.980232,1,2,2,1,1,1,1,benign
5.568716,2.702017,3.485727,1,3,5.836068,4.932477,4.673481,4.955066,malignant
2.241412,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,3,1,2,1,1,benign
2.975049,1,1,1,2,1,2,1,1,benign
5.162154,1,1,1,2,1,1,1,1,benign
7.004577,1.595185,2.59491,3.671605,2,5.896969,3,5.65269,1,malignant
7.629937,4.126466,3.713948,9.651182,3,10,8.825257,2.82735,1,malignant
8.152796,4.847459,5.846757,7.939592,2,10,6.920284,8.233898,1,malignant
5.494887,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.381082,2.685221,3.319177,1,8.469327,1,6.584033,5.416542,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.520911,10.125358,9.027124,7.153718,7.573385,3.495742,4.726374,10,1,malignant
9.026237,9.932368,8.874348,10.068169,2,10,7.766736,7.914713,1,malignant
1,1,2,1,2,1,2,1,1,benign
4,9.798418,9.494294,1,7.794054,1,3,6.855576,1,malignant
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.507659,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.93678,3,1,1,benign
5.017714,1,1,3.116622,2,2.864594,2,1,1,benign
2.982218,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,3.341565,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.564697,4.594563,8.631644,2,7.902475,3.273999,3,5.493828,3,malignant
5.018367,1,1,1,3,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,3.777789,1,2,1,2,1,1,benign
8.821189,9.497666,9.43395,1,10.672882,6.729394,3,10,2,malignant
3.854304,2.364439,1,2,4.437681,2.95733,1,1,1,benign
10.433561,4.046762,5.715017,2.836413,9.240385,5.942071,2,4.940554,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,1,1,1,benign
6.035806,4.312098,10.088751,9.720566,5.330569,10,5.661593,5.52585,3,malignant
5.43081,1,1,1,2,1,2,1,1,benign
3.449759,1,1,3.729822,2,1,3,1,1,benign
5.239935,10.268353,9.152007,3.734868,9.652806,10,4.58606,10,3,malignant
5.258439,10.042046,8.903105,6.976121,7.091652,1,4.112737,1,1,malignant
1,1,3.043543,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1.746949,1,benign
1,1,3.709695,1,2,1,3,1,1,benign
7.339779,4.057496,4.014004,3.94746,5.018738,5.727853,8.139519,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.365836,5.205626,6.558566,1,3,7.612053,2,5.031721,2,malignant
2.773023,1,1,1,1,3.32669,2,4.429892,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1.924017,1,benign
1,3.406502,2,1,2,1,1,1,1,benign
7.370105,8.340226,6.575471,3.374273,1,4.411326,5.62216,4.811989,1,malignant
5.460683,1,1,3.096565,2,1.834886,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,3.100036,7.781804,1,2,1,2,1.48871,1,benign
4.404352,1,1,1,2,1,1,1,1,benign
8.287467,4.49637,6.507318,7.196486,5.326131,1,9.255211,3.392971,11.832474,malignant
10.742007,9.089138,9.09772,3.31119,3.55117,9.348078,8.112567,8.115507,3,malignant
2.041353,10.364626,8.458754,9.636864,4.474169,10,6.827007,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
5.864354,1,2,1,2,1,3,1,1,benign
3.383555,2.074801,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.23948,6.783471,7.641588,3.944771,5.492521,6.546006,5.308919,10,3,malignant
2.497737,2.086849,7.31005,1,7.903519,7.661036,3,5.59901,1,malignant
3.206237,1,1,1,2,1,1,1,1,benign
4.065051,3.030195,1,1,2,1,8.675485,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.607021,4.365993,3.935406,10.065647,8.133951,10,7.279433,8.381384,1,malignant
5.202078,4.225934,2.994717,6.280332,2,10,6.892445,2.864772,1,malignant
1,3.200619,2,3.896637,1,3.706579,2,2.232464,1,benign
1,2.550566,5.193448,7.235351,4.297606,10,1,1,1,malignant
3.132431,10.08202,5.23536,10.399306,7.115698,3.081207,8.195029,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.943256,2.114602,6.463208,2,3.480273,10,5.594928,2.380433,1,malignant
2.793636,1,1,1,2,1,2,1,1,benign
6.977696,7.783856,7.894848,3.135807,3.534083,10,7.771014,10,2,malignant
8.094257,9.591303,9.294109,6.529469,5.181162,6.93928,8.137239,10,9.17814,malignant
5.169738,1.851024,2,1,2,4.441305,8.731293,1,1,benign
3.351303,2.739101,2,3.503516,2,1,2,1,1,benign
4,1,6.359136,1,2,1,2,1,1,benign
2.693849,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,3.387205,3,1,1,benign
5.156545,6.706833,3.316753,5.591011,5.714598,10,3,10,1,malignant
1,1,2,1,2,1,1,1,1,benign
7.965837,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,3.124037,2,1,1,benign
1.874582,1,1,1,1,1,1,1,1,benign
1.889533,1,1,1,2,1,3,1,1,benign
1,1,4.215112,2,2,1,1,1,1,benign
5.390367,7.854942,2.981442,8.361233,3.800284,4.937634,3,10,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.239783,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.449498,2.13247,1,3.514296,2,1,5.002719,1,1,benign
2.166232,1,2,1,3,3.59176,1,1,1,benign
5.14399,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,0.012974,1,1,1,benign
2.887556,1,1,1,2,1,3,1,1,benign
4.518774,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,3.003313,4.078759,2,10,3,4.726154,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.213826,1,1,2,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.174157,5.322622,10.292993,3.279121,3,10,9.069584,1,8.891671,malignant
1,1,1,1,2,1,2,1,1,benign
12.048646,7.719555,4.753898,7.321408,3,10,3,10,1,malignant
8.022457,6.539356,9.337256,3.513318,8.183468,1,5.433811,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.197739,1.679855,2.748463,2,2,2.40065,7.900907,1.928973,1,benign
4.534141,1,1,2,2,1,2,1,1,benign
1,2.236608,2,2,2,1,3,2.436573,1,benign
1,1,1,1,2,1,2,1,1,benign
2.648833,1,1,2.906132,2,2.932515,1,1,1,benign
7.041477,7.106839,9.86213,6.353114,4.055891,5.895106,5.013123,10,2,malignant
4,1,1,1,3,1,1,1,1,benign
1,1.713647,1,1,2,1,1,1,1,benign
4,1,2,1,2,1.827007,3,1,1,benign
4,3.926933,6.149783,3.45831,3,7.349036,9.15464,2.693183,1,malignant
4.925752,1,1,1,2,1,2,1,1,benign
6.87114,9.989904,10.088378,2,5.625712,10,3,1.449486,2,malignant
10.861374,6.757832,1,7.85195,4.349862,10,3.767771,6.937478,1,malignant
1.887338,1,1,1,2,1,2,1,1,benign
5.671923,3.091344,1,1,2,1,3,8.786892,1,benign
4,1,1,1,4.695317,1,2,1,1,benign
5.43076,1,1,1,2,3.031104,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.809263,1,1,1,2,1,3,1,1,benign
5.726069,1,2,2,2,1,3,1,1,benign
9.430961,9.880975,7.503823,2.325637,5.65053,10,6.802122,5.003187,1,malignant
1,3.012424,1,2,2,1,2,1,1,benign
1,2.045996,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.302352,9.667337,9.858589,4.637767,7.681597,8.825014,6.895436,5.243708,2,malignant
7.873052,9.391713,5.525538,9.66879,7.331274,2.788666,3,2.419941,3,malignant
7.736431,6.891508,9.883071,4.260293,4.244053,10,8.149257,3.349715,3,malignant
2.20592,1,1,2,2,2.003841,2,1,1,benign
4.88122,1,3.625935,1,2,1,3,1,3,benign
5.085205,1,1,1,2,1,3,1,1,benign
2.398705,1,1,1,2,1,1,1,1,benign
5.234235,1,1,1,2,9.083029,1,1,1,benign
2.487276,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.726025,10.256935,10.339535,7.611496,7.678057,10,7.008743,10,9.039232,malignant
7.413223,7.106808,7.077386,5.360188,6.488696,4.160748,7.833928,10,8.729142,malignant
2.58515,2.864743,2,1,1,1,1,1.908774,1,benign
9.929941,4.032122,6.483962,10.282938,4.010157,10,7.09712,1,9.601537,malignant
5.131045,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.425933,1,1,1,2,1,2,1,1,benign
1,2.05381,3.256824,2,4.090793,1,3,1,1,benign
2.941607,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4.893702,1,1,1,2,3.235437,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,2.726811,2,1,2,1,1,benign
6.623686,9.737733,9.328578,10.07869,7.855591,8.359145,3,10,1,malignant
1,2.481165,4.296151,2,2,1,7.383114,1,1,benign
2.581669,1,1,1,2,1,2,1,1,benign
4,2.474128,3.114642,1,2,1,4.675543,1,5.893851,benign
5.339849,1,1,2,2,1,3,1,1,benign
9.581105,7.182018,3.62538,6.488897,6.060598,10,7.480066,4.765787,1,malignant
7.712598,10.513851,9.102884,9.690754,7.436945,10,8.004724,10,3,malignant
4.65373,7.42255,3.698424,2,6.422488,7.837102,4.299903,1,1,malignant
4.891916,1,1,2,2,7.008735,2,1,1,benign
10.854807,4.874875,4.583909,10.140763,4.370614,10,4.771761,10,1,malignant
1,1,1,1,2,1,2,1,2,benign
2.846258,6.643904,3.37792,6.937351,3,7.773488,4.787477,1.919941,4.119516,malignant
9.558543,2.278941,3.134948,2,3,10,8.381928,2.40387,1,malignant
5.349234,1,1,1,2,1,2,1,1,benign
2.674785,3.305022,2,2,2,1,2,1,1,benign
5.113261,1,1,1,1,1,2,1.418489,1,benign
2.181781,1,1,1,2,2.62751,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.029454,2.062464,2,1,3,10,7.640491,4.737575,3,malignant
8.005467,7.157277,8.25396,4.01371,4.099994,5.136633,7.674397,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
8.882341,4.333341,9.057777,8.146883,5.222544,1,5.445576,6.661134,7.223098,malignant
5.472383,1,1,1,2,1,3,1,1,benign
3.597978,1,1,1,2,1,2,1,1,benign
9.609937,4.162463,3.030991,5.927602,3,10,5.405982,1,1,malignant
2.468191,1,1,2.701279,2,2.274677,2,1,1,benign
2.813974,1,1,1,2,2.50601,1,1,1,benign
5.082763,3.165274,3.601775,1,5.349224,10,1,4.313759,1,malignant
2.423971,1,3.758834,2,2,1,1,1,1,benign
3.206698,3.713737,8.434796,2,7.196864,10,6.868545,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
5.76569,1,1,1,7.392408,1,3,1,1,benign
4.637333,10.003837,9.500504,2.886183,10.279663,1,6.420798,10,2,malignant
1,1,1,1,2,1,2,2.320714,1,benign
5.171338,3.145951,2,1,7.849862,1,1,1,1,benign
9.124876,9.504576,10.155535,10.195015,6.917016,10,5.730462,10,1,malignant
9.481711,1,2,6.750453,2,2.225439,2,8.065454,2,malignant
9.783737,10.207929,9.245297,8.010476,6.313049,6.392071,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.830676,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.083177,10.149672,7.118735,3.11422,8.761689,8.712559,4.310737,10,10.950869,malignant
2.569266,1,2.659992,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
3.102967,2.711512,2,1,2,1,3,1,1,benign
2.70714,1,1,1,2,3.1086,3,1,1,benign
5.058986,1,1,6.186571,5.54788,10,9.206807,2.872863,1,malignant
2.290328,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.905887,4.454032,5.430427,10.298116,6.266271,1.548687,7.260095,1.536678,1,malignant
4,2.943769,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.821429,2.406201,3.242183,2,2,1,2,1,1,benign
5.5557,10.202715,8.898184,6.0661,5.240545,4.764434,7.021009,3.567101,2,malignant
2.470036,1,2,1,4.229056,1,2,1,1,benign
4.624424,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.302556,3.345407,2,6.450183,1,1,1,benign
2.338637,1,1,1,2,1,2,2.963069,1,benign
1,1,1,1,2,1,1,1,1,benign
2.420778,2.490066,1,2,1,1,1,1,1,benign
3.166877,1,1,1,2,1,3,1,2,benign
8.269108,6.861838,2.780156,2.690806,6.666058,1.318281,5.992106,7.260508,1,malignant
5.59977,1,1,1,2,1,2,1,1,benign
5.928168,10.199286,9.456529,1,7.175901,10,7.499386,10,3,malignant
4,1,1,1,2,3.793488,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.71669,3,1,1,benign
2.206944,1,1,3.160745,1,1,1,1,1,benign
1,1.97797,2,2.506824,2,1,3,1,1,benign
12.371481,9.468036,3.516784,6.694774,3,10,7.237374,10,6.769119,malignant
8.033711,4.861436,6.381344,10.031692,5.141668,10,7.771753,1,1,malignant
2.79078,2.340499,2,1,2,1,2,1,1,benign
10.97507,4.842718,6.885283,5.212883,4.224334,4.460148,5.809716,3.065972,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.707912,1,1,1,2,1,3,1,1,benign
2.785948,1,1,1,2,2.565022,2,1,1,benign
7.601344,9.519266,7.635409,7.63684,5.062018,10,7.972858,4.85886,3,malignant
5.767403,7.239869,4.830771,6.052995,3.969248,10,3.662508,3.092036,1,malignant
9.556208,9.921322,8.985462,1,11.381706,10,5.176404,7.59293,1,malignant
5.220363,1,1,1,2,1,2,1,2,benign
4.308221,1,1,1,2,1,1,1,1,benign
8.091113,9.080874,10.99556,2,7.930528,10,8.011904,2.743914,1,malignant
5.479834,10.248761,8.348237,9.83981,3.937671,1,9.584966,10,2,malignant
2.148544,1,1,1,2,1,2,1,1,benign
1,1,2.829774,1,2,1,3,1,1,benign
7.742087,4.348747,5.598282,3.201982,10.53421,3.291374,3,3.06529,1,malignant
8.831393,2.217044,4.339368,1,3,2.641428,7.996751,2.925867,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,3.63754,3,1,2,1,2,benign
1,1,3.388187,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.973841,2.619407,2.971807,1,4.790638,1,3,4.903518,1,malignant
3.11812,9.639786,9.386117,8.96966,4.702912,10,9.32576,10,1,malignant
2.864889,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.542976,8.51149,8.051583,2.489449,7.797859,4.446933,6.243931,4.867934,1,malignant
5.121636,1,1,3.198992,2,1,2,1,1,benign
5.965324,7.381784,7.521892,2,4.592265,6.657744,9.447942,8.442969,1,malignant
1,1,1,1,2,3.330997,2,1,1,benign
8.216838,4.638126,5.825215,1,10.571278,1,5.458187,3.012324,1,malignant
4.709959,1,1,1,2,1,4.637692,1,1,benign
8.313469,5.470944,6.479001,7.822919,2,5.052359,2,10,1,malignant
8.701437,9.922218,8.902796,10.639034,8.447158,10,8.673107,10,2,malignant
5.049688,1.859751,3.570911,1,3.998424,1.922686,4.452221,1,1,malignant
1,1,1,1,2,2.79942,1,1,1,benign
8.113224,4.498211,2.825515,10.241848,2,10,3,10,3,malignant
5.227476,1,4.282337,1,2,1,3,1,1,benign
5.000755,1,1,1,2,1,1,1,1,benign
3.055751,9.947342,7.578289,9.788183,5.825323,10,5.201451,10,1,malignant
5.367963,1,1,1,2,1,3,1,1,benign
6.280448,4.126633,2.597385,9.583454,3,10,4.888012,2.030181,1,malignant
9.77737,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.413664,1,1,1,2,1,1,1,1,benign
5.239558,4.283349,5.352583,9.548752,5.218284,10,9.278493,7.529396,1,malignant
5.186416,7.365033,5.183611,1,4.025463,1,6.568483,10,1,malignant
3.365706,1,1,1,2,1,2,1,3,benign
9.181485,1,1,1,2,1,3,2.318118,2,benign
1,1,1,1,2,1,2,1,1,benign
9.793932,6.466721,6.165097,2,2,10,4.30009,8.341059,3,malignant
5.243401,5.403526,4.496514,9.914872,2,10,2,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.296144,4.254616,3.18423,4.844147,4.68068,1,4.348986,2.438067,1,malignant
5.628127,6.155197,5.814257,10.248433,8.944157,7.602333,1,4.376121,1,benign
1,1,1,1,2,1,3,1,1,benign
5.330065,7.416034,9.108412,6.248103,4.430789,10,6.657152,1,8.200441,malignant
4,4.678199,3.479437,10.07679,4.273115,10,3.886143,2.187534,8.034715,malignant
2.094889,1,1,1,2,1,3,1,1,benign
8.627887,10.114188,9.769897,9.508796,7.511403,6.060016,3,10,1,malignant
1,2.534679,3.64887,1,3,1,6.68414,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,3.893854,10.811044,3.876434,3,1,2,benign
1,1,1,1,2,1,3,1,1,benign
1,6.793566,5.318873,5.477945,3,3.299392,1,10,1,benign
3.254859,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.189859,5.657939,8.218216,4.723805,5.702291,10,3,6.673051,1,malignant
3.222074,1,2,1,2,1,3,1,1,benign
1,1,1,2.086427,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
8.761674,7.020022,4.802417,7.258784,5.420094,7.676539,4.490366,10,5.86771,malignant
8.67997,6.66715,5.988881,8.479627,6.897761,10,4.194443,5.806263,1,malignant
5.213957,4.318051,6.883617,9.923418,3,10,8.115597,4.586187,3,malignant
5.482022,4.686702,2,1,7.037578,9.273023,8.99108,1,1,malignant
1,5.559899,6.682728,1,4.302835,1,5.137305,8.705955,1,benign
4,1,1,1,1,1,1,8.364749,1,benign
9.570259,6.684541,4.023098,3.450128,7.646669,10,3.512089,10,1,malignant
8.147223,6.808196,5.057372,10.025233,7.642485,10,6.383651,10,1,malignant
9.093891,4.561085,6.570284,10.188109,9.483894,10,4.087389,4.526221,1,malignant
5.221534,2.414634,1,2,3,10,2,1,1,benign
9.371061,9.787977,10.739789,1,9.165871,10,9.284598,7.912325,5.722847,malignant
9.113171,2.360022,3.273595,2.904737,3,10,3,5.173126,3,malignant
8.236303,1.604738,8.910986,1,2,10,8.791503,4.348697,2,malignant
9.701756,9.930384,7.97177,8.136799,8.481966,10,6.459867,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
6.837642,9.311716,9.706359,9.406004,4.364618,10,5.291711,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
7.422403,7.385411,9.08145,9.819388,7.953148,2.16809,5.757869,10,3,malignant
5.159306,1,1,1,2,1,1,1,1,benign
9.253961,7.816694,2.883508,9.577678,4.563248,10,5.139425,7.78783,3,malignant
4.988519,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.416369,1,1,1,2,1,1,1,1,benign
4,5.011329,6.930561,6.610347,3,10,8.029854,4.254616,7.913674,malignant
5.658089,1,1,1,2,1,9.248372,1,1,benign
5.735199,1,1,1,2,1,3,1,1,benign
5.575954,1,1,2.967004,2,1,1,1,1,benign
2.916243,6.922228,6.103108,9.71787,3,3.790356,3,7.001672,1,benign
9.392929,10.156944,8.375875,3.276987,3,10,5.711916,3.001776,2.859834,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.15959,9.841594,10.483586,6.832983,7.08046,1,4.352217,1.920226,1,benign
1,1,2,1,1,1,3,1,1,benign
2.721519,1,3.147453,2,3.682237,5.436362,9.257762,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.931959,4.675513,10.978867,3.817164,3,4.025445,6.518999,5.239292,3,malignant
1,1,1,1,2,2.332489,2,3.327136,1,benign
2.733956,2.472757,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.413762,2.45046,1,1,1,1,3,1,1,benign
7.389558,9.727822,10.888696,9.958033,7.334441,10,7.236056,10,2,malignant
4.858744,10.251747,8.633677,3.940828,9.977102,10,9.226656,1,1,malignant
8.719641,4.430679,3.597454,7.53051,3.909041,10,5.672722,1,2,malignant
5.225393,1,1,1,2,1,3,1,1,benign
2.813128,1,1,1,2,1,1,1,1,benign
9.187012,4.553857,2.834514,1,3,1,7.800272,1,1,malignant
1.923681,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,2.296036,2,1,2,1,1,benign
1.944014,1,1,1,2,1,2,1,1,benign
4.934622,2.613905,2,1,1,1,2,1,1,benign
1,1,3.791286,1,2,1,1,1,1,benign
2.260656,1,3.312586,1,2,1,3,1,1,benign
1,1,2.963508,1,2,2.601833,1,1,1,benign
5.293392,4.307718,8.397497,5.5646,6.843018,1,8.82817,1,1,malignant
5.608153,7.335038,6.227933,3.147584,8.63771,3.171692,3,7.683614,2,malignant
1,1,2.108346,1,2,1,1,1,1,benign
1,4.894141,3.487236,3.484313,5.997857,7.615068,4.442005,1,1,benign
4,1,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,7.897902,1,1,benign
11.474521,10.134499,8.69114,10.242847,7.270673,4.337016,4.459508,7.641533,4.301804,malignant
3.425066,10.167593,1,9.608739,3.494597,9.505882,4.54076,8.95522,1,benign
2.821024,1,2,1,2,9.412225,1,2.13172,1,benign
1,1,1,1,4.278683,1,2,1,1,benign
5.802605,3.571717,6.192099,9.968389,4.22077,10,4.866423,8.507256,3,malignant
5.004729,1,1,1,2,1,2,1,1,benign
9.653235,2.916793,3.028857,9.901898,2,1.670362,6.721466,1,1,malignant
4.434162,3.80873,6.529826,5.421116,5.900506,10,3.758783,10,1,malignant
4,1,1,1,2,1,3,1,3,benign
3.110668,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.2975,1,1,1,2,2.194836,3,1,1,benign
9.217697,9.695297,2.626003,9.56236,7.637066,10,2,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.336122,2.655816,2.851379,2.354697,9.59132,10,9.017515,3.780728,1,malignant
8.21255,1,1,1,1,2.785902,3,1,1,benign
1.962019,9.83207,10.903561,10.102567,7.140443,3.206899,5.790942,2.304794,8.409214,malignant
4.976204,1,1,1,2,3.207025,1,1,1,benign
2.074987,1,1,1,2,1,2,1,1,benign
2.65328,1,1,1,2,1,1,1,1,benign
4,2.607879,2,1,2,7.381366,3,1,1,benign
4.94996,1,1,1,2,1,2,1,1,benign
3.188223,1,1,1,2,1,1,1,2,benign
9.811165,4.28773,6.739698,4.927008,7.86349,10,5.894511,2.293456,1,malignant
2.900477,4.466065,3.960743,1,5.649042,1,8.761785,2.88109,1,benign
4,1,1,2.989968,2,1.511031,1,1,1,benign
2.961387,1,1,1,2,1,2,1,1,benign
8.160519,9.724237,9.425131,3.789682,9.478148,2.908786,6.175362,4.7238,3,malignant
9.302793,3.019523,6.348145,1,3,10,3,1,1,malignant
5.779839,1,1,1,2,1,2,1,1,benign
5.099337,6.039493,3.863643,5.368812,5.992791,7.214759,4.524164,8.363009,2,malignant
1,1,3.609865,1,2,1,1,1,1,benign
8.86361,9.858168,9.726002,6.92493,3.819285,10,7.291535,5.3675,1,malignant
10.03192,10.216932,3.988432,7.199136,3,6.56147,6.908093,3.655185,2,malignant
8.364105,5.197775,5.054893,2,3,10,3.816995,7.149359,1,malignant
2.734979,1,1,1,2,1,2,1,1,benign
10.545723,2.34116,2,3.238921,6.969815,7.085242,4.831071,3.153534,1,malignant
4.911297,10.103342,8.609791,4.028299,6.059965,6.481046,3,4.086003,1,malignant
1,1,1,1,2,7.178703,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1.862519,2,1,2,1,1,1,1,benign
5.101463,1,1,1,1,1,3,1,1,benign
1,1,2,2,2,1,1,1,1,benign
5.239986,3.941651,3.894046,1,2,2.80796,3,2.563581,1,malignant
9.698504,7.060284,5.983091,7.42288,7.728038,10,7.780885,10,1,malignant
4,2.575813,2,2,2,2.308989,1,1,1,benign
2.41088,1,1,1,2,3.001375,3,1,1,benign
8.904854,9.745974,10.057163,9.887557,5.352134,10,7.048211,10,8.558232,malignant
9.80292,6.452634,9.712361,4.921722,5.610826,10,3,1,1,malignant
5.490156,2.553102,2.668879,1,2,4.531385,4.515914,7.677478,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.766835,2.948124,4.499191,3.113162,4.522612,10,3.696845,2.754814,1,malignant
4,10.291006,9.615634,10.125586,7.875324,10,9.874556,2.177092,1,malignant
1,1,1,2.745184,2,1,2,1,1,benign
5.043042,1,1,1,2,1,1,1,1,benign
5.538057,6.162445,6.309253,2,6.903511,4.914814,3,7.908889,1,malignant
2.741544,9.571991,9.033909,5.14141,8.63221,4.114561,4.62038,8.768993,1,malignant
10.668703,4.745792,5.3017,3.876215,3,7.456761,9.290881,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.305897,3.690658,6.599947,6.298003,6.694379,5.296961,7.909452,10,4.742904,malignant
10.378204,7.294095,10.028868,6.641843,7.883218,10,7.802105,10,9.746611,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.1706,10.018782,10.067891,6.5713,9.962385,2.18739,8.425569,1,1,malignant
1,1,1,1,3,1,2,1,1,benign
2.816882,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.268115,6.814491,2.789691,6.714039,8.633013,5.703966,9.758346,4.460349,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.968536,9.79934,8.364248,2,7.913937,10,9.582949,7.671101,6.437788,malignant
2.564729,1,1,1,1,1,2,1,1,benign
9.443926,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.452854,1,benign
2.763456,1,1,1,4.794429,1,2,1,1,benign
1,3.286164,2,1,2,1,2,7.87686,1,benign
2.873279,1,1,1,2,1,1,1,1,benign
11.28016,6.557909,2.772681,2.589854,3.981993,10.027371,7.835228,2.687777,2,malignant
3.052859,1,1,1,1,1,2,1,1,benign
5.309995,1,1,1,2,1,1,1,1,benign
9.674476,5.234877,2.533825,5.003644,5.13718,7.148209,5.478186,4.725007,2,malignant
8.071835,10.156577,8.341545,3.594553,4.061711,5.436217,7.21111,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.056686,2.462066,6.044925,7.217344,6.244707,10,5.315109,5.08492,3.533245,malignant
2.742386,1,1,1,2,1,1,1,1,benign
5.262316,1,1,1,2,2.304883,1,1,1,benign
1,2.96668,1,2,2,1,1,3.42812,1,benign
8.167739,10.223673,9.484906,6.530717,4.297317,10,8.888568,1,1,malignant
3.088211,1,1,1,2,1,2,1,1,benign
2.4797,1,1,1,1,7.503599,3,1,1,benign
5.078067,9.106626,7.670318,10.122266,10.170357,10,3,1.701341,6.490527,malignant
1,1,1,1,2,1,2,1,2,benign
8.848862,6.233364,8.616733,6.684978,5.761057,10,9.070958,1,2,malignant
1,1,1,2,2,1,3,1,1,benign
8.484467,6.518384,2.692816,6.166008,4.167201,3.065801,5.241834,10,3,malignant
5.451098,6.948999,8.600716,2.521042,4.441552,4.457602,6.771147,10,1,malignant
9.254019,6.927018,11.03584,1,6.467846,1,8.616688,1,1,malignant
4.960549,1,1,1,2,1,2,1,1,benign
2.830105,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.018815,1,1,1,2,1,1,1,1,benign
2.786906,1,1,1,2,1,2,1,1,benign
4,6.818749,4.38179,9.904285,5.806165,10,3.901255,5.792191,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.780218,4.411583,3.423815,4.029967,4.920692,10,4.846905,3.188667,9.70431,malignant
8.334538,10.369552,10.304638,10.637583,2,10,3,10,4.242012,malignant
2.631614,1,1,1,2,1,1,1,1,benign
2.160092,8.559534,9.660363,10.069178,10.203727,10,6.826129,10,3,malignant
6.104164,1,1,1,2,1,2,1,1,benign
1,1,1,3.487562,2,10,3,1,1,benign
2.468003,1,1,1,2,1,1,1,1,benign
5.104817,1,1,1,2,1,1,1,1,benign
2.459687,1,1,1,2,1,2,1,1,benign
5.494623,9.543001,1,5.974086,3,8.16764,4.602678,10,3,malignant
4,3.340943,3.043877,1,3,10,5.00516,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
9.120767,6.982888,3.154292,3.645567,5.091933,7.738693,6.702244,6.00155,8.754366,malignant
1,1,1,2,2,1,2,1,1,benign
2.848293,1,2,1,4.04288,1,1,1,1,benign
2.858194,2.227374,2,2,2,1,1,1,1,benign
1,1,1,2.941201,2,1,3,1,1,benign
6.310398,9.89162,8.274023,2,10.808666,10,7.594808,6.207201,2.823375,malignant
5.000132,4.415383,5.246809,3.443426,7.153105,3.502726,3,5.181076,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.454979,1,1,1,2,1,1,1,1,benign
10.52101,4.293504,6.372576,8.762064,7.944936,10,4.392705,10,1,malignant
6.134606,1,2.789046,1,2,1,2,1,1,benign
5.701739,10.231927,8.785935,10.862857,6.517699,10,8.058023,1,2,malignant
4,3.199743,2,8.228773,6.709927,10,3,4.805368,1,malignant
5.844431,1,3.860801,1,2,1,1,1,1,benign
4.735234,5.383423,5.876275,6.119958,2,8.892309,8.763655,2.365164,1,malignant
1,1,1,1,2,1,4.670384,1,1,benign
7.788514,6.887376,6.204199,10.221715,4.924267,10,4.279768,1,10.817713,malignant
1,4.74643,6.31024,2,7.781828,3.25004,8.697908,1,1,benign
8.48603,7.349776,7.006357,2.914553,6.23867,6.371648,8.680349,10,1,malignant
2.238453,3.898357,2,6.52957,6.287241,3.465094,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.153662,2.116381,2.954465,9.734135,2,7.510933,4.91749,7.328832,4.657,malignant
1,1,1,1,3,1,2,1,7.109819,benign
1,1,1,1,2,1,1,1,1,benign
1.781182,1,1,1,2,1,2,1,1,benign
2.853953,2.624244,2,2,2,2.216408,1,1,1,benign
2.395955,1,1,1,2,1,2,1,1,benign
2.602117,1,1,1,2,1,2,1,1,benign
9.231156,9.526114,8.809467,3.930653,4.41418,8.922425,6.605457,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
4.725492,5.302121,4.927275,10.122973,3,10,3.984136,5.51841,7.690336,malignant
3.21999,2.261061,2,2,4.983229,1,2,4.614362,1,benign
2.999563,1,1,1,2,1,1,3.288798,1,benign
9.432259,4.237844,7.337257,2,10.006958,10,9.501159,7.884412,1,malignant
5.35928,3.414944,7.066829,3.960124,7.450341,5.943271,4.758669,3.088585,1,malignant
1,1.820835,3.628006,1,3,0.668062,4.282712,10,7.170621,malignant
3.509817,5.221624,10.430155,6.579692,9.893193,2.691525,9.037878,5.763704,3,malignant
6.036188,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.506214,1,benign
1,2.598244,1,1,3,1,1,1,1,benign
1,2.648178,1,1,3,1,1,4.013757,1,benign
8.537473,7.708719,8.76341,7.007791,5.250235,10,7.353664,10,2,malignant
3.302533,1,1,1,1,1,3,1,1,benign
5.082661,1,1,1,2,1,1,1,1,benign
5.422101,1,1,1,4.159073,1,2,8.974768,1,malignant
2.365618,1,4.178118,1,2,1,2,1,1,benign
7.885093,7.821924,8.470111,10.304004,3,10,6.75361,1,1,malignant
4.690671,1,1,1,2,1,2,1,1,benign
1,2.233258,2,3.615968,2,1,3,1,1,benign
2.943404,1,1,2,2,1,2,1,1,benign
1,1,1,3.792605,2,1,4.954704,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.808244,6.903248,9.126667,3.693235,3,5.67722,3.79822,5.258098,1,malignant
1.390168,1,1,2.323704,2,1,3,1,1,benign
7.176928,2.514483,8.386948,1,3,10,4.032226,2.761444,1,malignant
6.296736,1,1,1,2,1,1,2.105202,1,benign
5.951412,6.541995,5.524659,8.095078,4.65294,10,4.442705,10,1,malignant
8.895654,7.371017,8.131607,4.094079,8.436456,5.829191,8.986684,5.944186,1,malignant
3.53966,1,1,1,2,1,3,1,1,benign
8.5214,4.440439,4.879095,6.926415,3,10,4.501982,10,1,malignant
2.712689,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,4.511029,1,1,benign
9.60447,4.655973,7.148852,10.086733,3,10,6.23203,3.731868,1,malignant
2.757202,1,1,1,2,1,1,1,1,benign
3.090692,1,1,1,2,1,2,1,1,benign
3.265922,1,1,1,1,1,1,1,1,benign
8.144427,4.847036,6.386321,6.261737,2,10,3,1,1,malignant
2.581184,1,1,1,2,1,2,1,1,benign
2.527541,1,1,1,2,3.264821,3,1,1,benign
9.824832,4.13983,3.634604,5.737797,5.474598,3.17514,4.721845,1,1,malignant
1.812678,9.853721,9.552146,6.220713,3,3.461401,9.817448,8.443719,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.50254,8.203209,7.512438,6.031968,4.671111,6.676466,4.932005,1,1,malignant
1,2.443633,2.502925,1,2,1,3,1,1,benign
5.059781,2.474924,4.522755,3.110478,9.041797,6.795654,3,9.290618,3,malignant
5.10404,1,3.350419,2,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.767475,2.538197,2.850276,1,2,1,1,1,1,benign
3.12211,4.740543,4.609202,5.670929,8.863414,7.417628,3,2.633147,1,benign
5.539224,2.658618,2,3.655547,4.36627,1,1,7.401591,1,benign
2.572161,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,3.895846,2,3.267744,1,1,1,benign
2.17784,1,1,3.553438,3,1.468782,1,1,1,benign
5.065645,1,3.854852,1,2,1,2,1,4.122913,benign
5.336155,1,1,1,2,1,1,2.12007,1,benign
1,1,1,1,2,1,1,1,1,benign
4,6.640818,3.167959,10.266557,7.989844,10,10.200165,5.56324,1,malignant
4,1,1,2.878535,2,1,1,1,1,benign
2.890912,9.676879,10.417473,6.146724,11.396068,10,7.540147,10,1,malignant
9.1034,9.597881,7.786347,2,3,4.136831,8.709217,1,3,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,2.824739,2,1,3.463431,1,1,1,2,benign
3.376969,1,1,2,2,2.984093,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,4.624824,1,1,benign
5.554179,1,1,3.569931,2,1,2,1,1,benign
5.058186,6.274156,8.817424,2,4.078647,10,10.052301,3.361219,1,malignant
11.918839,4.216584,5.598268,1,2,1,3,6.569697,1,malignant
9.585584,10.033738,9.281312,9.818644,4.610421,10,5.715961,10,2,malignant
1,1,1,1,2,1,2,1,2,benign
11.309511,3.756176,3.137408,9.877307,2,10,6.539769,1,10.01261,malignant
1.848401,1,1,1,2,1,1,1,1,benign
2.303229,3.664636,3.266206,1,3,10,3.923919,3.802901,1,benign
4,1,1,1,3,1,3,1,1,benign
4,1,1,1,3,1,1,1,1,benign
2.589042,5.930261,9.390287,3.204098,4.473802,10,7.780442,10,1,malignant
2.836094,1,1,4.861406,2,1.875496,2,1,1,benign
1,1,2,7.933005,2,1,2,1,1,benign
4,5.134609,5.836769,9.837885,7.404679,10,4.013699,7.659644,1,malignant
8.925976,9.726794,3.607272,10.326139,3,10,6.211046,10,3,malignant
4.552767,10.340036,9.447967,3.488209,8.875579,9.288441,6.814816,10,1,malignant
1.78309,1,1,1,2,1,2,1,1,benign
5.321293,1,1,1,2,1,3,1,1,benign
5.367156,1,1,1,2,1,3,1,1,benign
5.226629,1,1,2,2,1,9.689516,1,1,benign
1.877195,1,1,1,2,1,1,1,1,benign
2.6121,1,4.052084,1,2,1,3,1,1,benign
7.778574,3.74193,5.046695,3.835574,11.463659,10,3.327441,1.673208,8.724783,malignant
4.874876,1,2,1,2,1,3,1,1,benign
2.303529,1,1,1,2,1,1,1,1,benign
1,3.083993,2,1,2,1,1,2.946841,1,benign
9.535917,4.265878,2,2,3.917717,10,4.838302,1,7.995982,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.937174,1,1,2.949162,2,1,2,1,1,benign
9.609568,4.169688,5.564197,3.6287,2,10,3,1,1,malignant
4.533531,1,2,1,2,1,2,1,1,benign
8.038244,8.235425,8.422695,7.579601,9.515305,1.618042,3,10,1,malignant
4,2.736676,2,1,2,2.770068,7.962584,1,1,benign
8.981135,4.556816,7.093274,10.005842,9.162148,1.960135,3,10,4.927918,malignant
5.354856,1,1,1,2,1,2,1,1,benign
8.129823,5.194132,2.395315,9.904618,3.59844,10,9.935525,1,1,malignant
2.268731,2.934224,1,2,2,2.468931,3,1,1,benign
7.911143,8.340006,9.242144,2.822478,5.388305,10,2,5.365788,5.965778,malignant
1,1,1,1,1,7.597697,1,1,1,benign
2.901945,1,1,1,2,1,1,2.470243,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.847334,1,1,1,1,1,2,1,1,benign
8.024587,4.514066,5.785229,2,5.267246,10,3.903177,1,2,malignant
7.294927,9.56081,9.682117,10.033029,7.424888,10,3,10,1,malignant
2.062779,1,1,1,2,1,3,2.992368,1,benign
10.544568,1,1,1,2,1,2,2.629545,1,benign
1,2.718589,2,1,2,1,2,1,1,benign
1.456229,1.697947,2,1,2,1,1,1,1,benign
5.145961,2.316108,1,2.366048,1,1,1,1.717997,1,benign
4,1,2,1,2,2.583548,2,1,1,benign
5.135594,1,1,1,1,2.100608,2,1,1,benign
2.536874,2.051332,4.389095,2,2,1,3,10,1,benign
3.723901,1.452333,1,1,1,2.614277,5.112753,4.483795,3,malignant
4,6.787278,4.916775,5.476293,3,10,4.450455,7.45461,2,malignant
5.322214,1,3.521361,3.79937,3.904906,8.395987,2,1,1,malignant
6.632326,2.275095,6.124697,3.30944,4.303091,3.978528,5.125551,2.606992,1,malignant
1,1,1,1,2,1,2,1,1,benign
6.865761,6.343808,9.403203,5.692291,4.953698,2.982618,7.831603,2.719103,1,malignant
4,9.990012,10.023592,2.584499,4.53373,10,7.745984,3.423518,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
10.453535,2.929285,3.365637,6.086884,7.945775,10,2.725574,1,1,malignant
2.316315,1.438138,1,1,2,1,2,1,1,benign
9.632821,5.00803,6.428227,10.160844,2,10,4.881326,4.572742,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.460141,2.442216,2,1,9.406776,1,3,1,1,benign
3.029794,1,1,1,2,1,1,1,1,benign
2.859625,1,1,1,2,3.26194,2,1,1,benign
2.647034,1,1,1,1,1.299784,1,1,1,benign
5.12109,1,1,1,2,1,3,1,1,benign
10.029102,4.098934,4.387478,9.907178,3,10,6.893948,10,1,malignant
5.276827,5.019027,2,10.354184,2,6.822682,4.98886,2.583038,1,malignant
1,1,1,1,6.237643,1,3,1,1,benign
4.888622,1,3.215941,1,2,1,3,1,1,benign
1,1.893219,2.44208,1,4.34577,1,3,1,1,benign
4.947846,1,1,1,2,1,2,1,1,benign
3.079545,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.808927,1,2.974784,1,2,1,3,1,1,benign
8.84085,1.840647,2.460452,1,7.867798,1,2,1,2,malignant
1,2.998568,2.870643,1,2,1,1,1,9.05552,benign
2.927064,1,1,1,2,4.088411,2,1,1,benign
1,1,1,2,2,2.693476,3,1,1,benign
10.651763,2.39608,4.078576,3.39742,6.279072,10,3,7.988503,1,malignant
9.795262,7.745928,3.952581,9.695901,4.263938,10,3,10,3,malignant
5.151651,1,1,1,2,1,3,1,1,benign
4,2.695769,2,2,4.68521,1,3,1.514682,1,benign
10.778871,5.60459,6.684426,7.94033,3,2.666459,6.993948,5.331465,1,malignant
2.822657,1,1,1,1,1,3,1,1,benign
5.009723,4.969672,6.348099,10.110987,4.023041,10,8.753134,1,1,malignant
4,1,3.034751,1,3,1,1,1,1,benign
5.27043,7.509181,4.004073,9.857537,3,10,3,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.954263,4.980579,6.557604,10.364662,7.295103,4.913849,5.478362,7.480425,1,malignant
2.506673,6.71921,9.101059,1,3,1,3,1,1,benign
4.81751,1,1,3.862003,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.545252,4.17698,3.437689,2,2,10,8.631543,2.433324,3.323322,malignant
7.993497,5.047162,5.279655,2,3,10,3,8.417069,1,malignant
4,1,1,1,3,2.414122,3,1,1,benign
6.824332,9.866825,8.879529,2,6.700929,5.849207,9.416911,3.205589,3.833604,malignant
5.655417,6.697929,4.286792,10.103169,8.087266,10,1,6.039505,1,malignant
3.580372,1,1,1,1,1,2,1,1,benign
1,1,1,1,7.688946,1,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
3.074141,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,5.229664,benign
3.364169,1,1,1,2,1,3,1,1,benign
5.392116,1,1,1,2,1,3,1,1,benign
4.953059,4.168599,6.125286,10.053844,4.272002,10,5.150892,1,9.603336,malignant
9.328666,10.183964,8.940274,6.127062,4.563897,10,6.062383,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.962014,10.071724,8.894448,2,6.113909,3.237788,7.551244,10,1,malignant
3.385007,2.912152,2,2.534686,2,10,7.968528,3.281112,1,benign
7.189727,2.362418,3.224612,1,3,4.369467,3,4.719598,1,malignant
4,1,2,1,2,1,2,1,2,benign
2.243482,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.570008,2.939361,1,1,6.104992,1.876915,3,5.682346,3,malignant
1,1,1,1,1,1,2,1,1,benign
5.338413,6.104261,5.323063,6.946063,4.251325,10,3.886553,7.407176,1,malignant
10.145336,4.638746,5.59587,1,2,8.624485,4.885432,10,1,malignant
2.941127,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.857862,3,1,1,benign
2.067392,1,1,2,2,1,2,1,1,benign
2.353473,1,1,1,2,1,3,1,1,benign
2.902452,10.292378,9.105722,5.499769,10.947584,10,8.623226,8.09551,1,malignant
11.281178,2.178266,5.971059,3.567901,3,10,3,8.64063,1,malignant
2.35272,1,3.525226,1,3,1,3,1,1,benign
4,3.09654,2,6.498984,2,6.139163,5.704912,2.921673,1,benign
2.913285,1,1,1,2,1,3,1,1,benign
8.998642,7.747353,6.936865,3.372118,3.866435,10,1,10,1,malignant
2.515368,1,1,1,2,1,1,1,1,benign
11.102366,9.881596,9.166612,2,5.942651,5.536872,3.106041,7.863422,1,malignant
2.178905,1,1,3.676938,2,4.286276,3,1,1,benign
4,3.456737,1,1,4.545137,1,3.899504,3.1366,1,benign
4,7.476655,5.812535,6.61187,3,10,7.287543,3.121304,1,malignant
6.657224,2.050056,3.132315,1,7.117754,10,6.071155,2.827534,3,malignant
5.548794,7.575719,10.261147,3.551607,4.669079,10,5.136644,1,1,malignant
6.158354,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.199833,6.773038,3.165741,2.525086,5.795777,5.975114,7.738881,7.363084,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,4.966913,1,1,benign
4.799574,2.56009,2,3.87145,2,1,2,2.160524,2,benign
1,1,2,3.646335,1,1,2,2.314912,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,4.2078,2,1,3,1,1,benign
1,1,1,1,2,1,3,1.708798,1,benign
2.935687,1.877112,4.394898,1,2,1,8.007778,1,1,benign
9.452583,1,1,1,1,1,2,2.924339,1,benign
2.828024,1,1,1,2,1,1,1,1,benign
7.956063,10.100864,6.949697,2.912592,4.330417,5.358028,6.755213,10,1,malignant
5.27758,10.149229,11.014989,7.911054,2,7.255933,3.598105,10,1,malignant
5.202449,4.259808,3.627066,2,2,2.467053,5.087171,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
7.618155,4.082345,5.629485,9.791963,3,10,8.117461,5.054265,1,malignant
4,1,1,1,2,1,1,1,8.711894,benign
1,1,1,1,2,3.379501,2,1,1,benign
9.424111,9.9651,10.577503,8.166842,3.661773,6.600029,7.957062,10,1,malignant
4.811378,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
6.755337,7.61733,9.277098,1,4.407087,10,7.084257,8.456142,3,malignant
8.256616,4.082154,2.995097,6.751744,5.147657,10,4.259223,1,3,malignant
2.932075,1,1,1,2,1,1,1,7.446396,benign
2.627667,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.723726,1,4.297748,1,2,1,1,1,1,benign
2.466621,1,1,1,2,1,1,1,1,benign
9.197873,6.59474,3.070621,3.58382,3.572206,10,3,1,1,malignant
1,2.221297,2.750101,1,2,1,7.582197,5.657969,1,benign
5.031595,1,1,1,1,1,3,1,1,benign
8.673413,3.892315,2.895336,9.211281,5.462732,10,7.67755,7.475865,1,malignant
4,1,1,1,1,1,1,1,1,benign
3.918678,2.347987,6.152655,1,3,10,3,1,1,malignant
5.08578,1,1,1,2,1,2,1,1,benign
4,7.555758,6.2082,6.198386,4.439297,10,5.404535,1,1,malignant
5.498416,1,1,1,2,1,2,1,1,benign
5.460007,1,3.389892,1,1,3.438634,3,4.551864,1,malignant
1,2.429905,2,1,3,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.711489,10.034452,3.717088,6.583511,8.149498,1,6.851646,9.400536,3,malignant
1,1,1,1,1,1,2,1,1,benign
4.864021,2.710384,1,1,2,1,3,2.07069,1,benign
4,6.065843,5.161747,1,3,1,4.447872,1,1,benign
4,1,4.422919,1,3,1,2,1,1,benign
8.109465,6.860347,11.165404,3.749128,3,6.471016,7.677307,2.805872,7.391052,malignant
2.573723,1,1,1,1,1,1,1,1,benign
1,3.225057,2,1,2,1,3,8.271555,1,benign
8.720052,6.577808,5.918579,2.71693,4.878613,2.902199,4.486694,10,1,malignant
5.132693,1,1,1,2,1,2,1,1,benign
5.179843,1,1,1,2,1,1,2.367968,1,benign
4.637491,1,1,3.122441,2,1,3,1,1,benign
3.274285,1,1,1,2,1,3,2.841892,1,benign
2.829516,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,8.825373,2,1,1,benign
3.082619,2.822396,3.180144,1,3,1,2,2.507846,1,benign
2.378154,1,1,1,2,1,1,1,1,benign
2.361096,1,1,1,2,1,1,1,1,benign
11.664218,3.959097,4.530329,3.173368,3,4.177277,3,10,9.93652,malignant
1,1,1,1,2,4.867311,3,2.885948,1,benign
1,1,1,1,2,1,2,3.030719,1,benign
1,2.108064,1,1,2,1,2,1,1,benign
6.040623,1,1,1,2,1,2,1,1,benign
5.772021,4.805731,7.484806,10.279514,4.267743,10,3,8.765365,1,malignant
2.624857,1,1,1,2,2.690637,2,1,1,benign
7.834533,3.413527,3.109032,2.6177,2,6.862653,3,7.576659,3,malignant
1,1,2,1,2,1,2,1,1,benign
1,1.689821,3.267662,3.247261,2,2.891016,3,1,1,benign
2.275516,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,3.118071,1,2,1,1,1,1,benign
4,1,1,2,1,3.865561,1,1,1,benign
1,1,1,1,1,1,1,2.609307,1,benign
2.630308,1,1,1,2,1,2,1,1,benign
2.409753,1,1,1,2,1,1,1,1,benign
4,1,1,1,4.019185,1,2,1,1,benign
10.273371,7.236029,8.990678,2.918905,3,10,7.459629,7.967102,1,malignant
8.170561,6.169222,5.13235,2,9.525549,10.782478,5.693782,10,1,malignant
4,2.947786,4.470909,1,3,1,7.874002,4.948884,1,benign
3.088888,3.324825,3.643476,1,2,1,2,1,1,benign
5.478105,1,1,1,2,1,2,1,1,benign
1,1,1,4.454247,2,2.853536,3,1,1,benign
5.241949,1,2,1,2,1,2,1,1,benign
3.275982,1,2,1,2,1,2,2.454389,1,benign
5.465485,1,1,1,2,1,1,1,1,benign
4.909621,1.915941,1,2,2,1,2,3.063159,1,benign
1,1,1,1,2,1,1,1,1,benign
5.435805,4.685272,6.835035,2,8.065839,10,7.850752,1,5.623036,malignant
1.726332,1,1,1,3,1.999842,2,1,1,benign
2.596236,3.266025,1,1,1,1,5.535823,1,1,benign
1,2.734478,2,1,1,1,2,2.317162,1,benign
3.14117,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.564874,10.036833,8.476216,3.346193,9.563779,10,6.143531,10,3,malignant
6.610839,2.263928,4.329271,1,4.353155,6.752906,3,3.552524,3,malignant
5.358447,2.985354,2,3.364085,2,1,3,2.018592,1,benign
2.996726,1,1,2.290118,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.039096,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.489432,1,1,1,1,1,2,1,1,benign
2.405262,2.381401,2,1,2,1,1,1,1,benign
3.250669,2.115915,2,2,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.210579,1,2,5.812289,2,1,8.058738,2.850848,1,benign
1,1,1,1,2,1,2,1,1,benign
2.295527,1,1,1,2,4.376555,2,1,1,benign
5.005835,4.454685,8.079389,3.165778,9.504926,1,3.813824,2.819534,1,benign
5.355095,2.976328,4.170863,2.421039,4.241123,10,8.498189,3.886029,1,malignant
4.853734,4.148928,3.325594,2,7.545954,10,8.907662,8.996289,2,malignant
4,1,1,1,2,1,3,1,1,benign
3.493449,1,1,1,3,1,1,1,1,benign
8.781949,6.523268,6.408764,8.459705,3.749134,10,8.870128,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
3.089355,1,1,1,1,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
10.184999,7.821699,3.466896,6.534821,10.360765,6.861781,7.880394,2.983525,1,malignant
8.457161,9.654134,3.682563,4.434346,7.001105,8.838472,5.037459,4.89166,1,malignant
1,3.15771,2,1,2,1,1,1,1,benign
5.865194,10.038846,7.272346,1,7.785017,10,5.68362,7.914698,9.751839,malignant
2.358788,1,1,1,2,1,3,1,1,benign
8.951752,10.088843,7.806925,10.321916,9.374014,10,7.931257,10,1,malignant
9.916374,6.461305,5.128446,3.731401,9.568815,10,4.638095,1,11.763106,malignant
8.238328,2.452197,3.810492,1,7.751201,3.110904,7.731432,5.87915,5.944092,malignant
1,1,1,1,2,1,1,1,1,benign
10.152641,7.18522,7.106535,3.33752,5.789162,1,3.956162,10,1,malignant
10.104489,6.552856,1,1,9.885356,2.360472,7.934362,10,9.077329,malignant
5.056025,6.718345,9.274978,3.695548,3,10,4.215149,7.402033,1,malignant
8.446398,5.941998,6.97289,3.526139,4.662196,6.236281,7.719358,5.150753,1,malignant
5.153047,7.831506,3.579372,6.274411,8.739241,10,5.043547,10,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.201599,1,1,1,2,1,2,1,1,benign
2.921576,1,4.203525,1,2,1,1,1,1,benign
8.396074,4.260963,3.560942,7.843516,6.828408,4.147031,8.339342,1,1,malignant
1,1,2.550802,1,2,3.030304,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.718725,1,1,1,3,2.217902,2,1,1,benign
8.396058,4.163289,9.815967,1,3,10,4.388244,2.599476,1,malignant
8.411667,5.829668,8.890362,6.908178,4.44508,5.411894,7.916764,4.478048,1,malignant
5.430253,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.453198,1,benign
7.950453,2.157952,2,5.645152,2,10,1,1,1,benign
8.976597,9.674748,7.132774,6.146531,6.721052,6.085918,5.678717,1,1,malignant
3.213945,1,1,1,1,1,2,1,1,benign
8.335308,6.082247,3.668251,2,9.482244,10,3,1,2,malignant
8.774577,4.221868,5.11101,6.87102,3,10,4.935033,8.649712,1,malignant
5.070143,1,2,3.396989,2,1,2,1,1,benign
4.964901,10.194682,9.333366,8.484262,6.624315,10,3,10,1,malignant
5.777981,7.610568,7.999608,3.007381,3.315888,10,8.507553,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.415904,1,3.292556,1,1,1,1,1,1,benign
5.917954,1.872621,3.503918,1,3,5.897754,3,1,1,malignant
5.709421,9.940105,9.668631,9.59749,8.883335,10,5.284089,10,3,malignant
7.310671,6.776204,9.355115,2,9.921727,1,6.710493,8.62986,1,malignant
10.857583,9.665724,10.091864,6.006706,4.164798,10,4.993528,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,4.918936,3.404508,2,2,1,4.204184,2.160959,1,benign
5.020264,1,1,1,2,1,2,1,1,benign
11.152582,9.490518,9.940767,2.95143,6.007506,10,8.380935,10,1,malignant
2.359136,9.625713,10.474949,10.231137,8.258178,10,4.564043,2.724288,1,malignant
5.825779,3.980444,3.13432,1,3,10,6.196582,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,2.477646,1,benign
5.717227,10.040713,8.605364,10.042057,7.119039,10,7.224334,10,10.203363,malignant
1,1,2,7.380189,2,1,3,1,1,benign
1.247549,6.838237,5.998138,3.597662,3.865436,6.386967,5.739571,1,2,malignant
4.806257,9.48466,10.393465,7.60963,7.914481,1,6.938469,8.472536,1,malignant
1,1,1,2,2,1,1,1,1,benign
4,2.651886,1,3.333753,2,1,1,8.580529,1,benign
3.285693,3.762898,5.584138,3.437819,3,6.242162,4.784354,6.524578,1,malignant
9.404729,6.412208,5.357216,5.893149,4.075851,10,8.375018,1,1,malignant
1,2.316173,1,1,2,1,2,3.032907,1,benign
2.939723,2.410803,2,2,3,1,1,1,1,benign
3.248721,1,1,1,2,1,2,1,1,benign
8.460756,10.085771,9.230946,3.291531,4.341511,10,8.019908,6.981812,3,malignant
5.151603,1,1,1,1,2.78331,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.030855,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.850303,1,2,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
2.170889,1,1,1,2,1,2,1,1,benign
2.856385,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.491703,7.103531,5.433435,2.767108,3.35033,5.644322,3.412318,5.643228,3,malignant
3.168146,6.649223,9.134068,4.557252,3,2.52547,3,4.382533,5.986032,malignant
5.632905,1.437989,1,1,4.468263,10,6.300876,6.987058,3,malignant
4,1,1,1,1,1,1,1,1,benign
8.983205,5.395305,6.349776,6.412597,3,10,8.739109,5.833854,1,malignant
4.909543,1,1,1,2,1,1,1,1,benign
4.61409,3.062105,3.670378,1,2,1,1,1,1,benign
5.104422,1,1,1,2,1,3,1,1,benign
3.32808,1,1,2,2,1,1,1,1,benign
2.495715,3.53866,5.411797,7.667323,3,2.089617,1,3.080726,1,benign
5.524937,1,1,1,2,1,1,1,1,benign
4.951143,3.9579,6.021822,1,4.567131,1,7.725529,10,1,malignant
4.793676,1,1,1,2,1,2,1,1,benign
4.996614,1,1,2,2,1,2,1,1,benign
2.750533,1,1,1,1,1,1,1,1,benign
1,1,4.543917,1,2,1,1,2.352434,1,benign
2.730412,2.472461,1,2,2,2.141728,3,3.123682,1,benign
5.026841,1,1,2.918853,2,1,3,1,1,benign
1,1,1,1,2,3.323935,1,1,1,benign
5.678402,2.02414,2,2,2,1,1,1,2,benign
5.161944,2.742482,3.215486,3.468094,2,4.413042,5.309774,6.026465,2,malignant
1,1,1,1,1,1,1,1,1,benign
9.90391,6.217942,9.965517,2.645843,3.844618,10,7.771474,1,1,malignant
5.79234,4.56801,6.047219,9.744535,3,10,7.694047,10,1,malignant
2.953091,1,1,1,1,1,2,1,1,benign
2.425326,2.666375,1,1,2,1,3,1,1,benign
10.607411,9.816428,9.146348,10.153993,7.333154,8.248469,8.927316,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
5.268092,4.004501,8.780416,8.305455,4.171681,10,6.01421,8.271832,1,malignant
7.981873,9.50106,8.172697,2.698212,4.458804,7.652471,7.363008,10,1,malignant
1,3.946517,4.827679,6.789707,2,3.702759,3,1,1,benign
5.032993,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.94879,4.399989,3.625511,3.828279,9.151477,3.48588,2,1,1,benign
4.596619,3.516929,6.443888,1,3,1,2,1,1,benign
5.381643,1,1,1,2,7.560108,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.841003,6.133357,10.357659,7.329496,3.943835,7.3588,3,8.484971,5.33231,malignant
4.701932,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,3.158227,1,benign
1,1,3.713159,1,2,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
1,2.412401,3.329844,1,2,1,2,1,1,benign
8.156791,4.677527,5.435347,6.183727,2,10,4.792141,10,8.51506,malignant
4,1,1,1,2,1,1,1,1,benign
5.196536,4.941603,5.722673,9.582826,3,10,6.775364,6.882939,2,malignant
2.305703,1,1,1,1,1,2,1,1,benign
4,4.524299,6.062003,2.037963,2,10,3,5.696806,1,malignant
1,6.702937,6.394593,6.453029,3,10,3,8.098906,2,benign
1,1,2,3.805251,1,3.743716,2,1,1,benign
8.317691,10.383354,9.482864,10.223536,7.825242,2.912569,8.204786,9.294128,1,malignant
3.341178,3.310411,1,1,3,1,2,1,1,benign
1,1,1,3.792566,2,1,1,1,1,benign
2.324907,8.305422,6.21513,2.939521,7.763692,6.077282,7.771094,9.133128,1,malignant
9.21378,4.056166,7.028183,9.514313,3,10,3,2.943401,3,malignant
4.699777,10.123945,9.065539,6.342643,4.444367,1,7.406163,10,3,malignant
1,1,1,1,3,1,1,1,1,benign
5.053555,1,2,1,2,1,2,1,1,benign
5.128621,1,1,1,2,1,2,1,1,benign
6.524216,7.563615,6.333092,1,9.276312,1,3,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.645743,1,1,1,2,1,3,1,1,benign
4,8.286061,3.631506,3.033019,3.717179,4.481012,8.489063,8.052284,1,malignant
1,1,1,3.124419,2,1,3,1,1,benign
7.792019,10.02667,4.858855,3.439643,8.794272,10,6.363853,1.887376,3,malignant
1,1,1,1,2,1,4.806049,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.185256,2,1,2,1,1,1,1,benign
5.171567,4.217184,3.19746,3.52647,1,3.984586,5.638571,5.990958,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.612294,1,1,1,2,1,1,1,1,benign
10.917522,1.969677,3.847871,1,3,10,2,1,1,malignant
5.533195,2.142213,2,10.061522,3,10,4.291647,1,1,malignant
1,2.710303,2,2,2,1,1,1,1,benign
7.120574,3.953491,5.998306,9.538079,4.033349,10,5.568127,2.07985,1,malignant
5.761988,1,2,1,2,3.572831,1,1,1,benign
2.320769,1,1,1,2,1,3,1,1,benign
5.501461,1,1,3.014333,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.831357,1,1,1,2,1,1,1,1,benign
5.36834,1,1,1,1,1,1,1,1,benign
1.979938,1,1,1,2,1,1,1,1,benign
8.331958,9.497495,8.980772,3.836355,5.608327,10,6.835053,10,4.069856,malignant
5.175774,2.084702,3.271382,2,3,10,3,10,1,malignant
2.827602,2.949146,1,2,2,3.021943,1,1.875857,1,benign
4,1,2.794463,1,2,1,2,1,1,benign
3.622961,1,1,1,2,1,2,1,1,benign
5.398401,6.190676,5.27238,5.86584,5.033347,7.165661,4.653362,1,1,malignant
2.782387,2.490502,2,2.72129,1,1,3,7.558489,1,benign
1,1,1,2,2,1,2,1,1,benign
4,3.071001,2.672899,3.601331,3,1,1,1,1,benign
4,10.00767,8.898336,6.633382,4.666742,7.921022,9.636246,6.990772,10.548307,malignant
4,1,1,1,2,4.661399,1,1,1,benign
4.955467,9.735581,9.618469,10.013112,7.909227,10,6.929106,1,1,malignant
5.426797,1,1,1,1,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,2.861509,2,1,3,2.537373,1,4.948723,1,malignant
4,4.651548,4.098416,3.598729,2,1,3,9.010063,1,benign
8.339467,10.138857,7.923019,5.667733,7.843458,10,3,1,1,malignant
9.862229,2.725954,1,2,2,1,2,1,1,benign
8.276803,10.308346,8.564293,6.89311,6.716039,10,8.852507,10,1,malignant
4,1,1,3.662532,2,1,2,1,1,benign
9.200366,3.974491,5.090541,7.969102,4.220143,10,7.169614,7.912923,1,malignant
5.229506,8.313552,6.095241,3.48551,5.184661,10,5.628718,8.012103,1,malignant
4,1,1,1,2,1,1,1,1,benign
10.833089,2.229598,3.08682,1,3,10,2,10,1,malignant
2.757778,1,1,1,1,1,1,1,1,benign
1,5.621257,6.01698,1,3.662917,1,1,3.325113,1,benign
7.1884,9.995493,9.880357,5.336792,4.360853,6.382629,7.917828,1,3.963593,malignant
9.599402,6.457904,7.087906,5.863375,7.601662,6.387806,4.895156,5.802263,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.938331,1,1,1,2,1,1,1,1,benign
3.000257,1,1,1,2,1,3,1,1,benign
2.909988,1,1,1,2,1,3,1,1,benign
2.732032,1,3.125801,1,3,3.146645,3,1,2,benign
8.882377,4.017666,3.107916,2,6.846702,4.275163,4.4398,2.909693,2,malignant
1,1,1,1,2,1,1,1,1,benign
4.696338,1,1,1,2,1,3,1,1,benign
8.053274,7.576788,3.100064,3.979094,6.318426,7.734944,9.724296,1,1,malignant
2.416583,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.243229,7.234116,9.141337,2,4.038264,2.298766,8.876578,6.842106,1,malignant
2.674996,2.448489,1,4.366323,4.542341,1,1,1,1,benign
2.972123,1,1,1,2,1,8.999278,1,1,benign
5.338727,5.701654,6.230911,5.859689,7.279664,7.969813,4.885559,10,1,malignant
4.753356,2.519936,2,1,3,1,2,1,1,benign
1,2.10815,2,2,2,1,1,2.595293,1,benign
2.688172,10.141129,9.197805,3.668578,8.382088,10,7.139054,5.514327,1,malignant
1,1,1,1,1,2.631703,1,1,1,benign
5.919765,1,1,3.267451,2,1,3,1,1,benign
10.083882,2.345086,6.043823,1,3,5.386974,3,1,6.477694,malignant
1,9.376531,7.894414,8.440206,9.557708,6.058492,3,2.991349,2,malignant
4,1,4.845873,1,2,1,3,2.892979,1,benign
1,1,4.122905,1,2,1,2,1,1,benign
4,6.206662,2.933171,2,6.581908,4.291619,2,1,7.949739,malignant
10.881308,8.051102,2.995338,9.984269,3,10,6.455563,3.943781,1,malignant
7.857221,4.722022,5.821201,10.275398,3.458294,10,3.366184,1,2,malignant
3.292235,1,1,1,2,1,3,1,1,benign
3.508724,1,1,1,2,1,2,1,1,benign
1,1,2.640332,1,2,1,2,2.889662,1,benign
7.52683,9.983519,8.479389,1,6.161328,10,3.897202,1,4.529496,malignant
8.162389,9.606644,9.150951,1,4.505141,1,7.179138,10,1,malignant
7.418814,1.913018,4.02119,1,3,3.334634,2,8.560974,1,malignant
9.638396,7.630514,5.22225,1,3,2.664595,7.53863,6.87164,1,malignant
2.711066,1,1,1,2,1,1,1,1,benign
9.950878,2.164964,2,3.321023,2,3.249797,3.231911,10,9.081929,malignant
1.965798,2.865409,2,2,2,1,4.088598,2.501317,1,benign
1,3.113453,2,1,2,1,5.455331,1,1,benign
10.533871,4.395283,7.232339,1,4.825341,4.568694,4.751614,1,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.466666,1,1,1,1,1,3,1,1,benign
4,10.354086,9.50151,2.935872,6.830478,4.890164,8.002891,10,3,malignant
10.401482,4.633453,5.088782,3.149502,4.793731,10,7.610443,1,1,malignant
7.451521,9.926121,9.596008,9.745736,7.701658,10,2,10,1,malignant
5.359445,9.987408,8.187357,7.741718,9.611834,10,5.022556,5.136644,9.306284,malignant
1,1,1,1,2,1,1,1,1,benign
4.64606,1,1,1,2,1,3,1,1,benign
2.562712,2.638643,1,1,2,3.040719,3,1,1,benign
2.430873,2.112128,2.969005,1,3.895978,3.302076,1,1,1,benign
5.022297,4.717083,4.231313,4.679365,3,7.951612,2,5.521252,1,malignant
2.778196,1,1,1,4.0961,1,2,1,2,benign
1,9.861853,9.227636,8.819482,4.100719,10,6.757208,2.472789,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.503874,8.585275,9.896399,9.851914,5.763726,2.618007,5.026805,9.134948,5.278899,malignant
1,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.595675,1,1,7.094252,2,1,2,1,1,benign
3.141825,6.775689,5.024954,7.182165,5.023471,10,8.847311,7.900919,5.155595,malignant
1.542674,1,1,2.592527,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.509552,1,3.49398,1,4.60538,8.216105,2,2.716679,5.11156,malignant
2.142432,10.054021,5.55129,9.666812,6.53861,10,3.741722,10,1,malignant
7.58376,9.975439,9.411508,3.232963,7.61238,10,3,3.467912,7.652358,malignant
4.762236,3.030466,2,1,2,1,3,1,1,benign
2.324475,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.412334,2.212786,3.838053,1,5.920626,2.515723,3,4.446257,3,malignant
1,1,3.392399,1,2,1,1,1,1,benign
6.026748,6.480516,3.356637,2.690843,3.880254,8.803263,7.337329,3.396634,1,malignant
3.952159,1,1,6.878764,2,1,3,1,1,benign
10.165474,6.034478,3.401097,5.012637,4.652548,10,8.675387,6.058012,1,malignant
4.741514,1,1,1,2,1,1,1,1,benign
4.827564,3.824107,3.314758,1,2,10,4.053394,2.617465,1,malignant
1,1,1,2.679807,2,2.201401,1,1,1,benign
5.121512,1,1,1,1,1,3,1,1,benign
5.554714,10.019708,8.012667,3.872831,9.021622,4.788469,8.071678,10,1,malignant
2.907321,1,1,1,2,1,2,1,1,benign
4,2.723972,2,1,2,5.660822,3,8.574121,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.459938,1.928138,3.556122,2,3,1,1,5.461858,1,benign
4.400203,10.315843,8.056569,9.72177,3,10,2,10,2,malignant
3.004612,1,1,1,2,1,2,1,1,benign
8.806109,4.594186,4.812882,10.205612,4.453311,1,7.424596,8.112218,1,malignant
7.636386,7.625876,6.753298,1,4.659708,1,8.504276,2.751233,2,malignant
5.469703,1,6.813694,1,4.437494,10,4.944084,7.385259,1,malignant
2.200669,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.024715,9.691143,6.063996,6.074023,9.563461,5.046786,5.062599,6.979904,1,malignant
4.94368,2.203026,2,2,2,1,3,1,1,benign
4.700865,1,1,1,1,1,3,1,1,benign
1,2.176586,1,2,2,1,2,1,1,benign
5.130698,6.607543,7.361316,2.935286,4.622536,10,8.126189,10,3,malignant
2.989402,1,1,1,2,1,3,1,1,benign
7.551803,9.759998,5.17453,10.09957,11.1111,10,7.120894,1,4.190504,malignant
5.185021,2.343491,2.957826,1,4.329458,3.191859,3,7.916809,1,malignant
1,1,1,1,2,1,2,1,2,benign
1,4.342356,6.576849,6.676454,4.518226,10,5.529619,2.096228,3,malignant
1,1,1,3.011603,2,1,1,1,8.077522,benign
1,1,1,1,2,1,2,1,1,benign
2.191913,1,2,1,1,1,2,1,1,benign
8.346725,6.500631,5.671022,7.501513,5.000765,10,4.414648,5.713725,3,malignant
7.645338,1,1,1,4.785646,1,5.361346,2.441277,2,malignant
1,2.716344,2,1,2,1,2,2.688474,1,benign
4,1,2,1,2,1,1,1,1,benign
5.859037,2.389118,6.826812,3.177569,3,10,7.429912,10,2,malignant
1.735018,2.582385,2,2,4.296939,1,3,2.531409,1,benign
9.115114,6.130148,7.609127,3.555635,5.192374,7.272612,3,7.367121,2,malignant
1.169293,1,1,1,2,1,2,1,1,benign
8.111239,7.130249,8.825152,3.317135,5.043313,10,4.788418,7.291412,1,malignant
7.943522,6.769389,10.297733,2.948218,4.482379,7.604061,7.297224,7.928673,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,3.817386,2,1,3,1,1,benign
3.308965,9.980337,8.752357,6.242478,3,10,7.063615,10,6.587181,malignant
7.737168,5.149671,6.777635,3.926426,2,4.34597,1,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.270328,4.545823,4.985929,9.552762,2,10,3.54436,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.049003,1.94124,1,1,2,1,3,2.762951,1,benign
2.539151,1,3.643101,1,2,1,2,1,1,benign
9.179394,10.054507,10.501318,10.012964,4.38201,10,8.183785,3.394654,1,malignant
4,9.65468,8.945398,3.63559,9.602004,10,3,1.6864,1,malignant
4,3.021418,1,1,3,1,3,2.325692,1,benign
1,1,3.691703,1,2,1,3,3.120145,1,benign
4.46669,1,1,1,2,1,1,1,1,benign
3.636667,1,2,1,6.476101,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.505151,6.668251,8.389302,3.443433,3,1,6.625164,4.037504,1,malignant
4.61603,1,1,1,2,1,2,1,1,benign
5.184311,10.404236,9.341521,8.034946,8.815993,1,8.335918,3.133376,1,malignant
9.732881,6.100631,10.600092,7.043152,5.064871,7.741276,9.621379,10,1,malignant
10.512566,6.896784,6.976366,6.454639,5.046424,10,4.535204,5.41616,1,malignant
4,9.341828,8.905324,6.375412,8.177524,10,5.335631,2.971719,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.62319,1,1,1,2,1,1,1,1,benign
6.658684,9.92668,9.468228,8.316664,6.787109,7.915647,7.278724,10,1,malignant
2.569231,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.64753,2,1,2,1,3,7.029013,1,benign
2.442594,1,1,1,2,1,5.529562,1,1,benign
1,2.454666,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4,2.231258,1,1,1,1,4.418871,1,1,benign
2.54635,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.738135,2.423669,3.345715,6.418553,3,10,4.814873,5.23125,1,malignant
4,7.644396,5.343973,6.272518,3.989679,10,1,1,1,malignant
4,5.725004,6.803351,2.196712,8.560177,10,5.001671,7.379108,1,malignant
4,1,1,1,3,1,1,1,1,benign
4,7.364201,1,1,7.875529,1,1,9.574553,6.558581,benign
7.205658,4.039461,6.024092,5.449479,3,10,4.808974,7.481787,1,malignant
4,6.468534,2.207604,9.747695,6.719273,10,8.812815,5.875426,1,malignant
2.13709,1,2,1,2,1,3,1,1,benign
2.924569,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.422501,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.345158,1,1,2,2,3.165235,1,1,1,benign
2.248032,1,1,1,2,1,2,1,1,benign
2.767301,1,1,1,2,1,2,1,1,benign
9.717,2.582992,2,4.700947,2,10,5.702721,1,6.047945,malignant
2.510275,1,1,1,2,1,3,4.28555,1,benign
1,2.01627,1,1,2,1,2,2.345564,1,benign
1,1,1,1,2,1,1,1,1,benign
2.723328,2.667193,2,3.567124,2,1,3,3.461781,1,benign
8.206294,9.831576,10.934096,9.841692,4.179057,10,1,8.49859,1,malignant
5.13384,7.333668,6.323068,7.723559,4.824713,7.503693,7.269543,7.638566,4.794462,malignant
5.729708,1.775969,2,2,2,1,9.785642,1,1,benign
2.759484,2.236961,2,1,2,1,1,1,1,benign
5.730611,1,1,1,2,2.552362,2,2.2456,1,benign
5.207843,1,1,1,2,2.539684,1,1,1,benign
8.746565,3.479059,6.34928,1,3,1,3,5.100173,1,malignant
9.735458,6.29217,9.809629,6.290633,5.041648,10,7.393094,10,6.131562,malignant
5.058219,4.241236,9.15478,7.586151,3,10,6.627989,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.750859,3.933737,5.715103,7.564502,8.897674,2.953491,8.180498,5.610561,2,malignant
1,1,1,1,2,1,1,1,1,benign
11.265688,2.974496,9.751919,3.061339,3,10,4.137515,1,7.404267,malignant
1,1,1,1,3,1,3,1,1,benign
8.704699,1,1,1,2,1,3,1,1,benign
2.919958,5.217739,5.978725,7.928107,6.482643,10,3,6.47257,2,malignant
2.16163,1,3.837884,1,2,1,1,2.939308,1,benign
8.096891,3.085772,6.985894,2,2,2.168195,4.743597,1,1,malignant
9.980709,1,1,1,2,1,4.659936,1,1,benign
10.232351,10.024545,3.546211,9.955627,5.126821,10,8.338027,10,7.613906,malignant
7.214671,7.062701,7.417612,3.708188,4.743608,7.486769,7.450872,3.711562,3,malignant
9.093591,4.148417,6.282109,3.379027,4.879808,9.960472,8.045336,1,3,malignant
1,1,1,1,2,1,3,1,1,benign
9.852994,7.427267,8.612765,2.829826,3,2.276325,7.641042,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.796789,2.670954,2,1,2,1,3,2.530496,1,benign
5.124354,1,1,1,2,1,1,1,1,benign
5.985527,4.293174,6.042844,9.993212,8.046237,1,4.942779,4.169245,1,malignant
1,1,1,1,3.360812,1,2,1,1,benign
3.010854,1,1,1,2,1,2,1,1,benign
3.549271,1,1,1,2,1,3,1,1,benign
4,2.312861,2,4.155113,2,2.345394,7.929901,1,1,benign
2.774429,3.311985,5.956173,2,2,1.2892,5.809879,2.761702,1,malignant
10.461853,2.72536,9.929161,1,3.525002,1,5.621741,3.719479,2,malignant
4,1,1,1,2,4.458876,1,1,1,benign
5.323732,1,1,1,2,1,3,1,1,benign
9.679571,2.377775,4.188521,3.202966,3,10,6.79115,1,7.512479,malignant
4,1,1,1,1,1,3,1,1,benign
8.216069,7.275646,9.266527,9.912909,3.50892,1.864855,9.682665,8.434919,3,malignant
4.937483,9.684699,9.55851,10.136949,12.176289,10,5.025175,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1.989601,2,2,2,1.153069,3,4.068954,1,benign
9.105508,1.630131,2,2.961616,2,5.930531,3,2.205996,2,malignant
1,3.11601,2,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,2.62255,1,benign
5.168935,10.521686,9.704222,10.041639,6.607767,10,6.329763,1,1,malignant
1,1,1,1,2,1,1,10,1,benign
9.110997,4.551714,3.340022,2.077253,2,10,8.113687,8.09514,1,malignant
1,1,1,1,1,1,3,1,1,benign
2.029683,9.844805,4.194743,3.4223,3.841287,7.204167,3,10,1,malignant
5.041342,1,1,1,2,1,4.105667,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.614226,1,1,1,2,1,3,1,1,benign
5.287109,10.643758,8.568688,1,5.932764,2.780111,8.016596,4.534809,1,malignant
2.500243,1,1,1,2,1,2,1,1,benign
2.582584,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.22746,1,1,1,2,1,3,1,1,benign
7.866868,4.060499,5.257087,5.660186,8.091546,7.801466,5.856927,7.97077,2,malignant
8.979271,1,4.139281,2,2,2.287275,6.331597,4.404614,3,malignant
2.418232,4.384451,2,3.977668,4.232702,6.470219,5.031184,2.392031,3,malignant
5.27121,1,1,1,1,1,2,1,1,benign
5.706802,10.219525,3.903044,9.794612,7.8714,10,8.119412,6.065131,1,malignant
4,2.666089,1,1,1,1,5.53205,1,1,benign
9.26887,9.823267,9.915011,3.895652,3.912882,10,7.294528,3.009873,1,malignant
8.346793,4.081191,6.53854,9.947525,3,1,4.190803,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.789079,9.595625,8.138206,5.25319,5.006502,10,4.741049,2.240353,1,malignant
8.225332,9.988077,7.989908,10.013735,4.606419,10,7.839209,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.271183,1,1,1,2,1,2,2.092561,1,benign
1,1,1,1,2,1,1,3.023237,1,benign
4,1,1,1,2,1,3,1,1,benign
2.711706,2.310116,2,2,3,1,2,2.849627,1,benign
5.23684,1,1,1,2,1,3,1,1,benign
9.061727,7.258304,5.64397,10.370316,4.547133,10,2.208667,1,7.007501,malignant
1,2.951918,1,5.151825,2,1,2,1,1,benign
2.288546,1,1,1,2,1,1,1,1,benign
5.004217,1,1,1,1,1,1,1,1,benign
5.098639,2.147378,1,1,3.831089,1,2,2.270753,1,benign
5.040708,1,1,2,2,1,2,1,1,benign
3.811637,1,1,1,2,1,1,1,1,benign
2.544732,3.181774,3.795536,6.881283,2,10,4.919148,5.664071,4.405836,malignant
1,1,4.209905,1,2,1,1,1,1,benign
1,2.097162,2,1,1,2.553751,1,1,1,benign
4.533169,9.892942,3.70422,7.704145,6.758853,5.782173,6.972763,2.821045,1,malignant
2.630363,1,1,1,2,1,1,2.669037,1,benign
1,1,1,3.253653,2,4.720961,4.173701,1,1,benign
9.44205,4.090108,6.147689,3.796418,2,5.216471,8.115895,1,8.678475,malignant
2.398632,1,1,1,2,1,2,1,1,benign
4.51957,2.026488,4.129432,2,3.523648,1,1,1,1,benign
3.898359,1,1,1,2,1,1,1,1,benign
9.222907,9.715233,8.730482,6.925167,4.153116,10,9.399489,4.811203,1,malignant
11.00358,8.54981,9.277514,3.760059,6.956443,2.752351,7.565175,10,2,malignant
2.943947,1,1,1,2,1,3,1,1,benign
1.91594,1,1,1,2,1,1,1,1,benign
8.438277,5.93165,5.527435,7.690144,3.877857,10,1,5.755298,1,malignant
9.663761,9.956593,7.073779,6.848158,4.149801,5.346578,8.366461,9.574813,5.011097,malignant
7.773847,2.124092,5.304483,1,4.343736,3.267104,3,1,8.657901,malignant
9.609766,10.669133,7.711745,5.029331,7.783888,10,5.334659,10,1,malignant
2.583136,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
12.282249,2.440549,1,1,3,10,5.833996,5.021149,2,malignant
1,2.733215,4.311194,1,2,1,2,1,1,benign
2.742809,1,1,1,2,1.935318,1,1,1,benign
7.033501,4.40804,8.900364,3.444886,3,10,7.26187,2.422535,3.814157,malignant
10.492311,4.206244,3.642662,9.854345,2,1,8.474705,10,1,malignant
7.190387,1.659668,2.426946,3.506256,5.531413,6.704844,8.655581,1,1,malignant
8.863737,2.261173,4.708388,3.491706,11.090588,4.386613,8.733579,1,1,malignant
1,1,1,2,2,1,2,1,1,benign
10.026423,10.069689,6.881643,9.952678,3,10,8.606121,1,5.572138,malignant
1,1,3.802307,1,2,1,2,1,1,benign
3.302634,1,1,1,2,1,2,1,1,benign
5.81139,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.798622,9.996441,7.152323,1,7.572774,2.192992,8.080873,10,1,malignant
9.439752,6.756927,4.117009,7.406508,3,10,8.658616,1,1,malignant
5.325798,1,1,1,2,1,2,1,1,benign
2.462957,1,1,1,2,1,3,1,1,benign
4.752824,1,1,1,2,1,2,1,1,benign
8.988731,3.901386,10.352797,9.64341,4.731357,10,7.99449,4.874007,3,malignant
8.768498,1,1,2,1,1,2,1,2,benign
9.802105,4.974108,3.348186,8.165028,3,10,2,2.586671,1,malignant
7.952903,9.916303,9.601626,2,4.605809,10,4.11485,10,2,malignant
8.58523,7.500466,8.19987,2,3,9.583837,8.380955,1,1,malignant
6.165079,10.084054,9.984534,9.927441,8.583652,10,7.919557,10,1,malignant
5.163333,4.255639,7.090218,9.341954,3.655083,10,3.80856,10,2,malignant
4,1,1,1,2,1,1,1,1,benign
2.779685,1,1,1,2,1,3,1,1,benign
10.024064,1,1,1,2,1,3,1,1,benign
4,5.651438,5.823994,3.802336,3,10,2,1,1,benign
4.991359,2.29706,3.261522,4.027898,2,1,1,1,1,benign
2.972326,4.421714,6.240795,9.806715,4.971046,10,3.747837,9.982001,1,malignant
2.98575,1,1,1,2,1,1,1,1,benign
4,2.854844,1,4.460078,2,1,3,5.308438,1,benign
4.502773,1,1,1,2,1,1,1,1,benign
4.825952,1.193617,1,1,2,1,2,1,1,benign
4.328655,8.24546,7.46507,2,3,10,4.797686,2.440655,3,malignant
3.504123,1,1,1,2,1,3,1,1,benign
1,1.658128,4.487828,2,2,1,1,1,1,benign
4,3.640857,3.558451,1,7.781404,1,5.48686,2.697361,1,benign
5.187472,6.02678,9.30986,2,3,7.933903,5.715299,10,1,malignant
7.910672,4.310289,4.586753,4.625459,2,2.568602,3,2.476544,1,malignant
2.299044,1,1,1,2,1,2,1,1,benign
5.18265,5.08702,4.292405,1,3,1,4.703697,10,1,malignant
2.588555,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,2.89893,1,benign
4,1,1,1,2,1,1,1,1,benign
9.834433,4.529151,3.035107,10.077764,4.384938,10,5.753542,2.447376,1,malignant
5.943417,1,1,1,2,4.221629,2,1,1,benign
5.668551,2.382772,6.128349,3.698183,2,1,4.173106,1,1,benign
5.179837,10.328959,10.118314,9.864638,9.356431,10,8.302144,2.441019,1,malignant
1,1,2,1,2,1,1,1,1,benign
2.247966,1,2,1,2,1,1,1,1,benign
2.471431,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,7.014273,1,9.971918,5.311613,1,5.1311,8.177215,1,benign
3.09321,1,1,1,2,1,3,1,1,benign
2.685645,1,1,1,2,1,1,1,1,benign
1.957968,1,2,1,2,1,2,1,1,benign
7.809467,10.089699,9.496747,9.717319,6.507007,10,8.928563,6.402196,8.936275,malignant
3.515922,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.208388,1,2,1,3,1,2,1,1,benign
8.639347,6.414709,8.863941,7.968283,3,1,7.155841,10,5.535925,malignant
8.289869,8.223984,5.618059,4.188409,3.858964,4.124896,1,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.436273,1,2.45933,1,benign
9.709184,6.406057,3.872252,1,9.044893,1,7.73974,7.461301,3.724731,malignant
2.574219,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.116396,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.250383,1,1,1,2,1,1,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,3.051224,5.608927,3.195338,3,1,3,8.596338,5.3129,malignant
4,10.209715,9.823793,7.205958,8.497014,10,9.260193,7.819473,1,malignant
2.995095,1,1,1,1,1,1,1,1,benign
5.002834,1,1,1,2,1,3,3.339824,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,2.510248,1,benign
1,2.827589,3.992178,1,2,1,3,1,1,benign
1,1,1,1,2,3.002653,2,1,1,benign
3.030394,1,1,1,2,1,1,1,1,benign
3.02282,1,1,1,2,1,3,1,1,benign
10.684905,4.04429,10.084257,3.687197,3,2.982493,7.275207,4.849352,1,malignant
3.521386,1,2,1,2,1.312349,3,1,1,benign
5.466188,9.650121,7.20376,10.081979,7.999319,10,5.200544,2.156611,1,malignant
4.756084,4.956112,6.074969,8.221369,2,10,3.734732,4.746515,1,malignant
4.75902,4.687369,10.060547,7.000006,2,6.244194,4.37845,7.368126,1,malignant
5.118634,4.370341,3.502506,10.102943,2,10,6.953648,2.610814,4.561067,malignant
7.930461,7.295311,6.728736,9.721962,3,10,8.053732,7.745525,3,malignant
2.669846,1,1,1,2,1,3,1,1,benign
1,3.259404,2,1,4.040302,1,1,1,1,benign
9.322231,2.281893,3.92207,1,3,1,3.902073,4.325723,3,malignant
2.539144,1,1,1,2,1,3,1,1,benign
2.590154,1,1,3.321401,2,1,1,1,1,benign
1.719731,1,1,1,2,1,1,1,1,benign
4.986672,9.585175,9.626828,7.341338,4.334639,10,5.59061,10,4.65036,malignant
5.064175,7.348718,3.37001,3.960209,4.873927,3.245794,8.460499,10,1,malignant
9.30743,6.42091,6.868199,7.359773,4.543538,6.22786,3,8.180155,1,malignant
1.948935,1,1,1,2,1,2,1,1,benign
9.604881,7.191308,6.262885,10.377361,4.378107,10,10.157365,7.61783,2,malignant
2.44729,9.828803,9.893309,3.63062,4.066836,9.019425,7.979627,2.30091,1,malignant
3.137254,1,1,1,2,1,3,1,1,benign
2.686926,3.116028,3.011242,6.881728,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,4.303854,3,1,1,1,1,benign
8.780456,9.815885,9.141557,3.623212,12.130305,10,6.845499,10,3,malignant
6.290881,7.380401,8.74165,2.994363,8.797404,5.894654,3,10,1,malignant
2.921612,1,1,2,11.964623,1,2,7.627435,1,benign
1,4.361083,3.835182,3.179111,3,1,2,3.090711,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,2.94186,2,1,3,1,1,benign
2.087004,1,1,1,2,1,3,1,1,benign
4.653883,2.416846,2,1,2,1,1,1,1,benign
1,1,1,1,2,1.307206,1,1,1,benign
2.846902,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.510871,4.163778,5.180785,3.11794,7.455183,10,5.606708,1,1,malignant
4.785347,3.792016,6.069113,2,4.440173,5.685973,8.379249,7.120167,1,malignant
4.808907,1,1,1,2,2.791014,1,1,1,benign
10.052194,6.693907,5.467435,2.935172,3.929796,10,9.47314,7.008383,2,malignant
2.590921,1,1,1,2,1,1,1,1,benign
5.436578,1,1,1,1,1,1,3.191297,1,benign
4,1,1,1,2,1,3,1,1,benign
5.184293,1,1,1,2,1,3,1,1,benign
2.485815,1,1,1,2,1,1,1,1,benign
9.67813,9.897693,10.014237,2.670119,7.520108,5.629571,7.555335,8.71295,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.56615,1,1,1,2,1,1,1,1,benign
2.128404,2.441475,1,4.086815,2,1,3,2.82922,1,benign
6.504499,7.328769,7.877066,10.414262,4.54177,7.510663,3,10,5.820078,malignant
1,1,1,1,2,1,2,1,1,benign
4.885321,1.77964,2,1,2,2.105213,2,2.489201,1,benign
8.94675,2.612099,9.806322,1,4.698635,6.580812,3,5.303806,1,malignant
2.381931,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,2.912396,3,1,1,benign
2.692465,1,1,1,2,1,1,1,1,benign
2.700547,1,1,1,2,1,1,1,1,benign
3.266229,1,1,1,2,1,2,1,1,benign
1.999469,1,1,3.346154,2,1,3,1,1,benign
2.363283,1,1,1,2,3.950964,2,1,1,benign
9.35496,9.552928,9.304527,10.164322,5.610351,10,6.545064,8.418607,1,malignant
4,1,1,1,2,6.623242,1,3.498773,1,benign
4,1,1,1,2,1,2,1,1,benign
5.091748,8.862554,9.14606,8.281807,9.524216,2.220069,10.314117,10,3,malignant
6.103933,1,1,1,2,1,1,10,1,benign
2.472641,1,1,1,2,1,2,1,1,benign
5.556511,9.640462,9.025777,2,11.555898,5.003445,8.14344,2.913184,7.387288,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.388264,1,1,1,2,1,3,1,1,benign
1,7.251078,5.595578,10.575979,4.456825,3.212992,8.203303,6.055292,1,benign
1,1,1,1,2,1,1,1,1,benign
2.539272,3.631848,6.248526,5.321888,5.195446,10,6.533931,1,5.63961,malignant
9.317056,1.906677,2,3.080451,3,6.988915,6.743389,10,3,malignant
5.059079,7.775534,2.326614,9.602119,4.538041,10,3,8.654924,8.989169,malignant
1,1,1,1,2,1,3,1,1,benign
7.885596,10.233847,9.931354,4.577626,8.115074,6.54337,4.27372,2.168501,3,malignant
8.613701,1,1,7.786322,5.051937,10,5.749414,1,2,malignant
9.597382,6.508815,10.057488,2,4.87804,10,3,10,1,malignant
11.285386,8.792366,10.21711,9.986135,3.686978,10,9.006168,10,10.322509,malignant
2.599863,2.636985,1,1,2,1,1,2.468276,1,benign
2.885589,1,1,2,3,3.583189,1,1,1,benign
5.105166,6.548584,10.007587,9.364227,5.768365,10,6.777105,10,2,malignant
2.086416,1,1,1,2,1,1,1,1,benign
4.635723,2.310331,3.514558,1,5.881771,4.273442,6.327103,8.445059,9.646764,malignant
4,1,1,3.037487,2,6.057264,2,1,1,benign
9.944132,9.955307,10.953234,2.927604,2,2.212704,4.364076,10,2,malignant
1,2.598764,3.303188,1,2,1,2,1,1,benign
7.697551,9.637978,3.156771,2,7.666113,10,6.600668,3.686479,1,malignant
2.324779,4.812218,4.881758,2,7.458263,1,2,2.885823,1,benign
1,1,3.802637,3.242926,2,2.867335,2,1,1,benign
2.540179,1,2,1,2,1,2,1,1,benign
2.291096,5.783443,6.4056,1,3.556048,1,9.144219,5.137347,1,benign
5.188721,1,1,1,5.169396,1,2,1,1,benign
9.808758,7.442382,7.572032,1,9.030174,1,4.685997,10,6.638061,malignant
1,1,1,1,2,6.99123,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.475634,1,1,1,2,1,1,1,1,benign
10.168232,4.676634,8.839824,8.239046,2,10,5.465068,1,1,malignant
1,9.916765,1,6.443769,4.144324,10,2,8.543644,1,benign
4,2.712135,3.188784,4.037029,3,5.611652,1,1,1,benign
5.565721,2.82981,4.864458,1,3,3.137225,3,1,1,malignant
4,1,1,2,2,1,5.346981,1,1,benign
8.650709,10.073778,9.537713,10.497953,3,10,5.680969,1,3,malignant
2.49724,7.128595,6.57675,9.383953,3,1,3,8.378259,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.512333,2.75332,3.343523,3.031141,8.70874,10,5.440438,2.794578,2,malignant
6.725778,6.484333,5.485893,9.729431,6.761743,10,4.326503,10,1,malignant
10.220766,3.976594,5.844526,3.146505,3,10,2,4.072252,5.347679,malignant
9.208511,4.960596,4.349134,7.972578,4.45356,9.522888,5.423397,9.002829,1,malignant
1.776655,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.429348,5.059411,4.097387,6.815714,2,10,6.277494,3.206139,3,malignant
4,2.782948,2,3.725418,2,1,3,1,1,benign
4,1,2,1,1,1,1,1,1,benign
4,1,1,1,2,1,6.391659,1,1,benign
5.482573,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.105125,2,1,2,1,1,benign
2.524304,1,1,1,2,1,2,1,1,benign
4.938782,1,2,1,2,1,1,1,1,benign
9.123043,2.675165,3.868176,1,3,1,4.680897,1,1,benign
1,2.694452,2,3.844826,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.643805,7.393238,4.083099,3.639187,4.891325,10,8.810403,4.808419,1,malignant
8.860334,2.202873,6.864116,3.085748,4.260493,7.704196,3,10,8.763765,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1.778654,3,1,1,benign
3.19739,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.312006,4.436172,6.875391,9.983538,4.292074,2.554726,7.618435,1,1,malignant
7.543207,9.837695,10.622813,10.059562,8.979463,10,10.83079,7.446122,8.492891,malignant
4,1,1,2,2,1,1,1,1,benign
2.371188,7.71224,5.724863,6.154231,10.643163,10,2,8.964295,6.450364,malignant
5.121428,9.482919,9.447104,2,7.299073,4.022977,4.183521,8.250798,1,malignant
1,1,2,1,2,1,1,1,1,benign
5.920971,10.013508,8.215608,2.978408,8.389719,7.635103,4.182487,10,3,malignant
2.380764,1,1,1,1,1,3,1,1,benign
2.383588,1,1,1,2,1,2,2.688899,1,benign
5.778842,1.83832,2,2,2,5.055173,2,1,1,benign
4.923692,1,1,1,2,1,2,1,1,benign
1.967079,1,1,1,2,1,3,1,1,benign
8.143535,4.324696,6.245035,5.876417,2,10,9.236132,9.241617,6.267042,malignant
5.886186,3.841638,8.986779,3.795857,6.99474,10,2,3.221512,6.232128,malignant
1,1,1,1,2,1,2,1,1,benign
11.02831,9.899585,10.377201,3.480093,3,6.678705,3,7.686371,1,malignant
11.356196,10.064635,2.613989,4.919896,4.93271,10,5.113045,10,1,malignant
8.063363,10.502583,9.894404,1,7.12437,10,6.991151,10,2,malignant
1,2.218273,3.128626,4.460284,2,1,1,1,1,benign
5.325838,10.206439,7.923003,6.031871,6.603092,4.021272,8.626842,10,9.059397,malignant
2.36765,1,1,1,2,1,2,1,1,benign
1,2.055843,3.539255,1,2,1,8.760694,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.52028,1,1,1,2,1,2,1,4.083834,benign
4,2.820777,2,2,2,1,1,3.11232,1,benign
5.078372,1,1,1,2,1,3,1,1,benign
1.679559,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
3.042138,1,1,1,1,1.302198,1,1,1,benign
7.286908,10.095254,8.885368,10.303649,4.522728,10,3,1.711536,1,malignant
7.471185,6.85085,6.114399,9.897393,4.84415,10,3,9.120587,1,malignant
4,1,2,1,2,1,1,1,1,benign
9.252844,6.949187,6.022449,5.947325,9.493947,10,9.161255,5.000244,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.158447,1,1,1,2,1,1,1,1,benign
2.711146,1,1,1,2,1,3,1,1,benign
1,1,1,2.884278,2,1,1,1,1,benign
8.426662,9.646582,8.903172,10.10193,8.871905,10,6.584516,10,1,malignant
4.357579,5.070612,3.533894,5.651585,3.250596,6.06126,4.641358,3.329594,3,malignant
1,1,1,1,2,1,3,1,1,benign
2.775702,1,1,1,1,1,3,1,1,benign
3.216501,1,1,1,2,1,3,1,1,benign
5.544592,4.399672,5.02165,9.962828,3,10,7.686325,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
2.386367,7.759193,10.552074,6.239569,4.462605,10,6.012342,4.601044,1,malignant
5.065941,1,1,1,3.675351,1,3,2.200623,1,benign
1,2.431407,1,3.517008,2,1,2,1,1,benign
6.922465,4.390172,3.069213,9.672151,4.110808,10,9.922678,1,1,malignant
4.986812,1,1,1,1,1,1,3.152106,1,benign
7.342187,2.829587,4.818267,6.277362,4.84234,10,3,2.113665,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.077251,1,1,1,2,1,3,1,1,benign
9.433783,5.894191,10.194078,2.85775,9.040921,10,6.832648,8.478639,1,malignant
8.39723,6.012314,3.340816,7.123343,7.12496,2.893758,7.51749,8.28318,1,malignant
5.159986,2.458033,1,1,2,3.521958,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
3.525817,1,1,1,2,1,3,1,1,benign
2.88836,1,1,1,2,1,3,1,1,benign
3.375158,1,1,1,2,1,3,1,1,benign
5.320493,1,1,1,2,1,2,1,1,benign
3.028953,2.034454,2,1,2,8.424457,3,1,1,benign
5.054733,1,1,1,2,1,3,1,1,benign
5.468563,6.609517,5.744282,9.234509,4.557064,10,5.284431,1,2.387615,malignant
4.967826,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.278479,1,1,1,2,1,1,1,1,benign
1.458746,1,1,1,2,1,2,1,1,benign
1,2.574219,2,1,2,1,3,4.974619,1,benign
9.412223,4.321133,2.920081,7.262747,3,9.683487,4.30717,10,1,malignant
7.907414,9.614954,7.458358,2,4.27181,3.8436,3,10,3,malignant
10.738401,1,1,1,2,1,3,1,1,benign
5.003633,6.295169,9.396834,9.477985,3.504782,10,7.852809,8.129877,1,malignant
5.195493,3.834285,3.164323,4.729294,2,10,5.300008,7.936836,1,malignant
1,1,1,1,2,1,1,3.098801,1,benign
1,1,2.871121,2,2,1,1,1,1,benign
6.443111,10.087757,10.650038,7.000082,3,10,8.680682,10,1,malignant
4,1,1,1,3,1,3,1,1,benign
4.738157,5.23409,3.31882,10.147292,4.277184,2.723852,4.405103,10,1,malignant
1,1,1,1,2,8.057996,3,1,1,benign
2.796142,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.079114,1,1,1,2,2.347561,1,1,1,benign
4,1,5.29716,1,5.160868,2.854833,1,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.451817,3.931856,2,1,2,10.432296,8.12767,4.160863,3,malignant
10.041726,4.694583,5.188909,9.335938,2,10,8.281994,1,1,malignant
5.430157,2.121783,1,1,4.889203,1,2,1,1,benign
8.432203,9.746555,9.01213,2,4.674417,10,7.932616,4.825016,1,malignant
7.66454,4.561374,6.172758,1,2,4.502888,6.637155,1,1,malignant
3.526089,1,1,1,2,1,1,1,1,benign
2.084867,1,1,1,2,1,1,1,1,benign
8.014057,9.859844,10.072774,6.46919,5.064672,10,8.585768,10,1,malignant
6.620879,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,1,1,1,benign
5.726083,1,1,3.928347,2,9.65162,3,5.049124,3,malignant
1,1,1,1,1,1,2,1,1,benign
7.704034,9.52927,8.370805,4.732591,5.09898,6.5127,4.313274,8.313365,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.463457,1,1,1,2,1,2,1,1,benign
8.3397,7.916478,6.561483,3.929141,4.580278,10,3,3.439695,1,malignant
2.304632,1,1,1,1,1,5.325434,1,1,benign
6.283253,1,1,1,2,1,2,1,1,benign
7.447508,1,1,1,2,1,2,1,1,benign
2.943734,4.697254,3.153346,3.096603,6.148821,7.390017,7.986658,2.426221,1,malignant
8.604873,9.611325,9.807339,7.32563,4.425313,10,8.165583,10,3,malignant
3.3933,1,1,2,3,1,2,1,1,benign
9.245478,1.545942,2.752887,5.292408,3,10,9.074521,1,5.830801,malignant
8.770616,1.539103,2,4.348563,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.959845,4.108774,10.394231,3.314921,3,6.193297,5.88599,3.368001,1,malignant
5.23728,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.786521,1,1,1,1,1,3,1,1,benign
4,1,3.209006,3.512019,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.214088,1,1,2,3,10,7.839359,2.954044,2,malignant
7.083114,4.104271,9.6255,1,4.23757,10,4.650392,4.194391,3,malignant
10.447255,10.171849,8.483194,5.667704,6.174786,3.952207,3.732739,2.664381,2,malignant
1,1,2,3.173947,2,6.5329,1,1,1,benign
5.783898,1,1,1,1,1,2,1.838703,1,benign
4,1,1,1,1,1,1,3.136291,1,benign
7.414034,7.804054,7.616813,5.991925,5.074884,1,6.53515,9.378594,1,malignant
5.633732,2.445307,2,2,5.412463,2.39947,2,5.268587,1,benign
10.538602,6.746878,8.211135,4.642756,3,10,8.111185,10,1,malignant
9.307124,2.386019,2.802086,5.4246,5.063341,1,9.137661,1,7.951657,malignant
3.173402,1,1,1,2,1,2,1,1,benign
2.859524,1.74574,1,1,3,1,4.803589,0.758343,1,benign
5.66039,1,1,1,2,1,3.708334,1,1,benign
2.862414,1,1,2,2,1,3,1,1,benign
7.746384,10.52479,11.16118,5.531469,4.638788,10,9.07179,10,8.286633,malignant
2.923808,1,1,1,2,1,1,1,1,benign
9.884203,10.075308,9.140354,9.547963,9.22375,10,7.073348,7.950717,1,malignant
2.78852,1,1,3.15682,2,1,2,1,1,benign
3.527756,1,1,2,1,1,3,1,2,benign
10.606525,6.92179,6.383692,8.505825,8.194072,10,7.302613,6.497907,1,malignant
2.237516,1,1,3.900264,2,1,1,1,1,benign
4.386197,1,1,1,2,1,3,1,1,benign
4,2.239564,2,2.88237,2,1,7.508583,2.043952,1,benign
5.634955,4.978788,4.99561,5.486989,2,10,5.266845,1.771681,7.922589,malignant
2.556366,1,1,1,2,1,3,1,2,benign
5.951104,2.697047,2.857742,3.306567,4.341064,10,3.925789,2.296753,1,malignant
5.456084,1.946583,7.907562,5.980974,4.955179,3.606898,5.103491,1,1,malignant
3.141621,1,1,1,2,1,3,1,1,benign
5.588453,1,1,1,1,1,1,1,1,benign
2.913127,1,1,1,1,1,3,1,2,benign
1,2.736378,1,1,2,1,1,1,1,benign
3.257303,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.259538,1,1,1,2,1,2,1,1,benign
2.720213,1,1,1,2,1,2,1,1,benign
6.072217,1,1,1,2,1,1,1,1,benign
8.432472,9.960557,9.319561,6.187658,8.52769,3.680886,5.625947,3.072294,1,malignant
4.398079,9.81476,9.225863,7.986874,5.842015,10,8.661689,10,9.359548,malignant
8.154546,5.768843,6.798688,4.0693,3,7.65322,8.275275,10,1,malignant
2.502659,1,1,1,2,1,7.357842,1,1,benign
1,1,1,2.963759,2,1,1,1,1,benign
8.944347,10.11187,9.190497,5.723091,3.786258,5.302528,6.594882,6.407378,1,malignant
9.684571,3.921911,6.645118,5.607049,3,3.302796,3,1.891712,6.058585,malignant
4,1,1,1,2,1,3,1,1,benign
2.521119,1,1,2,2,1,1,1,1,benign
9.500332,4.98961,6.842496,6.205728,7.191874,10,3,9.434838,1,malignant
1.960611,1,3.857629,6.487082,2,10,1,1,1,benign
5.047145,2.894934,4.191114,1,2,1,3,1,1,benign
3.497007,1,1,1,2,1,3,1,1,benign
7.390792,2.643683,2,1,7.068577,10,3,1,2,malignant
5.472366,1,1,1,1,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
2.517025,1,1,1,2,10,1,1,1,benign
8.944909,5.087857,5.826655,3.090388,2,10,4.530302,7.583293,4.452795,malignant
2.853023,1,1,3.176578,2,1,1,1,1,benign
5.341124,7.875775,7.404753,6.548664,7.703034,8.636352,8.084966,5.923141,1,malignant
8.936999,9.943798,9.284242,2,6.99358,10,5.283535,10,1,malignant
4,1,2.672607,1,1,1,2,1,1,benign
9.105282,9.939167,8.795724,9.612439,6.021001,10,7.47993,10,1,malignant
3.065641,2.840298,1,1,2,1,2,2.661361,1,benign
1,1,1,1,2,1,3,1,1,benign
5.443905,1,1,1,2,3.285952,2,1,1,benign
4.986345,9.655862,9.555839,9.980744,2.657689,7.076374,8.72358,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.596833,1,1,1,4.582531,1,3,1,1,benign
1.916034,1,2.908247,2,2,1,3,1,1,benign
4.869671,4.499866,5.025509,1,2,2.455687,8.784421,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.329349,2.348645,2.891923,2,3,6.69078,3,4.946425,1,malignant
5.617629,1,1,1,2,5.074077,3,1,1,benign
5.616503,1,1,1,2,1,3,1,1,benign
9.954629,10.070468,4.079221,2.920996,7.852279,7.865256,10.526293,10,1,malignant
1,9.539458,9.611781,3.270748,9.274058,2.735731,9.364126,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
9.103503,4.328889,5.860363,6.571401,5.595623,10,3.505251,2.937054,1,malignant
2.297596,1,1,1,1,1,1,1,1,benign
4.73234,1,1,1,7.230233,1,1,3.16612,1,benign
1,1,1,1,1,1,3,1,1,benign
8.994201,9.745957,8.119352,6.628922,7.206855,5.245835,7.794596,7.873445,3,malignant
5.372451,1,1,1,2,6.159373,3,1,1,benign
1,1,1,1,4.042267,1,2,1,1,benign
1.975864,1,2,1,2,1,1,1,1,benign
8.677074,7.021105,6.084673,2.69336,3,10,2,7.926515,10.449738,malignant
1,1,1,3.100983,2,3.342708,1,1,1,benign
5.242853,2.4042,1,2,4.008769,1,3,2.225527,1,benign
5.383988,2.900856,1,1,2,1,3,1,1,benign
1,2.124655,3.291072,1,2,1,1,7.801708,1,benign
1,1,1,3.466129,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,6.603769,8.891886,1,3.946097,10,6.544259,4.033309,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.558476,9.882612,10.634736,9.337089,9.402894,10,7.82741,2.266613,1,malignant
3.818558,1,1,2.814231,2,1,1,1,1,benign
9.702582,3.078943,3.142115,2,3,8.574356,1,4.810431,1,malignant
8.875969,4.066426,6.621792,1,3,10,1,4.506477,1,malignant
5.574148,1,1,1,2,1,2,1,1,benign
2.61972,1,1,1,3,1,3,2.074944,1,benign
2.564942,1,1,1,2,2.383175,3,1,1,benign
1,1,1,1,2,3.368904,2,1,1,benign
4.842318,2.022856,4.354857,2.007986,3,7.054638,4.309703,3.101553,10.282533,malignant
7.790215,3.837241,6.050583,10.063361,3,5.651127,5.786738,2.050681,1,malignant
4,1,1,1,2,2.453189,3,1,1,benign
5.149906,4.95726,5.276722,2.965254,2,10,6.003348,4.781403,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,2,2,1,1,3,1,1,benign
8.157169,9.636438,6.384052,7.562245,9.322061,10,8.095597,10,1,malignant
1.519647,1,2,1,2,1,2,1,1,benign
6.144479,2.846472,4.385229,1,4.687779,10,4.70427,1,1,malignant
2.002728,1,1,2.766502,2,1,2,1,1,benign
9.588567,1,1,1,2,1,1,1,1,benign
11.789219,4.19084,9.354746,6.196932,3,10,2,5.978322,3,malignant
2.437938,2.101596,1,2,1,1,3,1,1,benign
5.057988,9.740586,6.73781,1,8.776013,1.92891,6.790596,2.581067,1,malignant
10.055412,4.706336,6.549431,1,9.547494,2.682158,5.38172,1,2.550881,malignant
5.013126,7.625475,6.609219,10.103831,4.470847,10,3,3.839022,3,malignant
1,1,1,1,2,9.454511,3,1,1,benign
4.767509,9.611352,4.969045,6.788541,8.887521,10,7.87641,6.606539,1,malignant
2.518648,1,1,1,2,1,3,1,1,benign
5.187479,8.115264,7.158971,7.25799,4.858825,10,5.145059,6.56456,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.052497,1,1,1,2,1,2,1,1,benign
10.132248,10.055302,9.011552,2,9.327514,4.837118,8.690666,10,1,malignant
8.95605,6.117311,5.735073,2,4.469311,10,8.139576,6.532383,1,malignant
5.958749,1,1,1,2,1,2,1,1,benign
2.225291,1,1,1,2,1,4.894003,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.168868,4.276486,5.412361,1,2,1,3.176623,2.89909,1,benign
5.082701,7.113657,5.406765,7.196534,5.427435,4.920981,3.226822,7.843723,1,benign
4.93127,1,1,1,2,1,2,1,1,benign
4,1,4.173326,7.485353,2,10,4.466666,8.828501,6.499501,malignant
2.921124,1,1,1,2,1,3,1,1,benign
7.861769,5.330835,4.521065,2.605246,3.360748,6.283665,8.13807,6.108153,1,malignant
2.532851,1,3.12916,2.975409,3,1,1,1,1,benign
4.73808,1,1,1,2,1,3,1,1,benign
2.607767,1,1,1,2,1,2,1,1,benign
4.865612,10.196447,11.090487,4.427193,6.030709,10,4.933597,2.380911,9.302226,malignant
2.710618,1,1,1,2,1,1,1,1,benign
9.05831,4.448256,5.030493,3.906517,2,10,2,2.073912,9.763322,malignant
4,2.196024,2.995957,2,2,1,4.334134,1,2,benign
5.804201,3.28243,2,1,3,1,1,5.505256,1,benign
2.029977,1,1,3.325219,2,1,1,1,1,benign
5.536778,8.437618,3.432919,2,6.53163,10,6.701724,10,1,malignant
5.278139,1,1,1,2,1,1,1,1,benign
3.173458,1,1,1,3,1,3,1,1,benign
1,1,1,1,1,4.939412,1,1,1,benign
2.186512,2.248608,1,1,2,1,1,1,1,benign
2.518902,2.619243,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,2.395114,1,benign
8.161137,4.302525,2.726867,7.530044,3,8.616371,7.143209,1.954905,9.238659,malignant
9.900814,4.658937,7.271494,4.389856,4.273855,2.097053,7.998032,7.035492,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.252822,1,1,1,2,1,3,3.389817,1,benign
5.283705,2.957798,2.34521,1,2,1,7.088127,1,1,benign
4,3.453141,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
8.749976,9.540337,9.991962,6.243312,9.805474,10,7.267934,3.953781,1,malignant
1,1,1,1,2,2.135782,1,1,1,benign
6.680776,2.251679,6.451684,6.121168,5.162066,10.133661,4.482403,1,4.065189,malignant
4,3.218613,2,1,2,1,1,1,1,benign
2.739544,1,1,1,2,1,2,1,1,benign
5.402558,1,1,1,2,1,2,1,1,benign
4.791315,1,1,1,2,1,1,2.670043,1,benign
4,1,1,1,2,1,2,1,1,benign
5.338261,3.961869,9.130067,1,9.665639,3.953715,5.353188,3.22136,3,malignant
4,1,1,1,2,1,2,2.866991,1,benign
9.025501,9.754912,10.602072,10.290247,4.708944,10,9.562802,2.277882,1,malignant
3.025786,1,1,1,2,1,1,1,1,benign
2.848806,1,1,1,3,1,1,1,1,benign
8.671371,7.706992,6.62215,5.183781,3,4.984355,4.380819,10,9.732898,malignant
4.933353,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.351102,4.624619,7.12883,9.824838,2,10,2,10,1,malignant
2.462661,1,3.111827,1,2,1,1,1,1,benign
1,1,1,2.694797,2,1,3,1,1,benign
2.644592,1,1,2,2,1,2,1,1,benign
6.758602,9.265419,5.232249,2.40462,6.199903,1.809432,5.669561,1,2,malignant
5.499359,4.167595,10.653212,5.659134,9.585561,10,3.792581,2.768871,1,malignant
5.69788,7.060252,6.65011,5.938575,6.030999,8.946913,7.317692,1,1,malignant
5.835777,4.768489,5.604815,2.890741,3,3.179063,7.501276,2.686205,1,malignant
2.958592,10.11115,7.947821,9.849304,9.046749,10,3,2.622768,1,malignant
2.775287,2.476694,6.523334,2.832854,3,10,3.7805,1,1,malignant
4.502855,3.840563,5.736396,9.658208,5.258571,1,3.822899,1,1,malignant
5.142754,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.880532,8.136918,8.438438,2,3.60003,10,9.04295,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.274388,2.415414,2,2,2,1,2,1.483416,1,benign
4,1.916007,1,1,2,1,2,1,1,benign
7.212669,2.913416,3.001079,3.417359,8.804619,10,3,10,6.723096,malignant
2.470812,1,1,1,2,1,2,1,1,benign
4,6.607991,4.067632,6.897149,4.724206,5.733845,6.376716,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.865102,1,1,1,2,1,2,1,1,benign
9.496398,5.091664,11.164617,4.791417,4.087845,10,8.275938,2.038404,1,malignant
1,1,1,1,1,1,2,1,1,benign
5.148897,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,3.799095,1,2,1,3,3.080794,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.034239,2,3.141004,3,1,1,2.834436,1,benign
5.055644,6.875667,3.486181,9.954815,4.427522,1,5.964282,8.072741,1,malignant
9.212885,3.990658,6.406611,9.606692,3,1.244415,6.138126,1,6.253634,malignant
2.503723,2.391315,2,1,2,1,3,2.40712,1,benign
4.838068,1,1,3.392093,2,2.059549,2,1,1,benign
5.278008,1,1,1,2,1,2,1,1,benign
5.52299,1,1,1,2,1,2,1,1,benign
2.971174,1,2.731143,1,2,1,3,1,1,benign
1,1,1,1,2,1,5.874947,1,1,benign
7.503955,1.583018,4.175881,3.393276,7.077669,10,3,3.91082,1,malignant
1,2.724676,1,1,2,1,1,6.267536,1,benign
9.102822,7.337785,10.129018,8.467339,7.064105,1,3.6951,2.173807,6.386023,malignant
8.377556,2.5529,3.075479,1,2,4.189536,5.059576,1,1,malignant
2.967032,1,1,1,2,1,2,1,1,benign
10.137399,3.093606,3.256602,1,2,1,4.080234,5.784827,1,malignant
9.086553,9.395045,9.145655,3.523126,7.389005,1,4.105611,3.392104,2,malignant
4,1,1,1,2,1,1,1,1,benign
9.15874,4.529045,3.070007,9.97889,4.464331,10,4.374998,1,4.185125,malignant
1,1,1,1,4.795592,1,2,1,1,benign
5.277881,1.670417,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.070084,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,3.265976,2,1,1,benign
5.02318,10.303226,8.811869,6.931253,5.947847,10,8.317028,10,1,malignant
7.655253,1,3.395204,4.156394,9.291373,5.748223,4.25135,3.498969,2.412252,malignant
5.808297,1,1,1,1,1,2,1,1,benign
2.047258,1,3.231596,2,2,1,1,1,1,benign
8.1939,7.628974,7.212433,5.372673,6.430781,10,5.974041,6.835724,3,malignant
5.047407,7.484949,8.795089,6.324263,3.867176,10,3,5.928179,3,malignant
9.004087,9.537827,9.367779,7.550676,7.821916,8.450797,3,2.193296,1,malignant
1,1,1,1,4.157945,1,1,1,1,benign
5.169057,2.498799,3.511953,3.097223,3,7.530545,8.929483,5.956801,1,malignant
5.282408,1,1,1,2,1,4.525564,2.381664,1,benign
8.001709,6.031247,6.201048,7.023684,9.272878,10,3,8.188826,2,malignant
4,1,1,3.307599,2,3.320605,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.463664,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,3.089157,2,1,1,6.691718,2,1,1,benign
2.208651,2.314956,1,2,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.807507,6.162348,7.13859,3.414985,2,1,8.562447,8.28737,1,malignant
5.260993,1,4.149505,1,2,1,1,1,1,benign
9.655502,6.331252,6.706094,10.210861,3,2.587344,4.914353,1,1,malignant
2.913932,2.324338,1,1,2,1,3,1,1,benign
9.724632,7.42072,8.929877,9.805686,4.876441,10,5.064236,8.664706,3,malignant
8.926746,1,3.379569,1,5.48888,2.307233,2,7.84326,1,malignant
4.712859,1,1,1,2,1,2,1,1,benign
8.130263,9.98731,2.46645,1,10.031584,3.853712,8.468374,10,3.389407,malignant
1,1,1,1,2,1,1,1,1,benign
2.981334,1,1,1,1,1,2,1,1,benign
3.314816,1,1,1,3,1,1,1,1,benign
4,5.013855,4.834641,3.130655,2,3.455397,6.997071,4.509166,1,malignant
4.126742,1,1,3.690978,2,1,3,1,1,benign
4,3.256695,2,1,2,1,4.802847,8.422799,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.988857,1,1,1,1,1,2,1,11.120742,benign
3.148533,3.394639,3.216867,9.94446,2,1,3,2.259679,1,benign
5.285089,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,2.165387,1,benign
2.446372,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.953108,6.981296,7.06597,9.626675,4.305066,1.878703,1,10,3.246155,malignant
1,1,1,1,2,0.799052,1,1,2,benign
2.756447,1,1,1,2,1,1,1,1,benign
1.928884,1,1,1,2,1,2,1,1,benign
4.885093,9.878601,9.633053,7.080264,8.009438,10,6.909627,10,2,malignant
10.853032,10.097927,9.534453,9.744945,7.068558,10,7.972979,4.337778,1,malignant
8.912216,3.794511,3.381112,3.450598,3,9.918227,4.601112,8.848286,2,malignant
1,10.131553,5.49272,5.219106,4.460129,1,3,3.526887,1,benign
8.285647,7.192745,10.377438,2,2,10,8.085986,1,1,malignant
5.03015,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.736189,1,1,1,2,1,2,1,1,benign
5.16944,1,2,1,2,1,2,1,1,benign
9.206946,1,1,1,2,1,2,1,1,benign
1,1,1,3.81924,2,1,1,1,1,benign
10.145262,1,1,1,2,1,2,1,1,benign
10.150189,4.113441,6.540329,5.11464,3,7.687402,3.99956,1,1,malignant
2.523705,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.394358,9.924602,9.937878,8.092834,4.666587,6.25249,6.750107,8.433685,4.06638,malignant
2.797355,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.830497,2,1,3,1,1,benign
7.637812,8.243716,7.030492,6.147311,7.376437,10,9.566131,10,1,malignant
8.763652,5.196341,3.406234,3.391536,2,10,5.046459,5.487304,2,malignant
8.53248,4.56973,3.51121,4.022503,4.366652,10,5.873125,1.815324,1,malignant
6.320741,2.652554,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.671329,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.217394,1,1,1,2,1,2,1,1,benign
9.555942,9.935068,9.611151,9.688051,3.179121,10,4.736242,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.207551,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.264377,1,3.374924,1,1,1,3,1,1,benign
4.857286,3.123621,3.103179,3.634268,1,2.68281,3,1,1,malignant
5.219232,9.787833,8.669889,7.813362,7.740027,10.556604,7.773172,2.195538,1,malignant
1,2.776362,2,3.064087,4.488443,1,6.010672,1,1,benign
1,1,3.717665,1,2,1,2,1,1,benign
5.255042,1,1,1,2,1,3,1,3,benign
10.340822,10.348274,9.325347,1,8.536471,4.769436,8.07822,10,3,malignant
5.238818,2.048643,3.650517,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
6.880102,4.016217,5.210637,10.194956,6.202142,10,5.491614,3.392036,2,malignant
4.719559,8.069965,8.978946,2,10.043112,10,4.255133,4.047839,1,malignant
7.79015,4.088837,9.707376,2.972755,3,10,7.609724,2.115631,1,malignant
10.11199,6.803304,3.446635,2,10.547059,10,7.003028,1.950778,3,malignant
6.430864,6.947852,5.399029,10.336605,4.160187,10,7.521464,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.55505,6.888725,8.938446,2,2,10,3,7.246781,1,malignant
4.738805,1,1,2,2,1,1,1,3,benign
4.714888,1,1,1,2,1,3,1,1,benign
2.506578,2.643163,1,1,4.745042,1,2,1,1,benign
8.713889,1.91746,3.39441,1,5.970976,1.619438,3.802393,2.994636,1,malignant
4.838485,4.582862,6.253076,5.532367,4.97173,10,7.715371,7.121937,9.038831,malignant
3.032427,1,1,1,2,1,3,1,1,benign
7.755046,4.307416,3.918986,2,3,10,2,1,1,malignant
4,4.582683,3.095769,4.587001,4.047554,1,9.116883,3.104535,1,malignant
2.645975,1,1,1,2,1,2,1,1,benign
9.189902,4.213084,9.10132,7.141103,4.145479,4.580876,3.933626,2.872859,1,malignant
4,1,3.563489,1,1,1,1,1,1,benign
2.527623,2.730881,1,1,2,1,1,2.171243,1,benign
3.048354,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,4.066387,1,3,1,3,1,1,benign
1,2.345849,2,2,2,1,3,2.727122,1,benign
9.374867,7.221952,8.189481,9.377709,3.997397,10,4.546913,7.593382,5.148526,malignant
2.403144,1,1,1,2,1,1,1,1,benign
9.645691,3.801751,5.029645,5.380032,3,2.292235,6.899097,1,4.779291,malignant
4,2.697364,2,2.862084,2,1,4.05503,5.736994,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,6.445559,1,1,1,benign
5.043391,6.245089,7.737534,3.397513,3,4.806923,1,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.26583,2.436229,3.243251,1,2,3.862294,6.455708,1,1,benign
1,1,1,3.228261,2,1,1,1,1,benign
4.787005,9.836928,8.252649,3.29059,3.514708,1,5.072398,10,1,malignant
2.487586,1,1,4.122109,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.978293,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,7.262918,1,benign
2.956361,1,1,1,3,1,3,1,1,benign
4.778207,1,1,1,2,1,3,1,1,benign
2.707396,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,3,2.378749,1,benign
4.914606,1,1,1,2,1,3,1,1,benign
5.283188,10.057321,3.881188,5.714196,3.957165,7.939583,5.658756,6.302962,2,malignant
2.762202,1,1,1,2,1,1,1,1,benign
5.809789,1,2,1,2,1,1,1,1,benign
5.011191,6.603489,2,3.196737,2,2.333054,8.860971,10,3,malignant
6.632452,7.085831,3.234972,5.494268,1,2.149225,6.965001,9.386922,9.723305,malignant
2.810755,4.441595,7.679692,1,2,2.609215,8.071239,2.398805,1,malignant
4.082878,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,2.111403,1,benign
1,1,1,2,2,3.287088,2,1,1,benign
4,3.05673,4.132421,1,2,1,3,1,1,benign
10.213472,5.941771,6.487764,1,4.945413,1,3,4.299731,1,malignant
1,1,1,1,2,1,2,1,1,benign
6.887138,9.39354,3.675419,9.666632,7.549166,10,9.737759,10,3,malignant
2.459134,1,1,1,1,1,1,1,1,benign
7.555598,10.470721,10.374082,6.983458,5.130023,7.166773,2,10,3,malignant
7.944411,5.090807,6.100106,2,5.152554,10,5.133712,9.023628,2,malignant
4,3.281694,6.153353,3.422103,3.608079,6.372837,3,1,3,malignant
7.608004,7.166376,6.503302,9.683654,3,7.832226,7.626076,1,1,malignant
4.66421,4.487456,6.590873,10.352854,7.23731,10,7.341457,5.378222,1,malignant
2.405286,6.770208,6.678756,9.995638,7.452032,10,4.03299,8.309877,11.60627,malignant
1,1,1,1,2,1,2,1,1,benign
3.036756,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
5.021365,10.322015,9.427642,7.588493,8.047223,10,7.702311,1,2,malignant
10.345261,10.040176,9.481796,9.738415,2,3.207611,8.641137,2.793659,2,malignant
2.236117,1,1,1,2,3.052553,1,1,1,benign
4,2.189224,6.458744,1,2,1,2,5.08902,1,benign
5.077807,2.998051,2,3.437397,4.610832,7.819076,4.712025,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.106396,7.118226,9.444083,1,3,2.882782,3,9.306728,3,malignant
10.991761,3.746435,6.030488,9.049813,5.022331,10,5.029472,3.274906,1,malignant
4,1,1,2,2,3.254213,2,1,1,benign
4,4.551891,3.726423,10.188481,4.449548,10,7.739888,2.120865,7.292739,malignant
9.133513,9.682452,10.973921,5.036093,6.377619,10,9.909101,10,1,malignant
1,1,1,2,2,1,3,1,1,benign
2.924386,2.583392,2,1,1,1,1,2.550387,1,benign
4.746463,9.846515,10.484992,7.129121,8.698567,6.746144,3.9186,10,1,malignant
9.397923,9.97779,8.492386,1,7.760275,1,8.530475,6.201904,1,malignant
4.570837,1,1,1,2,1,3,1,1,benign
3.196833,1,1,1,2,1,2,1,1,benign
1,4.767938,6.467547,5.756271,4.027701,6.237153,8.881367,7.415743,1,benign
4,1,1,1,2,1,2,1,1,benign
9.178396,9.924072,8.776095,9.519251,4.597236,10,9.874849,7.965901,8.147557,malignant
4,1,1,1,2,1,1,1,1,benign
4.948347,10.172982,2.897543,2.685786,7.360649,6.626041,8.79793,8.828119,1,malignant
4,1,1,1,2,1,1,6.742577,1,benign
1,1,1,2,2,1,3,1,1,benign
4,4.120602,3.757041,9.703405,4.632916,5.578735,4.479467,2.629408,1,malignant
2.333463,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,2.55015,2,1,3,5.706954,3,1,1,benign
5.534636,1,1,1,2,1,3,1,1,benign
4.92909,1.765872,2,1,3,1,2,1,1,benign
6.646733,5.016244,8.570944,9.716094,2,10,5.356714,1,2,malignant
1,2.903676,2.310313,4.542946,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.091264,7.803131,3.6734,3.590797,4.673577,5.903017,7.316443,6.905213,2,malignant
5.045492,1,1,1,2,1,1,1,1,benign
1,2.747503,2,1,2,1,3,5.520686,1,benign
1,1,1,1,2,2.35801,3,1,1,benign
1.967155,1,2,1,3,4.286807,1,1,1,benign
5.729215,1,1,1,2,1,1,1,1,benign
10.12177,9.612582,9.615449,5.739223,7.113173,7.842738,8.243838,10,3,malignant
1,2.303119,1,1,2,1,3,1,2,benign
4,1,1,1,2,3.828519,2,1,1,benign
7.992099,10.016687,9.788993,6.724772,5.172719,10,3,9.910281,5.909155,malignant
5.695546,1,1,1,2,1,1,1,1,benign
8.371872,3.744923,5.777582,5.927666,4.480214,10,5.074849,7.812685,1,malignant
9.121803,5.862494,9.660606,3.000253,7.400203,1,3.815707,7.975435,1,malignant
2.694376,1,1,1,2,1,1,1,1,benign
4,4.41214,7.605434,3.254266,8.909088,3.978132,4.588572,2.49334,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2.929678,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,2.577349,3,1,2,2.534757,1,benign
5.409999,1,2,1,2,3.035717,1,2.69558,1,benign
1,1.773794,2,2,2,1,1,1,1,benign
1,2.508554,3.645089,1,2,1,3,1,1,benign
5.006533,10.333767,7.816603,6.39666,4.092582,5.788786,7.764686,10,1,malignant
8.693121,10.178794,9.407319,1,8.42045,1,7.268054,10,2,malignant
1,1,1,1,1,1,1,1,1,benign
2.778946,1,1,1,2,1,2,1,1,benign
5.481106,1,4.23222,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.848762,5.141143,3.180217,9.93872,5.036828,10,4.522055,8.14775,1,malignant
5.746218,6.979488,3.872532,10.131414,8.186159,10,7.409389,1,1,malignant
7.927899,6.668078,7.12874,4.957221,2.566727,10,7.547545,10,2,malignant
9.472711,8.672113,8.980163,9.888671,5.455583,10,8.945893,4.060737,3.547338,malignant
8.173645,5.552368,6.919738,3.189375,3,10,8.718186,1,1,malignant
5.223923,9.724287,8.801267,6.375022,4.058322,10,4.165631,3.46765,1,benign
7.77389,1,1,1,1,1,2,1,1,benign
5.68373,3.027904,2,1,2,1,6.916662,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.566669,3.184385,10.017322,3,10,3.796392,10,1,malignant
7.631291,6.168977,6.163736,7.570486,4.42366,8.937184,3,5.655802,1,malignant
8.500707,4.921287,6.145421,5.949625,3.935862,10,8.179907,1.82778,3,malignant
5.607473,1,1,3.562814,2,1,3,1,1,benign
6.04356,1,1,1,2,1,2,1,1,benign
2.706959,1,1,3.070182,2,1.498032,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.43352,5.741411,8.635313,3.120146,6.360601,7.767263,7.928541,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,5.205693,11.265788,1,1,1,4.183708,2.318073,1,benign
9.555658,6.451068,6.611763,2.352364,4.917349,5.823922,3,4.934677,1,malignant
1.925839,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.078955,6.156699,10.100691,6.91616,3.656527,10,4.862463,1,2,malignant
3.053471,2.717093,1,2,2,1,1,1,2,benign
3.174582,1,1,1,2,1,3,1,1,benign
9.682053,4.955744,5.343091,9.917718,5.116517,10,8.623505,7.620564,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.895966,9.891069,10.08114,5.396683,7.759903,1,7.043688,1,7.840557,malignant
7.564783,7.732394,3.958497,2.576279,3.853057,10,5.117819,1,10.023558,malignant
5.002904,3.955675,3.291293,2.56295,2,10,7.557365,2.333099,1,malignant
5.873609,1,2,1,2,1,1,1,1,benign
3.127773,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.864368,5.066303,6.316699,9.645147,3.858273,10,3,7.293128,9.461985,malignant
5.103549,1,1,1,1,1,3,1,1,benign
3.451502,1,1,1,2,1,1,1,1,benign
4,1,2.947664,3.580738,2,1,3,1,1,benign
2.89374,1,1,1,2,1,3,1,1,benign
4.706657,1,1,1,2,1,1,1,1,benign
2.624597,4.954633,2.43163,1,9.459099,1,3,4.982541,1,benign
1,1,1,1,2,1,2,1,1,benign
5.097313,3.052848,3.979819,1,4.727378,2.836587,3,4.380444,1,malignant
4,1,1,1,2,1,1,1,1,benign
7.592351,4.171471,4.380579,7.100752,9.297324,10,7.292407,2.23251,2,malignant
9.871216,10.155864,9.472238,9.451304,5.570562,1,7.219379,7.792722,3,malignant
5.349114,1,1,1,2,1,2,1,1,benign
4.526201,5.057859,5.877772,6.941407,3,10,4.831234,10,3.789565,malignant
1,1,1,1,2,1,3,1,1,benign
5.05367,1,1,1,2,2.429977,1,1,1,benign
4.716962,4.200413,3.157461,3.452294,5.057312,1,4.329687,2.90614,3,malignant
7.30737,9.682213,8.26259,9.91219,8.073644,10,6.934556,10,9.719518,malignant
1.738163,3.255991,2,1,2,1,3,1,1,benign
1,1.908198,2,5.106671,2,1,1,1,1,benign
4.819243,1,2,1,2,1,2,3.139886,1,benign
9.139554,5.088988,5.676121,10.437876,3,10,3,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.233134,1,1,1,2,1,1,1,1,benign
5.634087,4.083666,9.611669,1,7.664627,2.646228,7.37543,10,3,malignant
2.615446,4.230855,2.698163,1,5.463025,1,3,2.392526,1,benign
10.027955,3.346643,3.28769,2.496774,6.972624,4.026556,3,1,11.310481,malignant
5.124558,4.583257,5.791378,10.024237,4.237268,10,4.693391,5.068861,3.849738,malignant
2.29462,1,1,1,2,1,1,1,1,benign
5.301677,4.754595,3.461505,9.769218,2,10,7.142297,5.120541,2.557278,malignant
4,10.079858,9.192432,9.888024,3,10,2,10,5.908421,malignant
1,1,1,7.800681,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.719103,4.714738,3.846269,9.899017,3.988136,10,6.53925,0.874868,8.281536,malignant
9.589133,1,3.671599,1,2,10,6.656329,8.078792,1,malignant
8.92072,1,1,1,2,1,1,1,1,benign
3.028789,7.972188,3.501256,7.568664,4.236729,7.516239,5.135785,5.218801,3,malignant
2.1162,1,1,1,2,1,2,1,1,benign
1,4.633525,5.968393,1,2,1.996053,3,4.890064,1,malignant
2.681078,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,2.9231,1,1,1,benign
4,7.959223,8.711134,2,6.847703,10,7.767766,10,2.551953,malignant
10.205035,3.808912,5.130175,3.573415,8.858165,5.962444,8.950639,10,1,malignant
5.311932,1,2,1,3,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.717584,6.966128,6.482847,1,6.899907,10,8.157638,10,7.959403,malignant
6.436361,10.320413,10.220691,10.112882,7.004448,10,3.794451,2.398779,1,malignant
4,2.197756,9.453948,1,3,1,8.066312,5.548627,1,malignant
5.092789,2.094345,6.617009,3.518367,3,1,1,2.071012,2,malignant
9.414802,4.267672,4.822301,2.797434,3,10,3,1,8.044852,malignant
8.332789,7.515796,9.347525,3.140772,4.187383,2.220137,10.59273,7.53791,2,malignant
4.550724,1,1,1,2,1,1,3.513679,1,benign
9.698028,6.866948,11.241332,5.283099,7.55136,10,7.475641,4.749043,1,malignant
7.352204,9.51143,8.8536,5.5179,6.444954,10,6.043149,7.808374,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.176863,3.009926,5.592206,1,4.328458,10,4.70376,1,1,malignant
8.620367,3.700393,7.688009,10.036751,4.59219,10,5.278368,1,4.784729,malignant
1,1,1,1,1,1,1,1,1,benign
7.71382,10.400334,2,9.226481,4.932325,10,7.004699,1,3,malignant
4,10.098937,10.361546,3.402408,3,9.767476,5.501951,10,1,malignant
5.816896,2.058005,2.893539,1,3.967089,7.208315,4.19794,4.472553,1,malignant
5.315411,6.844912,3.103322,9.698245,4.196989,10,2,8.259098,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.616924,2.483405,1,1,2,1,3,1,1,benign
1,1,2.281835,1,2,1,3,1,1,benign
10.073702,6.13273,10.005726,4.228825,8.187997,7.740272,4.730272,10,3,malignant
9.336535,9.985262,10.806715,3.220168,6.768279,7.281911,6.32113,10,1,malignant
3.398473,2.127785,2.331486,1,2,1,1,2.664715,1,benign
2.628422,1,1,1,2,1,2,1,1,benign
8.312672,9.752457,8.026036,1,8.050468,2.516375,9.039279,10,3,malignant
5.226073,3.143632,2,2,3,1,2,1,1,benign
7.98484,6.072588,9.205174,3.528356,10.867143,10,2.582067,1,1,malignant
5.29866,7.612494,9.571904,7.774397,4.284126,1.557531,9.067013,4.638991,3.163146,malignant
1,1,1,2,2,1,2,1,1,benign
2.47099,1.999129,2,1,2,1,2,1,1,benign
5.186715,1,1,1,2,1,3,1,1,benign
10.020746,4.467553,7.59465,9.858415,2,1,4.567294,2.63233,1,malignant
2.459486,4.039584,6.781806,5.418459,2,10,5.235496,8.762781,1,benign
9.339664,2.348341,9.366472,1,4.73763,3.700233,7.876391,5.445044,3,malignant
4,1,3.176438,1,2,1,2,1,1,benign
9.002322,7.610907,9.758046,1,9.06084,10,5.911864,7.583855,3,malignant
5.561883,6.236816,9.241742,4.362752,5.505845,6.983227,3,7.889601,4.037275,malignant
4,1.791963,2,1,3,1,3,1,1,benign
4.705112,8.063264,4.770858,9.98971,4.092563,10,7.262953,1,3,malignant
9.744424,6.995608,9.49956,6.687583,4.634252,1.416911,7.632327,4.836944,3,malignant
5.542959,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,9.394931,9.085429,9.630964,6.437442,10,8.449507,2.726973,1,malignant
2.740813,1,1,1,2,6.32046,3,1,1,benign
10.26639,10.18511,10.39306,9.93074,8.270682,8.477936,2,10,1,malignant
4.879953,7.345649,9.812833,2,4.097735,4.71415,3,10,1,malignant
2.935905,2.124717,3.560353,3.342752,2,10,5.670682,8.57238,4.680249,malignant
2.655917,1,1,1,2,1,2,1,1,benign
1,1,2,1,1,1,3,1,1,benign
7.471842,5.538451,6.375665,7.756666,4.212676,10,3,5.977947,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.597327,1,1,1,2,1,3,1,1,benign
9.649949,10.282482,8.541382,7.198107,9.664474,10,8.596649,3.328417,4.708673,malignant
3.246863,2.74145,2,1,2,1,3,1,1,benign
3.034716,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,2.303303,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.055464,9.774278,9.934457,6.272351,3,10,3,3.420453,1,malignant
3.195158,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.940321,6.222878,5.844059,3.942634,7.841361,10,6.599385,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.331634,1,1,2,2,1,1,1,1,benign
5.268441,1,1,1,2,1,1,1,1,benign
2.991693,9.899773,10.182078,6.819222,8.31816,2.291462,7.907942,10,10.128987,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,6.546972,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.975989,9.893226,8.213652,9.359548,7.01885,10,8.672921,7.306026,5.188142,malignant
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.044659,1,1,1,2,1,1,1,1,benign
1,2.872078,2,3.583892,2,1,3,1,1,benign
2.28979,1,2,1,2,1,1,1,1,benign
7.564823,4.697232,3.056014,9.686201,4.635993,10,9.334043,4.769027,1,malignant
8.516392,4.420577,4.044772,9.419986,3,10,2,5.197753,6.124971,malignant
1,1,1,1,2,1,1,1,1,benign
8.436722,9.744709,9.246308,7.630459,7.656855,10,8.937726,2.937753,8.951537,malignant
4.862801,2.825987,2,1,2,1,1,2.047018,1,benign
5.46881,4.300134,5.487019,9.564591,4.576798,10,3.496066,1,3,malignant
1,1,2,1,2,1,2,1,1,benign
4.974001,9.459508,9.178521,6.865925,7.024778,10,5.788468,10,1,malignant
1,1,1,3.915295,2,1,2,2.649104,1,benign
9.746967,7.492271,3.258058,2.962696,4.646891,7.271936,9.807223,1,1,malignant
5.379156,1.970147,4.31205,2,2,1,3,1,1,benign
5.065771,1,4.038888,1,2,1,2,1,3,benign
7.235452,10.197395,10.247269,1,5.349311,3.160666,6.497548,7.518759,1,malignant
4,4.275482,6.855042,1,5.437177,10,6.465262,1,3,malignant
2.620747,2.670146,2,3.515613,2,1,1,1,1,benign
1,2.093416,3.356243,1,2,1,5.024656,1,1,benign
5.183079,1,1,1,1,1,2,1,1,benign
6.883134,3.705564,5.843674,5.573331,3,10,3,5.821987,1,malignant
4.818114,1,1,2.731282,3,7.598433,3,1,1,benign
1,1,2,1,2,8.269846,2,1,1,benign
5.387004,10.107675,8.394525,9.556929,6.656413,1,6.717396,2.538847,1,malignant
8.904563,10.081703,8.93026,9.61513,4.617622,10,8.501386,10,1,malignant
4.678421,1,1,1,2,1,2,1,1,benign
4.939165,9.979702,2,6.392756,10.622271,10,4.571941,8.741763,3,malignant
3.016383,1,1,1,2,1,2,1,1,benign
8.637653,8.926453,9.031606,3.575412,8.574035,10,2,4.692448,5.810277,malignant
10.413141,6.746286,5.615268,4.081651,6.724015,6.928226,7.268764,1,1,malignant
9.037071,9.768464,10.280439,6.149125,7.783913,6.101795,6.341582,4.615722,1,malignant
2.076205,9.913565,9.420868,10.399976,10.380995,10,5.191554,2.033873,1,malignant
5.054305,1,1,1,2,1,2,1,1,benign
5.267864,6.775066,4.757776,5.678543,9.700495,10,3,10,3,malignant
1,1,4.270469,1,2,1,3,1,1,benign
8.418996,7.35738,8.895748,7.094222,6.151351,10,3.777648,10,3,malignant
4.982022,1,1,1,2,1,2,1,1,benign
2.55958,4.208101,4.428635,1,3,1,6.962001,9.858113,2,malignant
1,1,1,1,2,1,1,1,1,benign
8.873166,4.574863,6.5107,3.973141,2,8.06069,8.179062,1,5.079345,malignant
2.572801,6.935932,8.536757,9.742538,7.551499,1,3,6.749748,1,benign
1,2.884523,2,1,2,1,3,1,10.225248,benign
5.179428,1,2.783717,1,2,1,3,1,1,benign
2.019875,1,1,1,2,1,5.463739,1,1,benign
2.378402,3.064607,6.273863,1,3,2.540172,4.307804,10,1,malignant
5.93575,1,1,1,2,1,2,1,1,benign
9.602364,7.270373,7.995899,2,2,10,6.915833,7.567263,1,malignant
4,1,1,1,2,1,2,2.753099,2,benign
1,1,1,1,2,1,3,1,1,benign
3.070531,6.956956,7.011842,1,3.690578,2.441819,9.006049,10,6.511122,malignant
9.636177,1,1,6.307963,1,10,2,10,9.176544,malignant
7.398832,6.036479,8.055575,9.597384,5.043933,10,8.849975,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
10.138426,2.790412,3.378119,6.361662,3,5.300368,3,1.696905,9.019734,malignant
6.014894,2.949628,6.921212,1,3.565463,1,4.356196,2.007531,8.684454,malignant
1.736383,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.958399,2.885613,2,1,3,1,3,10,3,malignant
4.606188,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,3.688447,3,1,1,benign
3.385137,1,1,1,2,1,2,1,1,benign
2.68752,1,1,1,2,1,1,1,1,benign
4.924028,2.059097,2,1,7.369282,1,3,7.536934,1,benign
8.115582,10.150288,8.888492,7.370836,4.258757,6.985936,4.748157,2.452129,1,malignant
2.743196,1,1,1,2,1,2,1,1,benign
9.450325,4.404579,5.850693,6.946314,3.557069,6.743935,5.879177,1,9.026487,malignant
2.724185,1,1,1,2,1,2,1,9.562972,benign
1,1,1,1,4.129541,1,1,1,1,benign
5.635532,1,1,1,4.397279,1,1,1,1,benign
4.645983,3.544875,3.523634,2,6.155334,1,3,4.280263,1,benign
7.499615,4.205075,5.533209,10.042823,8.125993,10,3,4.746755,1,malignant
2.954243,1,1,1,2,1,2,3.448896,1,benign
4,2.759423,3.927307,2,3,10,1,10,1,malignant
2.258171,1,1,1,3,1,2,1,4.33616,benign
1,1.489673,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.186392,1,1,1,2,1,2,3.136319,1,benign
1,1,1,1,2,1,3,3.143568,1,benign
9.659984,3.523018,7.717572,3.355236,3.459636,8.067035,5.31057,7.565159,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.268411,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
2.839685,1,1,1,2,1,2,1,1,benign
2.600571,1,1,1,2,1,1,1,1,benign
4,1,1,8.061471,3,1,3,1,1,benign
4.227638,2.537714,2,1,2,1,1,2.444707,1,benign
1,1,1,1,2,1,2,1,1,benign
7.089002,4.517707,6.532559,8.409941,2,10,7.586327,8.591303,1,malignant
2.087635,3.001934,3.935952,3.213103,2,10,1,1,9.205445,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.372182,5.066342,7.654992,10.513146,5.638662,1,8.170931,10,1,malignant
4,1,1,2,2,1,3,1,1,benign
5.129942,1,1,1,1,1,2,1,1,benign
9.607885,6.6415,5.395745,10.087755,2,10,4.680051,1.608117,1,malignant
1,2.769057,1,3.460652,2,1,1,1,1,benign
5.031403,1,1,1,2,1,3,1,1,benign
5.002506,1,1,1,2,1,2,1,1,benign
3.05799,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.447724,7.414626,5.665274,2.957872,3,10,6.627957,10,1,malignant
10.165795,9.838637,8.501451,1,9.740525,7.007255,9.079328,10,1,malignant
4,9.49695,9.597254,6.56825,7.122639,10,4.548026,10,1,malignant
2.592124,1,1,1,2,1,3,1,1,benign
8.862137,5.691311,5.357554,4.597521,8.683148,9.760609,3.218026,10,1,malignant
9.688657,4.363489,6.47132,7.174258,4.503058,4.565157,3.868029,1.87462,2,malignant
2.644549,1,2.85755,1,2,1,1,1.748082,1,benign
5.022942,9.498389,3.081938,6.229449,6.24546,10,3,2.691659,1,malignant
2.358076,3.25202,3.397197,9.913068,4.427069,10,6.80237,4.968654,1,malignant
2.555543,1,1,1,2,1,2,1,1,benign
3.160003,1,1,2.421848,2,1,1,1,1,benign
9.776265,2.093367,5.629835,1,5.161147,10,3,5.660009,1,malignant
7.839033,2.581618,2,1,8.122651,2.834265,5.026244,10,4.06699,malignant
5.761469,1,1,1,2,1,1,1,1,benign
7.704936,4.4879,4.057426,6.866331,9.31324,7.104283,7.909453,7.68262,5.221247,malignant
1.777614,1,1,1,2,1,3,1,1,benign
5.705522,2.667475,1,2,2,4.224208,2,1,1,benign
5.071616,4.466448,5.443696,4.118445,2,7.600756,8.301458,3.115406,10.299252,malignant
1,3.590067,1,1,6.025415,1,5.113108,2.383486,1,benign
1,9.878584,6.691649,10.504682,4.94824,10,8.925398,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
8.044654,7.360763,5.445898,2,7.936673,10,3,7.718402,2,malignant
5.256835,6.110023,8.448937,2.870816,8.565218,10,4.479065,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.712269,4.021923,3.844626,7.248038,3,10,2,8.165179,1,malignant
4,1,1,1,2,1,3,1,1,benign
1.783116,1,1,2,2,1,1,1,1,benign
2.787261,4.392076,3.521415,2,2,1,4.316763,6.893805,1,benign
3.691082,1,1,1,2,1,1,1,1,benign
10.387067,4.556586,3.406096,5.38438,3,8.952632,3,2.136881,6.515545,malignant
5.650108,1,1,1,2,1,3,1.830825,1,benign
2.800986,9.589029,8.482598,9.693735,4.566846,10,8.42671,10,2,malignant
4,1,1,1,2,1,1,1,1,benign
4.808578,10.102053,8.653716,2,7.393701,2.357762,9.08501,2.233348,5.594674,malignant
10.097051,9.839303,9.041755,4.26672,7.481695,10,7.956064,10,1,malignant
8.10116,5.459192,6.065961,9.388408,4.376298,10,5.621507,2.372011,2,malignant
5.15041,10.11388,3.103532,10.135804,4.741616,10,7.290176,3.887576,2,malignant
1,1,1,1,2,10,2,1,1,benign
1,2.666153,1,2,2,1,7.113069,2.122516,1,benign
2.824839,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.457347,1,1,1,benign
9.918039,3.106236,3.985145,3.780994,3,7.016832,4.670767,4.060057,3,malignant
5.443123,1,1,1,2,1,3,1,1,benign
7.610932,4.090453,8.028492,5.446671,3.616367,5.834358,4.29798,10,3,malignant
3.358507,1,1,1,2,1,2,1,1,benign
5.393952,6.105953,8.531281,6.017987,4.02478,5.115755,3,4.758362,1,malignant
2.549072,1,1,1,3,1,2,2.484473,1,benign
5.247824,1,4.258283,1,2,1,2,1,1,benign
4.959025,1,1,1,2,1,2,1,1,benign
9.215591,7.304236,9.047728,5.007494,8.294882,10,7.894384,10,1,malignant
4,1,2,2,1,1,3,1,1,benign
3.473489,2.691665,3.645068,1,2,1,3,1.98886,1,benign
1,2.715551,3.399275,3.256469,2,3.30552,2,2.612171,1,benign
4,1,1,1,2,1,1,2.396939,1,benign
5.107546,1,1,2,2,6.718433,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.906201,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,7.455832,1,benign
5.193838,1,1,1,2,1,3,6.350593,1,benign
5.489434,1,1,1,2,1,1,1,1,benign
2.1017,2.510836,1,1,2,1,3,1,1,benign
1,1,2,1,6.519192,4.522083,2,1,1,benign
2.749687,3.027611,1,1,7.002564,1,1,1.714588,1,benign
1,1,1,1,1,1,1,1,1,benign
8.33122,7.883612,5.15925,2,8.497265,1.940902,7.168251,4.898867,1,malignant
2.424102,1,1,1,2,1,2,1,1,benign
7.267303,3.707515,6.252614,3.463137,3.698975,5.442948,7.235945,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.739104,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.238428,6.395742,3.459519,3.162733,3.887079,3.592435,6.185099,10,1,malignant
4,4.395332,4.510049,3.873238,6.03445,1,4.906564,5.763927,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.379835,1,1,2,2,1,3,2.205112,1,benign
4,1,1,1,2,1,1,1,1,benign
5.068595,10.034625,3.121766,2,4.58597,3.604275,1,1,1,benign
5.304094,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,1,1,1,benign
2.776201,1,1,1,2,1,2,1,1,benign
11.084962,10.238775,5.013442,10.091179,7.441502,10,7.873838,8.846177,2,malignant
1,1,1,1,2,1,3,1,2,benign
2.408216,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.834712,1,3.654202,1,2,1,2,1,1,benign
3.209438,3.216496,3.731278,2,2,3.134538,2,1,1,benign
9.984549,10.128888,9.813662,10.014249,8.643836,10,3.714061,8.889102,5.97285,malignant
5.126404,7.23851,9.183208,3.803949,2,4.911387,3,8.223985,1,malignant
10.643812,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.934699,9.546805,7.904787,6.727795,7.201951,2.150984,8.36635,5.116883,7.00544,malignant
2.708502,1,1,1,2,1,2,1,1,benign
3.084293,4.392336,3.286711,5.525772,9.058263,6.562276,2,5.348115,1,benign
1,1,1,1,2,1,1,1,1,benign
5.560273,4.21594,5.33302,2,4.63469,10,2,8.906803,2,malignant
8.874126,5.935945,3.475033,3.429227,4.826663,9.350127,2,10,1,malignant
4,3.089079,8.132559,1,3.808132,10,1,2.714448,1,malignant
1,2.951701,2,1,2,1,1,1,1,benign
2.257921,1,1,1,2,1,3,1,1,benign
10.433578,3.622489,2.482836,9.765361,5.188849,10,8.172106,4.54361,1,malignant
10.17694,5.972045,8.262587,7.715014,4.355882,10,3,4.227048,1,malignant
5.027901,3.91152,3.305357,7.867758,9.268703,10,7.64089,3.011695,3,malignant
3.59452,1,1,1,2,1,3,1,1,benign
4.87967,4.746699,4.609172,1,8.047151,1,7.059332,2.595961,1,malignant
3.160295,1,2,1,2,1,2,1,1,benign
8.055745,1,3.496254,10.10488,2,3.247516,5.007734,2.057225,2,malignant
1,1,1,1,2,1,3,1,1,benign
4.911369,1,1,1,2,1,3,1,1,benign
3.447522,4.140718,10.021409,2,5.286728,10,4.685761,4.600359,3,malignant
2.858848,3.83086,3.939958,2.330159,7.321162,1,9.353405,2.397568,1,benign
1,3.28307,2,2,2,1,1,2.4266,1,benign
3.097215,1,2,1,2,1,2,1,1,benign
2.480276,1,1,1,2,1,2,3.161259,1,benign
5.539951,7.940535,8.558632,3.320407,5.903018,5.899987,6.069681,1,1,malignant
9.298072,3.633362,5.330284,2,3.853882,6.20692,8.875761,6.345682,1,malignant
2.638624,1,1,1,2,1,1,1,1,benign
2.680227,2.190952,4.356852,1,2,1,3,2.175713,1,benign
1,1,1,1,2,1,2,1,1,benign
2.721136,1,1,1,1,1,1,1,1,benign
8.683187,9.728502,9.657921,1,10.6345,5.930115,7.00735,10,3,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.991478,10.066435,9.741593,10.065664,9.497533,10,7.149839,10,2,malignant
10.282561,7.139823,6.374329,2,7.445323,10,6.884227,1.845296,1,malignant
7.75265,4.14909,6.104205,5.865072,4.218626,1.199814,8.091182,2.613718,1,malignant
8.103509,4.001895,1,10.325723,7.912517,1,4.942786,8.069132,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.12078,3.416503,4.138904,2,1,1,2,1,1,benign
2.020747,2.981995,3.873536,1,2,1,4.916272,1,1,benign
2.215704,1,1,1,3,1,1,1,1,benign
2.551492,1,1,2.850423,2,1,1,2.440783,1,benign
5.391826,4.861556,6.44414,2.822325,3,10,7.72059,10,1,malignant
2.745738,1,3.888749,1,1,1,1,1,1,benign
2.44497,1,1,1,2,1,3,1,1,benign
1.935969,1,1,1,2,1,1,1,1,benign
5.101181,10.570153,6.569627,5.932607,5.052429,10,8.040475,1.566899,9.204433,malignant
4,1.735239,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.127154,1,1,1,2,1,2,1,1,benign
2.763097,1,1,3.84499,1,2.912666,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.465865,1,1,1,2,1,3,1,1,benign
9.223964,6.725512,6.711782,2,10.756475,10,3,8.472494,3,malignant
5.185552,1,1,1,2,1,1,1,1,benign
1,4.161263,5.75041,2.79835,5.172065,1,7.248874,1,5.137938,malignant
1.700713,1,1,1,3,1,2,1,3,benign
1,2.315713,2,2,2,1,3,4.703231,1,benign
4.73901,1,3.254707,1,2,1,1,1,1,benign
5.132792,1,1,2,2,1,2,1,1,benign
3.087646,1.605239,2,1,1,4.121646,2,10,1,benign
5.606001,9.884812,9.968892,3.531122,4.091645,10,5.187072,10,1,malignant
1,1,1,3.500686,2,1,1,1,1,benign
2.148494,9.564603,8.02857,6.052723,5.243961,10,6.689741,10,3.031792,malignant
5.523353,3.740251,2.535711,2,4.344848,9.369227,8.223968,2.821641,1,malignant
8.182428,4.384979,3.398072,6.777158,3,10,5.562304,7.457508,9.112281,malignant
8.874173,4.886926,3.678695,1,2,2.988363,9.337823,3.10472,6.688122,malignant
2.32557,1,1,1,2,1,3,1,1,benign
2.472709,1,1,1,1,1,3,1,1,benign
3.561048,1,2.677355,1,1,6.920585,3,1,1,benign
10.410025,10.282682,9.268116,6.576536,8.012096,10,2,9.089063,3.930804,malignant
4,2.8453,3.050214,6.764301,5.10769,10,3.725116,3.593651,6.384548,malignant
2.417397,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.876819,1,1,1,2,1,3,1,1,benign
2.669875,1,1,1,2,1,3,1,1,benign
2.705494,1,1,1,3,1,2,1,1,benign
5.373756,4.740783,6.021598,3.139649,2,3.625671,8.373743,9.013222,9.521391,malignant
4,4.213375,3.543576,3.23506,7.086835,10,10.133507,10,1,malignant
4.71238,10.106264,9.868808,6.236986,9.747918,2.778781,9.257931,10,3,malignant
2.130821,1,1,1,1,1,3,1,1,benign
2.405341,2.493718,2.830174,3.068416,2,1,2,1,1,benign
9.12831,10.26779,7.689677,2.773002,4.292099,1.164486,7.733451,9.748665,1,malignant
2.019263,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
4,1,2,1,2,1,3,2.267582,1,benign
8.460584,4.442635,6.706009,3.275943,6.440723,9.171282,8.131397,1,6.548484,malignant
1,1,1,1,2,1,1,1,1,benign
5.042857,2.887808,3.709595,9.924613,2,10,4.234279,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,7.414196,3,1,1,benign
7.320055,7.209121,9.33685,3.790767,3,2.601218,7.61917,2.434458,1,malignant
3.272592,1,1,1,2,1,2,1,1,benign
4.494527,2.141818,1,1,2,1,3,3.23657,1,benign
7.597521,3.640889,4.163934,1,2,10,7.980271,1.898716,1,malignant
2.089196,9.373997,8.341977,10.224062,3,1,8.285993,10,1,malignant
2.183089,1,1,1,2,1,3,1,1,benign
5.33295,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,2.735001,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.353608,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,2,1,1,benign
1,2.100151,2,1,2,1,1,2.439233,1,benign
1,2.996366,1,1,2,1,2,10,1,benign
5.026871,1,1,1,2,1,3,2.944629,1,benign
1,1,1,1,2,1,1,1,1,benign
2.785011,1,1,1,2,1,2,1,1,benign
5.578711,1,1,1,2,1,3,1,1,benign
5.455343,2.336886,9.093444,1,2,1,1,2.713005,1,benign
1,1,1,1,2,1,2,1,1,benign
3.892802,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.539405,1,1,1,2,1.541712,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.071981,1,1,1,2,1,3,2.397916,1,benign
4,1,1,1,2,2.180211,2,1,1,benign
1,1,3.206473,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.428934,4.017962,3.079497,2.816881,2,10,4.399812,8.08811,1,malignant
6.011937,9.821168,6.174366,9.762234,6.387017,10,6.44757,8.38107,1,malignant
8.826271,6.226897,5.617196,1,4.170681,2.520185,6.976902,10,3,malignant
9.419765,9.814368,9.324528,10.241379,3,10,8.519894,10,1,malignant
4,1,3.096916,3.976752,2,2.930719,3,1,1,benign
2.16495,2.930072,1,1,2,1,3,1,1,benign
1,1,1,1,2,1.93742,3,1,1,benign
4,1,1,1,2,5.055876,8.93808,1,1,benign
9.280526,4.076631,4.796987,2,3,3.822226,3.211904,2.989463,7.263674,malignant
2.385708,2.866613,5.866193,2,8.317481,10,3.98736,5.647442,1,malignant
3.071955,10.137716,8.762854,2,7.409901,10,7.124781,10,3,malignant
8.289833,1,1,1,3.97056,2.739542,4.328622,1,2,malignant
4,3.465619,9.679357,3.948103,4.423441,10,3,10,3,malignant
7.222059,2.711744,3.768641,1,2,1,3,1,3,malignant
8.279124,1.602718,3.618025,2.39572,3,10,5.4713,5.508679,6.310752,malignant
7.51733,3.533417,5.440188,10.310456,4.04672,10,3,1,9.486633,malignant
1,1,1,1,1,1,1,1,1,benign
9.715554,7.389223,5.76457,9.885885,8.710532,10,4.737205,7.372782,5.00689,malignant
3.085244,1,3.545437,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.009234,9.447898,5.322422,1,6.50571,4.709317,6.172306,10,1,malignant
1,1,1,2,2,1,2,1,1,benign
2.408755,3.256196,3.735322,3.151435,3,1,1,10,1,benign
1,1,1.741573,3.551482,1,1,3,1,1,benign
4.702396,9.753652,7.995705,10.389894,5.599868,10,6.072295,10,2,malignant
2.61558,1,1,1,2,1,2,1,1,benign
8.614685,4.303313,5.149763,10.147579,8.405856,10,8.805669,1.746616,1,malignant
8.362924,4.826797,3.384929,1,2,3.081521,8.415885,3.173532,3,malignant
5.846534,8.108457,5.710487,10.165037,6.770063,1,8.761255,1,1,malignant
8.315282,1,1,7.969985,1,1.751754,3.738976,6.892261,1,malignant
2.103005,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,5.535985,1,benign
1.947267,3.42999,3.311243,3.404512,3,10,9.16032,1,1,malignant
1,1,1,2,2,3.344828,2,1,1,benign
4,2.025693,2,1,2,1,3,1,1,benign
5.707071,3.013562,4.370748,1,2,1,3,1,1,benign
9.165694,9.963763,2,10.407191,2,10,9.0844,2.151196,1,malignant
1,1,6.417806,1,2,4.201536,3,1,1,benign
2.924278,9.84911,3.259079,9.659541,4.59372,1,7.749461,9.408628,1,malignant
8.825071,2.924087,2,7.253574,3,10,4.258236,5.431899,3,malignant
4,1,1,1,2,1,2,1,3,benign
4,1,2,1,2,1,2,1,1,benign
8.751445,8.020728,5.214884,6.829257,6.831298,3.607351,3,1,1,malignant
8.65311,3.355817,4.54289,7.115056,8.302338,10,5.705361,6.166591,1,malignant
1,1,1,1,2,3.612701,3,1,1,benign
2.371329,1,1,1,2,1,2,1,1,benign
3.150551,9.778795,10.232182,1,7.396093,3.54674,8.249602,1,1,malignant
2.407967,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,3.105131,2,1,1,1,1,1,benign
8.596629,6.74146,5.49459,2.969028,4.190807,3.314654,8.528469,7.808326,5.653971,malignant
4,3.913015,6.036465,6.287906,3,7.194081,2,8.395955,9.234883,malignant
1,1,1,1,2,1,2,1,1,benign
2.981697,3.176729,1,8.364156,1,10,1,1.737474,1,benign
2.172637,1,1,1,2,1,1,2.362871,1,benign
9.249463,3.8986,8.673606,1,4.086864,10,4.337717,6.078675,5.841292,malignant
8.990023,4.778543,5.760407,10.143906,4.752297,10,6.490676,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
4.891884,1,1,1,1,1,2,1,1,benign
8.912993,9.868459,2.942388,5.469652,7.373834,10,8.966074,10,1,malignant
3.645239,2.551764,2,2.947452,1,1,2,1,1,benign
8.899777,10.478098,1,3.995677,3,3.073061,8.978679,10,10.21831,malignant
2.113261,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.234776,1,1,1,1,1,3,1,1,benign
8.646852,2.078897,4.041726,1,2,10,3,2.253705,2,malignant
9.623284,1.701442,5.617354,2,2,5.806252,6.957294,8.842284,6.950403,malignant
9.880733,5.517218,8.248228,9.50754,3.973934,6.041729,3,10,10.742597,malignant
5.460274,4.503959,5.667902,3.410179,3,1,7.654975,4.388562,9.603222,malignant
4.458782,4.945862,3.359036,10.116647,4.187092,1,6.89448,7.887126,1,benign
4.923771,4.357796,9.085888,2,8.418984,0.300583,7.602862,6.209195,9.980056,malignant
2.000988,1,3.553003,1,2,1,3,3.032431,1,benign
8.742005,2.298603,8.833303,9.818507,7.052306,10,4.555304,4.520945,1,malignant
1,1,2.90757,1,2,6.99644,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.148727,2.147486,3.812065,3.716973,2,10,7.606577,3.523745,10.818209,malignant
7.494618,4.52149,5.072416,2.676562,5.007366,10,3.889572,2.935459,4.646756,malignant
1,3.266946,3.099456,2,2,10,1,1,1,benign
9.300271,4.097303,5.12297,3.312899,4.903619,10,6.197899,5.923876,1,malignant
3.122336,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,2.906637,1,benign
1,1,1,1,1,1,5.16317,2.573561,1,benign
4,1.886016,3.622125,1,2,1,8.646851,1,1,benign
1,1,1,4.716804,1,4.87727,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.033738,4.185925,2.848771,3.695433,4.170084,10,4.314747,5.96077,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.868049,1,1,2.581392,2,1,2,1,1,benign
2.665123,1,1,1,2,1,1,1,1,benign
5.162931,1,1,1,2,2.81021,1,1,1,benign
10.339431,4.227519,6.294472,3.760332,4.433899,10,2,10,8.854698,malignant
2.058709,1,1,1,2,1,3,1,1,benign
8.169857,10.230842,9.25319,7.017304,7.497343,10,9.541057,10,2,malignant
1,2.940937,2,1,2,5.372976,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.055943,9.638582,6.008056,7.760471,7.561607,1.538117,10.417626,9.815796,2,malignant
1,1,1,1,2,1,4.325828,1.683343,1,benign
2.983238,1,1,3.354678,2,1,3,1,1,benign
5.049214,1,1,1,2,1,1,1,1,benign
7.566252,9.5249,5.523467,9.820623,8.421402,10,7.604651,1,3,malignant
4,1,1,1,1,1,3,2.65135,1,benign
10.693197,6.377948,4.545823,10.096493,5.155434,10,5.371484,1,5.602219,malignant
1,1,3.904438,1,2,1,3,1,1,benign
4,1,1,1,2,1.1236,3,1,1,benign
5.384891,6.342915,3.764933,3.037755,4.956541,5.828177,10.37172,7.93581,1,malignant
4,1,1,1,2,1,2,1,1,benign
6.790385,9.909408,5.971873,2.732331,8.771866,6.40252,9.498088,10,8.228421,malignant
4,1,1,1,2,1,3,1,1,benign
4,10.287671,9.579737,9.276041,4.573538,2.423289,4.459329,2.183886,1,malignant
1,2.840994,1,2.906465,2,3.202341,3,2.992656,1,benign
4,1,1,1,2,1,2,1,1,benign
5.067684,3.903615,4.995774,5.671356,7.131697,10,5.658288,4.388773,2,malignant
2.719183,1,2.797579,1,4.60155,1,2,1,1,benign
4.840371,1,1,1,2,1,1,1,1,benign
4,3.461439,2,1,2,2.86864,1,2.11077,1,benign
4,1,1,1,2,2.253884,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
9.313847,6.811982,6.011865,9.064297,10.78067,10,7.285427,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.583439,1.900778,5.427767,3.293204,2,2.677625,3,5.101724,1,malignant
2.178477,2.943928,2,1,3,1,2,1,1,benign
2.469093,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.533029,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.47811,9.427662,8.836388,10.063234,4.564195,10,8.626358,10,1,malignant
1,1,1,1,2,3.405331,3,1,1,benign
1,2.373163,1,1,4.569765,1,1,1,1,benign
4.549332,3.165747,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,2.341301,3.619281,1,6.991324,1,4.593526,1,2,malignant
8.045881,6.335575,9.225553,5.929144,3,7.537789,3,10,3,malignant
8.361397,7.261755,9.001603,10.009571,6.730445,10,9.608973,10,1,malignant
2.617535,1,1,1,2,1,3,1,1,benign
9.441483,5.716248,5.711094,2.599976,4.641251,10,7.648082,10,1,malignant
2.427205,1,1,1,2,3.108841,1,1,1,benign
1,5.246437,9.618449,3.009909,9.27487,1,4.8061,2.652281,1,benign
3.044636,1,1,1,2,1,1,1,1,benign
6.558011,7.140219,2.054142,4.568751,8.51884,10,3,10,1,malignant
9.538815,7.633048,6.175993,2,10.509718,10,4.40305,9.208517,3,malignant
1,1,1,1,2,1,3,1,3,benign
5.074512,2.625426,1,3.13662,2,1,3,1,1,benign
1.949243,1,1,1,2,1,3,1,1,benign
1,3.312575,1,4.981929,2,1,1,1,1,benign
2.533813,1,2,6.719125,2,5.295978,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
10.173798,4.724138,8.366764,9.826067,4.241294,10,4.490855,1,1,malignant
2.988797,1,1,4.966566,2,1.418075,1,1,1,benign
2.660643,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
4.913681,3.995496,5.228844,10.194923,4.589859,10,4.309632,9.075554,6.646889,malignant
5.159457,9.839908,10.707971,4.549,6.754265,10,7.432735,8.194749,1,malignant
4.976661,6.564453,9.620198,5.547259,4.665115,10,7.912272,3.848138,10.210542,malignant
7.534621,7.832486,5.813047,9.416571,8.715547,1,7.238875,1,5.391377,malignant
11.045871,4.101683,3.840101,1,2,6.168488,7.453756,2.124302,2,malignant
4,1,1,1,2,1,2,1,1,benign
2.425717,3.084102,4.126099,1,2,2.324368,1,1,1,benign
1.851436,10.008239,3.479127,9.846409,8.712149,10,4.168947,7.968427,1,malignant
1,1,1,1,1,1,1,1,1,benign
3.2544,10.006746,9.646055,3.029779,7.981754,10,7.872818,10,1,malignant
3.13927,1,1,1,2,1,3,1,2,benign
8.771491,3.695498,9.884207,1,2,4.027467,4.814852,3.150913,5.157663,malignant
1,4.119188,4.784588,4.140436,3.120792,1,2,4.083536,1,benign
1,1,1,1,2,1,3,1,1,benign
4.713919,1,1,1,2,1,1,1,3,benign
4,1,1,1,2,1,3,1,1,benign
5.303161,4.755579,5.873313,3.540309,4.858584,6.264029,7.505867,1,4.199481,malignant
2.501332,1,1,1,2,1,2,1,1,benign
5.922104,6.984265,6.021199,9.746022,4.353464,10,4.90126,1,4.7965,malignant
2.47099,1,1,1,2,1,1,1,1,benign
4.793947,3.018261,2,1,2,1,1,1,6.206177,benign
4,9.58904,8.481564,1,7.054705,7.237124,7.109309,10,3,malignant
5.146476,6.454946,8.714533,5.741155,12.238041,10,7.761381,5.173833,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.43359,5.158985,5.772527,9.557037,3,10,6.33972,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
7.078818,1.962994,2.949502,2,3,1,4.37647,1,1,benign
4.86172,4.389999,5.145627,9.973134,2,1,9.206049,1,1,malignant
8.66995,7.452607,5.915191,3.604438,3,1,3,10,6.092547,malignant
3.189639,2.251023,2,1,3,1,4.657479,4.886042,1,benign
8.651478,10.145816,10.103275,3.631423,3.94751,10,5.398586,7.92212,3,malignant
1,1,1,1,2,1,1,1,1,benign
3.166073,2.106986,3.316084,1,2,1,3,3.034689,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1.648382,1,1,5.23943,1,3,1,1,benign
2.402914,1,1,1,2,1,2,1,1,benign
5.421578,1,1,1,2,1,2,1,1,benign
5.183917,2.97357,5.964649,2.939815,3,7.480609,3,4.516226,1,malignant
4,5.695468,6.627641,10.087319,3,6.211525,5.275338,7.8244,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.244474,2,1,2,1,8.479751,1,1,benign
2.484204,1,1,1,2,1,2,1,1,benign
4.853507,2.634838,2,1,2,1,3,2.713034,1,benign
6.062428,1,1,1,2,1,3,1,1,benign
8.978514,6.668749,9.130595,5.856957,4.753444,2.755639,7.588632,10,1,malignant
1,3.295228,3.226737,1,1,1,1,1,1,benign
2.616738,3.092366,5.394023,1,6.642463,1,3,5.9267,1,malignant
5.248607,1,1,1,2,1,3,2.432596,1,benign
2.332668,2.754285,2,3.724648,2,1,1,1,1,benign
2.36706,2.630264,2,1,2,1,3,1,1,benign
7.244677,6.726739,10.047635,9.972746,4.750743,10,5.542862,10,5.017266,malignant
2.549643,1,1,1,2,1,2,1,1,benign
1,1,1,2.932437,2,3.026972,1,1,1,benign
5.914756,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,3.556951,3,1,1,benign
3.02841,1,1,1,2,1.534934,3,1,1,benign
4,10.094091,10.172113,6.57229,7.722119,10,8.783041,10,2,malignant
4,1.965899,1,3.423948,2,1,1,1,1,benign
4,1,1,1,2,1,3,2.61243,1,benign
2.138851,1,1,1,1,1,3,1,1,benign
5.744293,2.451576,1,1,2,1,3,1,1,benign
1.47746,1.945779,3.658518,1,3,1,1,1,1,benign
2.547732,2.087165,3.380479,1,2,1,1,1,1,benign
6.120674,6.176707,10.249195,1,5.440331,1,3,4.776096,1,benign
2.099882,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.968415,4.488102,3.618124,9.59259,4.177569,10,4.591585,8.039879,4.879337,malignant
4,1,1,1,2,1,4.120217,1,1,benign
5.311926,1,1,1,2,1,2,1,1,benign
7.226263,2.407857,3.088752,1,3,10,8.842434,2.014944,3,malignant
7.681368,1,3.055347,4.452963,3,1,2,5.656082,2,malignant
8.747651,4.92869,5.632932,9.884656,9.841642,10,4.917562,10,3,malignant
2.093778,2.364333,2,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,2,2.756847,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
3.765271,1,1,1,2,3.292806,1,1,1,benign
5.173424,2.830772,1,2,2,1,5.468742,1,1,benign
8.768837,6.166851,6.737258,9.190339,4.570052,10,8.690553,1,3,malignant
5.036718,1,1,1,2,1,1,1,1,benign
2.513157,1,1,1,2,3.381308,1,1,1,benign
1,1,1,1,2,1,1,2.771915,1,benign
5.572826,3.375093,2,1,1,1,1,1,1,benign
7.691604,10.072967,7.804491,10.081082,6.916686,10,6.137064,10,1,malignant
8.559705,1,1,1,2,1,3,1,1,benign
1.826301,1,1,1,2,1,1,1,1,benign
8.771835,5.683257,9.152994,3.231365,6.77361,10,3,2.894035,7.538962,malignant
2.358287,1,1,1,2,1,1,1,1,benign
5.285864,2.559856,1,1,2,1.442816,1,1,8.934123,benign
3.468031,1,1,1,2,1,1,1,1,benign
2.5003,1,1,2.885139,2,1,1,1,1,benign
5.161314,1,1,1,2,1,4.440143,1,1,benign
2.554717,2.508228,2.926313,1,3,2.153742,8.399287,3.107748,1,malignant
5.591306,1,1,1,2,1,2,1,1,benign
3.015662,1,1,1,1,6.412126,3,2.917654,1,benign
1,9.921812,1,3.719819,4.516773,1,3,1,1,benign
9.850554,5.824893,3.453026,2,4.111535,10,4.937892,7.899659,3,malignant
10.291104,7.823147,9.075181,1,3,1,5.371636,5.096436,1,malignant
5.240485,6.540532,9.496787,9.62337,8.375131,10,6.711176,8.312125,1,malignant
7.819509,9.945942,9.25554,6.044202,10.631063,7.073314,6.719749,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,9.766561,8.97534,5.799957,4.637071,3.790524,4.05673,5.199971,1,malignant
10.532242,9.941484,10.569255,1,2,2.83538,8.005907,3.011331,1,malignant
1,1,3.660282,1,2,1,1,1,1,benign
5.06774,2.285384,2,10.101723,8.325506,1,5.895825,1,1,malignant
9.122092,9.8431,9.426028,3.599385,6.490788,10,5.827207,10,1,malignant
2.553108,1,1,1,2,1,1,1,1,benign
5.732336,1,1,2.999782,2,1,3,1,1,benign
7.383362,3.936147,4.217638,1,2,7.384123,4.619965,1,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.794711,1,4.815746,1,2,1,2,1,1,benign
6.28829,1,1,2,2,1,3,1,1,benign
2.279821,1.720983,2,2,2,3.27348,3,1,1,benign
6.059072,1,1,3.548566,2,1,1,1,1,benign
5.206347,1,1,9.762615,2,10,1,1,1,benign
5.982379,1,1,1,2,1,1,1,1,benign
5.332944,10.257625,3.601391,2,9.463862,10,6.388161,10,2,malignant
1,1,1,1,1,1,1,1,1,benign
5.342313,9.808326,6.940133,3.102218,3.547241,2.360197,7.107182,10,1,malignant
4,2.884831,3.926147,1,2,1,8.235501,7.911655,1,benign
10.108787,3.476053,3.198848,1,3,1,1,5.363391,4.570279,malignant
4.951253,10.09754,8.42485,1,8.249377,10,3,7.983635,1,malignant
4.58569,1,1,1,2,1,2,1,1,benign
10.123287,1,2,2.870496,4.401497,3.059579,1,6.010389,1,malignant
5.446424,9.251035,10.063643,2,7.435447,10,8.605404,10,1,malignant
2.608789,3.622856,5.992147,7.807229,10.137537,1.195763,3,5.085344,2,malignant
8.213208,4.562714,5.426778,3.970563,3,6.744396,9.160123,10,1,malignant
8.507837,4.543664,5.625502,2,8.152942,7.690214,6.704778,1.759318,8.94891,malignant
2.513697,10.150482,5.225726,6.246135,3.571282,10,9.077824,10,3,malignant
9.523602,6.938682,7.297339,5.048785,4.427921,7.874704,8.246287,7.60095,2,malignant
4,9.781409,7.837128,3.505251,9.437301,5.46171,9.66324,10,5.78023,malignant
2.174575,6.497053,4.990116,6.855095,4.790142,10,3,10,2,malignant
10.790191,6.653747,9.380558,7.035452,3,10,8.759645,5.022195,1,malignant
4,1,1,1,2,1,1,1,1,benign
10.422777,9.704722,9.567247,5.539184,3,10,5.539902,7.08659,3.559159,malignant
5.075756,8.657574,10.684235,6.38082,10.463825,1,10.259708,10,4.298592,malignant
4,1,1,1,1,1,3,1,1,benign
1,1.237616,1,1,2,1,2,1,4.582362,benign
9.710621,2.293527,5.233943,3.412311,3,6.392744,7.70368,3.139798,1,malignant
5.477415,1,3.723493,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.545446,2.67215,1,1,2,1,7.60944,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.41952,10.085693,8.97545,2,7.871087,8.303462,9.097633,5.386819,1,malignant
5.050373,7.960917,10.41613,1,3.574994,10,7.312789,1,6.408724,malignant
7.640778,9.735259,9.419927,10.105928,7.040373,10,10.731308,10,1,malignant
9.194163,6.969658,5.610238,3.535652,10.280648,10,3,10,2,malignant
1,5.761292,2,9.888534,5.523958,3.955093,3,7.665281,1,benign
5.583803,6.255503,9.402705,9.220766,3.55137,4.395412,6.201685,8.89971,1,malignant
5.155959,2.232969,1,2,3,3.714457,2,1,1,benign
5.050905,1,2,1,2,3.543222,3,1,1,benign
7.982707,4.991856,5.870043,1,3,10,4.303144,4.449866,1,malignant
8.767841,9.852598,2,2,9.326144,6.804613,4.560742,5.479497,3.271323,malignant
2.255338,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.805658,2,1,2,1,3,1,1,benign
4,7.208828,11.150513,10.420835,9.220469,10,7.474902,7.309233,1,malignant
7.553901,2.603407,5.881029,3.766805,2,10,1,7.880497,2,malignant
2.4106,3.335065,3.19915,2,5.311228,6.208275,3,1,3,malignant
2.751666,1,1,1,2,1,2,1,1,benign
1,1,1,3.655559,2,2.466692,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,4.068395,2.892542,1,2,1,6.640296,2.361778,1,benign
2.576574,1,2,1,2,1,2,1,1,benign
8.286742,10.177391,9.675552,3.147674,2,5.924376,7.240722,1,9.388878,malignant
10.575829,5.44316,6.487346,2.653842,4.5888,2.136746,9.057772,2.823195,7.884223,malignant
9.607551,6.185393,9.705205,5.064419,6.884489,10,3,8.662851,2,malignant
1,1,1,6.809005,2,10,1,1,1,benign
9.807724,7.391309,9.876708,6.872482,7.648131,10,8.659935,10,1,malignant
1,2.721672,3.658632,7.874299,2,10,4.857875,1,1,benign
4,1,1,2.56776,2,1,3,1,1,benign
8.822579,1,1,1,4.46881,7.241918,1,10,2,malignant
2.714496,4.803406,3.140173,2,2,1,3,10,1,benign
4,8.897622,10.250418,2,4.66355,2.666719,3.722703,1,1,malignant
1.932478,2.50294,2,1,2,1,1,2.643541,1,benign
4,1,1,1,2,1,3,2.663539,1,benign
9.152862,2.467611,3.595134,3.399047,2,10,4.526496,3.354986,1,malignant
4.960593,2.406141,3.352053,2.951356,3.453306,10,7.588209,5.565966,2,malignant
1,1,1,1,2,1,2,1,1,benign
5.837481,6.724656,7.63565,3.386275,3.737923,10,5.122247,2.588877,3,malignant
3.092138,1,1,1,2,1,2,1,1,benign
2.95823,1,1,1,2,1,3,1,1,benign
5.312893,5.381394,4.233802,3.122675,3,6.384914,7.794902,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.137253,6.477613,8.189471,7.563352,3.932162,10,8.30845,2.130121,1,malignant
5.365677,1,1,1,2,1,3,1,1,benign
2.702282,1,2,1,2,1,3,1,1,benign
2.841399,1,1,1,2,2.739824,2,1,1,benign
6.087103,1,3.091149,1,2,1,3,1,1,benign
10.075727,6.643256,5.47158,8.212038,4.40113,8.486818,7.933886,8.223037,7.53573,malignant
1,1,1,1,2,1,1,3.49287,1,benign
4.332097,4.750215,3.070767,4.225998,2,1,2,1,1,benign
3.036549,1,2,1,2,1,1,2.444405,1,benign
5.090692,1,1,2,3,1,2,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,2,3.683116,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.523029,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
8.517312,9.783194,10.023166,6.99523,6.192927,10,8.41169,7.232822,1,malignant
1,1,1,1,2,1,3,2.582496,1,benign
10.895931,4.288499,7.010746,5.860533,4.50844,10,8.277587,2.303527,1,malignant
4,1,2.830527,1,2,1,3,1,1,benign
5.606128,2.811045,2.443558,2.81341,8.940812,10,7.643036,3.997399,1,malignant
5.04114,1,1,1,2,1,3,1,1,benign
3.332739,1,2.10845,1,2,1,3,1,1,benign
9.895342,9.917784,8.972531,6.280833,6.740893,10,7.327176,8.373071,1,malignant
2.11289,1,1,1,2,1,2,1,1,benign
3.384756,1,1,1,2,1,2,10,1,benign
4,1,1,1,1,1,2,1,1,benign
7.528262,7.718979,6.308283,7.31712,9.203402,6.115428,3.63026,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.057752,4.170906,8.445893,1,6.193085,1,3.559195,2.040445,1,benign
2.665042,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.621747,1,1,1,1,1,1,1,1,benign
3.017969,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.81907,10.388599,8.856723,1,6.065411,1,7.688426,3.04856,6.236654,malignant
5.685833,6.821373,6.321379,2,2,7.754867,7.027646,10,1,malignant
5.283927,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.824895,2.217007,3.364785,10.620337,3,10,5.222674,8.344703,1,malignant
2.978724,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,4.617897,2,3,1,1,1,1,benign
1,2.164197,1,2,2,1,2,2.471966,1,benign
9.106637,3.850727,6.021017,2,3,10,5.018148,8.02893,1,malignant
5.911482,1,1,1,2,1,3,1,1,benign
2.828627,5.409761,3.113904,2,4.553928,10,3,8.608981,4.302553,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.916819,1,1,1,2,1,3,1,1,benign
2.199672,1,1,1,3,1,1,1,1,benign
7.713485,4.482633,10.61241,3.422416,4.744524,10,2,5.553265,1,malignant
4.684244,1,1,1,2,1,2,1,1,benign
9.638028,4.592907,6.159925,2.787768,4.567202,10,5.508729,7.291246,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.06589,1,3.859785,1,1,1,3,1,1,benign
1,1,1,2,2,1,1,1,1,benign
4.761612,1,2,1,2,1,1,1,1,benign
2.541542,2.657889,1,1,1,1,2,3.18724,1,benign
4,4.288602,3.745678,10.537519,9.319221,10,7.346077,5.238184,4.804568,malignant
1,1,1,1,2,1,1,1,1,benign
8.165195,1.564811,5.686808,1,3,1,4.353341,6.559697,1,malignant
4.955574,4.784897,2,9.943917,3.953784,10,2,4.551272,2,malignant
4,1,1,1,2,6.068871,1,1,1,benign
4.97519,9.962428,8.953635,9.770481,4.777734,10,5.116057,2.35617,1,malignant
3.066638,1,3.372249,1,2,1,2,1,1,benign
3.01114,1,1,1,2,1.259889,1,1,1,benign
4.938221,7.640108,8.509592,2,7.444136,10,7.566082,1,6.017279,malignant
5.35191,6.945282,9.22234,5.976364,4.415035,10,3,10,1,malignant
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1.994262,2,1,1,benign
9.746816,1,1,2,4.330938,10,2,7.826089,1,malignant
5.504027,6.076454,9.522017,7.440948,2,3.326984,6.679349,8.704986,1,malignant
2.900481,1,1,3.815558,2,2.802499,1,1,1,benign
2.966421,2.988756,2,1,2,1,3,3.789116,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,3.384417,10.378267,benign
11.474356,10.263461,9.221211,8.131042,9.539009,10,5.681271,8.846641,4.066926,malignant
8.703719,10.15247,8.987574,2,5.015286,2.316279,5.101348,10,3,malignant
5.22504,1,1,2,2,1,1,2.984687,1,benign
5.07331,1,1,1,2,10,3,1,1,benign
5.053797,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.63928,1,1,1,2,1,3,3.578386,1,benign
1,1,1,1,2,3.735216,1,1,1,benign
4.953103,10.113483,8.433965,10.430237,4.042739,10,7.790882,10,1,malignant
5.096719,6.710986,8.630505,5.248407,3.774245,3.085482,9.215358,5.450563,2,malignant
5.09563,7.041879,6.325605,6.628261,4.944711,10,3,4.533155,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.254178,1,1,1,2,1,2,1,1,benign
1.786153,1,1,1,2,2.35854,1,1,1,benign
8.099718,7.178855,5.719748,3.305243,3,10,6.852709,7.898859,1,malignant
2.317604,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.745657,1,1,1,2,1,3.883841,2.770637,1,benign
4,1,1,1,2,1,3,3.111654,1,benign
4.921239,7.68638,7.993869,3.388974,4.223714,10,4.970534,10,8.025097,malignant
4.751493,7.788122,9.787522,3.182899,4.639411,10,3,7.195879,1,malignant
2.096676,1,1,1,2,1,2,1,1,benign
5.903476,7.941893,9.434842,6.123701,2,10,7.475427,10,2,malignant
9.434192,2.167459,3.668407,1,4.379885,2.508388,3,1,1,malignant
5.315899,1,1,1,2,1,2,1,3,benign
5.203882,1,1,1,2,1,3,1,1,benign
5.422661,4.545816,7.476684,5.703489,3.956382,10,8.539216,7.704058,2.851168,malignant
4.728235,1,1,1,2,1,3,1,1,benign
1,1,2,2.64816,2,1,3,1,1,benign
7.921273,6.023736,6.199274,3.52371,4.305827,6.720094,4.713077,10,1,malignant
4,1,1,1,9.947708,1,2,1,1,benign
9.603338,10.067826,10.659099,3.11443,3.989485,3.490382,6.704092,10,1,malignant
4.889577,2.511744,5.572343,4.384968,3,8.337948,3,4.882275,1,malignant
1,2.14867,3.619643,2,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.064748,1,1,4.051106,2,1,3,1,1,benign
2.57894,2.316186,3.41706,1,2,1,2,1,1,benign
1,2.688599,1,1,3,1,1,1,1,benign
2.319146,2.676039,2,1,2,1,4.72368,1,1,benign
1,1,1,1,2,1,4.867373,1,1,benign
4,4.531443,4.22696,6.032813,10.980041,3.06878,3,2.082728,9.478505,benign
2.913894,7.315776,8.417137,9.557679,3.732653,10,3,1,1,malignant
8.548329,10.091839,9.778599,9.634025,7.800865,10,3,10,9.630932,malignant
3.212498,1,1,1,2,1,1,3.030435,1,benign
1,1,1,1,2,1,2,1,6.257258,benign
1,1,1,3.939284,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.352176,5.223004,3.2962,3.154529,7.990076,10,3.196837,8.7148,3,malignant
1,1,1,2,2,1,1,1,1,benign
5.558061,9.730465,2,1,9.498522,10,8.4892,10,10.326988,malignant
1,1,1,1,2,1,2,1,1,benign
2.321057,1,3.471583,1,3,1,2,1,1,benign
9.15723,8.601455,6.077212,9.88414,5.822577,10,3.99345,10,6.827814,malignant
5.514404,4.610727,5.939743,6.068245,5.542463,10,3,1,8.299433,malignant
1.901504,1,3.020542,1,2,1,3,1,1,benign
3.03058,2.745518,2.387836,2,2,1,6.583968,1,1,benign
5.294118,5.211659,3.047102,9.965229,4.658433,10,7.739807,8.659632,3,malignant
2.453596,1,1,1,2,1,2,1,1,benign
5.963691,1.421841,1,1,2,1,2,1,1,benign
7.837024,4.14839,3.649788,1,4.221453,3.087723,8.357814,8.284912,1,malignant
1,1,1,1,2,3.439128,2,1,1,benign
4,1,1,1,3,1,3,1,1,benign
5.041882,1,1,7.65579,2,10,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.511111,1,1,1,2,1,1,1,1,benign
5.21166,9.798345,11.203468,3.466608,9.283858,5.462476,1,7.982012,5.735156,malignant
5.378111,4.736484,6.163979,7.019069,2,10,4.042424,2.860871,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.082945,1,6.782381,5.731545,6.979039,10,8.118621,8.702767,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.381264,1,1,1,1,1,3,1,1,benign
4,10.560682,8.185221,2,8.552411,8.520064,9.142767,3.539048,1,malignant
5.598774,1,1,1,2,1,1,1,1,benign
1,4.567004,5.857389,1,3,1,2,7.703916,1,benign
2.902514,1,1,1,1,2.514279,2,3.018755,1,benign
5.949758,10.036218,3.863909,3.960372,8.575475,10,8.195057,1,1,malignant
2.612011,1,2,1,2,1,1,1,1,benign
7.266649,10.009514,3.569522,9.505664,4.207844,10,7.356659,1.956466,2.553303,malignant
9.815518,1,3.381397,9.776782,2,10,2,2.553848,8.861693,malignant
5.738294,2.447696,8.950987,5.926701,5.581695,3.017865,4.9217,1,7.098258,malignant
5.074498,1,1,1,2,1,1,1,1,benign
8.773056,2.748321,2.928578,3.781669,3,5.780261,4.087253,1,3,malignant
2.949303,1,1,1,3,1,2,1,1,benign
9.602714,9.756978,9.791637,10.083999,8.929941,10,6.7622,3.036517,1,malignant
2.906804,2.829538,3.472645,3.004,4.071322,3.330366,9.629781,1,1,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.074975,7.35739,1,9.866214,4.937844,10,7.177235,1,1,malignant
3.071599,10.341505,8.805714,10.006376,8.094954,6.919407,8.308919,2.101184,5.984147,malignant
2.529882,1,1,1,2,1,2,1,1,benign
4.846571,9.621104,3.402372,5.780026,7.711454,1,3,5.364019,1,malignant
1,1,1,1,1,3.985598,3,1,1,benign
2.653047,6.233078,10.228744,3.311123,4.645877,10,8.578538,10,3,malignant
1.966197,2.553023,2,3.95259,2,1,2,1,5.199104,benign
3.128809,1,1,1,2,1,3,1,1,benign
1,1,1,2.621683,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.133091,1,1,1,2,1,2,1,1,benign
1,10.116035,10.147027,10.117335,6.930346,1,4.192667,1,9.288021,malignant
1,1,1,1,2,1,3,2.243727,1,benign
8.031119,4.13511,5.871532,7.198693,4.241943,10,4.17689,1.838898,3,malignant
5.358882,1,2.724575,1,2,1,1,1,1,benign
5.152173,9.942458,5.266555,7.683336,8.163724,10,7.298794,5.286781,1,malignant
2.0426,9.864176,8.644664,10.067097,4.537987,10,9.180348,8.339099,1,malignant
9.899442,7.57149,3.366503,2.769188,4.136022,5.882033,5.892891,10,1,malignant
7.797522,6.205843,8.453967,2,4.45007,10,3,7.139491,1,malignant
8.722667,9.775195,9.171726,6.079133,5.861446,2.533981,9.137496,10,10.393522,malignant
1,1,2,1,2,1,2,1,1,benign
4.784059,1,1,1,1,1,1,1,1,benign
2.540999,1,1,1,1,1,1,1,1,benign
3.267077,1,1,2,2,1,1,1,1,benign
4.857718,5.001477,6.379732,9.744517,7.167118,4.527615,4.853526,5.408884,1,malignant
5.525714,3.197194,2,2,4.153126,9.30385,3,10,1,malignant
4.582492,1,1,1,3,1,2,2.371444,1,benign
2.12191,1,1,1,2,1,1,5.553854,1,benign
4,1,1,1,2,1,1,1,1,benign
3.048095,1,3.355218,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.522707,1,1,1,2,1,1,1,1,benign
9.521489,4.408309,3.403097,2,3,5.601102,7.808362,10,3,malignant
9.625941,4.752839,5.320413,9.754425,3,10,6.709518,4.766152,1,malignant
4.56497,8.700867,9.146979,9.624638,7.279114,10,7.260928,10,3,malignant
4,1,1,1,2,1,2,2.955573,1,benign
5.743875,3.130925,2,6.341817,3,10,3,1,1,benign
4,1,1,1,2,2.371653,3,1,1,benign
4.630728,6.295657,9.702224,2.794892,4.733144,10,3.646733,10,2,malignant
4.700714,1,1,1,2,1,1,1,1,benign
3.367869,1,1,1,2,1,3,1,1,benign
5.239023,1,1,1,2,10,2,1,1,benign
5.288241,1,3.389201,1,2,1,2,1,1,benign
5.604245,5.579348,3.316219,2,3,10,4.83475,1,1,malignant
1,1,1,1,2,1,7.217478,1,1,benign
4.951788,1.927109,4.46626,3.746908,2,10,3,2.572582,3,malignant
3.677437,1,3.678389,1,1,1,1,1,1,benign
4.845082,1,1,1,1,1,3,1,1,benign
1,1,1,2,2,1,3,1,1,benign
6.037807,1,1,1,2,1,3,1.952553,1,benign
2.610946,1,1,1,1,1,3,3.049131,1,benign
2.650364,1,1,1,2,1,3,1,1,benign
5.202398,4.411822,6.454181,3.890789,4.801742,6.473883,3,4.516692,1,malignant
9.022902,5.492986,6.709559,8.876191,3,10,9.01584,1,1,malignant
1,3.799419,2.985649,4.847323,7.679418,1,4.133312,5.019376,1,benign
2.884964,1,1,3.117929,2,1,1,1,1,benign
2.602035,1,3.480006,1,2,1,3,2.980609,1,benign
1,1,1,1,1,1,2,1,1,benign
1,2.652131,2,1,2,1,1,1,4.807772,benign
4.284261,5.671392,10.204182,3.521792,10.137714,5.866822,8.138965,5.109665,1,malignant
5.041301,6.296487,6.38303,6.92957,4.539075,2.816376,4.618027,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.335885,1,1,1,2,1,1,1,1,benign
2.184911,1,1,5.95966,2,7.479558,2,1,1,benign
2.875628,1,1,1,2,1,1,1,1,benign
4,1,3.880071,1,2,1,3,1,1,benign
2.127622,1,1,1,2,2.962367,2,1,1,benign
2.228126,1,1,1,2,1,2,1,1,benign
6.027048,2.564166,2,2,3,1,1,4.449512,2,benign
1,1,1,1,2,1,2,3.010243,1,benign
2.211964,1,1,1,2,3.382929,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.696824,6.935366,9.277543,9.938988,4.219593,10,3.425176,2.301795,9.31637,malignant
4.42528,1,1,2,2,1,2,1,1,benign
4.99269,1,1,1,1,1,3,1,1,benign
1,1.721461,1,1,2,1,3,2.954213,1,benign
9.021585,4.262762,3.284618,2,8.084891,1.801101,5.797668,6.247259,1,malignant
9.202421,10.022043,5.894008,9.962974,9.863245,10,8.765737,10,1,malignant
5.439369,1,3.008702,1,2,1,3,1,1,benign
3.600889,2.994819,2,1,2,1,1,1,1,benign
2.711921,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.198103,1,1,1,2,1,1,1,1,benign
2.551302,1,1,1,6.802156,1,2,1,1,benign
9.842767,7.63732,8.659278,2.915307,7.459379,10,5.725013,8.256692,1,malignant
1,1,2,1,2,1,1,1,1,benign
1,2.721254,1,1,2,1,1,2.008254,1,benign
1.9278,4.329976,3.887848,1,10.158138,1,3,3.220148,1,benign
1,1,6.568309,1,2,1,1,1,1,benign
10.30687,6.51312,2.860057,5.83294,5.497079,10,8.795604,10,3,malignant
4.712834,1,3.692851,2,3,1,2,1,1,benign
5.067579,9.728611,3.138298,6.934301,4.748586,10,6.773452,10,10.496243,malignant
4.526141,6.341949,3.098604,1,7.446176,10,2,2.489128,3,malignant
10.412192,6.812348,8.287441,3.244392,4.499781,10,3,10,1,malignant
3.02712,1,1,1,2,1,3,2.657027,1,benign
9.245715,2.627401,4.924702,1,8.666422,10,1,3.798334,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,6.887414,3.033986,8.170323,3,10,5.173043,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.948675,1,1,3.256123,2,2.661664,3,3.22249,1,benign
2.442126,9.985244,8.164111,10.125706,7.161338,10,3,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.626149,1,1,3.857134,2,1,3,1,1,benign
2.63524,1,1,1,2,1,1,1,1,benign
2.622359,1,1,2.675038,2,1,3,1,1,benign
2.69121,1,1,1,2,1,3,1,1,benign
8.558942,1.902672,3.436523,1,2,10,8.867617,2.012169,2,malignant
2.646066,1,1,1,2,1,1,1,1,benign
7.536517,4.992769,9.144329,9.939031,4.373555,10,8.618813,2.11219,9.509025,malignant
4,1,1,1,2,1,2,1,3,benign
9.16586,1,2,8.012329,3.96549,10,1,1,1,malignant
4.886886,6.717443,7.358447,3.573065,4.59692,10,3,5.871161,3,malignant
5.264485,1,1,1,2,1,2,1,1,benign
3.164092,1,1,2.968259,2,2.864616,2,1,1,benign
4,6.324929,10.192969,10.470408,4.822295,10,6.546649,6.778215,1,malignant
9.482362,1.88463,2.401423,1,6.735496,10,8.028171,4.644776,1,malignant
8.915205,2.351481,3.496552,1,8.398857,5.353515,4.557894,4.455136,2,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.370199,4.026071,6.618656,7.956214,4.262496,10,2,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.629641,7.28455,3.772079,3.144397,5.211232,10,6.51827,5.080133,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.942172,3.015408,3.115795,6.951142,2,10,4.191288,4.787677,1,malignant
5.323028,1,1,1,2,1,1,1,1,benign
5.197148,6.388971,8.578837,3.71538,4.420687,5.595285,3,10,1,malignant
5.238581,3.119861,1,2,2,1,1,1,1,benign
2.14561,1,1,6.723052,2,4.842074,2,1,1,benign
5.200992,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.296964,4.33092,8.110432,9.77526,4.705712,1,4.699466,5.02477,1,malignant
1.769448,1,1,1,2,3.129805,3,3.396045,1,benign
8.413645,6.932054,10.116017,2.999522,5.085506,10,8.58852,4.462021,2,malignant
5.568317,1,1,2,2,1,3,1,1,benign
4.968241,4.722034,4.908491,4.158189,4.03469,3.068672,4.211247,7.555696,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.162689,6.186774,9.281208,3.619459,7.703754,10,5.303336,7.713144,8.748238,malignant
6.070555,1,1,2.701282,3,1,1,1,1,benign
3.147871,1,1,1,1,1,1,1.863854,10.047676,benign
5.077062,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,4.597445,1,1,1,benign
1,1,1,1,2,3.718836,2,1,1,benign
2.705069,9.797736,6.529035,6.723692,10.594496,10,9.23921,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.249228,4.545539,7.037734,1,2,1.843008,5.853435,7.598839,1,malignant
9.013299,5.310571,5.474752,2,7.919953,8.381035,2,1,8.981566,malignant
3.140826,1,1,1,2,1,2,1,1,benign
4.832425,10.330811,5.635797,5.013892,4.12557,2.545158,3,10,3,malignant
5.317697,2.478039,2,1,3,1,3,2.872288,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.429126,9.764505,9.969315,1,3,3.354812,8.22367,10,3,malignant
4,2.71571,1,3.418271,2,1.687657,2,1,1,benign
5.133231,3.191888,3.889127,1,4.483469,7.017118,3,1,4.904204,malignant
8.574929,10.305517,9.040477,4.001125,8.320594,6.707473,9.647066,10,1,malignant
1,2.643871,2,1,1,1,2,1,1,benign
2.850191,1,1,1,2,1,2,1,1,benign
2.094175,1,1,3.635628,4.473525,1.406551,2,3.538444,1,benign
1,1.962026,2.577476,1,5.248328,1,3,1,1,benign
4,1,1,1,2,1.333127,3,1,1,benign
1,3.413647,2,1,2,1,2,1,1,benign
2.841059,3.018112,6.856738,2,4.484454,6.022309,1,5.313005,3,malignant
9.498086,7.210203,8.472197,3.08113,4.222109,10,3,8.691032,3,malignant
5.678312,1,1,1,2,1,3,1,2,benign
2.855905,1,1,6.945116,1,10,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
7.223947,4.776251,9.291872,1,3,10,4.452918,5.74862,1,malignant
8.340248,4.899734,6.467061,5.448112,3,6.771791,8.198885,7.393482,1,malignant
5.666595,5.241077,3.55704,6.705328,3.621582,10,5.476414,2.548273,1,malignant
3.227755,1,1,1,2,1,2,1,1,benign
5.470998,1,2,1,1,1,1,2.198753,1,benign
4.747164,1,2,1,2,1,3,1,1,benign
8.570515,4.947822,3.501924,1,4.486485,10,4.824723,6.579814,1,malignant
5.254252,1,1,1,2,1,3,1,1,benign
7.139574,4.175374,3.447178,9.807264,4.700493,2.571293,7.827253,1.640006,1,malignant
2.464109,1,1,1,2,2.709308,2,1,1,benign
2.521363,3.028299,3.744796,1,2,1,2,8.601544,1,benign
2.86055,1,1,3.300563,2,1,2,1,1,benign
1,1.860923,2,3.424172,2,4.673403,2.554255,1,1,benign
4.943296,2.470753,3.510301,2,4.947434,10,3.92991,3.058174,1,malignant
1,1,2,1,2,1,2,1,1,benign
5.179662,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1.772831,1,2.965756,2,1,3,1,1,benign
10.260812,6.484039,3.304594,9.636227,3,10,4.078499,4.179163,6.215972,malignant
1,2.940866,3.101237,1,1,1,2,1,1,benign
2.169097,1,1,1,2,1,2,1,1,benign
4.834937,1,1,1,2,1,3,1,1,benign
5.164858,8.02107,5.813406,4.253326,4.738338,7.75827,5.393715,2.82514,2,malignant
3.841689,1,1,1,2,1,2,1,1,benign
5.537399,5.294085,2.948019,9.863062,3,10,4.590056,8.458953,3,malignant
5.457672,2.754055,2,1,2,1,2,1,1,benign
1,2.85296,1,3.231904,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
9.514049,3.278598,2,2,4.353828,7.61813,9.499854,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,3.147164,1,2,1,3,1,1,benign
4.995246,10.301148,10.960036,1,2,4.645125,7.563226,2.288972,1,malignant
1,1,3.002257,1,2,1,2,1,1,benign
2.216217,1,1,1,2,1,3,1,1,benign
2.949272,7.767862,3.472407,9.719865,9.3745,2.526748,9.32841,4.19109,3.847785,malignant
5.842,1,2,1,2,1,1,1,1,benign
2.420823,1,1,1,2,1,4.277614,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.165397,9.886869,7.722793,7.13573,7.652482,9.014102,9.090108,10,2,malignant
4,1,1,1,2,1,1,1,1,benign
5.119266,6.523079,6.882821,6.40008,4.296794,10,3,4.849773,2,malignant
7.640855,7.023781,7.432802,5.900374,6.72303,5.808009,7.161482,7.068064,3,malignant
1,1,1,1,2,5.537853,2,1,1,benign
2.673612,1,1,2,2,1,2,1,1,benign
4.975285,1,1,1,2,3.045447,1,2.628817,1,benign
2.607212,1,1,1,2,1,2,1,1,benign
5.19789,1,1,1,2,1,2,1,1,benign
3.74941,1,1,1,2,1,1,1,1,benign
5.502999,1,1,1,1,1,3,1,1,benign
1.876978,2.253074,3.915216,1,3,6.344349,7.446385,8.406314,8.32073,malignant
4,7.192454,5.952602,1,5.047964,3.176846,3,8.910441,1,benign
1,1,2,3.769283,2,1.569852,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.601249,2.356069,2,2.878057,2,3.066241,3,1.37723,1,benign
9.882236,9.977882,6.522033,3.106275,7.689917,10,3.956498,10,1,malignant
5.373452,1,1,1,2,1,1,1,1,benign
8.068114,9.263701,8.766183,7.554116,6.76727,10,7.684399,4.247212,1,malignant
1.903669,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.067903,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4.908489,2.283541,3.68276,3.226897,5.066806,10,3,8.858691,2,malignant
2.503136,1,1,1,1,1,1,1,1,benign
1.143242,1,1,1,2,1,1,1,1,benign
1,3.351986,1,1,3,1,1,7.919834,1,benign
4.966097,1,1,1,2,1,2,1,1,benign
3.083014,4.624325,5.937114,2,2,10,10.007836,4.948576,2,malignant
1,1,1,1,2,1,3,1,1,benign
5.656001,1,3.260027,1,1,1,3,1,1,benign
8.68343,6.849879,3.783398,1,8.399468,5.170696,7.544954,7.940616,1,malignant
5.041139,9.886045,9.57033,8.884387,4.445223,10,4.24707,4.984595,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.119523,6.541763,9.796998,10.005611,9.991251,10,8.847552,2.546289,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.638082,2.759526,2,1,2,1,1,8.36977,1,benign
9.153263,3.148609,6.790457,1,3.666066,10,3.99663,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.772061,3.266003,3.696837,1,4.733618,10,3,4.989285,1,malignant
2.641424,3.275807,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.693736,4.365961,4.926007,10.082227,4.530277,10,4.472351,2.21889,4.296679,malignant
10.001554,2.7259,3.037167,1,3,4.834423,1,5.063303,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1.550889,1,1,2,1,1,1,1,benign
10.44557,2.233263,3.654255,3.430961,7.146806,5.818476,3,1,1,malignant
5.628805,1,1,1,2,1,1,1,1,benign
5.043923,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.240369,9.840312,3.569218,9.708645,7.364572,10,7.824514,2.979127,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.670386,1,2,2,1,3,1,1,benign
5.041699,1,1,1,2,1,3,1,1,benign
2.668815,2.934018,1,1,3,5.896332,2,2.343209,1,benign
1,1,1,1,2,1,3,1,1,benign
2.254751,1,1,2,2,1,1,1,1,benign
5.168033,4.58033,2,1,10.634127,1,8.182603,4.133622,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,3.712979,1,3,1,3,1,1,benign
5.145315,8.023911,9.554505,5.8135,10.064065,10,5.900053,10,1,malignant
2.979937,1,1,1,2,1,1,1,1,benign
4,1,3.151695,3.017143,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.278961,4.583544,3.299611,8.753598,7.283208,10,3,9.48983,1,malignant
2.781335,1,1,2,2,1,3,1,1,benign
5.067577,5.610136,9.27497,2,4.736766,7.009885,4.606916,4.173818,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.135458,1,3.615032,1,1,1,1,1,1,benign
10.722594,8.177915,7.485832,2.732295,2,10,6.435877,8.433004,3,malignant
2.44765,1,1,1,2,1,3,1,1,benign
2.499871,1,2,1,2,1,3,1,1,benign
5.679818,1,5.147268,1,2,1,1,1,1,benign
8.604308,3.191556,6.057737,1,3,5.883613,3,1.966952,1,malignant
2.833178,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.827347,3.992242,2.68657,9.93845,5.490849,10,2,4.789744,1,malignant
5.299575,4.844325,6.875989,9.50185,3,10,8.98849,2.142474,1,malignant
11.738268,5.051545,6.795608,3.559324,2,8.084937,4.788981,8.217196,2,malignant
1.896967,1,3.516725,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,4.548213,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,3.477303,1,benign
5.227516,1,1,1,3,8.555569,1,1,1,benign
2.779279,1,1,1,2,1,3,1,1,benign
1,2.685918,4.131058,1,2,1,2,2.633798,1,benign
4,1,1,1,1,1,2,1.929954,1,benign
9.054205,9.844913,8.976286,9.567109,5.423723,10,3,3.317853,1,malignant
1,1,3.957361,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
7.205066,5.873781,4.398613,4.897013,6.891759,10,4.219287,8.349209,2,malignant
1,1,1,2,2,1,3,1,1,benign
5.336215,4.153524,2.642765,1,3,2.299485,8.74672,10,7.008079,malignant
2.824256,1,1,1,2,1,3,1,1,benign
5.014095,10.118081,9.77713,3.489171,7.297649,10,2,1,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,3.553111,7.157277,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,2,1,2,1,4.259975,1,1,benign
4,1,2,1,2,1,2,1,1,benign
2.193199,1,1,1,2,1,2,4.421038,1,benign
1,2.701738,1,2,2,1,3,1,1,benign
3.059704,1,2.939122,1,2,1,1,1,1,benign
5.833266,1,2,1,2,1,3,1,1,benign
7.896593,4.513773,3.540588,2,3.587238,4.279984,2,4.966317,4.323642,malignant
2.619313,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.089014,2.120458,2.551034,1,4.272215,1,3,1.963626,8.387837,malignant
1,1,1,2,2,2.214968,1,1,1,benign
5.428842,7.541687,9.008106,10.039338,3.820372,10,8.068277,10,1,malignant
4,1,1,1,1,1,2,1,1,benign
3.026594,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,3,benign
7.598774,2.820701,2,3.296657,1,1,2,1,1,benign
9.090683,9.786471,9.708445,9.796981,7.528396,10,8.176217,2.607327,3,malignant
4,1,1,4.086248,2,1,2,1,1,benign
1,3.240059,3.697642,1,2,2.889609,2,1,1,benign
5.158998,4.17457,6.08701,10.249878,4.081727,10,4.685189,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.009971,7.338026,3.699833,3.233516,9.666624,9.308393,5.629336,9.708778,5.24351,malignant
4,1,1,1,2,1,1,1,1,benign
5.387969,10.116728,8.922067,1,8.150557,3.497739,2,9.126885,2,malignant
5.292119,1,3.391262,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,4.115861,4.263615,2,4.239337,6.309164,5.080989,6.157423,3,malignant
1,4.368814,2.973474,2.774084,4.4849,3.623699,2,5.547831,1,benign
4,3.458786,3.277272,1,2,3.535644,4.636094,6.350536,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,10.118717,3.282216,1,8.88421,4.805434,8.729851,10,3,malignant
2.514201,4.964885,6.298084,3.16802,2,1,3,5.977986,1,benign
7.811709,4.227368,5.23585,4.591576,7.741887,5.60387,8.275524,5.758354,1,malignant
2.697738,1,1,1,2,1,3,1,2,benign
8.803818,2.331626,2,1,10.666093,5.621187,7.314388,5.697462,2,malignant
1,1,1,1,2,1,2,1,1,benign
9.515114,2.101913,3.757194,1,2,1.917476,8.707083,5.344251,1,malignant
2.092767,1,1,1,1,1,1,1,1,benign
5.190509,5.108725,6.496817,5.515597,4.375505,10,2,2.438361,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,3.763847,2,3.154866,3,1,1,benign
9.80135,10.018389,9.416078,9.629248,8.712017,10,7.140773,2.478277,2,malignant
4.96192,1,1,1,2,1,3,1,1,benign
4,1,2,1,1,3.040675,2,1,1,benign
2.3815,4.033482,4.238141,8.207961,3.657346,10,3,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.395108,2.425041,1,1,2,1,3,1,1,benign
5.135836,7.005705,6.571383,4.528672,3,10,7.701515,5.249354,1,malignant
3.574138,1,4.009273,1,2,3.909553,1,1,1,benign
10.345149,9.597963,2.865161,3.796599,6.458649,6.013481,3.121767,4.331979,2,malignant
5.137319,2.721004,3.202508,1,2,6.300457,4.272475,5.87618,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,10.828026,benign
4,1,1,1,2,1,2,1,1,benign
5.141262,4.502701,5.623413,1,2,1,6.872017,5.544206,2,malignant
5.3906,1,1,1,2,1,1,2.49304,1,benign
1,1,1,1,2,1,1,1,1,benign
8.729817,9.096376,8.167773,6.408186,6.6775,10,6.718121,7.199138,6.961802,malignant
9.162916,10.226794,5.304383,7.498287,8.99798,2.310597,10.94451,10,1,malignant
5.38518,1,1,2,2,1,2,1,1,benign
10.646785,4.545251,6.142442,9.96347,3,10,7.828208,10,1,malignant
5.67004,4.827169,9.419183,9.250936,3,3.549325,3,1.418362,3,malignant
4.621966,1,1,1,2,10,2,1,1,benign
5.330877,8.096187,3.287737,2,5.663638,7.064142,8.373322,7.453343,1,malignant
5.145839,1,1,1,2,1,1,1,1,benign
9.40211,10.104306,8.461218,10.430145,6.775173,10,7.248428,10,1,malignant
3.191753,1,1,1,2,1,1,1,1,benign
4.782642,7.681563,6.145824,5.426414,3,6.045444,3.556299,10,6.326465,malignant
4,1,11.245451,1,2,1,3,1,1,benign
5.320939,1,1,1,2,1,2,1,1,benign
10.024091,4.596041,3.291348,6.44472,5.285282,10,7.510339,8.962147,3.918859,malignant
4.924276,6.681396,10.296716,7.371991,3.288216,1,9.204227,5.336882,1,malignant
5.226823,1,1,1,2,1,3,1,1,benign
7.923492,9.905499,10.158705,5.531097,6.897127,6.492591,4.43905,10,9.265574,malignant
1.888914,1,1,1,2,10,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.202434,1,1,1,2,1,2,1,1,benign
4,4.34974,3.256326,1,3.570171,3.23907,3,5.512873,8.705156,malignant
1,1,1,1,2,6.12231,2,1,1,benign
4,2.361948,2,1,1,1,1,2.663345,1,benign
2.302139,1,1,1,2,1,3,1,1,benign
8.742863,5.094032,5.371989,6.853807,3,4.414173,3.52833,1,1,malignant
4,2.764833,2,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,2,benign
4.962319,4.250423,9.567698,1,3.930071,10,4.96923,3.579841,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.945693,1,1,1,5.474362,1,3,1,1,benign
5.74234,1,3.603369,1,2,1,3,1,1,benign
10.801687,3.844823,3.882073,8.120885,5.803242,10,6.230844,5.480216,2,malignant
4,1,2,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,3.343865,2,1,1,1,1,1,1,benign
7.765341,7.423086,5.579071,6.199696,3.717847,10,3,1,2,malignant
4.564429,1,1,1,1,2.174327,1,1,1,benign
9.47064,5.498712,5.544698,3.172071,2,7.044775,4.412082,8.079209,1,malignant
5.769211,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.044821,9.457098,2,9.850914,6.549479,5.664828,3,7.880719,2,malignant
1,1,1,1,2,6.418839,2,3.228068,1,benign
2.229562,1,2,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.017053,3.111106,4.66315,3.944082,3,5.666287,4.800104,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
7.762298,1,1,1,1,3.086123,4.505305,1,1,benign
2.246763,1,1,1,2,1,1,1,1,benign
5.778089,10.368872,10.016618,5.859287,2,3.593505,8.085569,10,2,malignant
1,1,1,3.742536,1,4.036118,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.163288,10.520987,8.862534,5.603772,7.768196,6.498068,7.236795,10,1,malignant
1,2.4714,2,3.504973,2,1,2,1,1,benign
10.853414,5.449698,3.985719,3.658333,7.697563,1,5.668254,2.853126,1,malignant
1,1,1,1,2,6.983813,1,1,1,benign
4,4.252414,3.685885,6.393915,3,6.284788,3.440919,2.897053,3,malignant
4,1,2.551705,1,2,1,3,1,3.928055,benign
2.477815,1,1,3.333361,2,1,3,1,1,benign
2.098953,1,1,3.391683,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.963001,1,1,1,2,1,3,1,1,benign
7.35564,6.568883,7.855726,6.720797,3,10,4.936216,8.065177,1,malignant
8.579381,4.483398,2.950774,2,2,3.049651,5.192247,2.107654,2,malignant
5.108678,1,1,7.220694,1,10,4.758271,7.76784,1,malignant
3.188959,1,1,1,1,1,5.96321,1,1,benign
5.239256,3.433738,3.514672,5.797589,4.359432,10,8.093378,1,5.285483,malignant
5.103032,1,1,1,2,1,2,1,1,benign
2.432701,1,3.288577,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.184686,2,3.863797,1,1,4.965311,3.272807,1,benign
6.625735,10.18768,9.298637,2,9.144953,8.176916,9.629423,4.348479,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.384241,1.888949,3.576907,5.919179,4.640644,10,5.016579,2.19955,1,malignant
1,2.466089,2,2,2,1,2,2.57564,1,benign
5.279792,10.021326,2,6.407759,6.258443,10,8.194199,1,2,malignant
8.844729,1.987454,3.43141,1,8.708278,6.818026,3,1.901391,1,malignant
2.382891,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.732969,1,1,1,2,1,2,1,1,benign
7.669709,5.025405,6.844025,3.272341,4.446077,3.468117,9.028312,2.922639,1,malignant
3.085128,1,1,2.597003,2,1,1,1,1,benign
7.524915,9.94429,9.681456,9.844282,4.991996,10,8.171357,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.604799,9.75058,7.886653,9.743897,3.628502,10,4.645401,10,10.667193,malignant
4.936777,1,1,1,2,1,2,1,1,benign
9.724093,4.5014,4.136344,2.408317,3,10,8.063079,7.475805,1,malignant
2.670785,1,1,3.667338,2,1,2,1,1,benign
9.429723,9.141132,6.245005,1,1,8.572733,8.542188,2.788249,3,malignant
8.402695,2.592381,6.333934,3.586974,4.957069,10,3,4.600992,6.16029,malignant
4.851544,2.521523,1,2,2,1,4.95456,1,1,benign
4,1,1,3.335153,1,1,1,1,1,benign
2.579269,2.378825,2,1,2,1,2,5.229168,1,benign
5.277506,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1.861234,1,benign
2.353391,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.812449,2.686984,1,9.91694,2,9.253986,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.768432,5.328309,7.014257,6.948061,2,1,7.988024,4.954855,1,malignant
2.423125,1,3.242547,1,1,1,1,1,1,benign
2.146655,1,4.559439,1,3,1,2,1,4.946512,benign
4,1,1,1,2,1,3,1,1,benign
4.704142,1,1,1,2,1.800975,3,1,1,benign
5.47683,1,1,1,2,1,5.9038,1,1,benign
9.704799,9.90913,8.695333,10.740678,3.811244,10,6.304245,1,1,malignant
1,2.6682,1,2,2,1,2,1,1,benign
5.688145,1,1,1,2,1,1,1,2,benign
1,2.452132,4.032795,2,2,1,1,1.565011,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.883458,4.544105,2,9.600409,7.55731,10,7.246569,1,3.824667,malignant
1,1,1,1,2,1,1,1,1,benign
2.989434,1,1,1,2,1,3,1,1,benign
4.792089,1,1,1,2,1,3,1,1,benign
10.569266,3.025861,2,1,2,3.825307,6.156312,1,10.231688,malignant
8.786643,1.659882,3.742677,7.433054,8.047401,10,1,3.050029,4.551235,malignant
1,2.908434,2,3.01538,2,1,1,3.425074,1,benign
10.697576,6.995012,3.339328,2.877243,8.169503,10,7.008983,1,3,malignant
2.191117,6.685049,5.696185,1,3.242645,1,5.439058,10,1,benign
1,1,1,1,2,1,2,1,1,benign
10.051564,8.295831,3.691799,2,3.786055,10,1,3.85361,1,malignant
4,7.918266,8.771706,6.406776,8.019938,10,9.575693,10,1,malignant
7.959674,9.864075,10.423228,6.77672,7.00706,7.277901,3.014461,2.491941,7.845847,malignant
5.906166,3.932484,1,1,7.506605,1,3,1,1,benign
1,1,1,1,1,1,1,1,5.511174,benign
9.241468,9.949302,6.403863,9.474457,4.710078,10,3,3.156547,2,malignant
2.502356,1,1,3.362216,1,1,2,1,1,benign
5.230677,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
8.258198,9.88747,8.48568,1,4.175705,4.01186,11.13377,7.981377,2,malignant
1,1,1,3.508942,2,3.396864,2,1,1,benign
5.090519,1,1,2,1,1,3,1,1,benign
5.204073,1,1,1,2,1,3,1,1,benign
4,2.232529,3.594588,1,2,2.981775,2,1,1,benign
1,2.889092,2,1,2,1,1,6.320107,1,benign
5.01103,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
9.854848,4.739865,5.997443,6.307569,2,10,3.487181,8.860157,6.625563,malignant
4,1,2,1,1,1,1,1,1,benign
9.37204,9.927704,10.009429,4.651351,4.26351,10,4.527482,10,1,malignant
8.627539,10.026708,9.559487,1,3.966008,10,4.33877,2.478014,9.040233,malignant
3.286862,1,1,3.650475,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.587578,7.776254,5.935551,2,4.038083,10,4.769488,1,1,malignant
4,1,1,1,3,1,2,1,1,benign
5.354379,1,1,1,2,1,2,1,1,benign
7.704646,1,3.622944,1,2,1,1,1,1,benign
4.832303,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.05969,1,1,3.386309,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
5.452786,1,3.265554,1,2,1,2,1.805149,1,benign
1,3.170645,2,1,3,1,1,4.626206,1,benign
5.57732,1,1,1,2,1,1,2.367428,1,benign
1,1,1,1,1,1,3,1,1,benign
4,2.59246,4.518843,3.771169,7.381059,6.998985,6.183733,1,2,malignant
4.64083,1,1,1,2,1,2,2.470532,1,benign
5.41926,3.911064,7.272283,5.885371,3,5.680529,5.117284,3.147137,1,benign
1,1,1,1,2,1,3,1,1,benign
2.358814,1,3.255516,1,2,1,2,1,1,benign
4.840624,2.172084,1,2.688785,2,1,1,1,1,benign
2.892953,1,2,2,3,1,2,1,1,benign
2.090217,1,1,1,2,1,1,1,1,benign
9.995063,5.591344,5.792061,10.210366,3.99194,10,3,1,1,malignant
2.951963,1,1,1,2,1,3,1,1,benign
7.471044,9.404679,9.667365,6.056006,4.144468,10,8.03787,8.372889,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.544896,1,1,1,2,1,3,1,1,benign
3.235814,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.798536,7.911608,8.594419,10.569251,3.790293,10,3,8.84129,1,malignant
5.094925,1,2.495405,1,2,2.70175,2,2.795172,1,benign
10.282617,1,1,1,2,1,1,1,1,benign
10.634234,10.164832,9.962377,9.873647,6.149304,10,7.46074,10,3,malignant
5.322582,2.254214,8.702585,1,2,3.7967,7.515298,1,6.083238,malignant
4,1,1,2,2,3.284168,3,1,1,benign
1,1,1,1,2,2.992397,2,1,1,benign
9.421649,9.610881,9.006683,9.847696,5.370945,10,8.093755,8.101134,1,malignant
5.174652,1,1,2.273608,2,1,3,1,1,benign
2.192916,1,1,1,2,1,1,1,1,benign
2.408559,2.719684,1,1,2,1,2,4.229448,1,benign
1,2.682981,1,7.305245,2,1,3,1,1,benign
1,1.453396,1,8.415372,1,3.608359,3,1,1,benign
2.747951,1,1,1,2,1,1,2.877382,1,benign
5.889007,1,3.15169,1,2,1,3,1,1,benign
1,4.590287,3.139539,9.980376,4.639073,8.635508,7.685313,2.716265,1,benign
4,1,1,1,2,1,2,1,1,benign
9.780717,4.855802,3.368904,6.412046,4.346697,10,5.01001,1,1,malignant
5.392553,1,1,1,2,1,2,1.505146,1,benign
2.712376,1,2,1,3,1,1,1,1,benign
5.959514,4.590812,2.969311,1,6.143782,1,9.622417,7.3049,1,benign
2.521384,3.363905,1,2,2,3.105267,3,1,2,benign
5.577945,1,1,1,2,1,2,1,1,benign
2.854073,1,1,1,3,1,3,2.927763,1,benign
4.857963,5.989717,3.805817,6.404822,9.824005,2.327902,9.264445,7.344889,1,malignant
9.537529,7.345867,4.898889,1,6.876386,10,2,7.919658,3,malignant
2.72669,1,4.15045,1,2,1,2,1,1,benign
10.1234,3.717694,6.292341,7.272505,4.454207,5.927678,7.872433,1,1,malignant
8.451554,4.752577,5.991273,3.792099,6.554121,7.346905,4.732531,8.731911,1,malignant
8.553284,2.950084,5.429485,2.733534,2,6.101369,4.336437,7.636347,2,malignant
5.610999,1,1,1,2,1,1,1,1,benign
5.18114,1,1,1,1,1,1,1,1,benign
2.170302,2.717613,2,1,2,1,4.241119,1,1,benign
4.881142,1,1,1,1,1,1,1,1,benign
5.950041,1,1,1,2,1,1,1,1,benign
3.067705,2.843881,2,2,3,1,1,1,1,benign
8.656147,3.895788,9.037361,2,2,3.49732,6.863924,1,1,malignant
5.324444,1,1,1,2,1,2,1,1,benign
2.716425,1,1,1,1,10,3,1,1,benign
1,1,3.28427,3.512202,2,10,2,1,1,benign
5.424476,2.775141,4.22741,1,3,10,3,1.330609,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.183403,9.454417,8.351739,1,6.375233,1,5.32688,10,9.844191,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.476116,3.300924,3.779574,2,1,3,1,1,benign
7.693555,6.313114,8.226481,6.696029,8.717909,10,8.373558,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,3.375304,2,1,1,1,1,benign
2.97764,1,1,1,2,1,1,1,1,benign
2.788255,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.727754,1,1,1,1,1,3,1,1,benign
2.651799,4.607094,9.301711,1,7.151371,1,2,2.781577,1,benign
1,1,2,1,2,1,4.656374,1,1,benign
10.266493,2.285531,5.757558,1,4.864326,3.912753,4.550034,8.769099,1,malignant
4.462627,1,1,1,1,1,3,1,1,benign
7.759597,9.90957,8.417735,10.180107,6.653469,10,7.292527,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.190375,1,1,2,2,1,3,1,1,benign
3.054625,1,1,1,2,1,3,1,1,benign
1,1,1,3.698636,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.05565,10.294124,8.918985,9.80564,10.252878,10,7.892153,3.225294,1,malignant
9.792164,9.975518,9.602635,4.741718,5.381683,10,7.999954,10,1,malignant
5.638312,3.748407,5.093191,3.058416,2,7.691242,4.043345,1.704842,3,malignant
9.003249,5.002569,2,7.866373,6.065709,10,3.845469,8.668495,1,malignant
1.841974,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,2,1,2.376309,2,1,1,benign
7.119449,4.028496,4.646064,2,3,10,6.422544,2.734626,1,malignant
2.270711,1,1,1,2,1,2,1,1,benign
9.989985,10.23982,8.819295,10.175355,7.121439,10,8.548635,10,1,malignant
8.911075,1,1,1,1,2.420125,1,1,1,benign
9.264778,10.164967,4.966771,2.822644,7.362597,10,8.538899,1,1,malignant
2.362712,4.466211,1,9.714309,2,10,8.181986,7.135739,5.263141,malignant
2.105704,1,2,1,2,1,3,1,2,benign
4,1,1,1,4.149898,1,1,2.920757,1,benign
5.090638,4.255019,5.553072,9.858231,5.255785,1,7.390144,3.281554,1,malignant
4,1,1,1,2,1,2,8.907832,1,benign
2.196895,1,1,1,2,1,2,1,1,benign
4.982688,10.20278,9.452347,9.971867,7.116903,10,4.135127,4.286524,10.395653,malignant
4.864724,6.917151,5.761564,9.815625,4.693577,10,4.920228,9.118216,1,benign
10.511029,1.84927,3.769591,1,3,10,1,10,1,malignant
3.501015,1,1,1,2,1,3,1,1,benign
4,2.014027,1,1,2,1,3,1,1,benign
1,1,1,1,5.686948,1,3,1,1,benign
5.657956,1,1,1,2,1,3,1,1,benign
7.098657,9.352675,7.996372,3.063728,8.110131,7.993669,3,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
5.277613,10.112968,10.922635,6.89804,4.61706,10,3,10,1,malignant
5.472672,1,1,1,2,1,1,1,1,benign
11.02354,9.773178,10.897204,7.332113,7.644089,1,8.624814,4.646413,7.036528,malignant
1,4.288712,3.274707,6.333384,10.390847,10,2,3.069217,1,benign
4,1,2,1,2,1,3,1,1,benign
3.021745,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.167213,4.593495,3.095653,2,3,10,3,7.625836,1,malignant
4,4.30171,4.86184,7.160932,2,1,4.622977,5.653858,1,malignant
3.33265,2.573257,3.923189,3.61003,1,1,3,1,1,benign
8.563295,8.157574,10.066693,4.355769,2,2.292356,3,8.283225,2,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.261203,2.806351,2,10.256067,3,10,7.053587,1,3,malignant
2.674695,1,1,1,2,1,1,1,1,benign
8.063888,2.330564,6.266138,1,9.178114,10,5.06927,2.935693,1,malignant
7.707484,10.391261,7.877186,6.49873,5.262023,10,5.551117,10,1,malignant
4,1,1,1,2,1,2,2.384305,1,benign
5.356343,6.965322,8.990308,3.462772,4.397766,10,4.774017,6.87883,2,malignant
5.277654,6.692622,3.879079,6.083463,4.326527,10,4.639884,5.588261,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,4.399627,2,2,1,1,1,1,benign
2.225955,1,1,1,2,1,3,1,1,benign
5.353459,10.261949,8.492579,7.989402,7.144091,11.580788,4.174567,10,1,malignant
5.491572,4.064875,3.39008,5.59996,4.766206,1,4.509835,2.517033,9.772669,malignant
2.786267,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.287995,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.464828,8.101376,9.652709,2.548456,3,4.069376,3,10,2,malignant
2.905393,2.689192,2.236353,3.90248,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
11.490789,6.858665,7.16001,9.834368,4.126899,10,5.247134,7.845915,1,malignant
5.385894,1,1,1,1,1,3,1,2,benign
3.347726,1,1,1,1,1,1,1,1,benign
5.180874,1,2,1,2,1,2,1,1,benign
8.161235,9.924452,8.726758,7.310395,4.306546,1,3.655411,2.387956,1,malignant
6.083777,1,1,1,2,1,2,1,1,benign
3.455897,1,1,1,2,1,1,1,1,benign
8.876877,4.409277,6.495061,4.028478,4.769044,10,2,4.79717,1,malignant
7.449567,2.769857,4.149377,1,9.955731,10,8.297308,4.127896,3,malignant
1,9.633304,8.686538,10.33814,9.483391,10,6.225809,10,1,malignant
4.948666,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.708605,1,2,1,2,1,1,benign
8.920379,4.152773,6.105611,4.479364,4.553467,10,8.489974,1,1,malignant
2.071015,1,1,1,2,1,1,1,1,benign
2.670714,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.692051,4.828618,3.823721,2.869237,8.853654,1,3,2.70751,1,benign
9.320197,3.556136,6.399188,6.668978,3,1,2,1,3,malignant
4.977271,4.138077,5.102158,7.368563,8.954816,6.361236,4.154255,2.934248,7.248535,malignant
2.289116,1,1,1,2,1,2,1,1,benign
6.160161,8.363256,8.286176,1,3.871015,1,7.284065,6.986979,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,4.849334,2,1,1,1,1,benign
7.702911,4.261138,5.802316,5.46736,6.941276,1,5.900283,10,2,malignant
2.088968,1,1,1,2,1,1,1,1,benign
1,1,1,5.112555,2,1,3,1,1,benign
4,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
7.701268,2.496834,6.431173,3.482606,3,7.535315,10.426491,10,2.937307,malignant
1,1,3.179602,1,2,1,1,1,1,benign
2.607196,1,1,1,2,1,1,1,1,benign
8.481146,9.552734,7.936838,8.903382,7.078367,10,6.060966,10,1,malignant
4.037518,1,1,1,2,1,1,1,1,benign
9.17393,1,1,1,2,1,1,1,1,benign
8.945826,9.020304,6.569683,5.94072,5.626575,10,7.945816,8.020563,1,malignant
2.598634,1,1,1,2,1,1,1,1,benign
1,2.637708,3.772556,10.136452,2,10,7.796194,7.920984,1,malignant
4,7.857338,6.900056,8.805999,5.36794,1,3,1,3,malignant
5.275838,10.24334,2,2.848816,6.880759,8.447008,9.42695,1,1,malignant
5.036356,1,1,1,2,1,3,1,1,benign
5.533075,6.700711,7.236611,5.54787,3,7.738708,5.376915,8.564082,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.796602,3.733183,1,1,1,2,1,1,benign
5.383223,4.382061,5.967263,2,7.492564,8.893335,5.058067,2.130276,6.444128,malignant
3.244311,1,1,1,2,1,3,1,1,benign
5.148048,7.927788,6.527887,3.397456,3,10,3,7.216011,1,malignant
4.475958,5.315384,4.245923,2.81301,9.735381,6.805274,7.603868,5.711985,1,malignant
1,1,1,1,1,1,2,1,1,benign
4.781734,9.610186,10.718486,1,6.99587,1,4.344503,10,1,malignant
6.144801,2.003757,1,2,2,1,1,1,1,benign
5.721417,6.386831,9.840646,6.601862,5.01551,10,3,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
4.929393,9.790734,2.795261,5.505208,6.477734,10,7.147985,4.74218,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.774992,1,1,2,3,2.513951,2,1,1,benign
7.060065,7.808456,5.497325,7.403706,3,10,7.025516,10,1,malignant
1,1,1,1,2,2.076584,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
2.466488,1,1,1,1,1,1,1,1,benign
2.974272,1,1,1,2,1,1,1,1,benign
2.951395,1,1,1,2,1,3,1,1,benign
1.428821,1.673819,5.451315,9.078152,2,10,3,1,1,malignant
3.441909,1,1,1,2,1,3,1,1,benign
2.295916,1,1,1,2,1,1,1,1,benign
10.736078,4.532761,4.788827,9.919131,2,6.564692,5.578014,5.81072,3,malignant
5.747862,7.439949,10.363365,3.327164,3.878757,10.096008,8.425135,10,1,malignant
1,2.980759,1,1,1,1,5.122841,4.415094,1,benign
5.071454,3.102096,7.507554,7.79251,3,10,4.279779,10,1,malignant
4.433041,1,3.976012,1,1,1,2,1,1,benign
2.658339,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,7.638169,8.851179,10.304503,2,10,7.53632,5.41364,6.351204,malignant
7.749478,10.63782,4.894847,1,4.812413,3.538226,6.511575,8.446931,1,malignant
5.82422,1,1,1,2,10,2,1,1,benign
5.314428,1,1,1,2,1,1,1,1,benign
5.503723,1,1,1,2,1,2,1,1,benign
4.788729,1,1,1,2,1,1,1,1,benign
4,1.742872,1,1,2,1,1,2.671576,1,benign
5.3693,2.574487,2,7.41176,3,10,5.234836,1,1,malignant
1,1,1,1,3,1,2,1,1,benign
4,1,3.401939,1,2,1,3,1,1,benign
2.370134,10.006662,9.490826,6.153952,6.24466,1,7.129322,2.497245,1,malignant
5.183739,1,1,1,2,1,1,1,1,benign
2.31065,1,1,1,3,1,1,1,1,benign
5.916686,1,1,1,4.748632,1,2,1,1,benign
2.808086,1,1,2,2,1,1,5.538934,1,benign
9.402266,4.783637,5.139558,10.227895,4.972969,10,4.414716,2.037209,2,malignant
4,9.780457,10.558215,2,8.105719,3.507121,3,1.987938,2,malignant
3.508608,1,1,2,2,1,2,1,1,benign
4,3.567541,3.535367,3.2085,4.629579,3.406351,2,1,1,benign
3.109373,1,1,1,1,1,3,2.69444,1,benign
2.205618,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1,2.701294,1,1,2,1,3,1,1,benign
4,1,1,1,4.426831,1,4.677378,1,1,benign
5.29063,1,1,7.332545,8.661542,3.631582,3.887863,1,1,malignant
1,1,1,1,2,1,3,2.164336,1,benign
1,5.361147,3.679457,3.157436,4.52515,1,8.454303,2.210599,1,benign
5.606114,3.403516,2,1,3,1,4.110841,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.253983,4.338236,5.628018,8.358164,3,6.372789,6.576691,7.183872,4.724498,malignant
3.525582,1,1,1,2,1,1,10,1,benign
1,1,1,1,1,1,2,1,1,benign
4,2.586105,1,2.765662,2,1,1,1,1,benign
2.283619,6.851261,7.771384,2,3,1,2,8.464644,1,benign
9.105699,7.34265,3.888838,5.887706,4.68837,10,8.811237,5.552246,1,malignant
5.821803,1,1,1,3,1,3,1,1,benign
5.287134,4.770897,10.534868,9.919217,6.731207,10,4.329915,10,1,malignant
4.351148,1,4.605483,1,3.478319,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.659693,10.003002,5.742372,5.613877,7.971586,10,8.111138,10,1,malignant
1,2.974613,3.650341,1,2,1,5.04819,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.099424,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,4.620634,1,7.727272,1,benign
3.253491,10.023976,5.701387,4.97025,5.474458,7.149212,3,10,1,benign
4.531149,4.032512,3.07561,1,3,1,3,3.793476,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.538146,1,4.424642,1,2,1,1,1,1,benign
10.673589,4.686206,5.390083,2,2,4.213,5.971223,4.011427,3,malignant
1,1,1,1,2,1,2,2.742544,1,benign
2.470787,1.833689,5.003132,3.472245,7.752676,7.340272,8.837254,1,1,malignant
7.273798,6.98187,6.809195,2.964017,4.950496,8.286801,8.122108,1,1,malignant
3.009993,1,2,1,1,1,2,1,1,benign
8.659086,9.811819,5.03193,2.918577,5.190331,3.16038,5.720681,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.181123,1,1,1,2,1,2,1,1,benign
8.973756,3.979588,3.174748,1,2,8.85109,7.384907,10,2,malignant
4.867235,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
3.031238,1,1,1,2,1,3,1,1,benign
2.81844,1,2.791284,2.216575,2,1.764849,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.599551,4.354739,6.940606,1,8.335412,10,7.176475,4.578734,1,malignant
2.348373,1,1,1,1,1,2,1,1,benign
10.436323,1.828079,2,4.266433,8.795117,3.294397,3,3.13948,1,malignant
8.422252,9.810282,8.522433,9.951694,9.216623,10,9.223799,2.551957,1,malignant
1,1,2,1,2,1,3,1,1,benign
2.944567,1,1,1,2,1,2,1,1,benign
4,3.085302,2,1,3,2.844833,8.242103,8.249551,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.769728,4.593793,6.747108,5.422843,2,4.30306,4.925285,5.92556,5.456787,malignant
9.282695,4.342079,5.127095,5.621309,3,6.032014,5.598743,1,1,malignant
1,1,1,3.369117,2,10,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.756153,9.792111,9.046556,10.061626,9.829395,10,1,10,9.793244,malignant
5.969149,5.640074,8.891171,2,9.905231,6.298348,9.142788,4.836337,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.985694,9.849295,9.217078,9.861248,6.110497,10,4.915369,10,3,malignant
9.125724,9.707722,3.906309,1,5.792216,10,8.215443,10,1,malignant
3.457377,1,3.6652,1,2,1,3,1,1,benign
7.33889,9.787976,8.273455,9.931437,6.197209,10,9.153196,10,5.359144,malignant
5.085162,1,1,1,2,1,1,1,1,benign
2.034655,1,1,1,3,1,3,1,1,benign
4.842173,2.4497,1,1,2,1,1,1,1,benign
1,1,1,3.201804,1,3.904896,2,1,1,benign
7.351048,1,2,2.310128,2,8.064734,2,1,3,malignant
4,1,1,1,2,1,3,1,1,benign
4,10.031501,8.040983,8.294482,9.137776,2.438209,4.263506,2.510678,2,malignant
4.888097,2.647949,2,1,7.746877,1,3,6.908589,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1.755002,2,3.294752,3,1,3,3.01807,1,benign
1,1,4.005862,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.277557,1,1,1,2,1,3,1,1,benign
4,9.349997,10.754005,5.524305,6.3838,10,4.576308,3.575098,2.98915,malignant
1,8.539684,2.866189,2,2,1,4.632921,8.399198,1,benign
11.890336,10.315658,9.473764,9.892547,9.529152,10,7.609254,10,3,malignant
5.250673,5.048585,3.413152,5.141752,5.562287,2.879211,4.615946,10,1,malignant
3.661453,10.184974,9.606769,2.90884,7.353372,10,7.689562,1,1,malignant
5.38695,2.501491,1,3.036719,2,1,1,2.048726,1,benign
4.805821,4.005686,3.115618,1,2,4.200583,4.927647,2.511513,3,malignant
1.947628,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,7.073826,3,1,1,benign
1,7.486271,6.304993,1,3.90386,1,3.826095,10,1,benign
1,1,1,7.816809,2,10,2,1,1,benign
2.114971,1,1,1,2,1,2,1,1,benign
9.092799,7.527584,5.879095,3.76003,3,10,4.656523,10,2,malignant
5.271065,1,1,1,1,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1.751094,1,1,1,1,2.163207,3,1,1,benign
3.338226,2.796336,1,2,3,1,1,6.594966,1,benign
7.849026,3.541206,3.826403,7.163171,2,4.479161,6.513093,7.629889,1,malignant
4.815609,1,1,1,1,1,2,1,1,benign
2.545416,1,1,1,2,1,1,1,1,benign
3.03239,1,1,1,2,1,1,1,1,benign
5.869223,1,3.224081,1,2,2.443714,8.06229,1,1,benign
9.402468,9.713804,8.052262,8.292488,10.294886,10,6.028056,10,3,malignant
9.006288,2.485247,4.062438,6.118109,2,10,3.652595,4.750826,1,malignant
5.75998,2.486125,2,2,2,1,3.958531,6.806211,1,benign
4,2.978361,2,3.327007,1,1,2,1,1,benign
4,1,1,1,3,1,2,1,1,benign
2.524953,2.661157,1,1,2,1,1,7.858452,1,benign
8.563748,8.692332,10.258196,9.293812,7.337424,6.550788,7.51476,7.482337,1,malignant
1,5.642247,8.577405,9.436912,4.437272,10,8.744156,5.526789,8.568039,malignant
6.650952,2.09591,2,1,3,0.879128,3,2.520983,2,malignant
1,1,1,1,2,2.720966,2,1,1,benign
8.230642,1.276151,1,1,3.84525,10,2,10,6.04818,malignant
3.496958,1,1,1,1,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
4,9.619941,6.827655,7.622079,6.479448,10,4.366025,10,1,malignant
5.170999,4.768625,4.675764,2.766121,2,7.555843,5.446385,2.909156,3,malignant
2.419501,1,1,1,1,1,3,1,1,benign
9.586437,10.379394,9.21984,6.90191,10.354257,6.936964,7.307597,1.500217,1,malignant
3.091852,1,1,1,2,1,1,1,1,benign
8.190589,2.247927,3.646762,1,3,10,4.674717,1,6.617136,malignant
4,2.629386,2,1,2,1,4.89659,1,1,benign
4.942982,2.95277,3.018277,3.011795,2,1,3,3.709263,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,3.396829,1,benign
4,2.923552,2,2,2,1,1,1,1,benign
9.679053,7.168442,3.48708,6.217282,4.541588,10,8.025811,7.417602,1,malignant
10.326943,10.064223,10.022914,3.933024,6.559605,6.558236,8.446291,10,6.145427,malignant
8.994267,6.722314,8.82115,10.015263,10.712014,10,3,10,1,malignant
1,1,1,3.008473,2,2.613214,1,1,1,benign
4.78033,1,1,1,2,1,2,1,1,benign
2.585663,1,1,1,1,1,1,1,1,benign
4.485314,1,1,1,2,1,3,1,1,benign
3.005907,1,1,1,3,1,3,2.265731,1,benign
1.873593,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,3.437181,1,2,1,1,1,1,benign
2.382135,3.904415,6.754591,10.095018,3,2.495508,4.870066,2.74895,5.89887,malignant
1,6.100697,6.175482,3.687436,3,7.202127,6.789871,7.362655,5.362724,malignant
1,2.982103,2,2,1,1,3,1,1,benign
4.757984,6.596282,8.910488,9.739463,2,10,7.252329,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.638728,1,1,1,2,1,3,1,1,benign
3.060471,1,1,1,2,1,3,2.672636,1,benign
4,5.166945,5.220112,9.93728,4.218197,10,10.037853,3.754444,7.458261,malignant
2.159671,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.683637,2.540666,2,1,2,1,2,1,1,benign
3.260182,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.362282,1,benign
3.923814,2.904481,4.027147,7.240667,3,4.29893,3,1,1,benign
3.45306,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,3.724269,2,1,1,benign
2.390924,4.895544,5.816356,3.816529,3.201863,10,6.461872,1,1,malignant
9.689743,10.182543,3.435228,10.105905,6.653512,10,7.753062,7.005308,1,malignant
2.181995,2.331705,2,1,3,1,1,1,1,benign
4,1,1,1,2,7.094287,1,1,1,benign
3.040486,3.603975,5.334661,1,3,1,4.214702,7.468744,1,benign
9.480581,10.175814,9.773039,9.859754,9.028161,10,3,10,3,malignant
1,2.897176,2,1,2,1,2,2.558942,1,benign
6.432697,4.145452,5.614437,6.135455,2,2.70751,4.406085,1.849801,8.496403,malignant
2.182048,1,1,1,2,1,1,1,1,benign
3.658567,1,1,1,2,1,2,1,1,benign
7.704995,5.315479,5.664672,6.184406,5.232912,10,6.860074,1,4.562716,malignant
2.861531,2.105199,2,1,2,1,2,5.724501,1,benign
11.101325,7.907165,9.158072,9.491409,3,10,4.403998,8.313251,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.647542,1,1,1,2,2.562798,2,1,1,benign
5.316194,4.587707,3.745475,2.900951,4.937853,1,6.827168,5.324141,4.447858,malignant
2.905945,3.219212,2.928391,1,1,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.76499,4.084145,5.406934,8.22438,7.19825,1,7.199954,8.540314,1,malignant
4.744112,2.764775,3.471954,1,3.835291,4.650437,3.678699,1.896577,1,malignant
4.919732,1,1,1,2,1,1,1,1,benign
2.444043,1,1,1,2,2.950294,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.014399,1,2.926101,1,2,1,1,1,1,benign
3.438572,3.949538,2.85966,3.007702,8.66674,3.33284,7.654946,1.930483,1,benign
5.242483,1,1,2,2,1,2,1,1,benign
4,1.815146,1,1,2,1,2,1,1,benign
5.065629,1,1,1,2,1,1,1,1,benign
10.526907,10.296269,8.427058,5.791858,3,10,8.515916,10,3,malignant
10.147358,10.244297,8.969263,9.804322,9.196938,8.738361,9.360888,9.013654,1,malignant
4,2.808986,3.903019,1,2,1,5.239153,2.048903,2,benign
3.341037,1,1,1,2,6.49701,5.566207,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.021086,1,1,1,1,1,2,1,1,benign
2.655838,1,3.506994,1,2,1,1,1,1,benign
2.556358,1,1,2.984626,2,1,1,1,1,benign
4,2.550451,1,1,2,1,3,1,1,benign
4.89076,1,1,1,1,1,1,2.10693,1,benign
1,3.471161,2,3.079456,2,1,2,1,1,benign
9.717938,3.916642,9.290081,1,4.609807,1,4.717028,3.234275,3.907546,malignant
5.185457,6.035227,5.42178,6.094476,7.490078,10,10.47318,1,3,malignant
9.064259,9.762293,9.3012,9.580913,3,3.589994,8.837836,5.996059,1,malignant
10.351421,2.131215,6.123075,7.490504,4.516342,10,3,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
4.898849,2.79768,1,1,2,1,2,1,1,benign
8.961401,6.533176,2.75744,10.109532,3,10,7.588593,6.085186,1,malignant
2.750105,1,1,1,2,1,1,1,1,benign
2.876992,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,1,1,3,1,1,benign
9.629632,9.439724,9.480089,5.613951,9.920391,4.106174,7.192289,8.084689,3,malignant
8.307774,9.620814,9.008864,9.966302,3,10,3.268632,5.308001,4.577968,malignant
1,1,1,1,2,10,2,1,1,benign
5.984178,4.475879,3.71504,2,2,10,7.755249,2.549038,6.123896,malignant
1.969684,1,1,3.635887,2,1,1,1,1,benign
3.088952,1,1,1,2,1,2,1,1,benign
4.695862,1,1,1,2,1,1,1,1,benign
2.860303,1,1,1,2,1,3,1,1,benign
1,1,1,3.135709,2,1,2,1,1,benign
5.641801,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
4,1,3.233448,1,2,1,2,1,1,benign
4,1,1,2.785806,2,1,1,1,1,benign
10.392976,7.142407,9.418249,6.888779,9.093568,10,3,7.512133,1,malignant
5.177286,1,1,1,1,1,2,1,1,benign
9.448236,9.734807,10.308133,6.725634,4.401661,10,4.664599,10,8.720078,malignant
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,3.65763,2,1,3,1,1,benign
2.320455,1,1,1,2,1,4.003188,1,1,benign
7.919912,9.843274,9.746586,7.708416,5.946396,10,7.969097,10,1,malignant
4,9.580513,9.168796,9.764778,3.280205,4.744222,9.02561,2.28939,1,malignant
1,1,1,1,1,1,1,1,1,benign
5.523185,9.856421,9.424245,5.0089,6.920254,10,3.947132,10,1,malignant
5.252113,1,1,1,4.49701,1,1,1,1,benign
4,2.663351,3.847594,1,3,1,5.812365,10,8.141803,malignant
1,1,1,6.081773,2,7.063304,1,1,1,benign
2.895655,1,2,1,1,1,1,1,1,benign
4,2.367537,3.624892,1,2,1,3,1,1,benign
4.854812,4.679672,3.821301,3.619692,2,3.276559,2,10,2.777928,malignant
8.491934,8.101196,5.613415,6.85443,9.701886,3.832454,3.108695,10,3,malignant
9.833565,4.587899,6.136669,7.000362,8.757918,2.60547,9.584269,1,3,malignant
2.373847,1,1,1,2,1,2,1,1,benign
3.164136,1,1,1,2,1,1,1,1,benign
9.43344,5.267171,5.526962,3.532867,3.947853,6.228163,6.6601,4.287927,2,malignant
1.905605,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,7.889906,2,1,3,benign
3.366097,1,1,1,2,1,1,1,1,benign
9.263113,6.461381,5.283052,2,3,3.435675,4.681136,3.91732,1,malignant
1,4.559713,9.986122,7.170107,4.381368,6.742547,3,7.217384,3,malignant
4,2.236854,3.879156,2,3,1,2,1,3,benign
8.862336,5.199765,3.883712,2,3,3.106226,9.376555,1,3,malignant
1,1,1,1,2,7.856361,2,1,1,benign
5.195203,4.816013,2,2.834604,3,3.570061,3,3.523374,1,benign
2.937856,2.805376,2,1,2,1,5.034944,1.913478,1,benign
1.811733,1,1,1,2,1,3,1,1,benign
9.460252,9.840981,9.187224,10.104432,8.017178,10,7.157671,10,3,malignant
3.195839,1,2.985693,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
11.244092,9.994019,8.006756,3.849734,3.864608,10,7.081408,2.128554,1,malignant
1,2.14991,2,2,2,1,3,3.897853,1,benign
9.190703,3.691885,3.723608,9.759796,2,10,9.612721,2.963039,1,malignant
2.578649,1,1,2,2,1,3,1,1,benign
4,4.709137,4.002876,5.502896,11.015046,10,4.804803,4.769597,1,benign
4,1,1,1,2,1,1,1,1,benign
4.775397,1,1,1,2,1,1,1,1,benign
1.857853,1,2,1,2,1,3,1,1,benign
2.682323,1,1,1,2,1,2,1,1,benign
9.713779,4.431789,5.628866,10.164992,3,10,8.620939,10,8.482848,malignant
10.174543,6.052796,7.265509,6.46715,8.805458,10,2.893809,4.916464,1,malignant
3.235056,1,1,1,2,1,1,1,1,benign
2.531821,1,1,1,2,1,1,1,1,benign
2.599052,1,1,1,1,2.084515,3,2.600399,1,benign
1,1,1,3.074454,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,3.878656,1,2,1,2,1,1,benign
5.350807,1,2.98294,1,2,1,3,1,1,benign
5.297007,4.594513,2.903617,3.405145,4.905241,9.277546,1,4.460959,1,malignant
1,1,1,1,1,1,1,1,1,benign
3.004509,6.607989,3.755986,3.549956,3,3.709645,9.305276,10,1,malignant
5.593623,1,1,1,2,1,1,1,1,benign
10.494722,6.198948,6.380243,9.294206,4.587218,10,8.627846,6.208963,1,malignant
3.351639,10.144124,10.526623,1,8.417265,10,7.965267,10,4.03963,malignant
5.175913,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,3.658374,1,benign
9.611022,9.557364,9.507119,9.679316,4.613691,10,4.236887,10,7.790765,malignant
8.269658,8.187506,7.232531,7.717473,4.029045,10,3,10,5.565384,malignant
8.82341,6.93139,9.223238,8.159352,3,10,7.261321,1,1,malignant
2.617086,10.283347,8.809784,3.114863,4.260721,10,5.149058,2.168723,5.87641,malignant
3.344863,1,1,1,2,1,2,1,1,benign
1,2.114031,2,1,2,1,2,1,1,benign
1,1,1,1,2,2.861051,1,1,1,benign
8.454275,1,1,1,2,2.364,1,1,1,benign
5.414035,6.60852,5.924904,7.934272,4.217224,10,3,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
8.622141,4.650915,2,3.254156,5.556959,5.805839,3,2.874326,1,malignant
4.809219,9.690472,9.688587,2,5.827818,9.797425,8.280261,10,2,malignant
3.55623,1,2,1,1,1,2,1,1,benign
1.643765,1,1,1,3,1,2,1,1,benign
9.104525,4.036259,6.165008,2,6.90765,10,7.277149,5.665829,3,malignant
1,1,2,1,2,1,1,1,1,benign
6.351085,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.223449,3.454647,3.156717,1,1,3.290845,2,3.320617,1,benign
1,1,1,1,2,1,3,1,1,benign
9.331211,6.206239,4.353555,8.538541,6.779678,10,3,7.604995,1,malignant
2.502136,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.563736,1,benign
4,2.536632,1,2.789578,3,2.62314,1,2.656704,1,benign
2.431,1,2,1,1,1,3,1,1,benign
1,1,1,3.39494,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.764515,3.378292,1,5.085455,1,1,4.709113,1,benign
1,2.609305,2,1,2,1,3,1,1,benign
1,2.238033,3.310889,1,4.851764,1,3,2.417368,1,benign
2.458767,1,2,1,2,1,1,1,1,benign
5.619374,1,3.144201,1,2,1,1,1,1,benign
5.243203,1,1,1,2,1,2,1,1,benign
2.903799,1,1,1,2,1,1,1,1,benign
1,4.524566,5.443653,3.401086,3,1,2,3.152158,1,benign
5.222779,2.025739,8.886635,1,3,1.83279,7.424229,1,5.094823,malignant
1,1,1,1,2,1,2,1,1,benign
5.715349,2.121175,1,2,2,1,6.972049,1,1,benign
7.785503,3.901282,2.827877,1,8.854864,1,4.541116,5.412089,1,malignant
1,1,1,1,1,1,1,1,1,benign
8.168686,10.24386,8.39077,1,8.711115,10,3.839268,7.102296,2,malignant
4.781147,1,1,1,2,1,2,1,1,benign
9.217891,9.892162,10.445031,9.678659,9.124208,10,7.709296,7.853458,3,malignant
4.794443,10.415269,11.084038,2,4.17263,10,3.962021,10,1,malignant
7.591973,5.614016,5.3673,7.40925,4.912195,3.962155,3,6.601215,3,malignant
5.742389,1,1,1,2,1,7.265813,1,1,benign
5.003421,6.690305,8.610969,3.51301,4.02082,3.405186,4.016818,7.66607,2,malignant
2.777549,1,2,1,2,1,1,1,2,benign
4.63223,1,1,1,2,1,1,1,1,benign
1,3.130127,1,1,2,1,2,1,1,benign
2.835065,1,1,1,2,1,3,1,1,benign
7.509562,9.332655,11.735696,6.8674,9.351258,10,4.099247,9.592948,1,malignant
1,1,1,1,3,1,2,1,1,benign
9.424593,1,3.444222,2.739888,2,2.60832,1,1,1,benign
1.973813,1,3.585975,2,2,1,2,1,1,benign
9.301556,2.849749,1,3.579663,7.522633,10,3,2.2097,3,malignant
4.615577,3.578786,5.74328,1,2,2.88346,4.996627,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.405723,1,1,1,2,1,2,1,1,benign
5.455512,1,1,1,2,1,1,1,1,benign
7.922524,9.528044,4.378259,9.65065,3,10,7.93094,2.316292,1,malignant
10.027825,8.327105,5.37523,1,3.407591,1,5.193878,10,5.415303,malignant
9.530229,7.781545,9.576931,9.585074,7.798425,10,7.25988,8.356559,3,malignant
5.484749,1.694308,2.769434,1,3,6.5032,3,3.185307,1,malignant
2.132171,1,1,1,2,1,2,1,1,benign
1.928968,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.026913,2.313999,2,4.226084,3,8.069856,4.724563,1,1,malignant
4,6.744627,10.461982,2.924861,6.941327,5.088966,3,8.602846,1,malignant
2.366546,7.200946,8.716071,5.670393,4.491557,10,4.642296,3.867247,1,malignant
4.914649,1,1,1,2,1,3,1,1,benign
9.132095,9.495813,9.158004,6.53247,3,1.576446,9.692392,10,1,malignant
2.718179,1,1,1,2,1,3,1,1,benign
2.625282,1,1,1,2,1,1,1,1,benign
4.846449,2.260351,9.143468,5.283763,3,1,3.911,3.409878,4.362644,malignant
7.89872,5.459118,6.168948,4.882374,3.946839,10,3,2.826391,8.534413,malignant
2.771213,1,1,2,2,1,2,1,1,benign
9.777556,10.478357,10.090432,9.713821,8.090535,10,3,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.835288,4.365499,6.438277,9.503687,8.691883,10,3.475616,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.597406,1,1,4.43955,2,3.373171,5.735455,1,1,benign
2.630144,1,1,1,2,1,1,1,1,benign
5.40959,2.619702,4.214132,7.960142,3,10,5.181815,1,1,malignant
4,1,1,2,2,1,3,1,1,benign
2.608145,1,1,1,2,1,2,1,1,benign
1,1.728133,4.239282,1,4.934889,1,2,7.902367,1,benign
4.725672,9.513732,8.695382,9.912834,2,1,9.664316,10,1,malignant
3.153908,3.094648,1,4.266261,3,3.48712,1,1,1,benign
2.931428,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.17125,9.971049,8.736928,6.716953,1,10,5.810501,1.968324,1,malignant
1,3.025118,3.874181,1,2,1,1,1.871912,1,benign
1,1,1,1,2,1,1,1,1,benign
2.344637,1,1,1,2,1,1,1,1,benign
4.795837,9.927376,10.577185,2,7.03883,2.959339,7.392509,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,3.54669,1,2,5.740285,2,1,1,benign
5.395255,1,1,1,2,10,2,1,1,benign
6.008149,5.13221,5.964998,3.08946,7.311328,10,7.162661,4.131191,1,malignant
5.047309,3.050012,5.174831,2,3,1,3,1.990761,1,benign
9.472779,9.564438,8.813142,1,4.734635,10,8.973083,10,2,malignant
5.440987,4.628419,2.887193,2,5.799427,10,4.86659,1,1,malignant
2.487567,1,1,1,2,1,3,1,4.889695,benign
2.695615,1,1,1,2,1,2,8.08546,1,benign
7.859329,9.693309,5.557145,9.905088,5.516939,10,6.15156,10,1,malignant
5.535854,2.157227,3.476502,2,2,10,3.685894,4.705244,3,malignant
4,4.16528,5.555495,9.933775,3,10,7.67685,2.237962,3,malignant
7.595961,10.379548,3.721401,7.185483,9.328128,10,2,10,3,malignant
4,1,1,1,2,2.745632,2,4.611161,1,benign
5.681716,1,2,1,3,1,3,1,1,benign
9.414811,9.646035,7.25604,2.705032,3,9.324389,6.896382,1,1,malignant
5.145899,10.004514,8.517252,5.509271,2,7.056868,7.486475,10,1,malignant
2.793296,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.67781,3,1,1,benign
4,1,1,1,1,1,1,1,2,benign
4,1,1,1,2,1,2,1,1,benign
1,2.930823,3.228606,2,2,1,2,2.290714,1,benign
4,3.179522,2,1,3,1,3,1,1,benign
1,1,2,3.714074,2,1,1,1,1,benign
4.848805,10.167794,9.379501,7.377028,8.206498,10,9.426265,7.212672,3,malignant
2.579709,1,2,1,2,1,2,1,1,benign
5.242117,3.166526,2,2,9.242144,1,3,2.640167,1,benign
1,1,2,1,2,1,2,1,1,benign
4,1,2,1,5.254036,2.084181,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
5.223289,10.304,6.15218,6.425537,5.313617,10,5.090554,10,1,malignant
7.422857,4.56972,7.465682,2,7.139743,10,6.213544,2.034854,1,malignant
5.140495,6.408249,8.92241,3.232255,4.531367,10,6.800655,5.776471,1,malignant
5.64139,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,7.660301,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.936637,9.858845,5.82013,6.888767,7.016432,5.390984,2,2.682724,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.421208,1,1,1,2,1,2,1,1,benign
4.6988,5.712533,5.871541,6.562934,4.040984,1.595735,3,1,2,malignant
5.233614,7.389823,5.095947,9.261712,4.029698,10,9.610759,10,1,malignant
2.488378,1,1,3.191696,2,6.010927,1,1,1,benign
4,4.617361,11.086243,2.986343,3,5.595386,3,2.52709,2,malignant
7.472687,2.354288,3.346029,2,4.058892,10,4.681799,1,1,malignant
8.080534,2.86311,3.527465,1,3,10,7.878222,1,2,malignant
5.103144,1,1,1,2,1,2,1,1,benign
5.267468,1,1,1,2,2.226852,2,1,1,benign
11.93854,2.173791,5.916444,1,3,1.315476,4.711265,2.826831,9.059093,malignant
4,1,1,2.894256,2,1,2,1,1,benign
2.413486,1,2,1,2,1,2,1,1,benign
4,3.584394,2,3.733935,5.968971,1,4.209427,1,1,benign
5.311748,3.611828,6.670627,4.309004,2,10,4.740199,2.620628,1,malignant
5.605422,1,1,1,2,1,1,1,1,benign
2.995571,5.370799,5.287387,2,2,2.571696,4.582699,2.483153,1,malignant
2.818003,1,1,1,2,1,2,1,1,benign
4.505835,1,1,1,2,1,2,1,1,benign
5.023108,1,1,1,1,1,3,1,1,benign
5.747377,1,1,2.665694,2,7.320257,1,1,1,benign
1,1,3.346817,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
10.13889,7.073221,6.487045,5.951366,2,4.876607,8.970595,10,1,malignant
4,1.874261,3.735607,4.691896,3,10,3,10,1,malignant
9.155421,4.200985,5.596321,5.491257,4.658847,10,7.210848,2.614674,9.525206,malignant
4.881056,1,2,1,2,1,3,1,1,benign
2.524763,2.630885,3.36955,1,4.049931,1,1,1.725058,1,benign
10.65468,4.255842,4.348164,1,3,10,6.195532,2.289154,10.174555,malignant
5.663592,9.849285,8.248898,9.93441,6.763829,2.609152,9.260663,10,3,malignant
9.114682,5.168467,7.117292,9.522615,5.248568,10,7.310557,1,3,malignant
4,3.743633,6.545324,4.013106,10.432354,5.870735,5.665739,1,1,malignant
7.286173,7.574553,3.148911,1,4.874563,3.129738,3.696553,4.672992,4.108347,malignant
2.905999,1,3.425006,1,2,1,2,1,1,benign
1.740342,3.040063,1,1,2,1,3,1,1,benign
5.570492,7.709299,2.828904,2,4.269487,10,2,10,2,malignant
1,1,2,1,2,1,2,1,1,benign
4.781613,5.120588,3.245924,6.076447,8.43871,1,3.906813,8.856659,6.395875,malignant
4.835181,1,1,1,2,1,1,1,1,benign
4.797693,2.286166,1,3.053439,2,3.361731,1,8.151397,1,benign
4,1,1,1,2,1,3,1,8.52172,benign
2.815791,1,1,3.19799,2,1,3,1,1,benign
5.87011,3.351544,10.148865,1,2,5.39702,3.376197,8.784184,8.855818,malignant
9.417139,4.387958,3.613784,9.560526,3.963923,10,4.614974,2.100444,3,malignant
9.219875,1,2,10.210693,12.495823,2.890434,4.71974,10,9.707899,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.442413,1,1,3,1,1,1,1,benign
2.863021,1.801662,3.165147,1,1,3.30692,1,1,1,benign
1,6.527043,7.245098,5.295267,9.314698,3.401347,3,9.099748,1,benign
2.23516,1,1,1,2,1,3,1,2,benign
5.256737,1,1,1,2,1,3,1,1,benign
1,5.036238,6.617895,5.827221,6.947985,1,2,1,1,benign
1,7.399207,1,6.141326,4.735359,5.610632,8.082738,1,1,benign
1,1,4.040954,1,1,1,3,1,1,benign
3.257593,1,1,1,2,1,2,1,1,benign
5.509785,1,1,1,2,1,2,1,1,benign
8.002373,7.886039,10.012533,2,4.98162,1.418451,3,9.181267,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
3.477762,1,1,1,1,1,2,1,1,benign
1,4.343749,7.027605,4.210313,2,2.288829,4.413035,1,1,benign
2.098246,2.194142,1,1,2,1,2,1,1,benign
1,1,1,2.626068,2,3.324358,1,1,2,benign
5.381248,6.725116,2.891098,6.998824,3.811839,10,9.130003,7.589069,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
9.563549,7.663919,8.703039,2,3.744974,1,4.063656,2.347251,1,malignant
3.781043,2.16133,1,1,2,1,2,2.891567,1,benign
2.363164,1,1,1,2,1,3,1,1,benign
2.068746,3.070949,2,2.641999,2,3.059116,1,1,1,benign
2.34885,1,1,2,2,2.294456,2,1,1,benign
5.600928,2.42492,2,2,2,1,3,2.617701,1,benign
4,1,1,1,2,2.625052,1,1,1,benign
8.201958,9.570993,3.124187,5.37058,7.698592,6.911092,5.509351,1,5.183755,malignant
1,1,1,1,2,1,2,1,1,benign
8.617427,3.745167,6.691191,1,9.779701,7.329438,3.928197,1,9.330737,malignant
4,1,1,1,2,1,2,1,1,benign
5.408013,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.399741,1,1,1,2,1,1,1,1,benign
5.083645,2.409643,3.334312,9.577535,3,10,4.231673,1,3,malignant
2.563834,1,1,1,2,1,1,1,1,benign
10.047224,9.90498,9.237992,6.690721,3,2.637452,3,7.421245,1,malignant
10.908095,7.493919,3.244944,7.094462,3.851667,10,5.471511,10,2,malignant
4,1,2,2,3,1,1,1,2,benign
5.895713,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.613265,1,1,1,2,1,5.066848,1,1,benign
9.759505,10.107784,7.048167,4.932846,7.259559,10,8.708436,10,1,malignant
5.227992,7.775397,5.772719,2,7.12181,10,9.160848,4.122919,1,malignant
1,1,2,1,4.2831,1,3,1,1,benign
4.717909,2.228516,1,1,3,1,7.646288,5.241198,1,benign
5.746218,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.769339,1,benign
5.61394,1,1,1,2,3.116199,3,1,1,benign
5.440658,6.35778,5.786466,9.829072,4.901552,1,5.755889,10,10.217694,malignant
1.403776,1,1,1,2,1,1,1,1,benign
10.088658,6.248621,7.635775,5.917224,6.904372,2.853241,8.733821,10,1,malignant
4,9.44531,6.386247,9.782806,5.631248,10,8.81896,10,3,malignant
2.739163,1,1,1,2,1,3,1,1,benign
5.897821,10.217127,3.633474,5.136903,9.282695,2.183119,6.13721,8.613836,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.057504,1,2,1,2,1,3,1,1,benign
9.42784,4.486223,3.254767,5.486914,2,10,3.111463,3.386698,3,malignant
2.51526,7.656057,7.688476,6.770058,3,10,6.576221,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,5.228636,1,1,benign
1,2.427843,1,3.883634,3,1,2,1,1,benign
4,1.901124,2,6.394229,2,10,3,3.104634,1,benign
4,1,1,2.621042,2,2.647211,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.719718,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1.829571,1,benign
9.565203,4.588445,3.544893,6.136995,4.041489,10,4.38621,1,1,malignant
6.980551,9.849053,9.015976,1,7.948134,2.238712,10.010011,10,8.257268,malignant
8.792814,3.263632,5.406829,1,3,6.786015,8.679628,2.577272,1,malignant
9.289574,4.622324,5.106404,6.398108,2,5.686557,4.365157,10,2,malignant
5.069872,1.408685,2,2,3.941361,10,4.408508,1,3,malignant
4.948045,6.532181,10.19445,3.761908,6.228359,6.774528,7.835394,7.486026,1,malignant
9.06339,4.617875,2,3.496606,2,6.810779,4.683284,4.198199,2,malignant
8.159878,9.970346,9.889413,1,8.628078,5.948047,4.164817,1.901204,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.510923,1,1,1,2,1,3,2.462447,1,benign
2.996966,1,1,1,1,1,3,1,1,benign
5.150595,2.993782,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.845686,1,2.61857,2,2,1,2,1,1,benign
4.774128,1,1,1,8.232475,1,3,1,1,benign
8.721428,4.546334,6.525726,7.195961,4.925593,10,8.612716,5.605481,4.293394,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.442864,10.082518,2,3.318691,4.746258,7.658863,6.490447,9.859263,1,malignant
2.970144,1,1,1,1,1,3,1,1,benign
6.962073,6.088103,5.665391,6.284978,3.727944,10,3,7.015454,1,malignant
4,1,2,1,1,1,1,1,1,benign
2.35856,1,1,1,1,1,3,1,1,benign
1,1.955016,1,1,1,1,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
4,7.035138,9.814009,2.894002,4.890836,5.335524,3,10,1,malignant
3.468201,1.899475,1,1,2,1,1,1,1,benign
2.722083,1,1,1,2,3.298225,1,1,10.115064,benign
9.265271,9.980194,9.63129,9.747859,4.659221,3.340874,9.518196,10,1,malignant
4,1,1,1,2,3.242081,2,1,1,benign
5.60866,10.080795,5.700589,6.143425,10.558172,8.318386,6.25641,10,5.452648,malignant
1,1,1,1,2,4.776067,3,2.714397,1,benign
1,1,3.826014,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,2,1,2,1,2,2.551927,1,benign
5.28143,1,2,1,4.047274,3.409151,4.694582,7.176292,1,malignant
2.785124,1,1,1,2,1,1,1,2,benign
1,1,1,2.876746,2,2.527999,3,1,1,benign
2.145815,1,2,1,2,2.260531,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.969456,6.781456,10.268039,8.121177,7.317092,10,3,1,2,malignant
1,3.158217,1,2,2,2.262945,1,1,1,benign
10.246884,2.255112,3.599097,10.405862,4.105944,10,6.937753,5.569905,1,malignant
3.370836,1,1,7.80104,2,1,1,1,1,benign
5.651729,1,1,1,2,1,2,1,1,benign
2.514801,1,1,1,2,1,1,1,1,benign
2.564958,1,1,3.556484,2,1,2,1,1,benign
5.926169,4.138856,10.312125,9.713032,2,10,5.592781,6.97822,1,malignant
8.643447,9.673438,8.284549,4.992351,3,7.445086,6.417926,10,9.474911,malignant
4.596329,2.83824,3.392084,1,3,7.267428,6.04091,1,1,malignant
3.058663,1,1,1,2,1,1,1,1,benign
8.916836,10.249838,5.797329,9.769355,4.290357,10,5.462905,5.393471,1,malignant
7.243569,5.498955,3.734709,1,4.00556,6.425713,7.635272,8.562209,5.872412,malignant
9.074381,9.957677,8.652722,6.819651,7.926332,5.022509,4.874897,10,2,malignant
3.26966,1,1,1,2,1,3,1,1,benign
1,5.069156,4.294282,2,2,10,3,1,1,benign
4.878838,9.931628,6.747268,2.977354,4.938036,10,7.598703,3.28954,1,malignant
10.570656,9.720355,9.688685,9.892553,3.414665,1,8.946827,8.429525,3,malignant
1,1,1,1,2,1,1,2.858227,1,benign
5.21923,5.114014,5.589435,6.230698,4.226853,3.060254,8.337199,1,1,malignant
5.134472,2.70417,2.945217,1,2,1,2,2.848299,1,benign
5.533738,6.750857,5.338684,3.44465,3,4.088312,4.448944,10,2,malignant
5.416705,9.68281,9.104443,9.543352,5.139675,4.030525,3.775798,8.232154,4.896591,malignant
1,2.475736,1,1,2,1,4.308677,1,1,benign
1.755015,1,1,2.758783,1,4.866713,3,1,1,benign
1,1,3.445506,1,2,1,2,1,1,benign
8.288671,1.683324,5.275552,6.560845,4.061522,10,3,3.996072,2,malignant
4,1,1,2,2,1,1,1,1,benign
1,1,1,2.863309,2,4.7431,3,1,1,benign
2.750909,1,1,2,2,1,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.303157,1,1,1,2,1,1,1,1,benign
5.559464,4.30966,5.190683,5.60489,4.109746,10,5.91713,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.552422,1,1,1,2,1,1,1,1,benign
2.200479,4.86686,6.629394,2,2,1,2,8.509286,1,benign
3.539905,1,1,1,2,1,3,1,1,benign
1,1,3.711955,1,1,1,1,1,1,benign
8.961181,9.889302,9.060781,9.770136,11.231433,10,5.289984,4.395256,1,malignant
2.139391,2.709681,2,3.21827,3.83312,3.651973,3,4.251862,1,benign
4,1,1,1,2,1,1,1,1,benign
3.126157,1,1,1,2,1.985572,3,1,1,benign
9.951733,3.15674,9.253314,1,2,3.208473,1,1,1,malignant
8.789094,9.862727,8.808114,1,4.825753,5.598518,7.670434,1,4.292158,malignant
4.814549,6.523516,5.712819,5.949674,3.814679,10,3,10,5.670218,malignant
5.098269,2.345158,8.673328,1,4.644961,1,3,2.633458,1,benign
8.085813,4.830464,6.774743,3.007667,2,3.374832,3,1,1,malignant
5.368157,1,1,1,3,1,2,1,1,benign
3.199533,2.796324,2,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.522287,1,1,3.934563,4.601094,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.128381,9.984015,8.930193,1,3,2.957067,5.930595,10,1,malignant
5.331091,3.262158,4.841266,6.998942,2,10,6.699159,4.086151,1,malignant
4.721847,3.114699,3.087467,1,2,1,1,1,1,benign
4,1,1,2,2,1,1,1,1,benign
5.13731,1,1,1,2,1,1,1,2,benign
2.315733,1,1,1,2,1,1,1,1,benign
2.320536,9.974954,5.561109,9.945953,4.794253,10,7.394273,2.931357,2,malignant
5.264298,9.960721,3.782835,1,4.854593,10,8.727748,4.364674,1,malignant
4.221851,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.507512,4.484632,6.992672,3.689636,7.992127,10,4.400013,5.555516,1,malignant
8.717219,3.028663,3.976229,5.757862,3,6.473296,3,3.913936,1,malignant
10.021021,3.002549,3.770082,4.134179,9.4814,5.969323,9.621336,3.3363,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.573276,7.811752,5.436975,2.927041,2,3.821964,6.312313,10,1,malignant
2.928716,1,1,2,2,1,2,1,1,benign
5.142804,1,6.386598,1,2,1,2,1,1,benign
5.187741,1,1,1,2,1,1,1,6.259715,benign
2.098468,9.599749,7.335787,9.929282,8.689905,10,4.782908,4.257301,2,malignant
1,1,1,2.973739,1,1,3,1,1,benign
9.698135,9.810512,10.485725,7.565248,8.910736,10,7.01714,2.849694,2,malignant
10.319781,2.764876,3.429141,1,2,7.213031,4.735814,1,1,benign
1,1.325795,1,1,2,1,4.599251,1,1,benign
1,1,3.677915,1,2,1,1,1,1,benign
7.921322,5.614267,9.59356,1,7.531357,2.364971,7.001007,8.546008,2,malignant
4,1,1,1,2,1,1,1,3,benign
6.925451,6.846432,8.702432,2.594223,8.853629,6.020762,7.887779,4.792936,4.155374,malignant
2.3099,1,1,1,2,1,2,2.119662,1,benign
2.717426,1,1,1,2,1,2,1,1,benign
4.929963,1,1,1,1,1,3,1,1,benign
9.742105,4.773744,5.694623,6.43271,4.212813,10,4.728583,10,1,malignant
2.392572,1,1,1,2,1,1,1,1,benign
8.087854,5.232012,2.94227,6.665372,4.055788,1,7.778878,1,1,malignant
1,1,1,1,2,1,1,2.764337,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.094033,1,2,1,2,1,2,1,1,benign
4,1,1,2.92509,2,1,1,2.717821,1,benign
1,1,1,1,2,1,1,1,1,benign
2.39314,1,3.837896,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.413957,1,1,2,2,2.085261,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.51952,1,1,1,2,4.269013,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
5.616282,3.306861,2,1,2,1,3,1,1,benign
9.249048,4.179923,3.752904,4.675354,4.973951,3.228802,3,1,1,malignant
9.9238,3.640145,6.127284,1,3.770798,2.033103,6.248481,3.104106,3,malignant
1,2.159351,3.26484,2,2,1,1,2.609131,1,benign
4.531367,7.641011,4.739877,1,7.84823,5.462019,3,7.796004,3,malignant
2.893486,1,1,2,2,1,1,8.725512,1,benign
7.905242,8.201892,3.449115,5.675382,5.061547,10,5.092878,7.229168,2,malignant
5.61936,9.737957,6.022248,10.154643,10.106586,10,6.462306,6.737686,1,malignant
2.846956,1,1,1,2,2.025835,1,1,1,benign
2.318579,1,1,1,10.239219,1,1,1,1,benign
6.000462,9.798544,9.26431,9.987029,3,10,6.93746,10,1,malignant
3.016634,1,1,1,2,1,1,1,1,benign
4.450423,1,1,1,2,1,4.522597,1,1,benign
4.973602,5.140074,2.914454,5.48652,2,1,2,4.892997,1,benign
5.14162,1,1,2,1,1,3,1,1,benign
5.778605,1,1,1,3,1,2,1,1,benign
1,1,3.47896,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,5.162925,benign
3.004598,1,1,2,2,1,1,1,1,benign
3.098393,10.268916,9.708604,10.184721,7.506331,2.729312,4.143817,6.404634,8.908714,malignant
4,1.522118,3.005693,1,2,1,2,2.801125,1,benign
4.891154,1,1,2,2,2.636222,1,1,1,benign
10.956423,9.674106,10.09946,9.714227,7.664188,10,6.651752,10,5.568261,malignant
10.881421,2.553267,2,3.468521,9.177569,10,6.212017,1,1,malignant
1,1,4.1225,1,2,1,1,1,1,benign
4,1,1,4.851364,2,1,2,1,1,benign
4,2.248005,2,3.598343,3,1,1,1,1,benign
2.880079,1,1,1,3,1,1,1,1,benign
4.535342,1,1,1,2,1,3,1,1,benign
8.23382,4.382011,7.191269,5.382682,6.970353,10,4.898311,7.494959,1,malignant
1,1,3.874713,1,2,1,2,1,1,benign
1,1,1,1,2,3.345921,2,1,1,benign
1,3.305402,1,1,1,1,3,3.094738,1,benign
10.260812,4.058002,5.221796,7.598191,2,6.389755,9.81115,1.154409,3,malignant
9.050388,6.226566,5.867881,10.238225,3.73675,10,4.373751,7.4738,1,malignant
5.562904,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.934833,5.450392,6.693297,8.801036,3.964891,10,7.658306,4.265436,2.477901,malignant
1,1,1,1,2,1,3,1,1,benign
4,4.331097,5.280788,10.136642,1,10,5.80477,3.835301,3,malignant
8.300584,9.478047,8.359875,3.590062,6.515442,10,6.146174,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.579501,9.815387,2,3.549728,6.333007,8.647947,8.681679,4.308555,1,malignant
8.151345,9.716598,9.388793,9.557422,4.807059,10,7.595103,10,4.594816,malignant
1,1,2,1,2,1,1,1,1,benign
8.774678,2.524093,9.016158,1,5.417717,1,6.958684,6.010014,2,malignant
2.901879,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.511961,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.632253,7.171693,5.749536,5.669605,5.042342,10,7.877295,10,1,malignant
4.710359,6.228358,8.348484,10.227636,6.222738,10,4.453517,7.710361,1,malignant
4.803047,1,2,1,2,1,1,1,1,benign
4.989353,4.446333,5.417061,9.799509,5.040315,10,8.700472,4.634998,2.772918,malignant
7.405683,10.18195,10.37404,8.462535,6.993554,7.20659,8.067644,2.162214,6.382955,malignant
10.319983,9.987866,11.15895,6.588497,8.906172,10,7.153074,10,5.829479,malignant
8.401588,2.5135,3.427686,1,8.767929,6.661415,3,4.217218,6.87204,malignant
8.4038,4.964175,3.118074,7.121081,4.252638,6.232835,4.82588,2.811561,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,3,1.203511,1,benign
4.524142,1,1,1,2,1,2,1,1,benign
4,1.750196,4.660635,9.865599,1,10,3.890434,9.053227,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,2.968599,1,1,1,benign
4.918487,5.170505,6.696904,10.008941,8.876349,10,6.650308,2.734355,1,malignant
2.209757,7.068036,6.491511,8.312831,5.498437,1,5.09311,6.228087,1,benign
5.275361,1,1,1,2,1,2,1,1,benign
1,1,3.922667,1,2,1,2,1,1,benign
6.893996,5.008118,4.644594,10.110577,2,10,5.164168,1,2,malignant
2.885388,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.356146,1,1,1,2,1,1,1,1,benign
3.075787,1,1,1,2,1,2,1,1,benign
1,1,1,3.899825,2,1,2,1,1,benign
9.232629,7.143665,4.993077,9.741579,4.61222,10,4.399115,10,9.138737,malignant
3.537922,1,1,1,2,3.237843,3,1,2,benign
4.649184,2.108878,2.750363,3.340173,2,1,5.180187,1,1,benign
1,1,1,1,2,10,3,1,1,benign
5.041572,9.35439,8.961747,3.597137,5.419537,4.516179,9.838963,5.384995,1,malignant
1,1,3.097914,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.492479,3.530663,6.707473,1,4.275517,8.361845,7.251106,10,3,malignant
2.687448,1,1,1,2,2.655743,3,1,1,benign
1,4.600929,3.499163,1,4.360426,1,3,8.044795,1,benign
7.482879,6.408726,4.563725,6.295479,5.393924,10,9.199322,9.256391,3,malignant
4,1,2,1,2,1,1,1,1,benign
5.658154,4.519315,3.525724,1,8.668437,6.12266,7.81344,10,3.031442,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.045444,2.794545,2,1,3,7.294723,2,1,1,benign
5.429566,1,3.965247,2.876208,2,1,3,1,10.167527,benign
5.801191,1,2,1,2,1,3,1,1,benign
4.970004,1,1,1,1,1,3,1,1,benign
1,7.104064,7.196806,1,3,1,3,10,1,benign
5.104632,7.097178,7.66163,2.961245,3,10,3.247701,4.287959,1,malignant
1,4.990056,3.076477,1,2,1,4.947068,5.163828,1,benign
9.312071,3.305605,2.860347,1,1,10,7.571817,2.248649,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.266954,4.062263,5.902584,1,3,10,8.331184,4.863207,8.559393,malignant
4.875736,9.749169,6.320582,8.782461,7.084634,10,7.965255,10,8.545975,malignant
5.062399,1,1,1,2,1,1,1,1,benign
2.703309,1,1,1,2,1,2,1,1,benign
2.868388,1,1,1,2,2.220079,2,1,1,benign
4.926021,2.973277,5.441821,1,4.516821,2.502085,3,6.056513,1,malignant
4,1,2.834766,1,2,1,2,1,1,benign
5.359368,1,1,1,2,1,2,1,1,benign
2.88787,1,2,1,2,1.326405,1,1,1,benign
4,1,1,1,3.68959,1,1,1,1,benign
4,2.683851,2,2,2,1,1,1,1,benign
8.630529,3.768632,6.24108,2.353978,3,10,3.285737,2.578502,1,malignant
7.149243,3.431427,5.206486,6.640379,2,7.724026,1,10,3,malignant
2.932087,1,1,1,1,1,1,1,1,benign
2.169772,2.789884,2,1,2,1,1,5.212636,1,benign
5.318055,8.144014,10.204134,10.036068,5.743844,10,4.029958,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
6.796033,9.808471,6.106542,10.481632,9.730742,10,8.489942,4.715403,3,malignant
1,1,2,1,2,1,3,1,1,benign
5.40633,1,5.503189,1,4.218668,5.940314,1,4.074413,7.226607,malignant
5.52797,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
9.085412,4.236194,6.569185,7.684276,3,10,6.352916,5.616939,1,malignant
3.326564,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.126826,5.769745,5.838206,6.586923,3,10,8.632486,10,1,malignant
5.446696,1,1,1,2,1,2,2.684056,1,benign
5.377603,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.772782,3,1,1,benign
5.399344,3.590558,6.351074,3.946974,2,10,7.123071,3.096316,9.29511,malignant
7.74997,5.911015,7.617689,2,6.868826,10,8.969792,6.374045,5.347137,malignant
6.445604,4.115824,5.381192,9.85806,7.845538,10,4.711923,10,2,malignant
9.748694,7.639107,10.429685,6.178025,3,10,3,8.290162,5.066741,malignant
8.843252,9.883345,8.098702,8.330983,4.763036,10,6.606439,5.788762,3,malignant
3.795336,4.083359,2,3.636727,5.848299,1,4.951984,4.984609,1,benign
7.922272,9.792431,10.100545,9.673831,4.902726,10,8.939604,10,6.002631,malignant
1,1,1,2,1,1,1,1,1,benign
5.2255,1,1,2,1,1,2,1,1,benign
1,1,1,2.351453,2,1,1,1,1,benign
4.807897,2.114796,2,1,2,1,2,1,9.491974,benign
3.888785,1,1,1,2,3.143275,2,1,1,benign
10.611876,9.935186,9.422763,3.608148,10.752476,10,7.183345,10,2,malignant
2.915694,1,1,1,2,1,1,2.509397,1,benign
2.797158,3.270179,2.606504,4.035373,2,1,2,1,1,benign
10.014878,6.320624,10.268108,2,7.092024,6.022014,6.025296,7.864612,1,malignant
4.230971,1,1,1,3,1,1,1,1,benign
3.047968,1,1,1,2,1,1,1,1,benign
2.58081,5.867261,6.033599,1,5.277225,7.1293,8.339415,1,3,malignant
9.508645,2.11663,3.671011,9.767725,3,2.24753,7.993732,3.374586,1,malignant
4.999139,2.774014,1,1,2,1,1,1,1,benign
9.119766,6.46447,9.255063,1,5.136155,2.373875,6.325374,2.693049,3,malignant
5.177178,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.423569,10.378417,10.196657,9.789647,3,1,7.541047,1.609012,1,malignant
2.182894,1,1,2,2,1,2,1,1,benign
2.434189,1,1,1,2,3.57736,3,1,1,benign
1,1,2,1,2,1,2,1,7.293562,benign
6.294189,1,1,1,2,1,2,3.012692,1,benign
2.989487,1,1,1,2,1,3,1,1,benign
4.736348,6.926112,5.824063,1,3.95875,1,7.731718,7.434314,1,malignant
5.881909,4.316684,6.461306,1,2,10,3,2.447861,1,malignant
3.243965,2.948071,6.709659,1,3.985957,3.11223,9.458904,6.057472,9.174515,malignant
5.465672,1,1,1,2,1,3,1,1,benign
1,2.115168,1,1,2,1,3,1,1,benign
1,1,1,1,2,0.949718,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.827663,1,1,2,2,3.266988,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.111645,2.312214,2,1,2,1,5.146571,1,1,benign
3.128729,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.498025,6.957805,2,2,5.362445,4.731161,3,4.064436,1,malignant
1,1,1,2,1,1,2,1.774933,1,benign
7.884438,6.70727,5.922075,3.517652,4.444036,10,9.277382,4.489828,1,malignant
4.767997,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,10.056316,2,1,2,1,3,2.931597,1,benign
2.730159,1,1,1,2,1,1,1,1,benign
8.510966,5.608763,8.167965,3.98143,4.543288,10,5.871691,5.272075,2,malignant
7.708219,10.025192,8.718615,2,5.809726,3.187767,6.907285,2.808916,1,malignant
5.431997,1,1,1,2,1,1,1,1,benign
7.169452,10.097377,6.359069,10.103569,8.992868,10,9.772762,10,1,malignant
5.534895,1,1,1,2,1,3,1,1,benign
5.153823,2.607417,1,1,3,2.324166,1,1,1,benign
4.787553,1,1,1,2,1,1,1,1,benign
5.400876,10.031651,9.142154,9.910583,8.548791,10,3.683019,10,1,malignant
2.107906,1,1,1,2,1,2,1,1,benign
9.489653,9.896975,6.1225,2,6.998149,5.602518,3,10,1,malignant
4.955306,5.2844,4.742777,2.918207,6.294385,3.582233,9.467734,2.099712,1,benign
1,1,1,9.110191,2,10,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1.74722,1,2,5.889177,2.940185,3,2.499558,1,benign
1,1,1,1,2,1,2,1,1,benign
2.780635,1,1,1,1,1,3,1,1,benign
4.09255,1,1,1,2,1,2,1,1,benign
7.032025,9.693897,8.313517,1,8.638949,10,7.791268,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.249294,1.922498,2,3.004246,3,10,5.476593,3.851113,1,malignant
4.445237,1,1,4.056997,2,1,2,1,1,benign
8.804275,7.46466,8.627854,3.688047,3,10,4.457014,4.887734,3,malignant
1,1,1,1,2,1.816292,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.801461,1,3.819455,1,2,1,2,1,1,benign
8.508864,5.308292,6.357162,6.423949,4.502513,1.710999,3,10,2,malignant
5.160415,10.115839,9.599783,1,4.231966,10,5.864798,10,1,malignant
1,1,1,2,2,1,3,1,1,benign
1,1,1,3.459964,2,1,1,1,1,benign
3.354898,3.547426,2.725574,5.800973,2,10,3.739538,2.080218,1,benign
5.717745,1,1,1,2,1,2,1,1,benign
2.2884,1,1,1,3,1,2,1,1,benign
2.014162,1,1,1,2,1,3,1,1,benign
4.949935,4.561161,5.939468,5.875712,2,10,2,6.108177,2,malignant
10.709276,9.674187,8.896729,6.284888,7.260681,1,7.408073,10,2,malignant
1,4.533572,3.363454,1,2,1,4.372874,6.868241,1,benign
1,1,1,1,2,1,1,1,1,benign
3.002065,1,1,1,2,2.745681,1,1,2,benign
8.822065,3.136299,2,1,3,10,3,2.750923,1,malignant
2.449822,5.08415,7.669212,1,2,1,3,2.531752,1,benign
2.938115,1,3.040812,2,2,1,2,1,1,benign
1.994121,1,1,1,2,1,2,1,1,benign
5.173585,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.185005,3,1,1,benign
5.596784,4.090763,6.250754,2.786584,3,5.62496,5.018881,7.829224,2,malignant
9.960447,6.156425,5.355026,4.133457,3,10,6.642624,10,1,malignant
2.693809,9.786055,8.865086,10.100775,6.632383,10,6.606465,2.273686,1,malignant
1.895535,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1.344034,2,1,1,benign
1,2.256183,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
9.565875,3.963215,6.132111,3.243601,8.192377,2.524441,3.419784,10,8.448377,malignant
4,7.23696,2.389441,1,8.754332,1.697433,6.930038,3.773323,1,malignant
5.39798,1,1,2,2,1,1,1,1,benign
3.207571,1,1,1,3,1,2,1,1,benign
4.867351,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.560238,1,1,1,3,1,7.478181,1,1,benign
2.873675,1,3.986949,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.299369,1,1,1,2,1,2,1,1,benign
6.7026,3.694895,5.86025,3.482197,4.289719,2.521401,5.183979,9.803535,3,malignant
1,4.966041,5.926135,9.778718,3,10,3.651038,2.106735,4.633255,malignant
2.67406,1,1,1,1,1,3,1,1,benign
8.524994,6.887276,10.842591,3.540228,4.947879,7.801431,3.5015,7.55776,5.938832,malignant
3.295503,1,2,1,2,1,1,1,1,benign
10.553725,7.16794,9.869907,5.090927,4.385883,10,4.711583,10,2,malignant
2.599533,3.487815,2,1,1,1,4.823613,1,1,benign
4.548855,6.348443,5.671032,8.910995,4.683867,10,8.208873,5.826205,9.829098,malignant
9.193481,10.378296,10.237172,9.564541,9.208747,10,9.042329,2.531409,1,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,2,benign
4,2.68907,1,1,2,1,2,4.788863,1,benign
2.926992,1,1,1,2,1,3,1,1,benign
2.309455,5.207873,5.257035,2,4.554753,2.23056,7.422586,4.716916,9.880005,malignant
5.162794,7.642587,5.585088,10.170293,6.496207,10,6.93593,3.409349,2,malignant
11.686779,8.79306,8.694587,3.089934,7.25985,10,4.791642,1,8.170061,malignant
2.479847,1,1,1,2,1,3,1,2,benign
5.518129,1,1,1,2,1,2,1,1,benign
5.259088,1,1,1,2,1,3,1,1,benign
4,1,1,2,1,8.285469,3,1,1,benign
5.538298,2.574095,3.475349,1,2,3.730778,7.128131,5.809514,3,malignant
1,1,1,1,2,1,3,1,1,benign
2.490083,1,1,1,2,1,2,1,1,benign
4,6.917027,3.339183,8.190823,10.943655,6.578131,7.055366,10,1,malignant
7.868173,9.885496,9.14774,9.772143,8.395232,2.108363,8.698762,10,1,malignant
9.382442,4.506261,3.790917,5.155571,4.174199,10,4.853047,6.902708,1,malignant
9.687236,4.916157,5.318891,3.260952,3,10,3,1,1,benign
2.775501,1,1,1,2,1,2,1,1,benign
8.89664,9.945112,10.350772,9.087541,10.582456,10,10.336087,2.3776,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,9.75806,6.167893,9.714684,7.15812,6.880857,6.651625,6.980864,1,malignant
5.319081,1,1,1,2,1,1,1,1,benign
1.568274,1,1,2,2,1,3,1,1,benign
10.576017,9.664124,4.419492,7.418307,8.654437,10,4.933675,2.979025,3,malignant
1,7.838815,8.91832,3.676661,5.116027,3.072401,8.118009,6.698657,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.073265,10.350847,8.08869,6.541396,7.336871,10,3,10,1,malignant
2.864575,1,1,3.796577,2,1,2,1,1,benign
1,1,1,1,2,1.960143,2,1,1,benign
9.122905,4.274788,2.803992,1,3,1,4.208328,6.445162,4.768998,malignant
4,1,1,1,2,1,2,1,1,benign
9.219516,10.218593,3.534961,7.682317,8.302152,10,7.37341,10,5.104844,malignant
8.963804,4.501735,3.698448,10.047642,7.585939,10,2,1,1,malignant
1,1,1,2,2,2.52302,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
5.122087,2.149756,1,3.274715,1,1,4.250357,1,1,benign
2.242384,1,1,1,2,1,1,1,1,benign
5.435427,2.266189,2.755996,3.544514,3.827592,5.382144,2,5.100676,2,malignant
6.679654,3.431361,3.456506,6.699519,4.837757,5.219808,4.51872,1.905964,5.710538,malignant
5.534385,1,1,1,2,2.621878,1,1,1,benign
2.565835,1,1,1,2,1,2,1,1,benign
5.342314,3.738781,6.528126,1,4.909209,10,9.645659,10,9.892849,malignant
2.482763,1,1,1,2,1,5.535231,2.344548,1,benign
1,3.073246,2,1,2,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,2.866954,1,2,1,2,1,1,benign
5.730206,6.258545,9.309537,6.634535,4.964892,6.775815,6.41629,8.237931,2,malignant
1,1.814008,1,1,2,1,1,1,1,benign
1,1,1,3.734581,2,1,1,1,1,benign
5.730107,1,1,1,2,1,2,1,1,benign
2.290744,1,1,1,2,1,3,1,1,benign
5.119817,2.275834,3.698021,1,3,1,4.813034,9.346799,2,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.932728,2,5.482619,2,2.615029,1,benign
5.290995,1,1,1,2,1,2,2.936167,1,benign
5.627606,1,1,1,2,1,2,1,1,benign
9.03092,3.85707,5.88612,1,2,1.640535,6.41154,1,1,malignant
6.906869,2.446718,3.208593,4.017265,2,5.492054,4.719673,1,1,malignant
1,1,1,1,2,1,3,2.747111,1,benign
1,1,1,1,2,1,1,1,1,benign
8.664864,8.010241,4.267748,6.776185,9.495273,10,7.563858,2.857737,1,malignant
3.912213,2.631932,2,2,2,1,3,2.130957,1,benign
7.796112,9.278924,10.192501,1,10.462919,2.041816,8.492261,10,2,malignant
5.36173,1,1,1,3,1,3,1,1,benign
4,1,2.319066,1,2,1,2,1,1,benign
5.571639,9.59988,9.675912,10.305791,3,10,6.663034,2.371068,1,malignant
1,7.23607,2.735805,9.635258,3,4.65988,3,1.983177,1,benign
5.336268,1,1,1,2,1,3,2.727484,1,benign
4,1,1,1,2,1,2,1,1,benign
3.227083,4.475355,2,6.1996,2,1,2,1,1,benign
8.557742,3.165873,3.800328,10.078983,7.847755,10,4.341102,5.623545,1,malignant
5.608809,2.433667,1,1,2,1,2,1,1,benign
4.626968,7.649727,4.777877,9.733121,3,8.549899,4.314046,9.146855,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,2,1,1,benign
2.446882,1,2,1,2,1,2,1,1,benign
5.334603,1,1,1,2,1,1,1,1,benign
9.257876,9.37251,8.88342,10.452442,7.17891,10,6.712297,5.381502,3,malignant
4.986288,9.67589,6.254832,4.438484,5.643215,10,6.020474,8.122849,1,malignant
4,1,1,2,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.858727,10.579597,8.683187,9.670634,3.67881,9.319015,7.301714,10,1,malignant
2.558468,1,3.687735,1,2,2.647676,3,1,1,benign
9.045888,9.96088,9.068286,5.326418,7.189334,1,7.884826,10,3,malignant
5.409282,4.419804,4.237636,9.906454,7.575335,8.760799,8.978004,2.187441,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.17227,1,1,2,2,1,3,1,1,benign
7.040636,9.839802,8.593075,7.236396,5.870284,10,5.937574,9.040479,6.905648,malignant
5.949318,6.742726,6.386802,1,3,2.932363,8.413987,4.502019,1,malignant
8.831118,2.194835,3.42545,9.870238,2,7.950938,3,10,2,malignant
1.527786,1,1,1,4.159747,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
5.333082,5.776695,6.033123,3.382875,4.206398,1,6.464751,3.894962,1,malignant
1,2.75038,3.272319,2,2,1,1,2.567205,1,benign
8.023989,10.44243,11.082513,7.623857,8.512385,10,7.203614,10,1,malignant
1,1,2.978337,1,2,1,3,1,1,benign
4.797783,1,1,1,2,1,2,2.656231,1,benign
8.839396,7.836909,5.807479,3.836342,4.971271,8.617647,9.262873,10,1,malignant
5.771151,9.790585,9.303533,3.302158,8.299998,10,3,8.839584,1,malignant
5.430527,9.819136,9.174944,10.078525,2,10,3,10,1,malignant
2.74677,4.328074,4.930089,3.396867,8.054764,10,4.282403,1,1,malignant
7.619622,10.285353,10.700513,2,5.292307,10,10.222403,1.596764,1,malignant
7.212972,1.744683,2,2.161732,3,3.082353,3,7.274639,3,malignant
4,1,1,1,2,1,2,1,1,benign
8.683655,4.798457,4.160478,6.672673,5.119165,10,2,8.31915,1,malignant
8.976597,10.009078,9.773909,5.941475,5.477394,10,7.644647,5.204348,8.726365,malignant
8.097864,3.007774,3.305145,3.753639,9.844821,6.032915,3,3.000097,2,malignant
1.568406,1,1,1,2,1,2,1,1,benign
10.477253,10.129095,10.315639,8.017533,5.393352,10,3,5.490138,5.059745,malignant
4.715926,4.111299,5.922183,9.980283,4.537457,10,8.78507,7.738738,3,malignant
1,1,1,1,2,1,3,2.335007,1,benign
8.737051,9.738417,10.409505,6.97211,4.218062,2.116816,3,1,3,malignant
2.453005,1,1,1,2,1,1,1,1,benign
5.337703,7.788932,8.920378,5.946978,7.683031,10,9.106417,4.045978,1,malignant
2.356493,1,1,1,2,1,2,1,1,benign
10.690561,10.24934,8.205146,7.101741,8.782176,3.573376,6.785313,10,1,malignant
5.262861,1,1,1,2,1,2,1,1,benign
5.352185,10.254743,2,9.627956,8.745493,4.166913,3.39392,10,1,malignant
2.54916,1,1,1,2,1,8.301333,1,1,benign
4.994133,1,1,1,3,1,1,1,1,benign
5.165473,1,1,1,2,1,3,1,1,benign
2.787263,7.718195,4.886653,2.184473,5.22868,7.848789,8.023419,5.848537,2,malignant
1,1,3.29047,1,2,4.065965,1,1,1,benign
1,1,3.733507,1,2,1,2,1,1,benign
8.417971,10.051595,9.630468,10.179895,8.707472,10,6.97541,10,1,malignant
1,2.901443,2,1,2,2.852228,2,1,1,benign
10.868012,5.359556,6.067591,3.799177,2,9.956277,7.89154,1,8.845282,malignant
11.288939,3.082,9.146153,1,2,9.363501,8.127885,2.85649,1,malignant
5.359484,1,1,1,2,10,1,8.680026,1,benign
1,1,1,1,1,1,3,2.820147,1,benign
7.271025,2.633414,3.377412,10.009192,3,10,4.679521,2.338531,5.428255,malignant
5.269943,9.60154,7.651316,3.232861,8.554448,6.86248,9.508857,10,1,malignant
4.94407,2.864886,2.505174,1,4.766013,3.006431,7.018778,2.443294,6.223378,malignant
9.249709,4.285807,3.526605,9.702078,3,10,1,2.970891,1,malignant
2.300816,1,1,1,2,1,3,1,1,benign
9.271809,10.264642,5.759012,9.430715,3,10,7.797157,10,9.553005,malignant
9.491736,2.955205,2.592464,3.505601,3,2.20424,7.833098,3.291273,1,malignant
3.23888,1,1,10.10233,2,6.7002,2,1,1,benign
1,1,1,1,1,1,2,2.88064,1,benign
2.387627,1,1,1,2,1,1,1,1,benign
5.095922,1.895467,2,1,2,1,5.985646,10,1,malignant
8.864715,4.633876,5.725584,6.370021,4.101152,8.847299,3,1,1,malignant
1,1,1,1,3,2.288306,3,1,1,benign
3.225751,2.638114,1,1,2,1,2,1,1,benign
4.892281,1,1,1,2,1,2,1,1,benign
8.500384,6.150947,4.363532,3.337088,8.746398,6.014811,3,2.990254,1,malignant
3.081065,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1.506832,2,1,1,benign
5.640458,1,1,1,2,1.975178,1,1,1,benign
2.219414,1,1,1,2,1,3,1,1,benign
9.392565,9.998503,9.771054,3.874332,7.145639,6.922469,8.310883,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
4.686917,1,1,1,2,1,2,1,1,benign
2.468393,1,1,1,2,1,2,1,1,benign
6.063245,10.291013,8.26001,5.394845,8.637743,1,6.519982,1,8.143885,malignant
5.241825,1,1,1,2,1,3,7.611129,1,benign
9.946897,2.854064,10.235964,2.702214,2,2.248361,1,7.478743,1,malignant
8.212452,9.583013,10.079484,9.698266,10.434732,7.543034,10.789097,8.285576,1,malignant
9.022441,4.327024,2.999384,1,3,2.340721,7.028811,7.634374,1,malignant
1,1,3.601439,1,2,1,2,1,1,benign
1,2.619936,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.793422,1,1,1,2,1,3,1,1,benign
9.080565,3.912578,8.814726,3.433003,3,10,10.822706,5.810745,1,malignant
2.779523,1,1,1,2,1,1,8.828161,1,benign
3.245497,1,1,1,2,1,1,1,1,benign
4.691695,1,1,1,2,1,3,1,1,benign
5.198518,1,2,1,2,1,3,1,1,benign
2.573499,1,1,1,2,1,4.480586,1,1,benign
8.487385,4.121458,5.801616,7.115398,2,10,4.78902,1,1,malignant
1.689193,6.270929,9.022069,1,8.884181,1,8.866149,10,3,malignant
8.327012,8.000099,5.354801,3.561973,3.853805,6.431554,6.932728,7.824118,1,malignant
10.202479,5.221339,3.36742,9.63635,3,2.86147,8.78477,10,1,malignant
5.062753,2.327406,2,1,2,1,1,1,1,benign
3.077656,9.660522,8.98959,5.313898,8.015987,10,9.273869,10,1,malignant
8.91303,3.99201,1,8.150092,3,9.706956,4.235835,2.004139,2,malignant
2.365948,2.095351,1,1,4.700746,1,2,1,1,benign
5.518437,1,3.147646,1,2,1,3,1,1,benign
9.054366,6.446352,4.189125,6.053952,5.43621,6.086463,3,6.993119,1,malignant
2.542764,1,1,2.883033,2,3.343517,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.045654,4.525093,5.500322,1,2,3.11261,4.089036,1,7.910418,malignant
4.99615,2.658792,1,1,2,1,3,1,1,benign
6.487336,10.285125,9.872731,10.574022,5.585968,10,8.50988,4.820458,1,malignant
1,2.801954,2.927872,1,2,1,1,2.343446,1,benign
10.350352,4.270198,7.148847,10.100155,4.819947,10,3,3.132356,1,malignant
1,1,1,1,2,1,2,2.791807,1,benign
4,1,1,3.013121,3,3.165987,1,2.515028,1,benign
2.304587,1,1,1,2,1,2,1,1,benign
2.346112,1,1,1,1,1,2,1,1,benign
4,4.794442,2,1,4.922928,1,6.827675,3.174838,1,benign
2.614335,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.120742,1,1,1,2,2.818489,2,2.749323,1,benign
2.72956,9.498768,7.14367,2.803434,4.783739,3.032664,1,5.185286,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,5.02888,4.449884,1,2,1,9.997657,2.537297,2,malignant
2.366402,2.436864,3.2749,2,2,1,3,2.78277,1,benign
2.907295,1,1,1,1,1,2,1,1,benign
9.424115,2.13982,1,1,2,1,3,1,2,benign
5.913316,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.334681,10.05354,8.247995,6.787868,9.259829,7.078079,9.608235,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.293977,3.182952,1,2,1,3,1.90603,4.256492,benign
5.642232,1.997724,1,1,2,1,1,1,1,benign
7.479085,1,3.602889,1,2,1,3,1,1,benign
1.523473,1,1,1,2,1,2,1,3,benign
3.718235,1,2,4.044325,2,2.684387,2,1,1,benign
8.154277,6.248227,3.017847,3.469121,8.111395,6.952183,8.148158,4.335992,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.283881,1,1,1,2,1,2,1,1,benign
5.598991,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.656148,1,1,1,2,1,2,1,1,benign
9.113785,3.979871,9.37192,6.197973,3,10,4.875034,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1.524398,1,1,2,4.354127,3.744978,2,1,1,benign
3.006348,4.949681,2,5.303226,7.86604,10,6.823308,4.9073,1,malignant
1,1,1,1,2,4.078242,2,1,1,benign
5.437096,2.612043,2,1,3,1,1,2.668347,1,benign
5.301344,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.995771,2.923728,3.507692,1,10.913083,10,4.119956,1,3.794822,malignant
1,1,1,1,2,1,3,1,1,benign
5.704881,1.769601,2,2,2,1,1,1,1,benign
8.98721,1,1,1,2,1,1,2.281038,1,benign
2.597517,1,1,1,2,1,3,1,1,benign
1,1,4.509776,2,1,1,3,1,1,benign
5.383115,1,1,1,2,1,2,1,1,benign
5.285024,7.496841,5.301053,10.032711,3,10,7.977756,5.285333,6.83597,malignant
5.346659,1,1,3.833905,2,1,1,1,1,benign
10.541961,2.87181,3.114789,5.026687,3,2.570328,3,9.497068,1,malignant
5.179094,1,1,1,2,1,1,1,1,benign
8.819577,6.821516,6.312739,3.311911,4.637173,8.934489,6.548623,8.02425,2,malignant
1,2.657687,2,1,2,1,4.975531,1,1,benign
8.841506,6.841473,9.00921,3.870271,4.399822,2.786539,8.244583,8.679686,1,malignant
5.316696,4.673484,6.553252,9.989893,3.929288,10,2,4.887815,1,malignant
2.500118,1,1,1,2,1,1,1,1,benign
2.805748,1,1,1,2,1,1,1,1,benign
2.694022,1,3.818464,1,2,1,2,1,1,benign
4,9.955815,11.403509,10.063065,3.341897,10,6.557325,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.381011,4.623231,3.504294,3.176168,5.282397,10,7.949731,2.821554,3,malignant
1,1,1,3.327129,2,6.872231,2,1,1,benign
8.306581,10.208335,9.196619,9.953783,3,1,5.100856,10,1,malignant
1,1,1,3.076173,2,1,2,1,1,benign
2.29928,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.045545,9.641929,1,10.101854,8.933654,1,8.641858,2.89047,1,malignant
4,1,3.687069,1,2,1,2,1,1,benign
2.64258,1,3.013345,2.718187,2,1,2,1,1,benign
2.397361,1,1,1,2,3.163251,2,1,1,benign
5.01175,1,1,1,1,1,1,1,1,benign
5.01977,4.933998,2,6.668601,4.417152,8.872958,2,9.341183,3,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,1,3.242213,8.798529,benign
2.588321,1,1,1,2,1,3,4.87984,1,benign
1.986346,1,1,1,2,1,3,1,1,benign
8.918096,4.480836,5.187333,3.536209,3,6.794402,4.042997,8.488055,1,malignant
2.585326,1,1,1,2,1,1,1,1,benign
10.338533,2.316453,3.429547,1,6.103158,3.729729,3,10,4.487707,malignant
4.580627,3.453552,2.899865,2,3,10,3,4.447242,1,malignant
1,2.03641,3.406577,1,2,1,1,3.47118,1,benign
4,1,1,1,2,1,3,1,1,benign
9.835536,4.539726,6.6543,2.89438,3.606726,8.176461,4.71811,6.187511,1,malignant
8.790655,5.246837,4.672381,5.653006,4.942529,8.61692,4.951984,1,7.567396,malignant
4,1,2,1,2,1,2,1,1,benign
8.064083,2.458698,3.941456,1,2,4.922454,8.441818,3.802129,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.418364,9.732117,9.748089,1,6.344654,4.972732,7.538495,2.331447,1,malignant
8.594608,3.915936,5.471173,1,3,7.410205,4.574616,4.033752,1,malignant
8.448315,10.441204,9.763441,6.959191,11.249972,10,8.147911,2.075772,1,malignant
5.232573,1,1,1,2,1,3,1,1,benign
8.258963,2.854429,6.595364,3.307649,1,10,9.549093,2.505449,1,malignant
8.846988,9.708661,10.567475,1,7.110333,10,7.565596,10,3,malignant
5.155664,4.794868,7.56609,9.995638,2,10,8.581219,1,3,malignant
5.728627,9.746048,8.034578,9.985169,9.184274,2.539866,3,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.821812,1,1,2,2,1,1,2.848192,1,benign
3.273331,1,1,1,2,1,3.46529,1,1,benign
10.667901,4.87425,3.300635,10.018581,6.175384,10,10.492407,1.881383,1,malignant
1,1,1,1,2,1,3,7.859984,1,benign
9.629028,3.307253,4.914503,6.638646,9.443092,10,3.556444,1,1,malignant
1,2.289062,6.548984,1,2,1,2,1,1,benign
1,1,1,4.752749,2,1,2,1,1,benign
2.353729,2.583871,1,1,3.833344,1,1,1,1,benign
1,2.174296,2,8.638595,2,3.643742,2,2.456682,1,benign
7.178963,6.555976,5.942417,3.296037,3.773567,8.911084,9.168329,5.226947,1,malignant
1,1,1,9.642739,2,2.829181,2,1,1,benign
5.188977,9.932345,9.863773,8.823681,8.634243,10,7.994971,5.405801,1,malignant
5.176901,5.929216,6.874005,10.050777,3,10,3,10,2,malignant
3.096318,2.571323,2,1,2,1,2,6.205937,1,benign
11.020755,7.000256,8.930327,9.801685,3,10,7.329418,4.692625,2,malignant
5.568698,1,1,1,7.719362,1,3,1.868189,1,benign
1,1,1,1,2,1,3,1,1,benign
9.353005,9.739184,9.471938,10.146623,7.74242,10,5.588798,10,1,malignant
4.299718,10.302738,10.301468,9.804647,4.941889,10,7.477055,3.649282,2,malignant
9.50284,10.183091,10.311113,9.394685,3,10,8.132163,1,4.346594,malignant
9.37044,1.886276,2,2,2,1,1,2.586821,1,benign
1,1,1,9.859613,2,4.705799,2,1,1,benign
1,4.953069,6.48497,1,4.503025,1,1,2.306491,1,benign
4,3.672957,5.855197,4.693076,3,10,5.492596,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.999975,9.745365,4.999638,6.872891,7.663216,10,8.489065,10,1,malignant
1,1,1,1,2,2.725102,4.047219,1,1,benign
5.082196,1,1,1,2,1,3.712298,1,1,benign
4.929073,2.938267,5.665455,2.957552,10.712292,10,9.389329,4.911078,2,malignant
9.987895,3.726619,3.74415,3.232621,8.417354,5.238071,5.007609,1,1,malignant
9.122838,6.770346,8.723915,1,3,10,4.307513,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.852271,2.578882,1,1,2,1,1,1,1,benign
2.215952,1,2.93259,1,2,1,1,1,1,benign
9.74971,6.084764,4.444886,3.8758,3,6.734985,5.980511,7.476928,1,malignant
5.489971,4.939003,6.55982,3.477929,3.975288,8.05172,4.45779,7.775451,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.768657,2.705916,2,1,2,1,2,6.594927,1,benign
5.068748,3.082069,5.247277,9.403074,3,7.907264,5.318239,4.561688,1,malignant
4,10.104568,10.170755,7.257591,4.745204,10,6.629291,3.956549,4.337308,malignant
8.089475,9.559629,10.373779,5.051599,3,10,2,10,1,malignant
4,1,1,4.754895,2,1,1,1,1,benign
4.476823,1,2,1,1,1,1,1,1,benign
9.804682,4.330082,5.022693,6.537447,3,2.497241,3.261907,3.149974,11.092415,malignant
3.024231,1,1,1,2,1,3,1,1,benign
2.382262,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.549065,2.214083,3.319247,1,3.808087,1,8.967395,1,8.387943,malignant
5.012794,9.806666,8.873097,2.731313,1,3.61998,9.728452,8.201529,1,malignant
4.962721,4.932792,3.421414,8.125109,4.264223,1.759516,7.356228,5.713581,1,malignant
4,1,1,1,3,1,3,1,1,benign
7.903236,2.908474,4.494504,2,3,10,3,4.872913,4.393329,malignant
4,4.912331,6.817836,1,6.438727,2.403026,2,10,3,malignant
5.676271,3.331424,6.71537,3.728873,3.552822,6.383631,3.999497,3.643208,6.545516,malignant
2.657353,1.980901,2,1,3,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.702803,1,1,1,2,2.771936,1,1,1,benign
4,1,1,1,2,1.868901,1,1,1,benign
5.347943,1,1,1,2,1,3,1,1,benign
4.784387,1,1,1,2,2.750937,2,1,1,benign
2.709829,1,1,1,2,1,1,1,1,benign
2.86001,1,1,1,2,1,1,1,1,benign
9.526062,9.605155,7.52479,10.184899,7.949742,7.765673,6.633624,7.862916,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.25418,4.292836,3.571945,1,2,8.264581,4.91304,5.594702,1,malignant
5.348237,2.532913,1,1,3,1,1,7.923802,1,benign
4.999173,1,3.10216,1,2,4.195665,1,1,1,benign
5.33029,4.5683,5.295358,10.147972,3,1,5.482156,7.424474,1,malignant
4,1,2,1,2,1,2,1,3,benign
4.462668,10.1372,9.689003,9.754385,8.613074,9.912051,4.626716,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,8.92946,1,2,4.080629,2,1,1,benign
8.314553,9.902942,9.410198,5.428418,7.965218,10,3.963046,10,2,malignant
7.511904,4.115634,6.558267,9.680786,3,10,5.176767,2.175243,1,malignant
10.893806,9.564408,9.230354,9.944894,7.605487,10,8.99412,6.567698,3,malignant
7.905134,3.815369,2.71181,1,2,3.512679,8.38368,7.688238,2,malignant
8.389253,4.296988,5.835243,7.960415,7.09326,10,3,2.908633,1,malignant
5.244089,6.46344,10.171317,1,5.310486,10,3,5.023938,1,malignant
8.942484,9.887581,9.967794,9.386051,9.411995,10,3,10,1,malignant
5.514626,4.923427,5.707542,5.577899,4.755015,3.68325,7.263866,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
9.237244,6.799758,8.829508,8.197324,4.154836,1,5.001569,4.720301,1,malignant
10.356882,4.81837,10.695449,9.608568,3,3.162624,4.52342,6.972269,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,3.570563,2,1,1,benign
9.20831,3.294017,6.475048,3.100705,3,10,1,4.153766,1,malignant
1,1,3.458006,1,2,1,3,1,1,benign
5.238937,1,1,1,2,1,5.357796,1,1,benign
5.16036,10.113301,10.458124,9.855565,6.596628,10,8.677361,1.998361,5.849256,malignant
10.211686,3.062768,3.934397,6.218776,8.979338,10,1,4.165629,2,malignant
9.760749,3.192351,1,1,7.026276,10,4.313866,4.472338,1,malignant
10.772471,10.170873,9.462813,2,4.665441,2.654623,5.908243,2.017534,1,malignant
4,2.312127,3.102883,1,3,3.151191,3.688755,1,3,malignant
6.004196,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.335516,1,1,1,2,1,2,1,1,benign
4.697671,1.976532,1,1,2,1,1,1,1,benign
3.914379,1,3.574756,1,2,1,3,1,1,benign
2.804726,1,1,1,2,1,1,1,1,benign
5.920884,6.209866,8.543821,7.781159,4.788535,3.692914,9.140075,7.76799,1,malignant
3.077224,1,3.510208,1,2,1,2,1,1,benign
5.261107,1,1,1,2,1,1,1,1,benign
2.263963,1.89047,2,1,2,1,3,1,2,benign
1,1,1,1,1,1,1,1,1,benign
2.227273,1,1,1,2,1,3,1,1,benign
8.899706,9.849595,8.87346,9.627867,3.847236,1,7.463613,4.195069,7.365222,malignant
1,1,1,3.562837,2,1,3,1,1,benign
2.885519,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.558283,7.068148,9.56712,4.949446,5.185451,10,6.955203,4.728621,1,malignant
5.530407,7.063388,10.549567,2,3,10,7.94335,1,1,malignant
8.570105,2.972471,4.974602,3.924775,8.699189,10,5.147694,4.301785,3,malignant
4,1,1,1,2,1,3,1,1,benign
4.456399,9.039202,5.645533,6.917498,6.695038,10,7.711684,8.623436,1,malignant
6.846926,9.817748,9.728068,7.872974,8.629702,2.268263,8.270196,2.614586,3,malignant
1,1,3.293442,1,2,1,1,1,1,benign
2.478444,1.805274,5.829155,9.962398,3,10,3,1,1,malignant
8.274754,5.280887,1,10.035038,7.604956,10,5.53891,2.909106,1,malignant
1,2.583577,1,1,4.110133,1,1,6.283472,1,benign
4,2.982183,1,2.916749,3,4.234409,4.709544,8.23204,1,benign
1,9.469416,7.077507,2,3,3.826433,2,8.009921,1,benign
1,4.47794,2,1,1,1,2,2.321112,1,benign
4,1,1,1,2,1,2,1,1,benign
2.747719,1.907258,2,1,1,1,2,1,1,benign
9.209097,4.019608,5.301302,3.231226,4.582078,5.338319,6.737484,2.584353,1,malignant
1,1,1,2.458084,2,1,1,1,1,benign
2.747335,1,1,1,2,1,1,1,1,benign
1,7.973746,5.649021,6.579951,7.901423,1,7.469713,5.712769,3,malignant
8.524541,10.129214,9.772723,9.421465,3.517421,10,6.839923,2.43293,2,malignant
4,1,1,3.141932,1,1,2,1,1,benign
1,1,1,3.713117,2,3.792176,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.497314,1.910093,5.965594,7.211149,1,1,2,1,1,benign
4,4.926071,2,9.659803,3,7.813421,8.68403,10,11.052068,malignant
8.283653,9.934411,2,9.518057,9.916974,10,9.050393,4.82759,2,malignant
4,1,1,1,2,1,3,1,1,benign
10.042206,10.180891,3.059977,4.588095,9.489353,10,9.012536,5.58644,1,malignant
1,1,1,1,2,3.046487,2,1,1,benign
2.480106,1,1,1,2,1,2,1,1,benign
5.28029,7.725727,6.210027,4.398728,5.969566,10,3,1,1,malignant
2.147928,1,1,1,3,1,1,1,1,benign
5.352152,1,1,1,2,2.133992,2,1,1,benign
8.030672,6.878987,9.911302,2,4.992765,10,7.482768,4.98172,1,malignant
9.960958,3.424676,8.42386,1,1,1,3,1.795502,4.173151,malignant
2.776342,1,1,1,1,1,2,1,1,benign
2.73542,1,3.672872,1,3.663367,1,2,1,1,benign
4.803453,1,1,1,2,1,1,1,1,benign
2.932119,1,1,1,1,1,1,2.369156,1,benign
1,1,1,1,2,6.753407,3,1,1,benign
5.20799,10.186332,10.886473,1,5.246734,10,5.082823,6.318604,1,malignant
4,1,3.138686,1,2,1,3,1,1,benign
2.586172,2.409183,2,1,2,1,7.465155,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.437602,6.450854,3.063211,6.883294,10.168054,1,9.026729,1,1,malignant
8.794335,2.906125,3.128736,1,3,10,4.921262,5.711808,1,malignant
2.223739,1,1,1,2,1,1,1,1,benign
4.478232,3.006789,2,1,4.533182,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,8.067913,6.578319,1,7.49744,1,4.109562,2.440767,1,benign
4,1.699601,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.303118,9.604768,9.328709,7.380134,8.51499,2.02427,7.167942,6.847744,3,malignant
5.578466,7.504175,8.298072,2,4.404459,10,8.24981,7.159488,2,malignant
8.5529,4.461024,5.96606,3.970674,4.15781,10,3.959664,5.383616,5.09925,malignant
4,7.125989,4.10789,3.175706,3,9.404953,7.767624,4.37066,2,malignant
7.731821,7.86475,9.810203,3.491627,3,8.834884,8.755678,10,1,malignant
2.380727,1,1,2,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,3.11111,1,benign
1.721366,1,1,2,2,2.703859,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.899369,2,1.115587,1,1,1,benign
4.755422,5.851021,3.05904,3.83356,4.570751,6.428691,3,7.349956,1,malignant
4.891212,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
3.067394,1,1,1,1,1,2,1,1,benign
4,2.621221,1,1,3,1,5.160753,3.452608,1,benign
1,1,3.043515,1,2,1,2,1,1,benign
9.694416,9.85426,8.476992,9.520623,7.74951,10,9.651585,10,1,malignant
1,1,1,10.016341,2,7.815149,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.813938,5.950882,7.707235,3.373173,3.703423,3.044648,5.285661,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.451872,7.700443,4.756353,8.125615,6.024131,10,4.798922,3.205805,3,malignant
2.563856,1,1,1,1,1,2,1,1,benign
5.529466,10.272266,10.802917,4.549612,10.160748,5.513448,8.347086,10,3,malignant
2.823951,1,1,2,2,1,3,1,1,benign
4.528137,5.57234,9.494614,6.224406,4.892341,6.058504,7.218781,1,10.610894,malignant
4,9.789514,3.044457,10.619981,2,10,8.151823,10,1,malignant
10.615525,4.459554,5.373063,9.576297,2,10,3.942694,10,3,malignant
1,1,1,1,2,1,2,4.909907,1,benign
3.308327,1,1,1,2,1,2,1,1,benign
1,3.625579,5.023346,7.384942,7.325357,2.861324,4.611314,2.214158,1,benign
10.508861,6.796473,10.103698,1,7.805857,2.659374,4.966489,10,6.832833,malignant
1,1,1,1,2,2.246288,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.410866,3.651092,2,6.435862,4.300204,10,2,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.621504,1,1,1,benign
5.009675,1,1,1,1,1,2,1,1,benign
2.450217,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.980305,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.62103,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
4.746204,1,1,1,2,1,2,1,1,benign
3.133822,1,1,1,2,1,1,1,1,benign
2.972124,4.595538,9.749846,5.581827,1,10.696811,3.854941,1,1,benign
1,1,1,1,2,2.121551,1,1,1,benign
5.403886,1,1,1,1,1,3,1,1,benign
5.641858,4.425636,6.001917,10.123763,6.329555,10,4.569308,6.403891,1,malignant
2.768538,2.567071,5.305115,1,4.300019,1,3,1,1,benign
7.799245,4.387501,4.429082,4.483007,2,2.31075,9.06924,4.224755,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.381357,2.433517,3.956727,1,3,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
5.041978,4.855016,9.88914,4.00437,4.131633,2.661175,2,10,1,malignant
5.891318,1,1,1,3,1,2,1,1,benign
4.617544,1,1,1,2,1,3,1,1,benign
11.138838,2.733981,3.004016,1,10.503117,1,3,6.363084,1,malignant
7.147497,5.737842,10.819641,3.702849,7.662649,6.401517,4.330453,10,3,malignant
5.325865,4.179685,6.896857,3.073538,4.89199,3.029878,8.792952,2.183814,5.835835,malignant
7.687747,1,1,1,2,1,2,1,2,benign
4,1,1,1,2,1,3,1,1,benign
1,2.730739,2,3.641305,3,1,1,1,1,benign
3.353295,1,1,1,2,1,1,1,1,benign
5.085339,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.109964,9.751635,10.861395,6.949602,7.137516,7.896732,6.560869,1,1,malignant
3.185425,1,1,1,2,1,3,2.787201,1,benign
5.112702,1,1,1,2,1,3.251322,1,1,benign
7.997949,7.14299,8.945831,6.980102,5.372524,10,3,8.105602,3,malignant
6.773267,8.238173,3.618655,6.490849,3.395854,7.565326,8.315073,7.792182,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.813447,7.677007,9.132754,10.108436,4.54638,2.455385,7.516912,5.515327,1,malignant
2.703997,1,1,1,2,1,1,1,1,benign
5.340579,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.861791,2.923144,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1.928893,1,benign
1,2.388304,2,2,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.055611,1,1,1,11.279033,1,2,1,1,benign
7.611849,4.23177,3.765598,2,7.455399,2.035445,7.177894,7.117281,3,malignant
4.660121,1,1,1,2,1,1,1,1,benign
5.245692,1,1,2,2,1,1,1,1,benign
9.712345,1,3.732254,1,4.891008,9.125171,1,1,1,malignant
9.389204,1,1,1,2,1,2,1,1,benign
2.08106,1.741217,1,1,1,1,3,1,1,benign
8.711108,9.842437,9.139955,5.431732,9.488587,10,3,6.612483,1,malignant
4,1,1,3.003865,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.713466,6.19508,3.095264,3.769325,5.194291,10,3,4.829812,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.332577,1,1,1,2,1,1,2.749999,1,benign
4,1,1,1,2,1,1,1,1,benign
5.030738,9.848528,10.277317,9.688406,4.586352,10,8.055712,4.07344,1,malignant
4.768879,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.701748,1,1,1,2,1,3,1,1,benign
10.800095,9.774418,8.884365,10.476005,7.889721,2.987018,3.459069,5.888833,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.377976,3.356747,3.922123,1,3,2.557867,3.91707,1,4.40378,malignant
1,1,1,1,2,1,3,1,1,benign
9.228872,6.314727,5.486564,10.343083,6.372925,10,3,5.233986,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.586464,1,1,1,2,1,1,1,1,benign
8.075779,7.111228,9.641905,2.297166,4.578512,10,4.655369,2.594569,2,malignant
2.062551,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.407777,10.211723,5.917892,10.151208,7.065666,10,5.706825,10,1,malignant
2.567708,1,1,1,2,1,2,1,1,benign
8.50806,5.993413,5.631179,7.591272,3,1.415146,5.587045,8.882294,8.491505,malignant
6.012634,10.254236,8.789093,3.766577,7.364966,3.453324,3,2.933527,1,malignant
1,1,11.50318,1,2,1,2,1,1,benign
4,9.811275,4.550896,8.415359,9.246268,10,4.417278,10,6.415758,malignant
4.840341,9.91036,6.004926,3.480866,9.121475,10,3,7.439871,1,malignant
5.323852,3.156114,3.671585,1,2,1,1,1,1,benign
4,2.17776,4.347003,1,3.885089,10,7.874529,5.287744,1,malignant
2.725116,1,1,1,2,1,2,1,1,benign
11.452108,10.207641,8.276082,3.791887,5.757623,9.882391,4.544741,4.609682,1,malignant
2.881349,1,2,1,2,1,3,1,1,benign
2.812592,1,1,2,2,1,2,1,1,benign
4,2.385174,4.136124,1,2,2.6684,3,6.076545,1,malignant
7.446711,2.405471,6.897535,6.112967,2,10,7.260011,1,3,malignant
1.981922,1,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.775489,2.786526,10.750501,5.203212,3,2.079552,3,3.764927,1,malignant
1,1,1,1,1,1,2,1,1,benign
9.727421,5.171629,4.266549,2,2,10,4.305623,4.175547,3,malignant
4,7.970866,3.282425,9.992941,6.624078,10,4.547914,1,1,malignant
5.206967,1,1,1,2,1,2,1,2,benign
11.230226,6.3275,9.032918,2.980439,6.846365,10,7.761342,7.776969,7.074369,malignant
5.333455,6.339129,9.098524,7.459482,4.153231,10,6.942448,2.73763,3,malignant
5.718261,4.943919,5.077069,3.358411,2,10,4.530694,1,1,malignant
5.26164,1,2.583168,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.011115,2.647985,2,1,3,4.991252,1,5.344958,1,benign
1,1,1,1,2,1,2,1,1,benign
9.585111,7.501547,6.958358,4.989726,2,10,3,7.482732,11.950114,malignant
4,1.889947,1,1,2,1,8.007994,1,1,benign
1,2.567942,4.419028,1,2,1,2,3.001139,1,benign
2.971608,10.156593,6.387312,8.307245,4.798809,10,7.264106,10,1,malignant
5.389003,5.579936,9.399256,5.132708,4.023103,10,6.316322,6.578284,1,malignant
4,10.095461,9.117557,10.21875,9.146431,10,4.550854,10,1,malignant
2.659617,4.16715,3.268893,3.294435,2,1,5.280717,5.680548,1,benign
4.425391,4.164681,5.907587,9.951397,2,1,4.053391,3.197301,1,malignant
1,2.81472,2,3.685269,3,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.896181,2.798514,2,1,2,1,6.964077,1,1,benign
1,1,1,1,3,1,3,1,1,benign
2.70508,1,1,1,2,1,3,1,1,benign
4,6.457374,9.226268,5.435489,6.042086,2.173847,3,8.124237,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,4.038347,1,2,1,1,1,1,benign
8.477508,7.619455,3.193301,6.378722,4.907359,10,2,7.058854,1,malignant
9.953789,9.68722,9.547851,10.018793,9.651671,10,7.233406,2.225324,1,malignant
10.251945,10.257953,8.749997,9.983811,8.8557,10,7.064271,8.265838,1,malignant
5.334084,5.047899,2.92116,4.500234,5.19036,10,11.029258,7.789021,3,malignant
3.379121,1,1,1,2,1,2,1,1,benign
1,2.352937,4.426213,1,2,1,2,1,1,benign
2.600994,1,3.669921,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,3,7.712367,1,benign
2.820457,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.853914,1,2,2.890925,2,1,2,2.458147,1,benign
10.868517,6.679654,11.127353,6.401474,7.837772,7.93248,4.066687,8.31984,1,malignant
2.762428,2.051843,1,2,1,1.813987,3,1.394638,1,benign
1,1,1,1,2,1,1,1,1,benign
3.357395,2.638336,2.755829,1,2,1,1,1,1,benign
5.02307,6.883789,4.898586,7.240614,9.800186,2.32689,7.186476,6.801383,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.668772,3,1,2,1,1,benign
2.640918,1,1,1,2,1,1,1,1,benign
10.092188,9.386626,11.405426,3.940094,5.127706,10,4.655739,5.631683,1,malignant
1,1,1,1,1,1,1,2.858822,1,benign
2.902222,1,1,1,4.159636,1,3,1,1,benign
3.646795,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.539486,1,1,1,1,1,1,3.371933,1,benign
2.801077,1,1,1,2,1,2,1,1,benign
5.14869,1,1,1,2,1,3,1,1,benign
8.346537,7.705503,3.461139,2,3.639889,6.346251,5.108127,10,1,malignant
2.168574,1,1,1,2,1,3,1,1,benign
2.089691,1,2.975775,1,2,1,2,1,1,benign
4,2.598018,3.24986,2.920458,7.302948,10,4.486386,4.440086,3,malignant
1,1,1,1,2,1,1,1,1,benign
4.703151,1.953135,1,1,5.004686,1,2,1,1,benign
1,2.464394,2,1,3,1,1,1,1,benign
5.137488,4.892612,6.296129,3.137236,4.300283,4.539714,6.604918,8.660047,6.425151,malignant
5.585733,1,1,1,2,1,2,1,1,benign
4.757618,1,1,1,2,1,2,1,1,benign
1.946691,7.240932,9.214906,3.559457,6.052051,7.003172,3,1,1,malignant
5.625888,4.293422,2,9.716486,3,5.770556,2,2.064673,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.60179,7.230345,6.128983,6.60628,3,10,6.816444,4.893766,1,malignant
4.803827,9.585646,9.556728,7.022736,5.621888,10,8.518142,4.873223,1,malignant
5.776607,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,10.255879,3,1,1,benign
1,1,1,1,2,1,3,3.425333,1,benign
1,1,3.445007,1,3,1,3,3.241877,1,benign
5.349947,1,1,1,2,1,1,1,1,benign
3.260539,1,1,1,2,1,1,1,1,benign
8.582223,7.88097,9.864051,8.02945,7.343358,6.973501,3,1,9.261879,malignant
8.749339,1,1,1,2,1,3,1,1,benign
4.911418,3.92202,3.787147,1,3,10,6.794362,7.759656,3,malignant
4.808796,1,1,1,2,3.191773,1,1,1,benign
4,1,4.80828,9.957501,2,10,9.67204,7.786647,1,malignant
2.467328,2.30033,1,1,2,1,1,1,1,benign
5.476575,1,1,1,2,1,3,1,1,benign
5.490794,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.218341,4.341159,2,1,5.22833,1,3.777581,2.644813,1,benign
1,1,2,2,1,2.429689,3,1,1,benign
4.780982,2.12697,2.791739,1,2,1,3,1,1,benign
8.08388,10.301018,3.204937,5.898624,10.062025,10,7.548133,10,1,malignant
4.944208,10.027226,8.48462,9.996651,8.658767,10,2,10,1,malignant
5.330885,6.889087,7.371374,3.329471,7.469894,10,4.748131,4.898581,8.722803,malignant
4.573142,9.409997,9.710002,6.861642,6.201017,10,8.812985,3.612096,1,malignant
5.251897,3.751899,5.823552,3.524334,3.877235,10,4.825496,1,3,malignant
6.942795,2.393152,7.017892,2,4.751126,10,9.15058,5.758343,1,malignant
4,2.746686,1,1,2,1,2,1,1,benign
1,2.655493,2,1,2,1,1,1,1,benign
8.194456,6.213577,3.170366,3.902252,9.314052,1.949679,4.865169,8.000765,6.091244,malignant
5.175887,1,1,1,5.74101,1,1,1,1,benign
4.698067,1,3.547559,1,2,1,3,1,1,benign
1,1,1,1,2,3.063292,2,1,1,benign
1,1,1.976806,2,1,3.799541,3,1,1,benign
2.713969,1,1,1,2,1,2,1,1,benign
3.112969,4.46758,3.427555,6.371787,3.171085,4.522518,2,10,1,benign
4,6.288144,6.128349,2.191298,7.052305,5.387276,6.018909,6.129784,1,malignant
2.730627,5.754977,9.876799,1,3,1,3,10,1,benign
2.698808,1,1,1,2,1,1,1,1,benign
1,9.875312,6.643696,8.063486,4.523485,8.289172,4.206057,4.104717,1,benign
10.339178,9.814004,4.356829,5.786949,3.879632,3.796942,9.468643,10,1,malignant
3.709536,1,1,1,2,3.047701,1,1,1,benign
5.575369,1,1,1,1,1,1,1,1,benign
4.718998,1,1,1,2,1,3,1,1,benign
4.461867,1,1,2,2,1,3,1,1,benign
4,1,3.505323,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,5.576003,1,benign
2.675283,1,1,1,2,1,1,1,1,benign
4,1,3.677637,1,2,6.042099,3,1,1,benign
2.123988,1,1,1,2,1,1,1,1,benign
9.435198,9.843473,8.471484,1,4.293503,1,2,10,3,malignant
2.112282,1,1,1,2,1,2,1,1,benign
4,4.223969,5.445677,1,5.849591,1,2,2.148966,1,benign
5.027085,1,1,1,3,1,2,1,1,benign
10.412611,7.740893,9.427827,4.089466,3,3.258927,5.423225,6.578327,1,malignant
8.850547,6.904003,6.310715,5.453159,4.188759,10,5.462898,9.104205,1,malignant
2.117066,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,3.363784,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.656416,10.190928,11.10953,9.911378,3,10,7.360021,10,1,malignant
5.683957,7.798332,5.626128,4.042015,4.640455,6.140892,1,10,9.381077,malignant
1,2.468934,2,2,2,1,9.811921,1,1,benign
7.623949,6.604116,5.1771,8.535387,4.30329,5.529861,8.225465,8.019416,3.348427,malignant
5.36921,10.379572,9.773641,6.548997,7.389318,10,3,7.335614,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.96745,1,1,2,1,9.132581,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.77595,1,4.047471,1,1,1,3,1,1,benign
5.139685,1,1,2,2,1,1,1,1,benign
7.56405,3.934232,3.058295,3.503911,2,10,4.889862,4.029008,1,malignant
5.155897,3.009743,5.592081,2,3,10,1,10,1,malignant
2.093205,1,1,1,2,1,2,1,1,benign
1,1.695708,2.910443,9.656031,2,1,1,1,1,benign
4.999569,6.997852,3.606943,5.28575,8.488496,10,7.132118,1,3,malignant
1,1,1,1,2,9.023257,3,1,1,benign
3.204004,2.310395,3.637001,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.846793,2.31215,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
4,6.689536,6.600293,8.037949,4.345024,1,4.517125,8.705854,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.511504,1,1,1,2,1,3,1,1,benign
4.853061,2.482486,2.100792,1,2,2.810083,3,2.323777,1,benign
3.081386,1,1,1,2,1,3,1,2,benign
1,1,1,1,2,1,3,1,1,benign
5.038088,6.994868,6.787939,10.473276,4.028708,6.131858,3,4.485095,1,malignant
5.773633,4.25335,2.761157,2,6.216048,1,8.458896,5.499374,1,benign
1,2.502053,2,1,3,1,2,2.698256,1,benign
5.333106,7.322,5.372119,8.045111,4.861019,7.59693,3,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
1.828461,6.745218,5.725588,2,4.483846,5.67818,3.075831,7.993836,2,malignant
8.958749,7.196892,10.003474,9.445954,2,10,5.231109,7.349812,8.430746,malignant
1,2.16691,1,3.106691,3.749039,3.146298,1,2.88843,1,benign
1,2.825129,1,1,2,1,3,1,1,benign
2.166043,1,1,1,1,1,2,2.996835,1,benign
6.650263,9.987527,10.860813,2,2,10,7.542715,8.362256,5.158971,malignant
1,2.41566,1,1,3,1,3,1,1,benign
2.531706,1,1,1,2,1,1,1,2,benign
7.968187,7.095691,8.375434,2,6.310884,10,9.266062,7.17002,1,malignant
7.021476,1,1,1,2,1,1,1,1,benign
3.347714,1,1,2,2,3.827297,2,1,1,benign
5.679997,6.961085,9.915541,9.668215,6.975656,10,5.002634,7.205075,1,malignant
3.324704,1,1,1,2,1,3,1,1,benign
2.137211,1,1,3.041387,2,1,1,1,1,benign
9.378055,9.436198,8.74927,10.189999,7.234257,10,6.471468,10,1,malignant
3.129357,1.914897,1,2,3,2.177356,3,3.995105,1,benign
4.502818,8.435741,8.767529,7.871912,8.176988,10,3,10,1,malignant
5.102272,2.569884,4.330157,7.496293,3,1.960165,1,1,5.121296,malignant
4.321568,1,1,1,2,1,4.994307,1,1,benign
9.423093,9.835246,3.611016,2,8.509969,10,6.995404,10,5.505111,malignant
2.693259,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,5.180058,benign
5.589782,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.3328,9.901213,9.049533,6.721732,7.993492,10,7.941922,10,3,malignant
7.046373,1.402925,3.042147,10.20524,3,10,2,10,1,malignant
1,2.424341,1,1,2,1,2,6.026026,1,benign
4.846992,9.925303,9.051753,2,8.776124,10,4.711893,10,4.908671,malignant
8.669417,10.609163,7.641169,6.497348,7.059197,10,3,10,4.562766,malignant
4.931523,10.0647,8.287703,6.112751,11.802859,2.03488,4.142325,10,1,malignant
1.939001,1.927471,2,2.923124,2,4.042134,3,1,1,benign
1,7.475417,2,1,4.815385,1,3,8.200788,1,benign
1,1,2,1,2,1,1,1,1,benign
5.571611,9.96984,4.534652,10.258438,2,10,6.765408,6.705649,1,malignant
5.179135,1.812721,6.408944,1,2,1,8.840426,3.230852,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1.733077,1,1,2,1,4.894361,1,1,benign
1,2.492693,2,1,3,1,3,1,1,benign
1,1,1,3.376947,2,1,3,1,1,benign
5.022818,1.887381,3.427759,3.201802,2,10,5.251339,5.43604,1,malignant
2.22112,4.074068,4.915038,3.357673,9.129671,10,3,3.064347,6.257739,malignant
8.963679,7.72318,10.883057,5.88869,4.610818,6.663286,7.315124,10,1,malignant
4,1,3.481462,1,3,6.472608,3,1,1,benign
8.804412,7.874359,5.438054,6.285802,3,7.390352,9.006879,7.474236,2,malignant
2.628193,2.294239,1,2.522917,4.0827,1,1,2.623795,1,benign
3.775434,1,1,4.300854,2,1,1,1,1,benign
5.309158,9.913099,9.074923,9.552028,5.544685,10,5.627559,10,2,malignant
4,1,1,1,2,3.444199,2,1,1,benign
6.32718,1,1,1,2,1,1,1,1,benign
2.468501,1,1,1,2,1,1,1,1,benign
2.461286,1,2,2,2,1,1,1,1,benign
5.638672,4.702626,4.478097,1,3,2.577408,4.814193,7.323671,1,malignant
3.004236,7.556473,7.720894,2.823682,6.538526,10,8.349704,10,1,malignant
3.363026,2.441369,1,2.461002,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,2.113542,1,benign
1,1,1,1,2,1,2,1,1,benign
10.214392,4.714641,7.313771,9.802514,9.824552,10,4.213627,2.166979,9.604843,malignant
4,1,1,1,3,1,1,1,1,benign
2.612819,9.870917,9.488173,9.741006,9.723491,10,10.579651,3.143442,1,malignant
5.300669,7.129891,7.657037,6.592837,3,2.354353,2,10,1,malignant
4.904623,9.648889,8.825104,9.715766,4.123439,10,7.719628,10,1,malignant
1,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.652817,1,1,1,2,1,2,1,1,benign
5.148307,7.933294,8.175741,2,3.841596,10,2,6.402991,1,malignant
7.562087,7.337566,8.959984,4.631863,2,10,2,5.784884,1,malignant
5.332046,10.022724,9.921638,3.816796,2,10,6.129162,2.69098,3,malignant
1,2.346842,2,1,2,2.059721,2,1,1,benign
1,6.815705,4.310414,7.223576,4.85637,10,7.372486,10,1,malignant
5.098005,1,1,1,1,1,1,1,1,benign
7.754611,3.135064,5.46154,3.054984,9.477629,2.144483,3,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
8.946038,9.865461,10.271805,4.864921,9.052082,10,8.589186,10,1,malignant
2.440406,1,2,1,2,1,2,1,1,benign
3.429823,1,3.556524,1,2,1,1,1,1,benign
5.946919,4.847748,3.902294,9.871541,2,10,3,1,3,malignant
5.024897,9.690048,6.946092,1,4.74436,6.683539,8.564863,4.137784,3,malignant
1,2.12466,2.273815,2,2,1,2,1,1,benign
7.641674,7.244535,9.254506,3.502492,3.675332,7.71961,7.691605,1,1,malignant
4,1,3.845046,2,1,1,2,1,1,benign
4.972799,4.927239,6.940832,1,2,10,5.722144,6.139253,1,malignant
1,1,1,1,2,2.592481,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.654018,3.446158,2,1,3,1,2,8.682139,1,benign
5.155871,1,1,1,2,1,2,1,1,benign
3.153417,1.681686,2,1,2,1,1,1,1,benign
10.128656,7.670111,9.38515,2,3,6.762203,3,10,1,malignant
4,2.868,2,4.957077,2,5.283018,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.281586,10.022655,8.563723,3.950852,4.371925,10,7.382462,1.960333,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.30174,1,1,1,2,10,1,1,1,benign
3.013403,1,1,1,2,1,2,1,1,benign
10.406139,9.778223,11.175348,2,8.286107,10,7.821987,2.147167,3,malignant
1,9.756099,9.176477,5.794548,7.907699,2.246836,4.513992,5.660082,8.705855,malignant
7.747757,4.264836,6.764083,7.250494,2,4.01163,3,2.459226,1,malignant
2.517036,10.106395,8.595503,10.131923,5.128557,3.227747,7.833106,4.480503,6.04849,malignant
5.465206,10.290432,6.534828,5.445804,8.625646,10,4.71989,2.547949,3,malignant
9.28818,10.290873,9.742709,5.198305,8.945374,10,7.975302,9.029985,1,malignant
2.450842,3.447892,2,2,2,1,1,4.665291,1,benign
1,3.010319,2,2.717666,2,1.967175,1,1,1,benign
1,1,1,1,2,2.69926,1,1,1,benign
2.66003,9.850801,9.910868,9.249968,9.300636,10,5.948876,7.329388,6.257913,malignant
2.493212,1,1,1,2,1,1,1,1,benign
4.89226,7.282381,6.670927,2.691569,6.26311,7.535157,3,5.70383,9.2589,malignant
1,1,1,1,2,2.76632,1,1,1,benign
2.418092,1,1,1,3,1,2,2.154165,1,benign
4,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.770585,1,1,1,2,1,3,1,1,benign
5.167048,2.609235,3.152755,1,6.10265,6.200914,5.221421,10,3,malignant
5.137908,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,6.3147,6.218788,2,3,2.894531,4.173204,10,1,malignant
5.335808,6.519922,2.3186,6.681462,4.594066,10,3,7.473637,6.095739,malignant
1,1,1,1,2,1,3,1,1,benign
9.56998,9.63891,8.907937,9.876643,9.480833,10,3,5.89776,1,malignant
8.709453,1.997421,2,2.98395,2,1,1,1,1,benign
8.135288,10.104868,6.543233,3.389516,10.847931,10,5.8928,10,5.269222,malignant
5.41011,1,1,1,2,1,3,1,1,benign
5.361668,4.641187,5.945934,9.934185,10.34946,1,3,3.395393,1,malignant
5.35281,1,1,1,2,5.541433,2,1,3,malignant
1.956687,1,1,1,2,1,3,1,1,benign
9.640461,5.6135,5.004358,2,9.715255,10,8.191524,1,1,malignant
7.559012,9.277006,8.498448,6.195419,2,10,6.532101,10,1,malignant
8.758393,10.460192,9.44939,8.692327,3,1,4.340597,7.074302,1,malignant
5.594063,1,1,1,2,1,3,1,1,benign
2.864755,4.036306,2.511556,1,4.349647,1,4.928571,6.792249,1,benign
8.342488,4.167568,4.009577,1,8.737226,4.66485,3.481368,2.237995,1,malignant
5.278896,10.072167,7.724914,3.300839,4.701512,6.703248,6.363091,7.774316,9.794163,malignant
8.76514,7.49559,9.622687,4.806604,4.28354,1,10.022806,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.302006,2.389247,2,2,2,1,1,1,1,benign
3.007891,1,1,1,2,1.701743,3,1,1,benign
7.872099,10.398572,9.961498,9.962995,7.323351,10,8.857267,10,1,malignant
9.759746,9.803476,9.996841,10.048123,2,6.521359,4.123465,7.015269,1,malignant
5.078084,1,1,1,2,1,2,1,1,benign
2.154048,1,1,1,2,1,3,1,1,benign
1,8.440255,2.762137,6.548041,4.291269,10,7.584551,10,3,malignant
5.818736,7.049388,11.027294,5.291222,3.812022,1,6.511101,2.599334,1,malignant
1,1,3.452435,1,2,1,2,5.819204,1,benign
3.837368,1,1,1,2,1,1,1,1,benign
3.16624,1,1,1,2,1,2,1,1,benign
5.011136,1,1,2,1,1,3,1,1,benign
2.304277,6.995134,9.186005,1,9.71491,1,3,8.321311,1,benign
3.702179,1,1,1,2,1,2,1,1,benign
3.173794,1,1,1,3,1,3,1,2,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.378515,10.047176,9.799652,9.957963,3.924998,6.446682,3,4.730071,1,malignant
4.890886,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,2,benign
4.491831,1,1,1,2,1,2,1,1,benign
5.244466,9.505724,7.614469,5.396395,6.779795,5.872036,7.665762,2.620476,2,malignant
9.420913,9.770461,9.280443,9.692232,8.524625,2.253613,7.912953,5.506249,1,malignant
6.801668,1.796616,3.072485,3.670821,2,10,4.28811,1.773985,3,malignant
8.669154,10.021522,9.423294,1,4.55572,1,7.779233,10,3,malignant
8.644498,2.513249,3.280884,3.404873,2,1,3,5.833429,2,malignant
2.950263,1,1,1,2,1,2,1,1,benign
1,1,6.50512,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.975824,1,1,1,2,1,1,1,1,benign
4.742721,1,1,1,2,1,1,1,1,benign
5.140849,1,1,2,4.618812,1.412062,2,1,1,benign
2.874334,1,1,1,2,10,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.291066,1,1,1,2,1,1,1,1,benign
2.336306,1,1,1,3,3.78226,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.997676,7.942766,5.333562,10.180271,4.8678,10,4.992962,8.194889,3,malignant
4.605788,3.660665,5.227183,1,5.31536,2.905057,7.61158,1,1,malignant
3.1544,1,1,1,2,1,1,1,1,benign
5.166274,2.544976,6.033559,1,2,3.504648,2,1.747325,7.765775,malignant
4,2.078987,2,1,2,1,3,1,1,benign
9.443405,3.887608,5.584037,3.529134,3,10,7.218309,10,5.778801,malignant
10.74466,9.955354,8.516503,9.672151,3,10,7.88903,4.03036,1,malignant
1,1,1,1,1,1,1,1,1,benign
4.899378,1.34012,4.057711,5.04442,1,10,4.621333,8.510847,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.787707,7.792315,6.696343,7.05886,4.158052,10,3.815058,7.863566,1,malignant
8.994945,7.592441,7.311958,2.559866,5.313166,5.023095,5.666952,8.669091,4.300591,malignant
1,1,1,1,2,1,2,1,1,benign
1.493074,1,1,1,2,1,3,1,1,benign
2.503978,7.221312,9.319546,9.902063,3.882359,10,7.185467,7.216013,3,malignant
9.592549,9.88366,8.530472,6.624879,4.786078,5.180552,5.817553,2.675986,1,malignant
1.947773,3.31674,7.349421,10.157187,3.778703,10,3,1,3,malignant
4.861191,1,1,1,2,1,2,1,1,benign
8.287739,1.832754,4.175717,2,3,7.116332,7.331101,4.392668,1,malignant
9.466417,2.431298,2,1,5.851295,1,3,1,9.710673,malignant
5.255448,2.579529,6.487526,3.938653,3,10,3,4.657561,8.380578,malignant
9.82243,4.695261,6.40072,9.577411,3.679126,10,4.793459,8.945257,9.808681,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,3.235222,1,benign
4.375548,1,1,1,2,1,3,2.69199,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
7.402171,4.363225,4.166518,5.149503,5.362071,10,4.607791,10,1,malignant
5.207746,1,1,1,1,1,1,1,1,benign
4,2.499108,1,2,2,1,8.961326,5.667482,1,benign
5.011383,9.661215,8.371529,10.329675,4.660117,10,3.812461,10,3.066124,malignant
7.955747,4.066407,5.247401,8.012894,3,3.751237,5.561317,6.682441,1,malignant
4,2.817477,2,1,4.303887,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
5.154662,9.792791,3.404793,1,7.304835,10,9.969191,4.5954,1,malignant
1.77797,1,1,1,2,1,3,2.55347,1,benign
5.038104,4.676023,5.76288,9.773986,4.821063,10,8.741135,7.123755,3,malignant
1,1,1,1,2,1,1,1,1,benign
8.165991,10.000133,7.750269,7.134302,11.0333,6.722117,6.893383,4.797189,1,malignant
8.438987,9.700646,9.054515,9.600946,8.823066,10,8.066711,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.48164,1,1,1,2,1,3,1,1,benign
1,2.575736,1,2,4.374103,1,2,2.165981,1,benign
7.799336,4.006642,5.554393,9.906655,8.683525,10,4.932448,2.820697,10.405733,malignant
4.73265,10.337686,10.025384,9.410917,9.458453,5.770118,8.110228,5.144113,1,malignant
4,1,1,1,2,6.571837,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,8.457984,7.331261,2,7.200764,5.019416,4.582799,1.832924,5.627991,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2.615674,1,2,1,2,1,1,benign
4.755436,10.406345,10.187041,9.388854,3,1,5.791701,10,3,malignant
11.135037,6.549974,7.581341,3.276858,3,3.235041,6.36303,7.845908,1,malignant
1,1,3.380937,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.597574,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.203416,4.671391,6.597209,2,4.334151,10,6.681562,5.694507,1,malignant
4,1,1,1,2,1,1,2.038488,1,benign
1,10.009363,9.899815,8.561333,7.135421,10,8.503002,10,3,malignant
4,1,2.908351,1,2,1,2,1,1,benign
6.668895,2.586135,6.297,1,3,10,3,10,2,malignant
2.58864,1,1,1,2,8.343746,2,1,1,benign
2.475357,1,3.004889,1,2,1,1,1,1,benign
4,7.002618,5.723012,1,3,1,1,7.783757,1,benign
1,1,2,1,2,1,3,2.730371,1,benign
2.408032,1,1,1,2,1,3,1,1,benign
1.712061,1,1,1,1,1,2,1,1,benign
5.59486,6.938478,6.057698,2,4.29014,7.950248,7.706863,5.004139,6.758797,malignant
5.285566,1,1,1,2,1,3,1,1,benign
3.426234,1,1,1,2,1,2,1,1,benign
4.758734,4.286233,4.431903,1,9.515812,1,3.108176,10,1,benign
10.419102,3.038399,2.940249,9.96029,3,10,3.853553,2.277821,5.604289,malignant
1,1,1,1,3,1,3,1,1,benign
1,1,2,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.492272,1.999726,5.139918,3.539305,3,7.521561,3,10,6.452925,malignant
7.163174,4.545404,4.340253,2.025235,10.699735,10,6.721246,2.089524,1,malignant
4.913718,1,1,1,3.894758,1,2,1,1,benign
2.652652,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.4461,1,1,1,2,1,3,1,1,benign
2.293954,1,1,1,9.558257,7.734949,3,1,1,benign
7.902859,1,2,2,2,1,1,1,1,benign
2.874453,1,1,1,1,1,3,1,1,benign
10.074041,10.061743,8.17844,10.718311,8.936168,10,4.87742,1,1,malignant
8.951915,10.132024,8.427608,1,3.808169,4.534522,9.439355,6.449046,1,malignant
7.889477,5.239113,6.027524,10.213528,2,10,6.313064,1.885447,1,malignant
2.83068,3.537418,3.896389,10.009753,2,3.63922,7.342548,5.291865,3,malignant
1,1,2.693933,1,2,1,3,1,1,benign
2.71474,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.519804,7.425149,9.11684,6.202146,4.690188,3.100644,7.293504,6.415912,3,malignant
4,2.873902,2,1,2,1,2,1,1,benign
2.745372,1,1,1,2,1,2,1,1,benign
5.723916,1,1,1,2,1,2,1,1,benign
9.008711,6.288734,10.182936,7.186655,7.918444,10,2,5.433235,1,malignant
1,1,1,3.007441,2,1,3,1,1,benign
3.302044,1,1,2,2,1,1,1,1,benign
1,1,1,2.870686,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.55545,6.34535,9.741112,2,4.322502,4.343798,2.150516,1,benign
4.975757,1,1,1,2,5.059987,2,1,1,benign
2.575194,1,1,1,2,1,2,1,1,benign
5.238777,10.045131,7.583055,6.330597,5.029498,1,6.16822,10,3,malignant
9.835336,4.208926,5.81186,1,3,4.915158,4.893732,10,1,malignant
2.256207,1,1,1,2,1,2,1,1,benign
4.877369,7.125191,10.454545,3.775083,4.505912,10,4.938517,1,1,malignant
8.436687,9.599412,8.498661,6.82531,8.121963,7.09688,8.798711,10,7.203106,malignant
1,1,1,1,2,1,3,1,1,benign
3.072609,1,1,1,2,1,3,9.683594,1,benign
4,1,1,3.59689,2,4.653321,2,1,1,benign
5.230822,4.329459,3.627192,3.022083,5.555297,10,9.114206,1,6.722992,malignant
5.307061,9.867169,3.917387,6.076625,6.85474,6.120856,3,10,9.082945,malignant
5.590181,9.974366,8.202539,4.963031,8.934856,8.116939,9.552443,1,1,malignant
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,7.322188,5.371174,3.150772,9.86724,10,7.321841,1,3,malignant
3.102355,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.3369,8.401378,7.080066,3.22174,4.667677,10,7.822482,5.137782,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.582094,4.134192,2.482186,3.087799,2,6.803499,2,10,1,malignant
11.446395,4.12364,6.726804,5.855637,2,10,5.232057,1,3,malignant
5.27238,1.532888,3.613766,2,3,10,5.40214,2.471449,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.184247,1,1,1,2,1,3,1,1,benign
5.232282,5.365715,3.211634,1,3,10,4.563477,5.168739,1,malignant
8.531832,6.527339,5.594789,9.331648,4.068645,3.523167,8.593195,10,3,malignant
1,1,1,1,3,2.247922,2,1,1,benign
2.540828,1,1,1,2,1,1,1,1,benign
10.297549,5.49395,4.639018,1,4.896324,2.030778,6.643138,4.652542,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.052461,9.988921,7.287383,5.695472,7.972601,10,7.474676,7.678216,1,malignant
1,3.038081,1,2,2,2.652333,2,2.669173,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.88288,2,2.83643,2,1,1,benign
5.26234,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.442383,1,1,1,1,1,2,1,1,benign
5.666742,1,1,1,2,1,5.017921,1,1,benign
2.581313,1,1,1,2,1,3,1,1,benign
3.033597,1,1,1,3,1,2,1,1,benign
4,3.794583,4.904925,1,4.468216,10,6.771199,2.473044,3,malignant
1.872967,1,1,1,2,1,3,1,1,benign
2.240772,3.136788,1,2,2,1,3,1,1,benign
5.740411,8.229408,2,10.377762,4.119739,10,5.574164,9.069617,1,malignant
5.292029,1,1,1,2,1,3,1,1,benign
5.513969,10.711314,9.928606,2,6.934548,9.236175,5.58699,5.093645,1,malignant
9.101674,9.958492,8.827927,1,8.083438,10,2,5.07933,1,malignant
4,1,1,3.777874,3,1,3,1,1,benign
2.281446,7.575722,9.097494,2.780661,4.834586,1,3,7.507639,1,malignant
9.820553,2.716587,5.130007,3.003092,3,6.97023,5.562435,1,1,malignant
3.301337,9.716933,10.588646,10.421433,3.854975,10,7.667404,4.583081,1,malignant
2.146495,3.220237,2,1,2,1,3,2.201818,1,benign
2.6086,1,1,2,2,1,1,1,1,benign
4,1,1,1,3,1,2,1,1,benign
2.004211,1,1,1,2,1,2,1,1,benign
2.942004,1,1,1,2,1,1,1,1,benign
1,2.383258,3.053505,1,2,1,7.70391,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.63414,1,1,1,3,2.380491,2,1,1,benign
4,1.588389,2,1,2,1,3,1,1,benign
4.872187,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,2,2.459943,1,benign
1,4.41863,4.567442,1,2,3.099655,5.98872,3.003781,1,benign
4.864972,6.983742,9.751825,10.302927,4.319521,10,3.687533,10,1,malignant
2.977626,1,1,3.015481,3,1,1,1,1,benign
8.125484,3.015656,2,1,9.564588,10,5.026653,1,1,malignant
9.294581,4.706505,2,2.648644,2,10,10.589891,8.62219,2,malignant
8.26239,2.798791,6.170026,5.293058,3,10,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,5.504215,8.984229,1,3,1,2,1,1,benign
4.491622,1,1,1,2,8.074918,1,1,1,benign
10.113571,10.290958,9.752238,10.18485,5.373379,10,6.629195,10,1,malignant
8.164454,6.504452,6.496811,6.175224,5.117476,8.750869,4.615129,3.754441,8.065826,malignant
5.457545,1,1,1,2,1,3,1,1,benign
8.90996,9.693,3.55814,9.778272,4.238134,6.333247,4.611837,10,6.321411,malignant
1,1,1,1,2,1,1,1,1,benign
7.406773,5.77651,9.621086,7.134339,3,10,7.613564,3.517125,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,3.602631,1,2,1,3,1,1,benign
5.072073,1,1,1,2,1,2,1,1,benign
8.367929,8.044757,4.794921,8.098061,4.576771,3.907393,3,8.465452,1,malignant
5.543263,7.698115,8.973873,2,4.433278,10,4.196819,10,8.724958,malignant
2.089348,2.504778,1,1,2,1,2,1,1,benign
2.935909,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.213129,7.09366,9.725606,3.12746,4.876948,10,3,1,1,malignant
5.167018,9.942545,9.342011,9.851818,7.242332,10,7.912295,4.746749,2,malignant
7.443994,7.640381,9.064452,6.572362,7.715061,10,8.237089,5.266913,1,malignant
2.810602,1.923319,3.97985,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,3,benign
4.734615,1,3.709865,1,2,1,3,1,1,benign
1,2.603829,2,1,3.024524,1,2,6.944272,1,benign
4.979612,6.278927,11.222803,9.629077,4.22469,6.45493,4.361419,4.042176,1,malignant
9.602437,2.38142,3.620213,2.073459,3,2.765422,6.771087,1,1,malignant
1,1,1,7.607134,2,1,1,1,1,benign
5.60867,9.481695,8.975572,2.668253,9.410639,9.877762,8.694859,5.67472,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.708527,5.304031,6.944942,3.540637,10.024289,2.874313,8.730377,1,9.434657,malignant
5.481429,1,1,1,2,1.889825,1,1,1,benign
4,1,3.720298,1,3,1,1,1,1,benign
7.789073,6.715532,3.522446,5.736986,4.096832,10,6.760833,4.888713,1,malignant
4.677493,3.074528,2,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.189788,9.774977,5.915629,7.053034,8.8495,2.759358,7.221291,10,4.724322,malignant
3.249165,3.189728,1,2.406389,2,2.794672,1,1,1,benign
1,1,1,1,2,3.607254,2,1,1,benign
1,1,1,1,2,3.016196,2,1,1,benign
2.392701,1,1,1,1,1,2,1,1,benign
4,1.487806,1,1,2,1,2,1,1,benign
10.037912,2.515177,5.821004,1,4.278775,10,4.29723,3.033595,6.291484,malignant
4.728796,1,1,1,2,1,3,1,1,benign
5.640781,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.378241,4.301779,2,2,4.1441,2,1,1,benign
2.503027,1,3.109645,1,2,1,2,1,1,benign
2.595036,1,1,1,2,1,3,1,1,benign
10.275634,2.771093,4.25377,1,2,2.817854,3,4.701421,1,malignant
1,1,2,1,2,1,3,1,1,benign
2.918012,1,1,1,3,6.580126,2,1,1,benign
9.232788,7.073327,5.947321,3.269751,3.971667,5.472916,3,2.180794,1,malignant
1,1.548843,10.36359,1,2,1,8.651345,2.503397,2,benign
1,1,1,1,2,1,3,1,1,benign
4.327004,1,1,1,3,1,2,1,1,benign
1,2.603059,2,2,1,7.728015,3,1,1,benign
2.11401,1,1,1,2,1,2,1,1,benign
5.857868,1,1,3.542754,2,1,3,1,1,benign
9.709412,10.069094,9.494934,6.664211,7.093744,7.718504,4.810087,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.018503,7.053975,9.74629,2.950311,3,3.745027,3,1,1,malignant
3.249218,9.925843,10.114389,1,9.4445,10,3.15196,3.871885,10.107561,malignant
8.479492,3.349771,4.926596,3.216366,3,5.545586,3,1,3,malignant
4,1,1,3.087521,2,1,2,1,1,benign
2.627104,1,1,1,2,1,3,1,1,benign
2.804571,1,1,1,2,1,1,1,1,benign
8.568981,2.864693,4.01732,2,4.420351,10,4.88189,4.880807,1,malignant
7.963356,4.082394,4.043524,10.267874,2,6.616652,5.034485,2.700723,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.182039,1,1,1,2,1,1,1,1,benign
5.293378,10.146241,10.605627,9.696036,3.482691,10,3,9.694915,1,malignant
1,1,1,1,2,1,2,1,1,benign
6.937274,7.796474,5.281951,9.653545,5.015055,10,8.507941,8.527345,1,malignant
10.926568,9.646528,6.793251,6.585933,7.446161,10,6.860328,10,1,malignant
4,1,1,1,2,1,2,1,2,benign
1,1,2,1,2,1.813251,1,1,1,benign
10.326056,6.220293,3.542832,2.974031,3,3.344606,4.284224,10,9.478188,malignant
3.138845,1,2,1,2,1,3,1,1,benign
5.426216,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.178143,1,1,1,2,3.473706,2,1,1,benign
5.201031,7.06172,6.02601,7.572813,3.581829,10,5.622751,8.802034,10.762037,malignant
2.820794,1,1,2,2,1,2,1,1,benign
4.999593,4.78551,5.956072,2.849936,10.529573,1.872215,8.087252,1.914114,2,malignant
5.131548,3.259482,1,3.065967,2,2.469673,3.512996,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.605618,9.646583,3.759338,2,4.811928,1,3,1,1,benign
4.943431,1,1,1,2,1,2,1,1,benign
10.117179,2.471938,3.643742,1,3,1,2,3.975827,1,malignant
2.422666,1,1,1,2,1,3,1,1,benign
2.250797,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,2.505166,3,1,1,benign
8.018857,7.292468,4.755343,1,8.871547,10,3.91823,8.527176,1,malignant
5.152303,1,1,1,2,1.884314,3,1,2,benign
5.366993,9.420335,4.100663,9.611438,6.680957,10,4.852902,10,5.939285,malignant
8.589746,3.891239,6.511856,9.71268,8.836224,10,5.516026,5.510982,3,malignant
1,6.579289,4.391091,2,3,3.921932,8.389087,6.209618,1,benign
4,1,2,1,2,1,1,1,1,benign
5.341093,1,1,1,2,1,1,1,1,benign
4,2.499987,5.715274,3.506633,4.524232,7.023002,4.356367,1,3,malignant
5.794107,1,1,1,2,1,2,4.963312,1,benign
9.482583,2.126928,7.208401,4.39335,2,6.963784,3,2.697141,7.317362,malignant
1,1,1,1,2,2.567107,3,2.318444,1,benign
5.661571,4.803967,4.589088,5.905651,4.035505,10,2,2.21228,1,malignant
2.986024,1,2,2,2,2.117473,3,1,1,benign
1,7.195369,5.371565,1,6.034742,2.072902,4.446841,3.907806,1,benign
1,1,1,1,2,1,1,1,1,benign
8.528047,3.948022,9.972123,6.571526,5.732601,1,6.733568,7.921681,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.531944,4.456869,5.214876,1,3,1,4.598344,3.119983,3,malignant
4,3.067389,6.956028,5.621424,4.80767,1.40168,5.19541,5.778942,6.443321,malignant
1,1,1,1,2,2.1773,1,1,1,benign
3.307106,1,1,1,2,1,3,1,1,benign
4,1,2,1,1,1,5.08073,1,1,benign
2.82336,1,1,1,2,5.930237,3,1,1,benign
3.456859,2.801306,2,1,2,1,1,4.353545,2,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,4.621477,3,1,1,benign
2.86644,1,4.471594,1,2,1,1,1,1,benign
4,5.835594,6.561805,1,7.626053,1,2,4.051526,1,benign
9.711295,8.394155,9.731115,3.763157,3,10,4.644384,6.642201,1,malignant
5.771587,10.034546,1,2.653997,9.8034,10,3,3.030875,2,malignant
2.561511,1,1,1,2,1,1,1,1,benign
2.7391,3.097664,6.678487,4.182353,8.259231,3.214631,1,10,2,malignant
3.399046,1,1,1,1,1,2,1,1,benign
2.734555,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.775907,1.717569,3.316723,2,3,10,7.620894,1,3,malignant
2.755605,1,1,1,2,1,2,1,1,benign
8.729856,9.905976,10.228918,9.868846,6.951135,10,7.811148,5.089881,6.294682,malignant
2.368744,10.226377,9.275632,2,4.723723,10,4.584432,10,3,malignant
2.679154,1,1,1,2,1,3,1,1,benign
1,1,3.053279,1,2,1,2,1,1,benign
8.441383,6.684194,9.902962,6.056833,4.462056,6.064777,6.151305,5.382418,1,malignant
9.9675,4.461285,3.477655,3.846616,9.322765,10,9.429243,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,3.413752,1,2,1,2,1,1,benign
2.815807,1,1,1,2,1,1,1,1,benign
2.522449,1,1,1,3,1,1,2.630416,1,benign
9.334352,6.412078,9.714545,2.928002,4.285213,10,4.342146,8.179697,1,malignant
7.920602,4.071386,3.035785,2.722706,5.384618,4.93143,6.015707,4.59257,6.284596,malignant
5.035216,3.319909,2,2,2,1,3,1.924493,1,benign
4,1,3.718906,1,2,1,2,1,1,benign
5.046467,1,1,1,2,1,1,1,1,benign
1.727378,1,1,1,2,1,3,1,1,benign
10.046116,1.646677,3.235194,1,3,1.176157,8.269056,4.999321,1,malignant
2.358599,1,1,2,2,1,1,1,1,benign
4,7.655854,2,10.22707,3.98512,3.731826,4.130264,1,1,malignant
10.147207,4.512228,6.214606,1,7.214363,1.829619,4.023784,4.890377,1,malignant
1,4.007307,5.353625,1,7.716433,1,4.728401,2.166856,2,malignant
1,1,1,1,2,1,3,1,1,benign
5.014475,1,1,1,2,1,3,1,1,benign
5.855574,1,2,1,2,1,1,1,1,benign
3.095794,1,3.23793,1,10.838821,1,3,1,1,benign
2.38421,3.175175,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.40299,3.128901,4.265326,1,2,1,1,1,1,benign
5.197516,4.502485,5.897085,8.169836,3,2.872435,4.811157,8.015314,3,malignant
3.015208,1,1,1,2,1,2,1,1,benign
2.512406,1,1,1,2,1,3,1,1,benign
9.956892,4.537903,5.419608,7.2118,4.570537,7.60401,5.177051,7.46152,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.699761,7.981067,5.267987,2,4.092418,4.243069,2,8.202876,1,malignant
9.293463,1.341596,3.12769,9.805439,1,10,2,1,3,malignant
8.143634,4.142278,3.129429,6.999213,3,4.936961,4.996672,8.938024,2,malignant
8.091493,2.890481,2,1,1,1,1,2.566761,1,benign
2.425964,1,1,1,2,1,3,1,1,benign
5.159093,1,1,1,2,1,3,1,1,benign
5.028401,1,1,1,2,3.049415,2,1,1,benign
4.741428,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.475686,4.732101,5.620912,6.974389,4.123206,2.04055,6.309666,5.531974,6.156118,malignant
8.193106,3.885989,6.330753,2,3,10,3.664619,1,9.605152,malignant
5.381188,2.360574,2,1,3,1,3,1,1,benign
2.953854,1,1,1,2,1,3,1,1,benign
2.531327,1,3.790221,1,2,1,3,1,1,benign
5.241469,1,1,1,1,4.389161,1,3.178361,1,benign
4,2.650623,2.893762,3.867369,4.369874,2.851553,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
10.187105,3.150143,4.998068,2,4.141218,10,3,4.858887,2,malignant
4.281413,1,1,1,2,1,2,1,1,benign
2.623509,1,2,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.690831,3.568222,4.059816,4.106429,4.544617,5.401305,4.281772,1.973204,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.135032,9.653125,5.445578,6.609548,7.130638,10,6.895285,10,1,malignant
4,1,1,1,2,2.524848,1,1,1,benign
5.196163,1,1,1,2,1,1,1,1,benign
2.016233,4.475965,2,1,2,1,3,6.844826,1,benign
1,1,2,1,1,1,1,1,1,benign
5.615428,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1.54844,1,benign
5.469246,1,1,1,2,1,3,1,1,benign
2.489438,1,2,1,2,1,1,1,1,benign
5.017758,7.551668,6.315289,9.925926,10.409624,10,3,1,1,malignant
9.777764,9.87607,8.653781,2.90898,4.876996,10,9.692145,10,1,malignant
4.797275,9.772829,3.90546,1,8.411893,3.312294,3,4.382085,8.362459,malignant
1,1,1,1,2,1,2,1,1,benign
8.602098,6.58773,9.54298,7.273577,4.506005,10,3,8.286273,2,malignant
8.778836,3.111655,2,9.361758,3,4.504867,4.388996,1,6.106277,malignant
1,1,1,1,2,1,2,1.824033,8.63624,benign
2.576909,1,1,1,2,1,3,2.218969,1,benign
2.917978,1,1,1,2,1,2,1,1,benign
2.513662,1,1,1,2,1,1,1,1,benign
5.795211,1,1,1,2,1,1,1,1,benign
4,1,1,2.911755,2,1,3,1,1,benign
2.702879,1,1,4.070175,1,1,2,1,1,benign
8.834999,2.669645,8.943046,1,3,10,7.675679,1,4.846349,malignant
5.532037,2.535896,1,1,3,1,1,3.456179,1,benign
1,1,1,1,2,1,3,1,1,benign
8.97961,4.12617,6.905782,9.983488,2,3.354091,2,4.321592,3,malignant
9.249735,5.114589,6.423553,8.881969,9.942015,10,6.429777,2.672151,1,malignant
2.757652,1,1,1,2,1,1,1,1,benign
2.329978,1,3.464252,9.791595,1,10,3.495432,10,1,malignant
1,1,1,1,2,2.091119,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.607685,2.274354,2,1,2,1,2,1,1,benign
9.248354,4.033762,6.879418,10.140062,4.276826,4.380688,4.539994,8.883639,1,malignant
5.03196,2.507356,3.148688,1,2,1,3,1,1,benign
2.406658,1,10.265878,1,2,1,1,1,1,benign
3.563407,1,3.764139,1,2,1,3,1,1,benign
2.152003,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,2.883357,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.706893,2,1,2,1,3,1,1,benign
9.69061,6.900199,9.312702,4.131856,6.65824,6.521474,3,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,6.653176,4.139266,1,4.368778,1,5.031438,1,1,malignant
9.940494,6.816935,5.245676,1,3,10,7.833435,1,1,malignant
8.558392,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.821082,1,1,1,2,1,3,1,1,benign
5.091591,6.302738,5.829304,2,4.302378,4.52142,6.602929,9.192217,3,malignant
4,1,1,2,2,1,2,1,3,benign
1,1,1,1,2,2.427208,1,1,1,benign
9.248113,10.243538,8.662482,2,8.589115,10,8.037928,2.297683,8.465306,malignant
10.078932,4.023709,9.653912,2,2,2.458319,6.539603,1,6.112532,malignant
1,1,1,1,2,1,3,1,7.100473,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.288388,1,1,1,2,1,2,1,1,benign
4.819861,3.443012,2.760711,3.316707,3.57669,9.926985,3.241012,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.221489,4.691832,2.146252,9.779739,4.749102,10,9.373834,5.523829,1,malignant
1.785914,1.785908,1,1,2,1,1,8.668179,1,benign
1,1,1,1,2,1,1,1,1,benign
2.662144,1,1,1,2,1,3,1,1,benign
2.366248,1,1,1,1,1,1,1,1,benign
8.019648,6.682026,8.084991,3.054102,4.130356,10,7.619669,10,1,malignant
3.208204,1,1,1,2,1,1,3.270994,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,3.049014,2,1,1,1,1,benign
2.339454,4.662825,4.008392,1,3,1,4.732422,1,1,benign
10.09579,5.634523,8.021322,10.125305,3.948709,10,8.361332,8.067281,1,malignant
1,9.83235,2,6.98268,8.959384,10,4.730823,2.540411,1,benign
2.362376,1,1,1,2,1,1,1,1,benign
5.184948,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,3.303156,1,1,1,benign
1,1.419544,1,1,2,1,2,1,1,benign
4.754105,9.870463,9.618565,8.694471,7.015831,10,6.961959,8.046801,9.85055,malignant
4,1,1,1,2,2.559943,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,4.190593,2,1,3,1,1,benign
1,2.135577,1,1,2,1,1,3.026051,1,benign
9.734126,9.999734,10.181344,2,7.107635,7.827857,6.181006,6.18215,1,malignant
10.246996,7.121996,7.350864,3.348747,4.616232,10,3,1,3.396614,malignant
8.442953,4.580664,7.048803,2,4.036164,10,2,3.854065,2,malignant
1,1,1,1,3.538861,1,2,2.398352,1,benign
2.407874,1,3.672931,1,2,1,1,1,1,benign
2.460514,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.323642,9.792257,9.684757,9.514291,4.332994,5.811549,4.692499,10,2,malignant
4,2.402443,3.504964,1,2,1,1,1,1,benign
8.724026,10.259006,9.495482,3.281121,3,10,6.809888,10,1,malignant
8.765254,1,3.671502,1,2,1,2,1,1,benign
2.08983,1,1,1,1,1,1,1,1,benign
3.07996,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.825905,1.935993,1,1,4.953242,1,2,1,1,benign
4,9.955448,10.566407,7.463563,7.210035,10,6.874243,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.723795,1,1,1,2,1,1,1,1,benign
3.065907,1,1,1,3,1,1,1,1,benign
7.95985,10.11641,8.796422,3.009888,7.360576,8.848194,6.411846,6.027179,8.948277,malignant
5.27691,2.760739,1,1,2,1,1,1,1,benign
4.8843,1,1,2,2,1,3,1,1,benign
4,1,3.288555,1,3,1,2,1,1,benign
10.250712,4.422269,4.592205,9.912785,2,2.599255,6.374078,6.826308,9.000922,malignant
2.202734,1,1,1,2,1,1,1,1,benign
5.168944,3.400353,1,1,2,1,9.604721,1,1,benign
7.029711,9.520611,8.951299,2,6.217929,6.348096,6.522824,10,2,malignant
2.77983,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.432995,4.688117,8.675152,1,2,10,6.738187,1,6.007948,malignant
4.874556,1,1,1,2,0.832462,2,1,4.102518,benign
2.970769,1,1,1,1,1,1,1,1,benign
2.950782,1,1,1,2,1,2,1,1,benign
4.978439,7.807118,6.275891,1,1,1,3,8.574311,1,benign
5.32728,5.837427,3.548438,2,4.296275,6.455114,7.351993,10,2,malignant
1,2.636385,6.683643,3.673771,2,7.459869,1,1,1,benign
6.744348,6.594191,3.561839,3.305015,7.7302,3.840173,7.280338,7.646302,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.36699,1,1,2,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.194428,2,2.996159,2,1,1,2.102017,1,benign
5.023422,2.426535,3.068434,1,2,1,1,4.20971,1,benign
1,9.964071,9.277596,3.357099,10.236913,3.188299,8.268843,10,3,malignant
7.108851,9.77286,6.268743,7.138586,4.603655,10,6.954025,10,9.415358,malignant
1,1,1,1,10.958426,1,1,1,1,benign
4,1,1,1,2,1,4.283664,1,1,benign
6.956303,4.773958,4.054544,2.679404,3,4.831483,4.592599,1.673824,1,malignant
2.394469,10.063474,10.181479,9.702697,8.926219,10,8.35122,4.689145,3,malignant
1,1,1,1,2,1,3,1,1,benign
8.75544,9.595168,8.10699,3.069576,4.670062,10,7.434102,10,1,malignant
10.117233,4.179462,8.936351,2,3,10,2,1,1,malignant
1,1,1,1,3,1,1,1,1,benign
9.02603,10.008493,4.977078,3.038218,5.00743,6.284157,3,6.039039,1,malignant
8.879335,6.010519,3.579746,10.381208,8.610689,10,3,10,1,malignant
5.59162,6.863812,8.594793,10.094011,12.307152,10,3,6.140839,1,malignant
5.021854,1,1,1,2,1,1,1,1,benign
4,1.687429,1,2.986588,3,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.064119,1,1,1,2,1,2,1,2,benign
6.880044,4.830841,5.924081,9.700435,8.077989,10,5.271779,1,1,malignant
5.043799,9.545349,11.083955,9.836657,4.817497,10,10.420333,2.164739,1,malignant
3.232946,1,1,1,2,1,1,2.59345,1,benign
1,1,1,1,2,1,1,1,3,benign
5.138042,1,1,2,2,2.606008,3,1,1,benign
3.201935,1.938554,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,4.092228,4.955622,10.269846,9.928362,5.972414,3.879805,2.322548,1,malignant
5.064738,1.440272,1,1,2,2.454971,1,1,1,benign
3.576671,2.706048,1,1,2,1,4.5635,1,1,benign
2.691482,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.395931,9.841175,4.987822,9.98028,7.907241,10,7.77938,7.625977,1,malignant
9.553215,2.268058,7.420756,1,3,3.303987,3,2.595207,1,malignant
1,1,1,1,2,2.76405,1,2.690456,1,benign
2.74035,1.755553,7.807032,2.861399,2,4.052963,8.856336,6.072232,1,malignant
4.964129,1,2.809287,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.913221,2.837051,3.816109,2.574601,3,10,5.290527,1,4.231465,malignant
1,1,1,1,2,1,3,1,1,benign
4.876918,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
5.927937,4.378632,5.788892,9.372816,3,10,7.700189,1,3,malignant
8.751075,9.810077,9.481305,9.955931,9.646716,10,6.64673,10,1,malignant
1,1,1,1,2,1,8.025555,1,1,benign
5.933913,6.094738,7.546231,6.510634,7.537009,10,4.549963,4.234913,1,malignant
4.877323,9.898207,10.26696,10.150483,7.259212,10,8.598765,7.753845,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,2,benign
5.376695,2.279163,1,1,2,1,1,2.347912,1,benign
5.119553,4.721446,5.34082,9.743209,10.640679,1,4.178629,1,2,malignant
7.819012,2.539887,3.810866,2.846865,3.950692,5.614063,3,10,1,malignant
7.196135,6.938767,8.957773,8.120923,4.40583,10,7.365479,1,3.868636,malignant
2.785483,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,2.443364,1,benign
4,1,2.902931,1,2,1,1,1,1,benign
8.757069,4.856849,6.475794,5.896495,7.467829,8.098974,4.650446,2.881716,1,malignant
1.721419,1,1,1,2,1,3,1,1,benign
4.86248,1.975119,3.413891,2,2,5.261798,6.685693,1,1,malignant
4,1,1,1,3,1,2,1,1,benign
7.152725,1,1,1,2,1,3,1,1,benign
2.273751,2.923087,2,1,2,2.646641,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
6.312797,4.834344,6.68196,1,7.425496,10,4.933546,9.481839,1,malignant
11.237654,9.807284,6.014809,9.816323,4.976229,10,7.95268,1.898679,1,malignant
10.086558,10.113473,8.806964,1,4.715361,2.015518,7.309465,10,5.603983,malignant
9.219144,5.006698,3.659312,3.742274,7.721651,10,4.217518,2.671448,8.938953,malignant
5.172367,2.028455,2,1,2,1,7.827464,8.111386,1,benign
9.666732,10.122251,10.524466,6.928524,3,1,4.638531,8.796587,1,malignant
1,1,2,1,2,1,3,1.803931,2,benign
4.815309,7.244297,6.762497,9.330861,4.55212,8.495591,3,9.056975,1,benign
1,1,1,1,2,1,2,1,1,benign
3.426576,1,2,1,1,1,3,1,1,benign
1.770256,9.542142,10.983597,6.900137,6.281634,7.321633,7.965983,8.490962,3,malignant
1,2.544386,2,1,2,1,3,1,2,benign
1,1,1,6.308625,1,7.311067,2,1,1,benign
4.769292,9.658067,10.033209,1,7.082206,3.278383,7.381364,10,3,malignant
5.179196,1,1,1,1,1,3,1,1,benign
9.505874,8.432191,5.193913,2.896278,4.067077,2.754172,5.881603,7.554228,1,malignant
4.835841,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.252488,10.188439,5.79222,2,7.598172,2.304023,4.970171,6.72137,1,malignant
4.970477,9.735824,9.277279,9.778641,9.416023,1,9.417025,5.10139,1,malignant
2.43488,1,1,1,2,1,3,1,1,benign
10.216357,5.97444,6.670377,4.657647,7.879014,10,7.170919,7.559909,10.25092,malignant
1,1,3.659411,5.651725,2,1,2,1,1,benign
5.126065,1,1,1,2,1,2,1,1,benign
6.905353,6.835315,7.664303,8.465286,4.641505,2.186921,3,7.455947,1,malignant
10.757808,9.692738,8.387437,6.793883,8.042062,10,3.363229,4.978094,1,malignant
4,1,1,1,2,1,5.860813,1,2,benign
1,1,1,1,2,1,1,1,1,benign
5.006973,4.582105,7.450272,9.987078,2,10,4.797032,2.685838,9.715163,malignant
3.43578,1,1,1,2,1,1,1,1,benign
8.139252,10.046889,9.457421,9.900354,2,10,6.018403,2.288383,1,malignant
1,3.069906,1,2,2,3.660255,1,1,1,benign
5.398217,6.794115,6.712065,10.128403,4.222916,1,4.283083,8.555284,3,malignant
10.458292,7.131008,7.695427,8.066364,9.497611,10,8.667824,1,1,malignant
5.685712,2.406929,1,1,2,1,5.121449,5.362485,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.892218,4.798986,3.71058,7.528818,2,5.861526,5.01072,4.14734,1,malignant
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,3.515986,2.853433,1,3,1,4.324596,10,1,benign
3.006536,1,1,1,2,1.198453,1,1,1,benign
4.284647,1,3.781561,1,2,1,1,1,1,benign
8.766794,6.26672,5.863897,2.668606,7.453957,10,5.085453,9.150961,1,malignant
4,1,1,1,1,1,3,1,1,benign
1,1.854409,1,1,3,1,2,2.57761,1,benign
4,1,1,3.750988,2,1,1,1,1,benign
5.023508,2.765534,4.383183,1,2,1,1,1,1,benign
2.208396,1,1,2,1,4.093876,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
6.866028,3.458732,2.982665,2.700954,8.316772,7.290836,2,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.787724,2,1,1,1,2,3.85497,1,benign
3.215106,1,1,1,2,1,3,1,1,benign
3.147134,5.12804,5.448813,7.013396,3,1,7.518214,2.52762,1,benign
2.398752,1,1,1,3,1,2,1,1,benign
1.580538,4.751696,5.179445,8.273153,2,5.833364,4.925672,8.947159,1,malignant
5.30883,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.21202,1,2.227652,2,4.663741,3.314588,5.295441,10,1,malignant
5.339394,1,1,1,2,1,8.388965,2.233926,1,benign
2.998021,1,1,1,2,1,5.809744,1,1,benign
9.266651,6.36254,9.76476,6.655245,3,10,7.089764,8.233092,1,malignant
8.135643,7.495593,5.898097,3.960316,3.967958,3.459521,4.928817,7.044025,1,malignant
1,1,1,1,2,2.655473,3,1,1,benign
2.734399,1,1,3.971228,1,6.243765,1,1,1,benign
2.302726,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.479919,1,1,3.131531,2,1,2,1,2,benign
3.00749,2.288424,1,6.638012,2,1,3,1,1,benign
6.199911,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,2.115989,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.446502,1,1,1,3.803329,1,1,1,1,benign
4,1,3.934538,1,2,1,2,1,1,benign
10.433536,6.553366,10.369329,2,7.397441,1.581099,3,2.645502,3,malignant
3.321061,1,1,1,2,1,2,1,1,benign
4,6.065143,6.146064,10.047821,4.879683,10,3,2.241657,2,malignant
5.097395,1,2,1,1,3.312124,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.200864,1,1,1,2,1.485344,2,1,1,benign
1,1,3.576494,1,2,1,4.163239,1,1,benign
4,1,1,1,1,1,1,1,1,benign
4,10.002664,9.897561,9.999913,4.261276,10,3,5.514648,5.855904,malignant
4,9.292289,3.486041,6.700145,6.108785,1,6.047428,10,9.710873,malignant
2.999249,1,2,1,1,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4.82122,1,1,1,1,2.96515,2,1,1,benign
2.03998,1,1,1,2,1,2,1,1,benign
5.845163,1,2,2,4.422502,10,2,8.425027,1,malignant
5.247371,1,1,1,2,1,3,1,1,benign
9.005189,9.774725,8.329437,7.323572,5.944824,6.679796,7.442142,10,10.398424,malignant
5.425856,1,1,1,2,1,2,1,5.33026,benign
5.71428,3.480284,1,3.120488,3,1,2,1,1,benign
9.225146,7.015862,6.252163,6.572784,3,4.114833,9.861872,1,5.817981,malignant
4.965346,5.073505,4.91489,5.76167,2,7.415278,8.595164,4.271745,4.600509,malignant
1,1,1,1,2,1,1,1,1,benign
2.706084,1,1,2,2,1,1,1,1,benign
2.386508,1,1,1,2,1,3,1,1,benign
3.20199,1,2,1,2,1,1,1,1,benign
5.793403,1,1,1,3.651117,1,2,1,1,benign
4.792626,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.417355,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.274727,1,1,1,2,1,1,2.539488,1,benign
1,1.267173,1,3.502505,2,3.377864,1,1,1,benign
9.157316,7.600935,8.095521,3.732113,9.663946,1,4.403585,7.927903,1,malignant
8.176805,9.672358,10.15193,6.821794,8.235063,8.671123,8.513773,10,1,malignant
9.045902,9.859322,9.773394,9.908058,6.07722,10,4.011425,7.62562,1,malignant
5.013069,1,1,2.575665,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.079093,3.726462,4.879655,2,4.122378,3.500796,3,1,1,malignant
7.844153,4.379181,5.752097,1,7.027723,1,4.749496,2.168482,1,malignant
10.103203,9.866987,9.041191,6.101074,3,10,5.099585,8.681878,2,malignant
1,3.108665,2,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,2.695345,4.003939,1,2,1,1,1,1,benign
2.318074,1.666773,2,2,2,2.991072,1,2.1054,1,benign
5.407082,4.507306,5.248492,6.65843,2,10,5.971099,3.105547,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.448253,8.04038,9.596017,7.136442,4.44787,3.27342,4.715944,8.259681,1,benign
9.46209,4.649536,5.999852,1,3,1,3,10,1,malignant
1,1,1,1,2,2.635788,2,1,1,benign
2.215016,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.586125,1,1,2.534109,2,1,3,1,1,benign
2.20988,1,1,1,2,1,3,1,1,benign
4,4.784111,5.361212,3.550581,9.368934,10,6.108227,3.894484,2,malignant
9.298777,4.5277,6.030235,10.036821,3,3.185605,5.367708,1,3.586954,malignant
5.301731,1,1,1,2,8.86368,1,1,1,benign
5.050348,1,1,1,2,1,2,1,1,benign
5.169708,2.215011,3.22341,4.124113,2,1,3,7.407769,1,benign
3.141174,2.793882,2,2,4.495452,1,7.818433,1,1,benign
10.024296,9.895156,4.517173,8.055213,9.452723,8.621496,4.427044,10,1,malignant
4,2.795368,1,1,2,1,3,2.607194,1,benign
7.843097,10.353172,9.735942,6.591841,6.523693,10,7.415403,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.907462,2.205415,6.808298,1,7.513353,8.471485,5.436345,2.30751,1,malignant
5.579949,1,1,3.297773,2,2.618502,2,1,1,benign
5.849278,9.732956,9.913864,7.805617,6.90041,10,8.244664,7.529622,1,malignant
11.075717,9.789828,2,9.702079,5.141864,1,3,1,1,malignant
5.15534,7.547466,9.827543,9.764018,3,10,6.901763,10,9.268099,malignant
7.759545,9.970627,7.592306,10.10338,8.220656,10,4.542385,10,1,malignant
9.274754,4.924002,3.543727,5.140582,9.329451,10,8.792901,2.721216,2,malignant
7.947775,4.976903,6.086795,1,5.60559,10,8.07888,10,1,malignant
4,1,1,3.288344,2,1,1,1,1,benign
5.196574,3.883043,5.159419,10.399401,8.93764,10,4.186892,5.569138,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.127192,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,9.739824,9.360844,3.652687,7.894107,2.363542,8.795147,10,6.440792,malignant
5.355212,1,1,2,2,1,1,1,1,benign
8.19878,9.512439,8.817414,10.091498,10.424596,10,7.697183,10,1,malignant
2.635038,1,1,3.583396,1,1,1,1,1,benign
4.612368,7.100077,5.995654,7.404394,3,10,6.316315,10,4.790708,malignant
5.127084,1,6.10422,1,2,1,5.545755,1,1,benign
9.042666,10.039949,5.365444,8.346411,4.593637,10,7.503762,5.68607,1,malignant
2.260634,1,1,1,2,1.537721,3,1,1,benign
7.122699,5.122187,3.567691,2.861174,5.662876,1,7.51761,10,1,malignant
4.886364,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1.666829,1,benign
1,1,2,1,2,1,1,1,2,benign
1,1,1,1,2,5.462949,7.481496,1,1,benign
5.624936,1,1,5.862542,1,1,2,1,1,benign
2.492001,1,2,1,2,1,3,1,1,benign
2.648169,2.571104,4.016185,1,5.560092,10,4.558993,1,1,malignant
1,3.017479,1,1,2,1,3,1,1,benign
4.306051,1,1,1,2,1,2,1,1,benign
10.137257,4.590548,7.811847,2.811572,3,5.967526,10.274692,1,1,malignant
4,2.970945,4.226796,2,2,10,3,4.119105,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.685112,1,1,1,2,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
6.894422,4.13122,6.268954,9.603349,3,10,7.612142,5.586687,1,malignant
4,1,1,1,1,1,2,1,1,benign
3.297011,1,1,1,2,1,2,1,1,benign
10.001836,9.986225,8.018924,10.060155,5.030833,10,7.596758,10,1,malignant
1.757578,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.633102,8.433791,9.494828,9.8563,4.787537,3.729849,1,8.837008,4.754376,malignant
4,7.142889,5.743538,5.843252,3,3.786533,3,7.977699,1,benign
8.727793,6.028478,6.442408,9.325998,7.672909,10,4.335769,8.892876,9.272452,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.805529,9.475471,9.342087,6.04593,7.136411,10,3,10,1,malignant
2.558388,1,1,3.449734,2,1,2,1,1,benign
5.443992,1,1,1,1,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.082699,1,1,1,2,10,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.49003,9.525784,10.545978,9.918205,8.756686,10,8.76668,10,10.854551,malignant
1,1,1,1,2,1,1,1,1,benign
4.959051,1,1,1,1,1,1,1,1,benign
2.835391,1,1,1,2,1,3,1,1,benign
5.882379,1,1,7.110818,2,10,1,1,1,benign
2.553682,1,1,2,2,1,1,1,1,benign
4.99028,1,1,3.198873,2,1,3,1,1,benign
7.269417,9.532268,8.771447,6.044372,4.872635,10,8.42477,1,1,malignant
7.775597,5.293004,7.167374,1,3.809662,10,6.888899,10,1,malignant
4,2.572707,3.840381,1,3,1,1,1,1,benign
7.897047,3.961661,3.009668,7.805326,3,10,5.355496,3.846557,1,malignant
1,1.929816,2,1,2,1,3,2.973813,1,benign
3.352557,1,1,1,2,1,2,1,1,benign
2.850497,1,1,1,3,1,3,1,1,benign
1,2.367207,1,2,3,1,1,1,1,benign
2.793579,1,1,1,2,1,1,1,1,benign
10.547617,4.219109,3.483578,6.984683,2,10,8.048922,1,1,malignant
4.48261,9.776821,6.019221,5.216573,6.810222,6.42223,9.124086,3.995554,9.129286,malignant
1,1,1,2,2,2.594572,2,1,1,benign
4.96315,1,2,1,2,1,9.635961,1,1,benign
2.69288,1,1,1,1,1,2,1,1,benign
5.920389,1,1,1,2,1,3,1,1,benign
2.980098,1,1,1,2,1,3,1,1,benign
9.482292,4.114898,6.175626,1,4.54613,1,3,5.089241,3,malignant
11.074562,7.114932,8.229885,4.429978,4.665199,6.665787,3,3.091843,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.28232,1,1,1,2,2.946412,2,1,1,benign
8.488656,9.984727,2,1,8.012229,1,6.777439,5.268341,3,malignant
4.892964,4.100115,6.29003,7.021474,2,1,4.936593,2.76149,1,malignant
1,2.443965,2,1,2,1,2,1,1,benign
8.619685,2.362064,3.67721,9.820232,8.270446,1,3,2.963859,3,malignant
1,1,1,1,2,1,1,1,1,benign
8.335885,2.802463,6.298228,2.594913,4.754629,10,3,1,10.08789,malignant
1,3.805244,5.912607,1,7.972482,1,2,2.180033,1,benign
4.851088,1,1,1,2,1,3,1,1,benign
10.273758,10.297062,9.343581,1,3,10,5.007355,10,7.721503,malignant
4.922079,10.147005,6.390746,9.483969,6.393837,10,3,10,1,malignant
1,1,1,1,2,1,2,3.137579,1,benign
2.917866,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1.559826,6.008159,7.292718,3.566736,4.615355,6.4288,3,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.691976,6.869325,7.572816,6.400963,4.76997,3.125575,4.669421,9.072701,5.440481,malignant
1,4.264841,3.566574,1,9.167246,1,7.294403,2.552755,1,benign
9.596591,4.898259,3.137584,1,4.40288,6.540112,8.684331,5.554107,1,malignant
2.993126,1,1,1,2,1,1,1,1,benign
2.251105,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
10.689932,6.91941,3.684915,1,11.854653,1,7.024559,9.240838,3,malignant
1,1,1,1,3,1,3,1,1,benign
4.89976,3.703861,3.640417,1,3,1,1,10,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.513635,7.099778,9.324236,2.771628,3,8.234658,7.976037,3.955896,10.8485,malignant
5.408617,1,1,2,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,1,3.129701,1,2,1,1,1,1,benign
1,10.048889,7.805249,9.788152,8.122829,10,6.05026,6.518426,3,malignant
4.961243,4.372061,3.003119,7.056924,2,10,7.738591,2.814266,9.668489,malignant
4,1,1,1,1,1,2,1,1,benign
9.932247,4.40664,5.958572,1,9.021406,10,7.227435,10,6.747007,malignant
5.360417,1,1,3.632818,2,1,3,1,1,benign
8.752454,10.092372,9.530293,5.296395,8.243884,10,3,10,6.119119,malignant
5.003902,6.52682,6.724847,3.598325,4.817785,7.014349,5.499051,4.973742,1,malignant
10.236241,9.860669,9.060436,3.291813,7.677,10,4.263667,2.335137,3.277508,malignant
6.76508,10.345111,2.324753,3.489542,6.967967,7.424813,5.405935,10,7.720545,malignant
11.254664,5.941096,3.751004,3.238346,4.460514,2.942974,3,9.253593,1,malignant
4,1,1,1,2,1,1,2.05511,1,benign
9.15166,4.299478,6.440887,2,2,10,4.024014,2.353629,1,malignant
2.761473,7.110867,5.103918,6.72619,6.763218,10,9.750789,1,6.87945,malignant
6.87747,5.116413,6.047715,9.899141,3,10,7.297579,8.252703,2,malignant
4.877284,3.432061,3.5823,2.741609,7.4809,10,3,1.491439,2,malignant
4,4.561933,5.351278,3.548342,3,10,4.825765,4.409137,1,malignant
1,3.283636,2,2,2,3.447986,1,1,1,benign
5.270183,2.489955,5.952808,1,4.563696,2.419023,3,3.39516,7.14372,malignant
1,1,1,3.527373,2,1,1,1,1,benign
3.07894,1,1,1,2,1,2,2.978748,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,2.672914,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.974739,1.740441,6.565015,4.903502,10.976551,2.723912,6.178288,7.006865,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.589987,1,1,1,2,1,2,1,1,benign
8.866738,4.736037,6.525013,10.174193,3,1.69878,9.024528,2.765665,1,malignant
9.280238,5.449627,3.8717,8.098754,3.576561,3.018048,3.156539,7.031818,1,malignant
4.684257,8.134127,8.515928,4.162339,4.996097,4.200491,4.374599,5.054635,2,malignant
2.908744,2.811681,1,1,2,1,1,1,1,benign
4.506062,5.77237,10.044368,2,5.429301,10,3.989555,1,3,malignant
4,1,1,3.641764,1,2.457251,2,1,1,benign
8.067631,9.527037,8.538959,7.422323,8.855721,3.435352,9.08407,6.261993,5.071463,malignant
4,1,1,1,2,1,3,1,1,benign
5.642337,3.966438,6.727527,1,8.427682,10,8.391287,5.448867,3,malignant
4,1,1,1,2,1,2,1,1,benign
3.017022,1,1,1,2,1,1,1,1,benign
1,1,1,2,1,1,2,1,7.458063,benign
11.468089,1.822832,2,1,2,10,2,1,1,malignant
5.160452,9.593887,10.194629,7.319669,3.536489,1,8.044871,10,1,benign
6.265334,9.735227,9.457262,7.571198,8.251377,5.39485,8.739532,10,2,malignant
2.712818,1,1,1,2,1,3,1,1,benign
3.00028,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,5.983582,1,benign
5.700488,1,1,1,2,2.494779,1,1,1,benign
4,1,1,1,3,1,3,1,1,benign
4,10.009533,10.158819,10.058219,6.855188,10,8.237011,10,2,malignant
2.153487,1,2,1,2,1,3,1,1,benign
1,1,3.598734,1,2,1,1,1,1,benign
3.301899,1,1,1,2,1,3,1,1,benign
3.198449,1,1,2,2,1,3.588396,1,1,benign
9.385547,7.71674,6.375827,3.674373,4.639098,2.953653,4.948755,10,1,malignant
3.402536,1,1,1,3,1,1,1,1,benign
3.367418,1,2,1,2,1,1,1,1,benign
3.269838,1,1,1,2,1,3,1,1,benign
6.189087,1,3.429895,1,2,1,1,1,1,benign
4,6.840888,6.540283,10.072598,8.744802,1,9.438396,1,1,benign
9.762748,10.140403,8.936616,10.08736,7.439958,2.950455,9.0041,8.132103,1,malignant
9.325473,10.371102,8.55619,3.519481,7.900468,10,7.01223,10,10.362634,malignant
9.271636,9.65848,9.296234,9.696413,5.234865,10,7.832947,1,1,malignant
5.489736,7.532907,6.556563,5.073296,4.347924,4.215429,3,2.943318,1,malignant
5.06706,10.154612,8.254731,6.031524,6.985938,10,5.627903,10,8.95853,malignant
2.99809,1,3.274799,1,3,1,2,1,1,benign
5.338271,9.407963,9.091704,9.846579,6.699332,10,8.149055,10,2,malignant
2.940497,1,1,1,2,1,2,1,1,benign
3.024137,1,1,1,2,1,1,1,1,benign
4,1,3.262443,1,2,1,1,1,1,benign
6.357691,2.30932,2,1,3,1,3,7.829167,1,benign
9.878405,2.343827,3.195548,1,8.686485,2.839508,3.545025,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.600565,4.831494,5.324847,2,3,1,3,9.577483,1,benign
2.45613,1,2,1,8.234042,1,1,1,1,benign
3.707298,1,1,1,4.28116,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.541833,1,1,1,2,1,3,1,1,benign
2.747263,2.379139,1,1,2,1,1,1,1,benign
4,1.694011,3.785477,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,6.617022,4.65766,3.190169,4.658254,10,8.683876,7.681684,5.729682,malignant
3.11651,3.861305,6.229555,5.593283,4.066845,10,6.391024,5.924365,1,malignant
5.12746,10.088609,10.122827,9.808377,8.159343,10,9.55211,10,6.376502,malignant
1.78653,6.649919,9.395825,6.038494,6.447827,10,4.051056,10,2,malignant
10.859828,6.836337,10.019922,3.036237,8.802746,10,6.327919,6.399251,1,malignant
7.789646,6.108779,3.626725,6.365305,3,2.395469,4.703148,10,2,malignant
2.088153,1,1,1,2,1,1,1,1,benign
2.977642,1,1,1,2,1,1,1,1,benign
1.973111,7.755726,5.239873,10.101021,7.59347,1,8.877713,8.582263,2,benign
2.270891,2.576831,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,2.955114,2,1,2,1,1,1,1,benign
7.143772,2.415149,2.551278,2,3,6.888977,4.938745,1,3,malignant
1,2.848784,2,1,2,1,1,1,2,benign
3.217491,1,2,1,2,1,2,1,1,benign
3.145043,1,2,1,2,1,1,1,1,benign
2.452565,1,2,1,2,1,3,1,1,benign
5.255328,1,1,2,2,1,1,1,1,benign
9.617146,7.852441,11.122398,10.010748,3,10,5.870772,10,3.467167,malignant
4,1.975438,1,3.512034,2,1,2,1,1,benign
4,1,1,1,3,7.486985,1,1,1,benign
5.033899,4.184733,3.998623,10.273437,3,10,9.018993,8.636237,2,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,3.437765,1,2,1,2,1,1,benign
4,6.754485,5.101092,8.276586,4.084203,6.067315,7.896117,10,1,benign
5.041554,2.8017,2,6.17029,2,10,1,7.500761,1,benign
1,1,1,1,3,2.578236,2,1,1,benign
4,10.095134,5.838377,5.714353,11.653428,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.428719,1,1,1,2,1,1,1,8.69203,benign
2.973313,7.324745,6.746444,2,3,10,3,2.038256,1,benign
6.166096,1,1,1,3,1,1,1,1,benign
5.310122,2.281116,3.603762,9.579122,2,10,3,5.813635,1,malignant
2.673343,1,1,1,2,1,1,1,1,benign
8.834912,6.884415,5.541988,9.967598,4.50973,4.945194,6.927044,1,1,malignant
4.994162,10.349966,9.492288,3.164739,11.036222,6.443915,8.126231,1,1,malignant
8.887661,9.997287,9.059842,6.413589,7.313128,1,3,10,7.662223,malignant
2.90021,1,1,1,2,1,1,1,1,benign
1,2.706608,2,3.891131,3,1,2,1,1,benign
2.691289,1,1,1,2,1,1,1,1,benign
2.95355,1,1,2,2,2.968231,2,1,1,benign
3.246717,1,1,1,2,1,1,1,1,benign
3.082726,1,1,1,2,1,3,1,1,benign
2.553921,5.814352,9.094312,9.64013,10.301286,10,3,6.759112,3,malignant
2.135508,1,1,1,2,1,3,1,1,benign
4.398455,6.884146,5.929369,6.740215,4.866789,9.277483,9.073178,7.09771,1,malignant
2.477315,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,3.469502,3,1,1,benign
2.892425,2.745229,2,1,2,1,5.332251,5.837554,1,benign
9.130222,9.969728,10.032848,6.815359,8.50875,10,3,10,1,malignant
3.475062,1,1,1,2,1.98051,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,9.966443,1,2,1,1,benign
2.703465,1,1,1,2,1,2,1,1,benign
3.202726,1,1,1,2,1,2,1,1,benign
8.805584,2.985085,4.041893,2,2,4.652378,1,2.397394,1,malignant
4,1.877315,2,1,2,1,1,2.535826,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.274457,3.58223,1,2,1,1,1,1,benign
5.236405,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.344806,1,1,1,1,1,1,1,2,benign
4,1,1,1,2,1,3,1,1,benign
4.878828,3.10883,2,1,2,1,4.42085,1,1,benign
2.909951,1,1,9.830184,2,1,3,1,1,benign
4,3.007777,1,1,1,1,3,1,1,benign
9.314392,10.014173,8.531919,9.751559,1.862456,10,7.905952,4.792027,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.945218,2.313394,1,2,1,6.888063,1,1,benign
4.670406,7.974463,7.281311,2,11.052199,1,3,1,2,malignant
9.720991,2.188175,3.883585,1,2,1,3,10,3.301304,malignant
9.142848,7.72547,7.698692,5.231686,8.164202,10,6.593469,10,1,malignant
9.628953,4.489678,4.859962,3.322691,3,10.076256,3.984893,1,1,malignant
8.892557,10.255012,10.216728,1,5.329057,1,4.769777,2.422437,8.460407,malignant
1,1,4.019407,1,2,1,1,1,1,benign
8.490121,4.052597,6.380916,3.591866,8.601828,1,8.400188,1.273389,1,malignant
3.264786,1,1,1,1,1,3,1,1,benign
4.617479,1,1,1,2,1,1,1,1,benign
4.838821,1,1,1,2,1,2,1,1,benign
5.603397,1,1,1,2,1,1,1,1,benign
2.89838,1,1,1,2,1,1,1,1,benign
5.720961,1,2,4.748934,2,2.925908,3,1,1,benign
4.636154,1,1,1,2,1,2,1,1,benign
10.35098,2.531919,2,8.870172,10.606534,10,1,2.751295,2,malignant
4.99272,1,3.237885,1,1,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.815643,10.242504,9.1822,1,8.976372,3.435619,5.674901,1,1,malignant
7.726605,4.288645,5.803172,4.779198,9.248555,10,9.806315,7.236513,1,malignant
4.475036,1,1,1,2,1,1,1,1,benign
4.901487,1,1,2,2,1,2,1,1,benign
9.460739,8.264589,6.07089,6.184786,4.657928,10,4.739808,2.437804,3,malignant
7.972317,7.84981,10.859498,2,5.23216,10,8.021901,7.488483,3,malignant
6.542831,4.275648,4.850749,6.497012,3,10,4.927944,3.340495,1,malignant
10.340567,7.022205,8.497445,3.442807,8.617138,7.845028,3.676398,4.364242,1,malignant
5.447957,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4,4.69695,6.443409,2.833535,4.315048,3.148455,2,3.368457,1,benign
9.57737,9.216012,9.277165,9.582197,7.850656,10,10.828187,6.245049,1,malignant
4.712638,1,1,1,3,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.209987,9.903122,9.223184,10.046004,4.295804,1,9.997429,1.896806,3,malignant
7.569803,6.376375,3.24447,5.062133,4.095892,3.051669,6.582901,7.126783,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.890331,5.242611,5.385102,7.417125,10.957159,1,4.520145,1,1,malignant
5.446537,1,1,1,3,1,2,3.400466,1,benign
4,4.883845,5.466422,1,2,8.26941,3,1,1,benign
8.651864,6.434852,3.1641,1,4.238218,2.926557,3.226826,10,11.689359,malignant
4,9.957718,9.422662,9.996918,3.631377,10,7.804219,10,3,malignant
2.717783,1,1,3.119348,1,2.852159,3,1,1,benign
1,1,1,2,1,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
9.809326,4.132617,5.369365,7.332704,4.035255,10,3,5.595625,1,malignant
8.248862,2.68719,6.907912,1,3,10,2,5.354196,5.996453,malignant
4,2.945629,2,1,3,10,4.766212,4.639936,5.921822,malignant
1,1,1,1,2,1,3,1,1,benign
4.96281,2.424805,2,1,2,1,1,1,1,benign
1,1.827527,1,2,3,1,1,7.991688,2,benign
10.371706,9.812546,3.493182,3.781303,4.913931,10,8.20415,10,1,malignant
2.792583,3.17832,4.461952,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.580766,3.353002,2,10.229171,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.731363,6.193862,9.510044,10.208519,5.794435,1,5.40452,4.730328,1,benign
5.082438,1,1,1,1,1,1,1,1,benign
10.801608,10.104694,9.019905,2.941619,9.268927,5.075369,5.266668,4.709552,1,malignant
5.865881,1,1,1,2,1,3,1,1,benign
5.321187,1,1,1,2,1,2,1,1,benign
10.362433,7.382489,2.601627,6.172199,4.225579,5.284094,9.014817,8.582081,3,malignant
6.748519,9.588978,2,2,5.066993,10,8.457574,10,1,malignant
5.104033,1,1,1,2,1,2,1,1,benign
2.936378,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.095306,1,3.351054,1,2,1,1,1,1,benign
5.187404,1,1,1,1,1,3,1,1,benign
7.605246,10.051795,9.263378,9.83215,4.695158,10,3,10,3,malignant
7.981338,2.118657,5.723027,9.893416,8.923298,10,7.369893,5.051758,3,malignant
8.660378,1,2,1,2,1,3,1,1,benign
2.430263,1,1,1,2,1,3,2.334765,1,benign
4.608264,1,1,1,2,1,2,1,1,benign
5.172885,2.578161,5.90561,1,2,10,1,4.405323,1,malignant
7.933785,4.682135,4.542806,5.022471,4.420972,1.874945,4.291456,9.413935,1,malignant
5.75343,1,1,1,2,1,1,1,1,benign
5.544796,3.790452,2,1,6.142713,1,2,3.267297,1,benign
1,1,1,1,2,1,2,1,1,benign
10.641296,5.240401,5.013386,10.058488,8.142288,10,7.145812,10,8.576688,malignant
5.056857,1,1,1,1,1,3,1,1,benign
7.628119,6.689192,3.660264,8.686031,4.779698,10,10.729428,8.590273,3,malignant
8.909029,9.835464,2,6.178508,6.366222,10,6.659697,10,3,malignant
7.929289,9.780662,9.265065,9.530391,8.387825,10,6.824226,7.975683,1,malignant
7.656091,10.116623,9.45499,10.045436,7.441881,10,7.234808,10,2.893702,malignant
9.254745,9.526774,8.956325,5.099722,8.46225,1,5.982164,10,7.157606,malignant
5.760165,1.579782,3.159536,3.678207,4.831442,10,8.605145,4.34733,1,malignant
7.633575,9.877126,8.241357,9.322441,5.64919,10,6.427243,2.747813,2,malignant
4.906516,1,1,1,2,1,2,1,1,benign
5.238912,1,1,1,2,1,3,1,1,benign
5.140012,4.589667,3.171901,3.710425,4.499531,6.964098,5.275054,2.871394,3.902492,malignant
7.486587,9.521342,8.179595,10.499246,3.472861,10,3,2.699433,1,malignant
2.529005,2.465136,1,1,3,1,3,1.148465,1,benign
1,1,1,1,6.722535,5.471215,2,1,1,benign
6.302815,9.655199,7.212563,7.130707,4.082137,7.446779,8.857075,9.02221,8.954526,malignant
11.201604,9.374892,7.435238,4.711222,3,10,3,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.688092,1,1,1,3,1,3,1,1,benign
9.63027,9.537953,5.631093,10.236974,9.018355,10,8.083548,10,2,malignant
2.800208,1,1,3.60245,2,1,1,2.835235,1,benign
4.424949,9.833308,1,7.203188,9.098824,10,4.84668,1.954098,3,malignant
4,1,1,1,2,1,3,1,1,benign
5.35856,4.230959,2,9.782231,2,10,7.255116,2.526998,8.758146,malignant
1,1,2,1,2,2.28999,1,1,1,benign
4.806854,5.056918,7.192461,3.05086,2.458922,3.030953,4.410587,1,9.592704,malignant
5.881793,9.754866,8.554786,10.238451,6.34124,10,4.284651,1,3,malignant
2.879207,1,1,1,1,1,1,1,1,benign
6.18737,10.315334,9.87988,9.736032,2,10,8.308818,10,1,malignant
2.073536,1,1,1,2,1,2,1,1,benign
5.210614,1,1,1,2,1,3,1,1,benign
2.549827,6.709815,8.813511,2,3,4.471309,7.435739,5.056615,1,malignant
8.628253,6.633501,5.015065,4.502859,5.035432,6.735685,8.26706,8.166881,10.280228,malignant
5.275131,2.836066,3.682248,2.52618,2,10,7.473491,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,3.111861,1,2.268921,2,1,3,1,1,benign
4.648007,6.294016,6.509255,1,6.615112,2.194883,5.449792,7.285018,1,malignant
10.357586,9.884696,7.055818,2,10.251531,10,7.653294,10,1,malignant
1,2.411285,2,1,2,1,2,3.006291,1,benign
1,2.533529,2,2,2,1,7.135064,1,1,benign
1,1,2,2.690597,2,1,1,1,1,benign
9.980225,3.570413,5.034216,9.426917,3.754974,10,4.728827,1,10.080051,malignant
9.911392,9.665461,9.772481,9.671205,4.984,10,9.076019,10,5.225271,malignant
3.526687,1,3.472536,1,2,1,3,1,1,benign
9.133445,7.542273,5.11524,5.661231,3,10,7.653114,8.447208,1,malignant
3.026693,1,1,1,2,1,2,1,1,benign
2.425148,1,1,1,2,1,2,1,1,benign
2.091745,1,1,1,2,1,2,1,1,benign
5.557802,1,1,1,2,1,2,1,1,benign
5.41286,5.213924,4.896877,9.7361,8.582494,10,7.944386,1,10.999463,malignant
5.464781,5.95547,11.40336,3.332921,4.655465,10,8.365483,10,1,malignant
8.171784,9.729321,8.554934,2.529353,7.129618,7.603422,4.612046,4.268109,1,malignant
1,1,2,1,2,1,1,1,1,benign
2.37061,1,1,1,3,1,1,1,1,benign
5.367773,1,1,1,2,1,1,1,1,benign
8.045006,4.278992,6.585416,2,10.406085,4.094319,8.488237,2.287319,4.57448,malignant
1,1,1,1,2,1,1,1,1,benign
2.377768,1,1,1,2,1,2,1,1,benign
3.01739,1,1,2,2,1,1,1,1,benign
3.097429,3.294063,4.07839,1,2,5.896446,2,2.830072,2,malignant
5.039167,1,1,1,2,1,2,1,1,benign
5.593511,1,1,1,2,1,3,1,1,benign
8.224687,6.774284,8.827114,9.562658,4.115305,6.317785,4.243894,1,1,malignant
5.523162,1,1,2,3,1,1,1,1,benign
7.254258,4.470355,5.618573,3.388803,7.405204,10,4.203006,1,2,malignant
2.304029,1,1,1,2,3.003518,3,1,1,benign
1,1,3.539744,1,3,1,2,1,1,benign
5.001599,1,1,1,4.670677,1,1,1,1,benign
9.376826,3.885457,6.887325,2,5.474099,3.586327,3,1,1,malignant
4,1,2.755507,1,2,1,2,1,1,benign
2.352304,7.119185,11.612375,6.918525,4.95554,2.927671,5.130356,7.091936,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.118412,2.656873,7.071102,1,2,10,9.227948,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.88393,1,1,1,2,6.794052,2,1,1,benign
9.447012,4.744927,5.412581,10.379231,5.565932,10,6.281093,1,1,malignant
4.753649,1,1,2,2,2.906551,1,1,5.250161,benign
3.243033,1,3.664307,1,1,1,2,1,1,benign
5.035648,1,1,1,2,1,3,1,1,benign
5.410161,2.959853,2,1,4.414376,1,3,1,1,benign
4.704177,10.061047,9.666322,7.038929,4.88547,10,4.811863,1,3,malignant
3.263564,1,1,1,2,1,2,1,1,benign
2.989208,1,1,1,2,1,3,1,1,benign
3.21892,1,1,2,1,10,2,1,1,benign
5.119122,1,1,1,2,3.289365,1,1,1,benign
4.831975,2.817392,2,2,3,10,6.85247,5.103836,1,malignant
8.063594,2.875551,6.130923,1,7.089179,8.413049,7.211739,8.387959,2,malignant
5.630716,3.651884,3.308139,1,7.838121,1,2,10,1,benign
1.684574,1,2,1,2,1,2,1,1,benign
4,1,3.77678,1,1,1,1,1,1,benign
5.027857,1,1,1,2,1,2,1,1,benign
2.670669,1,3.025245,1,2,1,3,1,1,benign
3.14017,1,1,1,2,1,2,1,1,benign
5.646183,4.522427,2,2,8.664025,8.251907,3,10,1,benign
7.243282,6.452189,4.963622,2.730855,9.309148,4.105332,3.551605,8.36188,6.24767,malignant
4,1,1,3.187027,2,9.235592,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.76557,2.436103,5.685971,6.65321,3.69302,10,4.415817,8.242338,1,malignant
2.712294,4.054974,2.762112,1,7.04051,2.291549,3.623078,2.486664,3,malignant
10.08885,10.286083,7.46711,3.715876,8.544849,10,3,10,1,malignant
2.142364,1,1,1,2,1,1,2.23826,1,benign
2.978266,1,1,2,2,1,2,1,1,benign
4,4.330114,3.220572,3.143702,4.610092,10,3,3.470644,3,malignant
5.056346,1,1,10.078195,2,9.028886,1,1,1,benign
5.69157,1,1,2,2,1,3,1,1,benign
2.719614,1,3.369412,1,2,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
8.418092,2.618803,4.883817,1,6.935459,1,2,1,1,malignant
2.668982,1,1,1,2,1,1,1,1,benign
8.028263,9.521003,10.164229,10.051564,10.9821,10,7.633004,10,1,malignant
9.258033,3.192617,5.708004,3.660625,6.46215,6.667557,7.101063,8.352477,4.319729,malignant
4,1,1,1,2,1,2,1,1,benign
9.733131,9.796979,9.241695,6.864462,3.413547,10,3,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.911226,1,1,1,2,6.754997,1,1,1,benign
1,1,1,1,1,1,3,10,1,benign
2.806194,1,1,1,2,1,1,1,1,benign
7.67953,1,3.347732,1,1,2.829551,2,1,1,malignant
1,1.926687,4.23929,2,2,1,2,7.604374,1,benign
9.892693,1.655097,6.720461,9.904383,3.945524,10,5.469019,5.676054,1,malignant
2.715189,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.774465,9.653791,9.842083,10.294836,9.799643,10,6.315006,8.900385,1,malignant
1,1,2,1,2,1,1,1,1,benign
9.254045,3.032893,5.845478,3.297058,8.437998,3.566594,4.946527,5.459639,1,malignant
8.977557,7.046081,7.81612,5.88089,4.654822,10,8.455019,10,1,malignant
2.073883,1,1,1,2,1,1,1,1,benign
2.706025,1,8.710522,1,2,3.921757,3,2.679708,1,benign
2.872801,9.935976,11.005395,9.861917,8.229526,10,6.585581,2.603015,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.754776,9.501091,3.694954,6.964539,2,10,4.356935,6.061805,1,malignant
5.26042,1,1,1,2,1,2,1,1,benign
2.399138,4.270251,3.528348,10.086892,2,10,4.460144,2.392006,1,malignant
8.764242,3.753611,6.161504,6.202098,8.288192,10,3,10,1,malignant
5.318127,1,1,1,2,1,1,1,1,benign
4.803549,1,3.066252,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.25838,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
9.590001,8.105991,9.287924,2,8.413432,6.773237,8.944554,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.370431,2.225707,1,1,2,1,2,1,1,benign
1.942073,1,1,1,2,1,2,1,1,benign
2.504311,4.556585,3.502672,6.928388,2,3.216819,5.68891,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4.66083,4.069517,2.319046,6.063097,9.553627,1,3,7.754125,1,benign
4,9.859129,8.722855,9.855157,7.247212,3.434755,8.159549,1,3.604361,malignant
5.153888,2.649158,3.172377,3.332779,2,1,3,1,1,benign
3.545694,1,1,1,1,1,3,1,1,benign
5.288459,9.832198,9.453652,5.81147,3.873038,10,7.736068,7.185871,1,malignant
2.760541,1,1,1,2,1,2,1,1,benign
5.599807,1,1,1,2,1,2,1,1,benign
5.537885,1,1,1,2,1,3,1,1,benign
8.871147,3.937945,5.87258,5.801321,4.275777,10,5.21708,1,2,malignant
2.989112,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,3.203114,2,1,1,benign
3.68401,2.729709,1,1,3,1,1,1,1,benign
5.458413,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1.830235,1,benign
7.504144,2.4635,2.715387,1,3,10,3,5.38026,1,malignant
9.137275,4.836533,6.928662,3.289812,2,10,8.143608,10,2.40967,malignant
2.383354,1,1,1,2,2.190043,1,1,1,benign
4.973978,1,1,1,1,10,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
8.71135,7.509239,6.909618,2.677968,6.844697,10,3,8.810002,3,malignant
1,1.32866,1,3.218264,2,7.755133,1,1,1,benign
2.791918,1,1,1,2,1,3,1,1,benign
10.032245,3.421558,6.041216,1,3,10,3,3.097622,2,malignant
1,1,1,1,2,1,1,1.515478,2,benign
4.863166,1,1,1,2,1,2,1,1,benign
8.3887,10.146763,9.017161,9.85499,4.564662,10,4.841859,3.144435,1,malignant
2.868707,3.929275,6.115377,9.833652,2,1,3,7.80909,1,malignant
4.737079,1,1,3.144415,2,1,3,1,1,malignant
5.544185,1,1,1,2,1,2,1,1,benign
2.7168,1,1,1,2,1,1,1,1,benign
6.181041,8.17945,6.210762,3.51132,4.135203,7.300301,8.861192,7.513344,10.124562,malignant
2.500654,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.091617,9.957264,3.238457,9.805879,9.736999,6.897866,3,6.584257,1,malignant
6.049343,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.282664,1,1,7.550236,2,10,1,1,1,benign
5.921679,2.654547,1,1,2,1,3,2.721111,1,benign
9.526284,2.502886,3.436742,2.684041,3,10,3,5.532908,2,malignant
9.497464,7.087344,6.506929,5.641278,3.823287,10,7.927887,10,1,malignant
4.951209,9.746104,9.101781,5.698431,3,7.685709,6.726655,1,3,malignant
5.425905,1,1,1,2,1,2,1,1,benign
9.934309,4.188911,6.093798,9.833187,4.481891,3.279339,8.544876,5.52691,1,malignant
5.511211,1,1,1,2,1,3,1,1,benign
4,7.358391,8.871908,9.868526,1,4.216424,3,1,1,benign
8.916926,9.923973,11.057255,10.094806,7.950714,5.18812,6.818658,2.377906,1,malignant
4,1.724449,1,1,3,1,1,1,1,benign
9.74548,9.557589,7.889088,10.197708,6.343829,1.691673,8.598858,9.731147,1,malignant
1,7.830903,2.72939,2.310768,3,5.999815,8.810855,1,9.0981,malignant
4,1,1,2.646861,2,1.851572,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.216519,7.233792,5.188017,9.51128,5.502593,10,4.282181,10,3,malignant
4.795861,9.655638,3.795432,1,2,1.704383,5.712911,1,1,malignant
6.160235,2.328361,2,2.932666,3,1,1,1,1,benign
1,1,1,1,2,6.716499,2,1,1,benign
10.483365,4.04371,4.671051,9.986188,4.651544,10,4.467214,3.635809,2,malignant
1,1,1,1,2,1,3,1,1,benign
3.117924,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.56426,1,1,1,1,1,2,1,1,benign
5.149854,1,2,1,2,1,1,1,1,benign
4,2.885782,2,1,2,1,2,4.725553,1,benign
2.787913,1,1,1,2,1,1,1,1,benign
4.720456,2.650834,1,1,2,1,8.250399,1,7.860054,benign
8.875907,5.008642,7.042949,10.087511,5.284582,10,7.722659,1,3,malignant
3.046633,2.8988,2,3.203122,2,1,3,1,1,benign
5.468593,1,1,2,2,10,4.651712,8.40268,1,malignant
9.937632,3.789627,4.380973,3.181381,2,10,3,5.455879,5.793965,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
10.587244,9.883771,8.937577,3.325608,10.891914,10,8.062932,5.135611,8.399266,malignant
4,6.935174,4.800881,6.401487,8.51601,1,6.680589,9.770957,1,benign
3.552107,1,1,1,2,1,3,1,1,benign
4.517819,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.976438,2,2,2,1,6.155291,2.901281,1,benign
3.564081,1,1,1,2,1,3,1,1,benign
7.077911,1,1,1,2,1,1,1,1,benign
5.49761,2.680674,3.479136,1,6.783178,3.323451,3,1,1,malignant
1,9.874845,6.028175,6.120302,9.333494,10,4.619698,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.711762,1,1,1,2,1,3,1,1,benign
4.781689,2.408272,2,2.769314,1,3.635741,1,8.346335,1,benign
1,1,1,1,2,1,2,7.582123,1,benign
2.162759,1,1,1,2,1,3,1,2,benign
1,1,1,1,4.936258,1,1,1,1,benign
2.12012,1,1,1,2,1,1,1,1,benign
9.605475,5.310136,3.21939,4.699144,3,10,8.974564,10,3,malignant
5.617667,6.606173,9.633437,2.874168,5.315445,6.543086,4.740268,8.312711,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.051518,3.010865,3.369218,1,2,10,2,3.965224,1,malignant
2.770422,2.266831,2,1,2,1,2,1,1,benign
2.755615,1,2,1,2,1,3,1,1,benign
5.588997,4.454287,5.426038,3.261954,4.167539,1,6.345505,3.029694,1,malignant
4,1,1,9.495148,2,1,1,1,1,benign
5.201772,3.643475,3.913627,1,6.01895,2.855062,2,10,1,benign
3.362919,1,1,1,2,1,1,1,1,benign
1,2.660785,1,1,1,2.980963,2,3.487256,1,benign
9.357597,4.50171,3.842789,9.693291,4.207969,1,8.694055,10,2,malignant
1,1,1,3.466296,2,2.607334,1,1,1,benign
3.157674,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.881836,9.755074,8.739407,9.588673,7.01334,10,4.381523,10,2,malignant
3.269658,1,1,1,3,1,1,1,1,benign
10.873762,1,2.898166,1,2,1,2,1,1,benign
9.969374,4.67853,6.463564,9.929529,3,10,8.003644,1,1,malignant
8.393897,1.882954,5.527839,3.408155,5.690388,3.727698,4.400036,10,9.558631,malignant
6.097766,1,1,1,2,1,3,1,1,benign
2.986445,1,1,1,2,1,1,1,1,benign
1,1,1,2.869585,2,3.115478,1,1,1,benign
1,1,1,3.32318,2,2.821127,2,1,1,benign
7.99909,10.025708,7.945636,6.808687,3,10,8.245094,2.727977,1,malignant
3.589756,1,1,1,2,1,3,1,1,benign
1,6.661561,4.740985,7.857435,8.800823,10,5.09863,8.545398,1,benign
2.869089,1,1,1,2,1.670599,2,1,1,benign
4.974675,4.637689,5.31788,2.662637,2,1,3,8.514085,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.929208,3.929607,5.674798,3.68549,5.963677,10,8.527055,2.633594,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.390232,3.449446,1,1,4.285218,1,3,9.142328,1,benign
5.314433,1,1,1,2,1,2,1,1,benign
3.40151,3.81802,6.458999,2.819979,6.196277,3.130731,3,3.064124,1,benign
1.866631,5.136059,10.148038,3.354558,3,6.06152,7.800356,4.184169,1,malignant
7.725363,10.076038,9.266492,9.59439,4.434725,7.230809,7.627784,10,3,malignant
5.690883,6.546487,7.835221,10.203211,4.085947,3.088587,7.581063,2.737485,3,malignant
9.504428,7.049402,4.577336,3.234075,4.295091,10,3,7.300765,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.648362,1,1,1,2,1,2,1,1,benign
2.118421,1,3.440151,1,2,1,2,1,1,benign
5.255,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.950817,2,1,1,benign
6.622331,7.785067,3.431017,5.55665,8.82575,10,5.235315,8.828651,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.941368,1,1,1,2,1,1,1,1,benign
5.057341,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.954897,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.747373,10.097007,9.127661,9.939209,6.369162,10,3,10,1,malignant
2.937326,2.539726,2,1,3,1,2,1,1,benign
4,6.769876,7.960561,3.966267,4.589086,10,9.59385,4.211463,6.546076,malignant
1,1,1,3.268548,2,2.107044,3,1,1,benign
3.170182,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.435143,1,1,9.639727,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.870652,1,1,1,2,1,3,1.903278,1,benign
3.890255,1,1,1,4.823934,1,3,1,1,benign
11.326181,7.915734,9.083186,3.017504,7.976802,5.158284,7.632878,1,11.008629,malignant
5.2758,7.017554,6.526395,9.452383,6.812007,10,7.237262,1,5.620882,malignant
2.962646,1,1,1,2,1,2,1,1,benign
2.879671,1,1,1,2,1,2,1,1,benign
4.807878,2.921143,2,3.57882,2,1,3,4.356731,1,benign
2.607988,1,1,1,3,1,2,1,1,benign
5.335934,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,2.602247,1,benign
1,1,1,1,2,1,1,1,1,benign
10.758774,9.877591,8.727703,1,8.032674,3.680885,6.065664,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.428711,1,1,1,2,1,2,1,1,benign
3.42437,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.218467,1,1,1,2,1,2,1,1,benign
4.762122,1,3.697616,1,2,1,3,1,1,benign
1.839051,1,1,10.138173,2,2.985724,2,1,1,benign
5.319899,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,6.555364,2.28309,5.222117,2,10,3,4.236541,1,malignant
1,1.669077,2,1,1,1,1,1,1,benign
3.200749,1,1,1,2,1,2,1,1,benign
4,7.21807,5.780071,10.155252,4.985037,10,6.919918,7.649783,9.526058,malignant
5.255023,1,1,1,2,1,3,1,1,benign
2.752419,1,1,1,1,1,2,1,1,benign
5.114726,2.011938,3.42617,1,2,10,7.307354,1,2,malignant
5.18183,1.54425,1,4.273142,1,1,3,1,1,benign
4.483217,2.4129,5.926328,2,4.522807,10,3,5.107015,1,malignant
5.107523,1,1,1,2,1,1,1,1,benign
6.741071,2.551784,4.374691,1,2,10,3,1.877879,1,malignant
2.303514,9.542676,2.763393,9.678842,7.746881,1.692988,4.085701,10,1,malignant
2.842893,1,1,1,2,1,1,1,1,benign
5.244224,1,1,1,2,1,3,1,1,benign
2.755845,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,2.522444,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.917989,4.128726,6.039409,2,5.130401,10,2,4.992821,2,malignant
2.0603,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.980226,10.021028,3.663411,7.430458,6.273648,10,6.424641,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.724151,1,1,2,2,1,2,1,1,benign
4,4.212308,6.358728,1,5.078702,1,1,9.260897,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
4.744094,4.271213,9.49056,1,3,1,2,3.084999,1,benign
4,1,2.781719,1,1,1,3,1,1,benign
1.984367,1,2,1,2,1,2,1,1,benign
4.917041,1,1,1,1,1,1,2.483573,1,benign
8.017611,4.235644,3.479052,9.686537,3.737022,2.78118,7.297029,1,2,malignant
8.112402,8.17053,9.76663,3.799436,3,8.115003,5.089643,8.990449,1,malignant
4.84919,1,1,2,2,1,3,1,1,benign
2.623088,1,2,1,3.654508,1,2,1,1,benign
2.400526,1,1,1,2,1,1,1,1,benign
5.63246,10.258577,3.036651,10.217558,4.27461,1,5.736278,1,1,malignant
4,2.109293,2,1,3,1,3,1,7.837255,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.996626,1,2,1,1,1,1,benign
4.872768,2.089564,3.611156,3.742765,3,4.829291,3.616245,2.339976,2,malignant
2.564667,1,3.351039,1,2,1,1,1,1,benign
4.606947,2.255391,4.071818,2,3,1,1,5.069039,1,benign
2.601987,7.816835,5.268665,4.400843,7.77576,10,8.960847,9.454251,1,malignant
1,1,2,1,2,5.951414,2,1,1,benign
7.478956,10.035203,6.255265,10.153425,7.201299,10,3,8.77623,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.4391,1,1,1,1,3.15775,2,1,1,benign
1,8.534192,6.404516,3.60697,4.811525,1,4.059911,8.222863,3.39374,benign
4,1,1,1,2,1,3,1,1,benign
2.750748,1,1,1,1,1,3,1,1,benign
10.233421,9.855293,8.681901,6.84088,9.752139,7.54174,4.167785,2.654043,3,malignant
9.659843,10.149906,9.564862,8.744223,4.556703,10,6.57259,7.258692,6.659251,malignant
4,1,1,1,2,1,2,1,1,benign
9.68666,7.704671,6.314514,7.013766,4.861562,10,7.987172,10,3,malignant
1,1.569903,3.299482,3.40761,2,1,1,8.7221,1,benign
1,1,1,1,2,1,3,1,1,benign
2.394401,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.996487,4.795007,5.447498,10.335575,4.391133,10,2,7.166966,1,malignant
5.376175,1,3.340218,1,2,1,2,1,1,benign
5.628167,6.384806,4.326823,9.513669,3,10,3,10,3,malignant
1,9.968064,8.925974,1,7.322434,2.335398,3,10,4.887619,malignant
5.157899,1,1,1,2,1,3,1,1,benign
2.385055,3.11658,6.617344,1,2,1,3,2.598269,1,benign
4,1,1,1,8.118622,1,3,1,1,benign
1,2.09989,2,1,2,1,3,1,1,benign
2.562814,4.903245,5.089625,6.947752,2,1,4.717983,3.437026,1,benign
2.983662,1,1,1,2,1,3,2.44569,1,benign
5.14896,1,3.524297,2,8.405423,2.865028,7.880564,8.390356,2,malignant
5.044931,1,1,1,2,1,1,1,1,benign
2.302917,6.796213,5.356161,3.698013,3.798292,10,5.399921,2.632686,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.680065,1,1,1,2,1,2,1,1,benign
4.544902,6.478964,10.402533,9.759046,10.284069,10,5.056295,3.090646,1,malignant
1.327336,1,1,1,2,1,1,1,1,benign
2.798466,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
2.916122,1,1,1,2,3.019658,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
11.188265,5.382166,3.35718,2.841555,3,2.643238,3,1,1,malignant
4,9.158516,4.956188,7.155576,3,10,6.009517,8.978194,1,benign
4,2.710533,1,2,2,1,2,1,1,benign
5.055558,4.867133,5.458215,3.555085,3,10,4.028755,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.301901,1,1,4.455931,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.512697,9.615312,9.152003,10.046862,7.187628,10,3,10,1,malignant
4.814183,1,2,1,2,1,2,1,1,benign
3.187576,2.673565,9.116615,2,3,10,5.431576,5.938734,2,malignant
3.344822,1,1,7.948253,2,1,1,1,1,benign
2.13956,1,1,1,3,2.428298,3,1,1,benign
3.343058,1,1,1,2,1,2,3.074994,1,benign
5.881584,1,1,1,1,1,2,1,1,benign
9.115386,6.090074,7.135759,7.671272,3.937253,1,4.88457,1,2,malignant
1,2.885646,2,1,2,1,2,8.758829,1,benign
9.023902,4.635181,2,3.830848,2,7.518779,2,8.442299,1,malignant
5.975053,1,1,3.707816,2,3.547836,3,1,1,benign
2.210436,5.552384,6.752901,1,3,1,3,5.857147,1,benign
1,1,1,1,2,7.697714,3,1,1,benign
9.587904,2.267863,5.112211,3.919367,2,3.951676,8.996065,3.9266,1,malignant
8.061117,9.726025,7.695278,2.725298,7.888988,1,7.833748,10,6.836095,malignant
2.523091,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.109014,4.95369,4.237487,10.233052,6.14952,1,5.794156,10,1,malignant
4.857578,1,1,4.316635,2,1,3,1,1,benign
4,2.614603,2,3.439064,2,1,1,1,1,benign
3.204818,1,1,2.456025,2,1,1,1,1,benign
4.020402,1,1,1,2,1,3,1,1,benign
7.699858,4.352366,5.343421,9.99065,2,10,3,4.774405,1,malignant
1,2.143962,1,1,2,1,3,5.263393,1,benign
4,1,1,1,2,1,2,1,1,benign
10.555458,7.172642,6.341433,3.222248,3,3.152464,7.940178,4.311669,1,malignant
4,1,1,1,2,1,2,1.662832,1,benign
1,1,3.597903,2,2,4.725914,3,1,1,benign
4,1,1,1,2,2.897549,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,10.082557,9.994956,2.857997,11.808333,10,3.64103,10,7.807531,malignant
8.521986,5.222217,6.591923,10.062887,2,10,2.524837,1,3.785115,malignant
1,1,1,1,2,1,2,1,1,benign
2.208614,1,1,2,2,1,2,1,1,benign
2.786788,1,1,1,2,1,1,1,1,benign
5.600772,1,2.971805,2,2,1.808137,1,1,1,benign
9.512115,9.821045,10.416234,9.819168,4.546074,1,8.558479,10,1,malignant
2.622816,1,1,2,1,1,1,1,1,benign
2.836803,1,1,1,2,1,3,1,1,benign
2.281864,1,1,1,2,2.037506,1,1,1,benign
8.853892,2.007738,2,9.858712,3,10,3,7.522629,1,malignant
2.863025,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
8.821728,4.486971,1,2,2,8.552761,8.647824,4.790971,1,malignant
4,9.404123,9.123054,9.681407,3,3.563226,6.661288,2.186593,2,malignant
4,2.60895,2,1,3,1,3,1,1,benign
4,10.27789,9.696645,1,3.728449,10,6.217453,10,1,malignant
5.567445,4.045823,4.85474,1,3,2.332006,4.060567,7.735072,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.033001,1,1,1,2,1,2,1,1,benign
3.13087,1,1,9.981102,2,6.849028,2,1,1,benign
1,2.666044,3.849465,2,2,1,3,1,1,benign
8.969786,9.861583,8.884199,9.68251,7.837883,1,7.214997,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.46828,1,1,1,2,1,3,2.798349,1,benign
5.619262,1,1,3.058353,2,1,2,1,1,benign
4,5.327692,2,4.038604,8.287554,4.251036,6.696347,2.831477,1,benign
11.069252,9.728936,3.666468,5.925027,9.40997,10,10.296998,8.555469,1,malignant
3.301341,1,1,1,2,1,1,1,1,benign
5.581186,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.271864,9.68259,10.322915,6.809101,5.227153,10,7.570412,8.747959,5.538823,malignant
1,1,2,1,2,1,2,3.110009,1,benign
7.331349,7.853223,6.898603,5.461429,4.290041,5.167791,3,7.609048,1,malignant
2.544998,1,1,1,2,1,2,1,1,benign
9.525443,1,1,1,4.394021,10,6.747127,8.695525,1,malignant
4,1,1,3.879753,2,10,2,1,2,benign
1,1,1,1,2,1,3,1,1,benign
8.681443,10.587903,10.019515,9.656154,3.823188,10,4.570334,3.02985,1,malignant
9.992002,10.373513,11.189281,9.533186,6.017535,10,3,10,1,malignant
7.755649,4.257006,6.659139,2,3,1.974455,9.727145,1,5.289067,malignant
9.159473,4.549938,5.082707,1,5.013541,3.336791,5.25186,1,1,malignant
4,2.2425,2,2,2,2.596489,2,3.400583,1,benign
3.065698,1,1,1,2,1,3,1,1,benign
8.368162,2.289641,8.879775,10.076179,3,4.32809,3,10,1,malignant
4,1,1,2,2,1,1,1,1,benign
3.10817,1,1,1,2,1,1,1,1,benign
2.955875,1.280413,3.262035,2,1,1,3,1,1,benign
1,2.13397,2,1,3,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.736538,1,3.940605,1,2,6.931348,3,1,1,benign
2.791747,1,1,1,2,1,2.425887,1,1,benign
1,2.886916,1,1,2,1,1,1,1,benign
9.638848,9.749294,8.355006,9.870141,4.467239,10,7.134645,8.23535,1,malignant
4,1,2,1,3,1,2,1,1,benign
4.799934,9.975492,8.922164,9.964952,7.514779,7.986062,5.574168,5.080164,3,malignant
10.815866,9.857004,9.031705,3.179651,4.516905,8.54001,4.580228,10,4.34566,malignant
2.371454,1,2,1,2,1,1,1,1,benign
4,1,1,3.473625,2,1.701961,1,1,1,benign
1,2.151315,3.384593,1,2,1,2,6.950132,10.096314,benign
5.024738,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.020991,1,1,1,2,1,2,1,1,benign
4,4.888537,6.587839,2,2,10,3,8.801997,2,malignant
8.770435,6.776655,3.278827,5.31854,3.995809,10,7.186843,10,4.539641,malignant
1,1,1,1,2,1,2,1,1,benign
4,3.068943,2,1,2,1,7.039622,1,1,benign
1,2.753193,1,3.872529,3.878977,1,1,1,1,benign
3.636333,1,1,1,6.305986,1,1,1,1,benign
5.143888,1,1,1,2,1,3,1,1,benign
2.619678,1,1,1,2,1,2,3.490616,3,benign
9.127872,9.749601,9.126395,9.375246,7.876921,10,4.645218,10,4.57111,malignant
5.203032,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.436061,1,2,1,3,3.050373,1,benign
5.2525,1,1,5.442578,2,10,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.825916,1,1,1,2,1,1,1,1,benign
2.252124,1,1,1,1,1,1,1,1,benign
8.319904,5.940489,7.000003,10.081768,2,2.731097,7.958379,8.367982,1,malignant
1,1,1,1,1,1,2,1,1,benign
8.117323,3.799718,5.200149,9.859797,3.464202,10,2,4.781292,2,malignant
1,1,1,1,1,1,2,1,1,benign
2.431663,2.224887,7.423628,1,5.353741,10,3,2.345373,1,malignant
9.351045,5.753981,6.887119,9.667676,8.132863,3.189123,8.762231,4.361686,3,malignant
2.679924,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.745552,1.665253,1,7.925287,2,1,2,1,1,benign
3.164066,1,2,1,2,1,3,2.876233,1,benign
2.178105,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,4.427635,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.929717,2,1,3,2.763256,1,benign
8.889914,7.382778,9.447389,1,4.73536,7.736655,5.481545,1,1,malignant
3.099544,1,1,1,2,1,2,1,1,benign
8.282594,7.86853,3.597934,10.060994,4.97082,2.754198,4.568474,8.701571,1,malignant
10.298709,2.799765,6.438975,3.950976,3,10,3,1,3.958782,malignant
6.077335,1,2,1,2,1,3,1,1,benign
4.937239,9.87041,7.648781,3.101073,4.735936,2.366376,7.817005,1,2,malignant
1,2.708783,2,1,1,1,1,1,1,benign
1,2.804696,2.885255,1,2,1,2,2.394736,1,benign
8.139731,7.381905,3.227423,9.661152,8.004995,10,5.37561,10,1,malignant
2.891084,1,1,1,2,1,1,1,1,benign
5.546482,9.717388,9.247483,6.397242,4.725682,7.251377,3.789435,1.904306,1,malignant
5.191265,1,1,1,1,1,1,1,1,benign
3.039396,1,1,3.860957,2,1,2,1,1,benign
1,1,3.723875,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,2.272803,1,benign
3.307602,2.811608,2,1,2,1,3,1,1,benign
4,1,1,1,3,1,1,1,1,benign
5.265087,9.605932,11.002067,8.376333,5.396046,6.89536,3.594552,2.200969,2,malignant
5.370368,6.68765,6.45903,1,8.446299,2.10156,3.737936,1,1,malignant
1,2.485811,2,2,4.830715,3.197655,3,2.4441,1,benign
1,1,1,1,2,1,1,1,1,benign
9.342597,6.859413,5.837754,5.306621,5.945071,7.660236,4.709973,8.098302,4.459143,malignant
5.305526,1,1,1,2,1,2,1,1,benign
10.56887,2.774267,3.072019,1,4.110339,3.254964,7.175745,4.869321,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.505721,7.934455,2.8784,6.23161,8.068284,1,6.955821,1,1,malignant
5.531318,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.804112,1,1,1,2,1,3,2.080654,10.172219,benign
9.190566,10.382615,10.279248,2.220721,2,4.372891,7.612997,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1.988697,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.252905,1,1,1,2,1,1,1,1,benign
4.647572,1,1,1,2,1,2,1,1,benign
10.001363,10.077644,8.621699,9.96771,5.291521,1,8.373037,7.422269,1,malignant
5.15617,1,1,1,1,1,2,1,1,benign
5.772889,10.040028,9.805888,9.50148,4.857119,10,4.315249,2.686412,1,malignant
2.151462,1,1,1,3,6.711919,1,1,1,benign
1,2.619474,1,2.752698,2,2.379099,3,1,1,benign
1,1,1,2,2,3.612934,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1.97712,1,benign
10.058503,2.309476,2.721354,10.241048,2,10,7.392328,5.950756,1,malignant
4,3.093671,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.13327,2,1,2,1,2,1,1,benign
4.829595,1.46401,3.148794,1,2,2.374617,3,1,1,benign
5.4494,1,1,1,2,1,3,1,1,benign
5.491545,2.956192,2,5.524879,3,10.455446,1,2.62692,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,3.627174,1,2,1,2,1,1,benign
8.457754,4.943856,6.891299,6.413229,3,3.267987,5.523262,4.177668,3,malignant
4,9.680822,10.365446,7.021064,8.915023,5.954845,4.716627,10,3,malignant
1,1,3.23647,4.014877,2,1,1,1,1,benign
2.949238,1,1,1,2,1,2,1,1,benign
5.083016,1,1,1,3,4.554698,1,1,1,benign
8.199228,5.317938,3.399719,3.751437,3.378193,10,3,1.773468,2,malignant
1,1,1,1,2,1,2,1,2,benign
2.338877,1,1,1,2,1,1,1,1,benign
8.00338,4.544589,2.608886,4.210154,4.65853,3.302313,4.000384,10,1,malignant
4.95647,1,1,1,2,1,1,1,1,benign
7.772508,7.084574,6.552808,7.432753,5.211116,10,9.513841,5.085617,1,malignant
6.937604,1.947625,3.15341,1,3,10,7.647656,2.899891,2,malignant
4,1,1,1,2,1,2,1,1,benign
10.43019,8.054387,10.282044,10.021565,4.373255,10,7.837392,3.506502,3,malignant
5.244903,1.461109,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.060639,2.237693,2,1,4.421215,1,3,1,1,benign
1,2.752588,2,1,2,1,2,1,1,benign
4.75146,4.140725,10.112512,10.111467,8.989812,10,6.891298,1.934139,2,malignant
1,1,1,1,2,4.081588,1,1,1,benign
2.477462,1,1,1,2,1,3,1,1,benign
2.427729,2.207041,2.787979,1,7.772329,1,1,1,1,benign
4.980413,1,1,1,2,1,2,1,1,benign
5.125049,1,1,1,2,1,2,1,1,benign
9.625247,4.395592,8.697513,2,4.00527,10,4.816028,2.913271,1,malignant
7.074763,9.892144,10.491333,6.392216,4.409105,7.87788,9.351558,1.996168,1,malignant
4,1,1,1,1,1,1,1,9.57286,benign
5.103175,10.075367,9.909618,1,7.23943,10,7.595476,4.911965,2,malignant
5.300764,1,1,1,2,1,2,1,1,benign
7.868089,4.261643,4.06666,3.765437,4.270523,10,3.709086,4.605973,9.53981,malignant
5.379532,1,1,1,2,1,1,1,1,benign
2.696721,1,1,1,2,1,3,1,1,benign
9.392279,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.406762,1,1,1,3,1,3,1,1,benign
5.348723,4.741553,3.251675,10.02834,8.108093,10,3,5.341414,2,malignant
5.228913,1,1,2.779604,2,1,3,1,1,benign
5.154508,3.737995,6.977756,8.573748,5.490168,10,5.409981,10,1,malignant
4,1,3.222856,1,2,1,1,1,1,benign
4,1,3.185136,1,2,1,3,1,1,benign
8.513217,2.807893,7.368027,1,1,1,2,8.32904,1,benign
9.243412,4.671433,5.40635,9.932567,2,1,7.889384,4.818737,3,malignant
2.589085,1,1,1,2,1,1,1,1,benign
8.369252,9.996722,8.76669,1,8.384053,10,3,1,1,malignant
1,1,1,1,3.834131,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.57833,1,1,1,3,1,1,1,1,benign
5.4687,2.947524,3.167867,1,2.963809,1,3,1,1,benign
6.847295,7.485412,10.218151,8.856458,4.321173,10,9.102298,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,4.363136,1,2,1,2,1,1,benign
8.41918,7.25352,6.19555,5.614227,4.653125,10,7.835967,1,1,malignant
9.593109,9.808759,3.88181,3.702016,4.968138,8.371824,5.188989,1,2,malignant
1,1,1,1,2,1,1,2.566269,1,benign
1,1,1,1,2,1,1,1,1,benign
1.750209,1,3.886446,3.245318,2,1,2,1,1,benign
1,1.996157,2,2.53496,2,1,2,1,1,benign
3.367476,1,1,1,2,1,1,1,1,benign
5.344419,1,2.965247,3.402502,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.46485,1,3.983047,1,3,1,3,1,1,benign
5.534985,1,1,1,2,7.920566,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.47619,1,2,4.502593,10,1,8.646475,1,benign
2.810987,3.806139,7.100995,9.416249,2,10,2,10,1,malignant
1,1,4.174088,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,2.805742,1,benign
5.207614,1,1,1,2,1,1,1,1,benign
9.648287,7.435224,10.843262,10.111901,8.454797,10,3,10,2,malignant
1,1,1,1,3,1,2,1,1,benign
4,4.713813,6.12285,6.898229,4.377226,10,3,2.236477,1,malignant
8.957134,10.020951,10.199125,9.518688,8.796178,10,8.102378,10,1,malignant
4.931503,2.23996,2,3.631473,4.413235,1,1,1,1,benign
1,1,3.11349,1,2,1,3,1,1,benign
10.354679,6.702922,5.847636,5.443158,5.359581,10,8.451425,10,8.267205,malignant
1,1,1,1,3,1,2,1,1,benign
2.801462,1,1,1,2,3.104259,2,1,1,benign
5.057315,7.061582,3.9201,2.886216,3.671913,2.973172,8.03697,10,10.561648,malignant
5.375196,1,1,1,2,1,2,1,1,benign
10.628767,4.253014,3.308397,9.772307,2,4.319359,2,10,3,malignant
2.42358,1,1,1,1,1,2,1,1,benign
2.721716,1,1,3.494938,2,1.976006,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.332257,1,1,1,2,1,1,1,1,benign
1,2.77166,2,1,2,1,1,5.200967,3,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,3,1,1,benign
2.397012,2.157924,1,1,2,1,1,1,1,benign
4.503529,9.448625,10.134474,3.536052,5.685616,8.412246,9.048491,10,1,malignant
1,1,1,1,2,1,2,2.19924,1,benign
1,1,1,2,1,1,3,1,1,benign
2.437347,1,1,1,2,1,3,1,1,benign
3.125431,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4.748159,1,1,1,2,1,1,1,1,benign
8.419673,6.725519,5.139033,2,6.121823,6.325293,4.723169,10,3.379361,malignant
4,1,1,1,2,1,1,1,3,benign
2.815436,4.043941,6.522514,6.021895,7.455956,4.851401,6.337948,2.385198,1,benign
4,9.924935,1,7.490533,6.480438,1,4.708985,9.100202,1,benign
1,1,2,1,3,1,2,10,1,benign
5.278386,7.218558,7.237973,5.616974,8.28708,6.44801,4.860653,2.472373,1,malignant
5.562826,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
2.222705,1,1,1,2,1,3,1,1,benign
5.422024,1,1,1,2,1,1,1,1,benign
7.606393,3.870297,7.074118,2,5.492225,10,7.114007,7.946479,1,malignant
8.611028,6.880679,9.981234,2,3,10,4.825801,2.190896,3,malignant
8.865938,10.153975,8.451236,9.73991,9.237475,2.92242,8.782809,5.619376,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.577436,1,1,1,2,1,1,1,1,benign
8.555238,5.270386,3.873891,5.352415,3.88959,10,4.333185,5.454495,1,malignant
1.782162,1,1,3.660104,7.24548,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.223075,1,1,1,2,1,2,1,1,benign
4.88065,2.699344,3.204571,1,5.977455,10,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.810153,1,1,2,2,1,1,1,1,benign
9.268734,4.019558,7.275933,2,4.913055,1,8.88262,1,1,malignant
4.545761,4.327076,3.211275,1,4.863034,3.57387,8.73753,4.874632,3,malignant
2.919719,1,1,1,2,1,2,1,1,benign
4,4.570159,3.220678,9.701178,8.21456,3.12477,5.077365,2.242135,4.72466,malignant
9.889843,10.123937,5.274029,9.824865,3.575065,10,4.701813,10,1,malignant
4,1,4.142618,1,2,3.408108,2,1,1,benign
7.010175,5.552727,2.800255,8.684807,4.195596,10,4.320979,2.2428,1,malignant
9.193997,10.316395,5.807394,4.641057,4.269095,10,7.836519,10,1,malignant
8.266076,6.48913,9.584972,5.943436,9.323364,1.998828,8.71286,10,1,malignant
1,2.805072,2.959749,5.930104,2,2.057853,5.115472,2.506408,1,benign
4,1,1,3.843571,2,2.405139,1,1,1,benign
2.750603,1.901857,2,2,2,1,1,1,1,benign
5.278185,10.066905,5.872036,10.354217,6.459197,7.302806,6.466711,3.116435,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,2.433738,1,1,1,benign
5.725294,1,1,1,2,1,1,1,1,benign
8.034473,7.184396,7.694043,3.217291,5.992454,10,7.830271,8.687479,3.211631,malignant
4,6.52619,4.984955,5.820181,7.102062,3.420248,8.57288,2.403656,1,benign
4.760653,3.336199,3.362711,1,2,1,4.901302,3.138139,1,malignant
7.462608,2.963983,3.084113,3.626103,2,10,4.509146,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,2.111347,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.284274,6.10997,6.070684,3.134041,7.707165,10,3,1,1,malignant
1,1,1,1,2,1.57373,2,1,1,benign
4,1,3.170688,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.48174,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,1,2.754023,1,benign
2.466574,1,1,1,2,1,3,1,1,benign
8.360799,9.795738,10.209981,7.144284,9.965853,3.347973,6.97304,10,6.280273,malignant
5.314559,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.501373,7.061429,5.731003,10.091457,4.606569,10,4.910155,8.726442,1,malignant
3.453513,1,1,1,2,1,3,1,1,benign
1.544931,4.270052,6.141032,6.551029,2,10,7.657312,4.671416,3,malignant
6.606284,3.904995,4.509374,7.528017,2,1,4.571442,7.93954,2,malignant
10.345699,2.487296,3.507911,2.493774,4.76036,10,7.797372,5.100216,1,malignant
1,1,1,1,2,1,1,1,1,benign
3.038154,1,1,1,2,1,1,5.890998,1,benign
1,1,2,2,2,1,1,1,1,benign
7.268589,9.742554,8.985447,10.365036,3.88765,10,7.874125,8.210185,3,malignant
2.898473,1,1,1,2,1,2,1,1,benign
5.351338,8.335221,3.268616,3.167578,3.892777,6.809867,3,8.449572,3,malignant
1,1,1,2,2,1,1,1,1,benign
1,2.758308,2,1,1,1,3,2.92433,1,benign
5.49179,10.078799,9.299444,7.310253,5.789391,2.289274,6.036209,10,3,malignant
9.492976,9.658161,7.166049,2,6.496191,10,8.40297,10,2.667744,malignant
4.778814,1,1,1,2,3.752809,2,1,1,benign
5.360891,10.090084,11.979042,4.679157,3,1.221055,4.759553,1.689713,3,malignant
4.638721,10.228507,4.48476,5.589235,6.834538,10,4.37159,10,1,malignant
2.506003,1,1,3.044229,3,4.17137,3,2.455948,1,benign
2.410256,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.787932,2,3.658244,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.387355,1,1,1,2,1,2,1,1,benign
11.220174,1,2,1,2,1,3.949718,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.310376,1,2,3.157097,2,1,3,1,1,benign
2.476087,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.016979,1,1,1,benign
5.806079,1,1,1,2,1,1,1,1,benign
4.817672,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.311364,4.640031,3.000874,9.679961,4.402194,3.688926,5.056276,10,1,malignant
2.960955,9.64695,9.777434,6.843966,9.908808,10,8.443637,10,4.633075,malignant
9.450658,9.814948,8.97831,9.993582,9.780082,10,8.647395,8.089983,2,malignant
2.248854,1,1,1,2,1,1,1,1,benign
9.649599,2.809733,3.347754,3.358041,2,2.088195,7.844824,4.239315,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1.678031,2,1,2,1,1,1,1,benign
5.166632,7.603003,7.065265,9.270219,4.186691,10,8.204244,6.856773,1,malignant
2.451702,6.441426,3.449477,2,6.574544,10,6.899598,6.666001,1,malignant
2.723436,1,1,1,2,1,4.693714,1,1,benign
3.201694,4.394351,3.489847,4.161141,2,10,8.770744,2.325576,2,malignant
6.755991,6.429767,2.71117,1,9.58868,1,4.079098,7.606032,2,malignant
3.017386,1,2,1,1,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
8.128473,6.451837,8.301732,6.526952,5.21057,10,7.614509,1,3,malignant
8.282526,4.482904,6.822786,2.705724,4.14132,7.296822,4.64066,1,1,malignant
2.861259,1,1,2,2,1,2,2.468932,1,benign
8.065238,3.789385,2,7.105453,2,10,3.120474,8.551567,9.596559,malignant
3.138247,1,1,1,2,1,1,1.8284,1,benign
3.167123,2.75892,2,2,1,1,1,1,1,benign
5.523525,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,8.035331,2,1,1,benign
8.17951,4.031196,1.897815,2,3,10,8.821253,2.232078,1,malignant
7.8999,7.44148,2.66113,4.848562,3,10,3.734011,1,1,malignant
1,1,1,1,1,2.156662,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.873627,9.367312,10.574691,10.041085,6.513032,1,6.546171,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.00367,10.13679,8.521704,3.115885,5.165461,6.594465,3,1,7.735938,malignant
6.690233,4.251562,7.992415,8.083851,4.564982,2.365022,8.395876,4.840089,1,malignant
8.980527,10.267563,6.50217,6.175908,8.850777,10,4.451088,10,2,malignant
4.540582,1,3.626061,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.453769,10.306481,8.773245,5.857626,6.232984,10,6.471642,4.844757,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.324704,1,1,3.545766,2,3.813413,1,1,1,benign
7.630826,4.103047,6.099576,2.565394,8.07483,10,2,1,1,malignant
5.873737,9.809666,9.361381,9.848219,8.935518,6.348238,5.061455,2.69293,2,malignant
4.67555,9.344427,8.311529,9.443569,7.45415,10,3,1,4.032835,malignant
8.897979,9.861925,8.795943,5.344579,6.700634,10,7.407832,2.230129,9.621522,malignant
1,2.853666,2,1,1,1,3,2.444244,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.057343,2,1,3,1,1,benign
4.899224,1,1,1,2,1,2,1,1,benign
2.913645,1,8.198495,1,2,1,3,1,1,benign
2.040675,2.448003,3.562905,1,2,1,1,1,1,benign
5.440308,1,2,1,2,1,1,1,1,benign
4.989764,8.015849,9.709487,3.026954,3,7.352358,3,1,1,malignant
3.227624,2.540348,2.887659,1,3,1,3,1,1,benign
3.615341,1,1,1,1,1,3,1,1,benign
2.927268,2.887617,3.978077,2,2,1,1,5.854328,1,benign
2.571542,1,1,1,2,1,2,1,1,benign
9.664195,6.499935,7.305969,3.967241,7.140237,3.429481,6.978055,10,1,malignant
8.170488,10.188694,10.311395,4.363867,8.634616,4.59913,7.355542,1,2,malignant
2.916783,1.827634,2,3.895421,2,10,1,2.394762,1,benign
3.068764,2.254345,2,1,2,1,2,1,1,benign
1,1,1,2,1,1,2,1,1,benign
4,1,4.144388,1,2,1,2,1,1,benign
10.41051,9.541916,9.361453,10.363926,5.954275,10,7.178043,10,1,malignant
8.078183,2.871863,6.140301,1,3,6.455847,1,1,2,malignant
7.726896,5.055066,8.361136,2,3,10,8.561159,1,1,malignant
5.480888,6.295435,3.349719,2,5.186997,10,9.190025,1,3,malignant
9.050646,10.013951,7.343562,7.259211,8.120864,10,7.661462,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.99065,1,benign
5.344406,1,1,1,2,1,1,1,1,benign
5.569325,1,1,1,2,1,1,1,1,benign
2.26836,1,1,1,3,1,3,1,1,benign
8.727642,6.209927,9.542439,4.439078,3.769514,10,10.013274,8.215108,10.749546,malignant
2.934506,1,1,1,2,1,2,1,1,benign
1.923324,1,1,1,2,1,3,1,1,benign
8.064533,3.973149,6.116217,9.849084,2,10,6.888819,5.49285,1,malignant
5.528811,2.809044,1,1,2,1,1,1,1,benign
5.322636,7.227068,5.118716,9.788187,5.273498,10,7.672199,5.579725,1,malignant
3.296784,4.393859,5.492882,5.308414,6.987474,10,6.32524,2.431952,1,malignant
2.438829,1,1,1,2,1,2,3.190404,2,benign
4,1,1,2,2,1,2,1,1,benign
5.430943,1,1,1,2,1,1,1,1,benign
2.554942,1,1,1,2,1,1,1,1,benign
8.326273,4.075493,4.84724,2,2,5.941652,6.969166,1,4.96362,malignant
4.690233,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.899404,1,3.228128,1,2,1,2,1,1,benign
5.203592,5.913519,9.750697,6.171281,7.894319,1,9.353704,7.868995,7.729119,malignant
5.469366,7.558656,9.349183,4.772022,7.744291,9.401002,4.028292,10,1,malignant
4.946009,8.252908,6.470037,3.010801,4.54422,10,7.903704,1,6.879739,malignant
1,1,1,2,2,3.249991,2,1,1,benign
5.363874,10.28266,7.62887,7.134402,5.919072,10,3.771203,5.578187,1,malignant
6.176799,9.823628,10.880294,9.901542,9.276025,10,3.164506,1,1,malignant
7.715227,2.213704,5.581548,9.686976,2,10,3,4.073328,4.164478,malignant
1,1,1,1,2,1,3,1,1,benign
5.669849,3.895079,4.731067,7.142089,2,1,4.083265,5.515538,1,benign
7.405224,1.973273,7.107909,2,6.708966,4.257036,3,2.658048,1,malignant
4.914614,1,1,1,1,1,2,1,1,benign
5.049636,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.435737,4.766671,4.040192,6.418649,3,1,3.344695,6.227056,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.511313,2.751217,3.368772,2,4.706692,1.294628,3.915958,1,5.327676,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,4.893407,3,1,3,1,1,benign
1,2.381805,1,1,3,1,2,1,1,benign
9.272357,2.476866,6.541527,3.397907,3,7.05349,3,7.734531,1,malignant
5.188947,5.923678,3.214605,9.417367,1,7.686614,3,7.053266,1,benign
8.211619,10.248235,8.873369,9.732202,10.353975,10,9.373891,2.49937,8.864075,malignant
8.501568,10.107072,9.236007,1.86461,3,4.906615,7.751292,7.929529,1,malignant
1,1,2,1,3,1,1,1,1,benign
4.775063,9.879425,9.369959,7.429291,3.680739,9.662505,5.918059,10,1,malignant
5.476897,10.207017,9.780044,6.322609,8.917859,1,8.439157,8.096756,2,malignant
1,1,1,1,2,1,3,1.39139,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,3.502158,2,1,3,1,1,benign
4.75645,2.517572,2,1,2,1,3,1,1,benign
2.342877,1,1,1,2,1,2,1,2,benign
3.14312,1,1,2,2,1,5.325904,1,1,benign
6.755638,1.697183,3.684857,2,3,3.306092,5.288487,5.070687,1,malignant
1,1,4.309215,1,2,1,1,1,1,benign
8.725663,4.163341,4.241978,2,4.105723,2.513517,3,7.920593,1,malignant
9.615424,9.886948,10.065296,2,9.700316,1.807417,8.33438,10,1,malignant
2.547084,1,1,2.462217,2,1,2,1,1,benign
9.029434,2.58292,3.697599,3.732872,3,4.307324,4.82105,1.441254,1,malignant
7.434751,6.212578,9.50079,6.329803,3.663637,6.475549,3,4.821499,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.216861,1,1,1,2,1,2,1,1,benign
2.960079,1,1,3.323934,2,2.763047,1,2.574589,1,benign
8.557292,2.286143,7.195361,2.496022,8.849855,10,9.180029,1,1,malignant
10.11584,5.212398,8.383632,1,3,10,2.937164,2.027422,1,malignant
9.166041,9.841439,11.922226,1,5.869978,10,3,10,1,malignant
2.757258,1,4.183684,1,2,1,2,1,1,benign
4.576721,1,1,1,2,1,3,1,1,benign
4.568887,1.894779,3.081349,3.86705,1,10,5.286969,3.258326,1,malignant
8.112372,3.250176,3.734171,1,4.787875,2.836791,1,1.994518,1,malignant
8.172992,1.587925,4.332272,1,3,8.475312,7.657187,5.601345,1,malignant
7.984644,4.89726,5.269373,9.103796,4.149714,10,9.388283,3.606495,1,malignant
1,3.331613,3.40811,7.705386,1,10,9.511454,7.416241,1,benign
8.235709,9.510575,10.407741,10.253066,7.847568,10,7.899529,2.30125,4.315355,malignant
2.56945,1,1,1,2,1,2,1,1,benign
5.136503,1,1,2.470329,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.81753,1,1,1,1,1,1,1,1,benign
8.19625,7.2183,2.648351,3.527893,7.106606,3.766028,5.779346,6.062225,8.836453,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.721174,2.965874,3.033576,1,4.378556,1,1,1,1,benign
1,1,4.030162,1,2,1,1,1,1,benign
1,3.937101,4.136168,5.733584,3.822031,10,3,5.350742,1,malignant
5.535768,1,1,2,3,1,2,1,1,benign
1,1,1,1,2,1,3,5.622667,1,benign
4.866557,1,1,1,2,3.292849,2,1,1,benign
2.886924,1,1,3.230389,1,1,3,1,1,benign
2.894422,1,1,1,2,1,2,1,1,benign
2.594101,1,1,1,2,1,2,3.158429,1,benign
7.411125,8.247351,5.82585,9.501342,3,10,7.672745,1,1,malignant
5.259628,6.989285,8.490325,9.59932,4.223534,1,4.306725,10,3,malignant
3.083807,1,1,3.728883,3,10,2,1,1,benign
4.998553,10.14119,8.006694,3.002688,3,10,2.974848,5.428923,1,malignant
10.768932,10.080683,9.302745,7.866858,6.424456,10,9.02266,6.698673,1,malignant
5.568429,7.24555,5.837483,2,3.621338,7.253416,3,1,3,malignant
4,7.523916,9.770185,2,3,4.673254,8.461805,9.324716,1,malignant
4.059846,1.997039,7.501202,3.70847,8.875968,5.641853,5.924213,1,3,malignant
2.891321,1,3.833113,1,2,1,3,1,1,benign
4.96506,5.418178,10.28619,2,4.143249,10,9.101912,2.678811,6.580163,malignant
4,1,2,4.332045,3.993377,1,3,1,1,benign
5.140759,1,1,1,2,1,2,1,1,benign
5.345332,1,2.860401,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.50326,6.745067,6.695207,3.104742,10.290005,8.436334,7.248283,8.35495,3,malignant
2.457956,1,1,1,2,1,2,1,1,benign
5.067658,4.874042,6.023453,9.899306,5.239639,10,5.123328,1,5.543208,malignant
5.580291,9.478584,5.282996,10.17969,8.287657,8.294368,8.714338,4.767838,4.670123,malignant
10.261605,6.235453,9.428612,3.638003,3.801787,1,4.48596,10,2,malignant
4.510613,4.401592,1,2.862526,9.712647,1,3,2.455459,1,benign
4.889198,2.021286,2,3.022524,2,1,1,2.617165,1,benign
8.70865,5.136453,5.267172,3.171479,2,4.690349,3,1,5.793735,malignant
5.629247,10.104157,9.122892,6.806324,3.5462,10,2,10,1,malignant
10.015239,7.609203,5.924504,9.909326,9.008338,10,5.421913,5.059594,1,malignant
8.352883,3.453925,3.76913,2,4.079811,8.414934,9.135755,4.415603,6.509566,malignant
1,1,3.708228,1,2,1,1,1,1,benign
8.558738,9.882212,2,9.659418,3,10,9.376181,10,1,malignant
1,2.41344,1,2,3,1,3,2.079736,1,benign
4.988259,4.00981,6.646565,5.489312,3.431588,3.561492,5.4053,1,1,malignant
1.799207,0.986304,3.771566,2.756545,2,1,1,1,1,benign
4,1,1,3.731215,1,2.399788,3,1,1,benign
1,1,1,1,2,1,1,2.385318,1,benign
5.264878,2.171212,1,2,3,1.790884,1,1,3,benign
1,3.190293,2,1,2,3.412836,4.751794,1,1,benign
4.597279,1,1,1,1,1,3,1,1,benign
1.988448,1,1,1,3,1,2,1,1,benign
5.642433,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.483905,1,2,1,2,1,3,1,1,benign
1,7.893641,3.900246,4.05678,4.213684,4.153072,4.182368,1,1,malignant
4.750408,7.123401,5.861836,1,9.644403,1,5.543905,8.14083,1,benign
7.99698,9.832226,8.802359,9.8702,7.692486,10,9.328832,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.504126,1,1,1,2,1,3,1,1,benign
7.263687,6.223958,10.662294,9.815321,3,1,8.413184,3.811717,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.739704,4.017303,5.88746,5.268898,4.816279,10,7.562822,8.074809,5.435831,malignant
9.615804,5.516651,7.139034,9.975468,3.959424,1.56629,3,7.902479,1,malignant
5.416396,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.831134,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,4.603555,6.546658,2,9.817493,1,3.805351,8.444623,1,benign
2.637092,1,1,1,2,1,1,1,1,benign
4,2.435032,1,1,3,1,2,1,1,benign
8.323693,1.967794,2.981614,5.56463,4.149757,7.625822,5.578551,5.109235,1,malignant
7.880094,9.839866,8.659642,4.378096,3.857763,10,7.356309,3.186661,7.458158,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,3.107157,1,2,1,3,1,1,benign
5.243854,1,1,1,2,1,2,1,1,benign
4.5211,4.125751,2,10.086786,7.7478,10,6.891601,1,3,malignant
5.340041,1,1,1,2,1,3,1,1,benign
10.448071,5.037635,5.587977,10.108554,5.349984,10,3,3.43786,1,malignant
3.197398,1,1,1,2,1,1,1,1,benign
3.610381,1,2,1,2,4.686645,3,1,1,benign
5.956762,2.422571,3.752621,4.10728,4.658925,6.631993,3,1,1,malignant
7.75283,7.3955,10.624648,2.980283,3.924767,6.266836,5.964003,1,2,malignant
2.286361,1,1,1,2,1,1,1,1,benign
1.543745,1,1,1,2,1,3,1,1,benign
9.239998,7.069643,3.791685,6.727047,5.020616,10,9.041946,6.165555,7.61211,malignant
5.188933,1,1,1,2,1,3,1,1,benign
9.261719,4.498571,5.789426,9.806849,2,10,3.54288,7.165698,1,malignant
5.052903,1,1,4.093681,2,2.556429,1,1,1,benign
4.775196,1,1,1,3,1,1,1,1,benign
10.434981,9.676699,5.461619,8.16596,7.06362,3.087897,8.094971,10,1,malignant
4.804502,3.887133,1,9.456285,4.443052,10,7.760105,2.010438,1,malignant
10.987793,5.42225,9.791045,6.023341,2,5.463917,4.137822,3.183954,1,malignant
4,2.241159,3.215771,1,3,1,3,1,2,benign
2.510982,1,1,1,2,6.011861,3,1,1,benign
8.857543,6.165033,6.874762,3.739045,4.335056,3.666737,8.419619,10,1,malignant
10.609417,5.073335,3.617577,1,3,8.468706,6.241326,1,1,malignant
8.447382,9.522754,9.948517,7.04795,7.395092,10,5.954978,1,1,malignant
5.170331,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,2.201661,1,benign
1,1,1,4.148998,2,2.361754,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.474639,2.717006,2.834425,3.400965,7.184204,3.089455,3,2.540388,6.935227,malignant
5.317712,8.076403,10.465055,5.227357,4.268108,10,4.021286,8.55991,1,malignant
1,1.469679,1,1,2,1,1,1,1,benign
8.808646,7.137776,6.11846,7.056529,9.183438,10,8.061401,10,3,malignant
4.777106,1,1,1,2,1,1,1,1,benign
4.754963,2.818329,1,2,2,1,1,4.961972,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.611477,1,4.031535,1,2,1,2,1,1,benign
2.253663,4.543414,5.82607,5.888924,6.866785,1,4.628874,4.86343,3,malignant
1,2.497383,2,1,2,1,2,1,1,benign
1,3.311814,2.699199,1,2,1,1,1,1,benign
5.358093,6.233129,5.618594,10.250136,4.561582,10,6.446511,6.965511,5.483548,malignant
2.742253,1,1,1,5.721738,3.265127,3,1,1,benign
3.170673,1,1,1,2,1,2,1,1,benign
3.119607,1,1,2,2,8.622985,1,1,1,benign
3.088051,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.368712,1,1,1,2,1,2,2.864669,1,benign
7.506002,4.403359,5.794668,7.758571,2,10,4.816025,1,1,malignant
8.742919,6.707453,8.305483,9.528635,4.269228,10,7.290932,4.766445,1,malignant
4.999262,1,1,1,2,1,3,1,1,benign
1,1,4.194814,1,1,1,2,1,1,benign
8.426042,1,1,1,2,1,2,8.932249,6.329799,malignant
8.30412,10.019082,3.674765,7.206406,7.107464,10,3,10,4.141189,malignant
4.939927,9.778557,9.060575,5.836645,7.921521,8.59609,8.128576,4.037066,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
11.016966,2.550361,3.158098,3.699842,3.773296,3.703199,8.000561,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
9.667702,7.76702,4.847333,2,8.833584,6.347511,8.443935,7.751086,1,malignant
1,2.306605,1,9.939665,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.565687,1,1,3.968344,3,1,3,1,1,benign
2.820838,1,1,1,2,1,1,1,1,benign
1,5.986068,6.865537,8.18474,3,10,6.708049,1,1,malignant
3.296954,1,1,1,2,1,1,1,1,benign
4.72771,1,1,1,2,1,3,2.122316,1,benign
11.193824,7.590036,8.07854,1,4.728119,1,4.531657,7.659478,9.897319,malignant
2.562712,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.163978,1,1,1,2,1,1,1,1,benign
2.290603,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,2.791489,2,1,2,1,3,1,1,benign
5.356836,1,1,1,2,1,3,1,1,benign
3.209655,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.502474,1,1,1,2,1,2,1,1,benign
2.764408,1,1,1,2,1,5.418155,1,1,benign
5.215247,1,1,1,2,1,8.450951,1,1,benign
8.001836,6.744365,5.616647,10.211717,6.458511,1,4.827644,8.430568,1,benign
10.200334,6.3547,4.438397,1,6.45375,1,8.825365,1,1,malignant
3.254872,1,1,2.692042,2,1,1,1,1,benign
5.239187,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.169817,7.018386,7.094612,10.008041,4.250141,10,7.909519,10,5.687814,malignant
4.953053,1,1,2,2,1,1,1,1,benign
2.49344,2.700922,2,2,2,1,2,1,1,benign
1,1,4.190245,2,2,1,2,1,2,benign
9.632448,6.401746,5.433764,3.160858,4.932946,7.301314,9.545245,10,1,malignant
1,1,1,1,2,2.771192,2,1,1,benign
5.159758,9.771915,7.026978,10.433995,6.465396,10,8.740755,3.403781,5.791099,malignant
5.516835,4.967867,6.414973,7.450519,1,10,4.342552,3.47675,2.667576,malignant
5.745244,9.709187,8.271125,10.071956,2,9.70893,8.560387,6.460654,1,malignant
9.393448,7.259336,4.27926,10.316596,4.839394,1,5.072831,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
11.053058,3.68026,2,10.073962,8.228272,10,10.100081,5.335967,1,malignant
1,4.783602,7.250291,1,5.231539,1,3,3.037967,1,benign
1,4.663125,3.136147,3.077006,4.596256,3.36605,8.185834,2.567791,1,benign
1,1,1,1,2,1,3,1,1,benign
4,4.446956,3.125942,1,3.584208,5.847693,10.004714,1,3,malignant
6.222209,1,1,1,2,1,1,1,1,benign
7.074049,8.333089,9.831636,5.90155,3.971621,10,3,8.156994,1,malignant
4,3.025631,3.302016,9.954195,9.444279,10,4.341374,8.062633,1,malignant
5.502029,2.443382,3.300256,9.688965,3,10,3,2.372864,3.443366,malignant
4,1,1,1,2,1,1,1,1,benign
4.821771,1,1,1,2,1,2,1,1,benign
1,6.821032,9.037068,2.601762,8.785952,7.485496,5.919933,10,2,malignant
1,1,2,3.822057,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1.276711,1,benign
4,1,1,1,1,1,1,1,1,benign
5.206741,1,1,1,2,1,1,1,1,benign
1.833668,1,1,1,1,3.452463,3,2.52173,1,benign
2.794566,1,1,1,2,8.019685,1,1,1,benign
7.923908,7.177879,8.576632,5.21732,3.8685,10,7.263188,7.943045,1,malignant
2.904212,1,1,2,2,2.180244,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,9.685084,2,6.335221,6.126378,9.515775,9.024845,10,3,malignant
9.038039,6.591914,10.008301,3.27251,4.14336,8.58587,8.042241,1,7.698618,malignant
5.911675,7.706418,9.499913,3.083505,8.203324,1,8.351947,8.905278,1,malignant
8.563049,4.179289,5.474411,9.625784,4.429119,10,3,1,1,malignant
1,1,3.52426,1,2,1,1,1,1,benign
1,1,1,2,2,1,3,3.236367,1,benign
2.09973,1,1,7.228884,2,1,1,1,1,benign
4,2.081093,1,1,2,1,1,1,1,benign
4,1,1,3.462657,2,1.799558,1,1,1,benign
8.600535,9.345255,9.693605,6.389981,4.179546,10,7.843441,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.184399,2.768388,2,1,2,1,4.357013,1,1,benign
5.358577,10.070035,9.999292,10.026221,10.385581,10,6.630662,7.373165,1,malignant
2.775329,1,1,2,2,3.759567,5.486997,1,1,benign
9.815683,10.077856,8.466339,9.981861,3.988476,10,8.945303,5.045133,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.487624,1,1,1,4.499746,1,3,1,1,benign
3.057962,1,1,1,2,1,3,1,1,benign
8.22292,7.146118,3.411825,5.719825,8.905021,10,6.65949,7.528398,3,malignant
2.627718,1,1,1,2,1,3,1,1,benign
1,2.491487,1,2,2,2.599436,3,1,1,benign
6.566479,10.205156,10.022459,2,5.962765,10,6.374346,1,1,malignant
4,1,1,1,2,1,4.434667,1,1,benign
1,2.92094,1,6.565806,2,4.009898,1,1,1,benign
8.796703,9.668645,3.316594,7.918423,5.269631,10,3,7.953684,2,malignant
2.100601,9.962511,10.798781,7.874662,7.53779,10,3,1,1,malignant
5.515617,1,1,1,2,1,1,1,1,benign
1,1,2,2,2,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
5.046551,1,1,1,2,1,1,1,1,benign
5.147088,1,1,1,2,1,2,1,1,benign
1,1,1,9.631885,2,1,1,1,1,benign
4,3.052401,4.417011,9.920534,4.714274,10,8.290632,1,10.426031,malignant
2.152327,2.041878,1,2,2,1,7.497048,1,1,benign
3.077392,2.379243,3.611978,1,3,7.829034,4.637926,6.543321,1,malignant
2.408239,1,1,1,2,1.416039,1,1,1,benign
5.845065,1,1,1,2,1,1,1,1,benign
10.500773,7.324389,3.184887,3.648277,5.219746,10,3.331166,8.314103,2,malignant
2.569296,3.849953,3.623103,3.987843,2,3.306507,6.530588,9.680839,1,benign
8.657345,2.386996,2,1,3,10,5.245931,2.344568,9.408135,malignant
5.092445,4.267044,4.301408,10.345864,3,10,4.674958,2.091972,1,malignant
6.141413,2.146796,3.776576,2,3,10,3.949209,4.41032,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,2.673285,1,1,2,1,3,1,1,benign
2.059594,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.361977,4.4562,5.900153,10.45987,4.237907,10,8.072757,10,1,malignant
2.966604,1,1,2.482679,2,1,2,1,1,benign
1.698753,2.081949,3.644139,1,2,1,3,1,1,benign
4,2.505126,2.678798,1,2,1,1,1,1,benign
4.537862,10.079446,10.359239,5.229819,3,10,8.590303,7.764516,1,malignant
8.838744,3.9563,2.511512,2,7.164985,10,3.258527,10,6.85326,malignant
5.510818,4.321789,3.940245,9.881787,6.819983,10,4.828838,2.073022,8.695637,malignant
8.747399,10.181031,9.568697,9.785277,4.381422,10,2,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,6.777712,benign
9.293169,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.009699,1,1,1,2,1,2,1.951353,1,benign
5.417582,1,1,1,1,1,2,1,1,benign
5.705329,1,1,3.382958,2,7.050389,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.048624,9.936562,9.74855,9.845331,9.344721,1,6.555572,10,1,malignant
9.979124,6.662777,6.552745,6.639482,6.323987,10,9.035744,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.604118,1,3.223178,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.693541,1,1,1,1,2.626928,3,5.079334,1,malignant
3.155171,1,1,1,2,1,3,1,1,benign
5.52073,1,2,1,2,1,1,1,1,benign
2.910348,3.631838,6.355077,7.247435,3.978188,2.181837,8.358618,5.325741,5.170955,malignant
3.092397,1,1,1,2,2.656643,1,1,1,benign
2.61645,1,1,1,3,1,3,1,1,benign
5.974485,1,1,1,2,1,2,1,1,benign
2.64079,1,3.469802,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1.674302,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,4.108635,1,3.311024,3,1,1,benign
1,6.831705,5.564772,2.640832,5.724559,10,5.961775,10,8.614036,malignant
1,1,1,1,2,1,3,1,1,benign
4,2.399661,1,1,2,1,3,2.222167,1,benign
1,1,1,1,3,1,1,1,1,benign
4,2.405199,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.454611,1,2,1,2,1,1,1,1,benign
8.014241,9.346798,8.898027,9.858239,3,3.802289,8.749841,10,3,malignant
5.399492,1,1,1,2,1,1,1,3,benign
5.346283,1,1,1,2,1,3,1,1,benign
8.664022,8.663336,3.064036,9.998308,6.35035,10,8.703892,4.985181,2,malignant
2.87846,7.429811,3.695561,7.560642,9.920415,3.381533,8.001606,2.413806,9.368177,malignant
4.470116,2.820807,2,2,3,1,3,3.457491,1,benign
1.902237,1,1,2,3,1.533362,3,1,1,benign
4,4.473224,3.57599,2,4.104155,10,6.738381,1.487064,2,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,2.022471,3,1,1,benign
3.192345,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.769053,1,2,2,1,3,8.437997,6.037357,benign
2.448215,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.469728,4.843771,3.477517,9.926889,9.539341,10,9.574336,2.837628,1,malignant
2.765221,1,1,1,2,1,2,1,1,benign
6.23278,1,1,1,2,1,2,1,1,benign
3.01548,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.150663,1,1,1,2,1,1,1,1,benign
4,1,3.887045,1,2,1.63696,2,1,1,benign
1.751871,1,1,1,2,1,2,1,1,benign
2.472457,1,1,1,2,1,1,1,1,benign
9.544921,3.710251,6.122712,10.070089,2,10,4.292801,2.272418,1,malignant
1,1,1,3.248993,2,1,2,1,1,benign
4,1,1,2,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.447403,10.143463,9.539355,10.346101,8.825889,10,3,5.536673,3,malignant
1,1,1,2,2,1,1,2.742614,1,benign
10.047282,2.910928,1,4.071476,3,10,3,1,1,malignant
4,1,3.843472,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,4.730957,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.574592,2.701617,3.361992,3.170966,3,10,5.046666,2.123119,2,malignant
1.560307,1.212129,1,1,2,1,2,1,1,benign
5.439574,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.089235,10.091032,10.073279,3.172985,8.531274,8.393286,5.629561,7.582489,1,malignant
5.886728,8.17281,4.117123,6.051892,6.730852,10,3,8.670131,6.415459,malignant
2.963082,1,1,1,2,1,3,10,1,benign
5.405679,6.607018,9.449386,10.078901,4.150628,10,7.831391,8.21008,1,malignant
2.873631,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.579159,2.243621,5.22207,1,3,7.69142,7.883833,1,5.478053,malignant
8.783937,9.889223,8.693692,9.844326,8.165094,10,5.333612,4.913805,1,malignant
2.337958,2.941086,1,2,2,1,2,1,1,benign
2.715873,3.096401,2,6.892798,2,6.062426,4.32819,1,1,benign
4.700866,6.996058,3.399439,3.262195,3,7.892271,5.195279,6.388883,1,malignant
3.121114,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.709209,1,1,1,2,1,1,1,1,benign
8.999005,10.002433,9.474005,1,7.225567,1,7.593511,10,8.382935,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.555555,1,1,1,benign
9.297594,6.699501,9.504151,6.059141,3,10,8.100878,10,5.639881,malignant
1,7.4515,3.101675,1,8.039871,1,7.349709,6.914208,1,benign
2.069997,1,1,1,2,1,2,1,1,benign
8.220434,9.796554,9.086608,6.164139,8.601976,1.770321,3,1,7.030085,malignant
1.668027,1,1,3.094902,2,1,1,1,1,benign
5.643404,1,1,1,1,1,1,1,1,benign
8.377328,9.778815,8.919188,10.366028,5.614733,10,5.538542,1,2,malignant
9.411862,7.63855,11.241885,4.953232,2,2.67189,3,1,1,malignant
4.81475,2.927464,4.571084,1,3,3.533562,3,4.368731,4.909431,malignant
2.624082,1.806923,2.729189,3.28683,3,2.413622,2,1,1,benign
2.970961,1,2,3.111317,1,1,1,1,1,benign
2.717728,1,1,1,7.080332,1,1,1,3,benign
1,1,1,1,2,1,8.640379,1,1,benign
2.053357,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,2.09151,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.62728,1,2,1,2,1,3,1,1,benign
2.569152,1,2.520456,1,2,1,3,1,1,benign
3.04894,1,1,4.300204,2,1,3,1,1,benign
5.405492,4.627642,5.861313,3.138849,3,6.308235,7.800634,7.181114,3,malignant
2.204877,1,1,2.437507,2,1,2,1,1,benign
1,1,1,1,2,4.792707,1,9.810333,1,benign
11.093289,10.127972,9.687912,7.517292,3,10,6.542967,3.693242,1,malignant
4.828841,3.865414,6.290329,3.151191,4.198122,10,6.636123,4.873096,1,malignant
3.063957,3.658775,5.078033,1,7.945587,1,3,1.91693,1,benign
2.784088,1,1,1,2,1,2,1,1,benign
10.053966,9.844381,9.674516,5.860985,5.200896,3.107568,6.598474,10,7.728101,malignant
9.168166,4.681136,6.445781,7.596824,3.86237,1,7.9291,10,2,malignant
4,1,2.932662,2,2,1.037608,2,1,1,benign
4,7.822864,8.550083,9.632271,4.7921,1,8.17816,7.397882,1,malignant
2.538631,1,1,1,2,1,2,1,1,benign
3.041776,1,1,1,3,1,2,1,1,benign
9.118293,6.655882,8.304681,2,4.520829,2.830666,9.190817,7.374899,2,malignant
1,1,3.184419,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,2.542361,1,benign
8.121095,7.558715,3.156459,2.825237,4.509139,10,6.171099,7.401728,3,malignant
4.906781,1,1,1,2,1,1,1,1,benign
9.903873,1.683126,4.288621,1,3,10,1,6.128698,1,malignant
5.156527,1,1,1,2,1,3,1,1,benign
8.485014,7.87993,9.421482,3.58311,10.236698,5.383146,3,1,1,malignant
4.781507,1,3.707275,1,2,1,1,1.734645,1,benign
1,1,1,2,2,1,2,1,1,benign
3.003888,1,3.473124,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.247184,1,4.572611,1,1,3.452067,5.372649,8.156296,1,malignant
1,1,1,1,2,6.353578,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.339333,7.872338,3.778099,4.092147,3.821493,7.52353,8.939695,8.00718,1,malignant
2.795931,5.889484,6.403357,9.70026,4.742662,10,7.076663,2.307226,1,malignant
1,1,1,1,1,1,1,1,1,benign
1,3.076523,1,1,2,1,1,1,1,benign
4,1,1,2,2,1,2,1,1,benign
9.89806,9.55324,10.389128,5.989732,10.305442,7.023109,6.839787,5.074166,1,malignant
3.218379,1,1,1,2,1,2,1,1,benign
5.203423,8.378608,4.341995,6.082663,10.952382,10,3,6.667766,1,malignant
4,2.636628,1,2,3,1,3,1,1,benign
3.464846,5.033515,3.375795,3.205235,8.873167,1,9.187829,3.067002,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.103024,7.41825,5.097996,10.344157,3,10,7.58551,4.860714,3,malignant
10.06323,9.605372,9.141899,3.302216,8.307312,6.138241,8.995201,2.521607,5.319568,malignant
5.438757,4.154926,5.29548,9.863895,5.270659,10,3.535949,3.221774,1,malignant
5.529402,1,1,1,2,1,2,1,1,benign
7.436379,10.301696,9.36081,3.559313,8.592307,2.881348,8.364343,10,1,malignant
5.031057,1,1,3.583585,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.55151,2.924866,2,1,2,1,1,3.361718,1,benign
8.042849,3.685583,7.132199,10.19366,8.795731,10,5.485889,6.160694,3,malignant
4,1,2,1,2,1,1,1,1,benign
5.384896,9.899034,8.834611,10.018186,8.164368,9.162398,2,10,2,malignant
1,1,1,1,3,1,3,1,1,benign
4,9.866637,1,3.232267,3,6.669612,6.206585,10,1,malignant
2.184463,10.08992,6.909578,6.327436,5.225415,10,9.407117,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.681845,3.50291,6.254665,2.714115,3,10,8.92248,10,1,malignant
2.796053,1,3.334677,1,2,1,1,1,1,benign
4.783288,7.454553,5.230466,3.030237,11.010099,10,7.155119,4.921785,1,malignant
8.359849,9.481291,8.181724,3.317583,8.850321,10,6.021868,5.364574,1,malignant
4,1,1,1,3,1,1,1,1,benign
4,1,1,3.84191,3,1,3,1,1,benign
5.024332,10.088233,8.706393,3.520218,5.085983,2.083365,8.650062,10,3,malignant
1.914945,1,3.840852,3.341419,2,1,2,1,1,benign
1,1,1,1,2,1,3,2.471813,1,benign
5.554333,1,2.890598,1,2,1,2,1,1,benign
5.117411,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.398766,8.164949,4.672456,9.895528,6.093278,10,8.212885,10,3.792479,malignant
2.718062,10.081718,8.522721,10.053525,4.989192,10,4.523752,10,2.395606,malignant
10.314243,9.23661,10.990827,9.825348,3,10,6.863291,2.638279,1,malignant
5.001056,1,1,1,2,1,2,1,1,benign
1,5.060302,1,3.586929,3,3.832901,2,2.76173,1,benign
8.539527,6.993742,8.855974,10.058876,4.40687,10,7.895386,8.252139,1,malignant
7.330179,4.908955,6.242431,5.409581,4.502719,6.093382,2,8.9957,3,malignant
10.664013,5.010479,5.604324,10.078714,4.252133,10,8.796935,1,2,malignant
5.481584,1,1,1,2,1,2,1,1,benign
1,3.635559,3.624111,6.208681,6.852865,2.952864,3,1,1,benign
2.356511,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,3.294758,1,benign
1,1,2.796392,1,2,1,3,1,1,benign
5.52818,2.71539,2,1,2,1,3,3.399648,1,benign
1.993966,1,1,1,2,1,1,1,1,benign
5.390303,1,1,1,2,1,2,1,1,benign
2.731703,1,1,1,2,5.488427,1,1,1,benign
9.049795,6.799249,9.713713,10.171047,4.858392,10,8.34178,10,1,malignant
1,2.598515,2,2,3,1,1,1,1,benign
5.297885,9.393193,6.905982,10.056136,9.161327,10,4.886479,10,1,malignant
5.271198,3.112949,1,3.826437,2,1,2,1,1,benign
1,2.126861,2,10.376361,3,10,8.279108,2.681023,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.137778,2,1,2,1,1,benign
2.971754,1,1,1,2,1,2,2.501625,1,benign
2.370671,1,1,1,1,1,2,1,1,benign
1,1,1,1,3,3.172852,1,2.260477,1,benign
10.936955,10.206814,10.112742,8.066584,8.002349,10,9.183448,1,5.185035,malignant
5.145512,4.892012,5.536663,3.537614,4.534355,3.258398,3,3.805182,1,malignant
9.396241,7.037635,9.78447,2,7.351015,4.988767,4.797038,7.884406,3,malignant
4,1,1,1,2,1,3,1,1,benign
1.499346,1,1,1,2,1,1,1,1,benign
8.171466,9.753692,9.061238,2.969466,9.360208,3.042737,8.615596,10,1,malignant
5.287973,10.407692,8.858021,5.748657,6.872839,1,3.394835,2.995755,1,malignant
8.451103,7.114028,5.263749,10.234476,3,1,5.063817,5.347896,10.108655,malignant
4,1,3.504171,1,1,1,3,1,1,benign
2.383808,1,1,1,6.418404,1,1,1,1,benign
4,1,1,1,2,5.99317,1,1,1,benign
4.882292,2.827468,2,1,3,1,3,1,1,benign
5.60285,1,1,1,2,1,4.987024,1,1,benign
1,1,1,3.09786,1,1,1,1,1,benign
8.376433,4.167967,3.357112,3.75008,7.175325,2.265072,2,1,2,malignant
3.698717,1,1,1,2,1,2,1,1,benign
3.362289,1,3.111479,1,2,1,3,1,1,benign
4.88338,1,3.205833,1,2,1,1,1,1,benign
5.346152,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,3.766206,1,3,1,1,1,1,benign
4,2.422314,2,1,2,1,2,1,1,benign
2.424585,1,1,1,2,1,1,1,1,benign
1,8.997111,2.665661,2,4.837145,1,2,3.403206,1,benign
1,2.509834,3.6189,1,1,1,2,1,1,benign
11.172256,10.075607,4.731739,10.313912,8.89377,10,9.445704,1,1,malignant
4,2.350951,3.510896,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,9.867665,8.698871,9.458121,6.088588,3.385067,7.475788,8.232285,1,malignant
5.635798,1,1,1,8.303176,1,3,1,1,benign
4.833797,6.591804,5.406157,10.438871,4.576906,10,7.56472,1,10.411227,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,2,2,10,1,1,1,benign
4,1,2,1,3,1,1,1,1,benign
5.096004,9.87253,9.090863,9.792345,7.6931,10,8.184436,10,1,malignant
3.654636,9.965223,9.282203,10.010883,7.583667,10,7.252513,10,1,malignant
5.947435,1,1,1,2,1,3,1,1,benign
2.119141,1,1,1,1,1,3,1,1,benign
3.03992,3.032958,2,1,2,1,3,1,1,benign
3.15137,2.87002,2,2,2,1,2,1,1,benign
2.993981,1,1,2,2,1,3,1,1,benign
2.302325,1,1,3.464206,2,2.56407,1,1,1,benign
5.147542,4.746919,3.724336,10.126099,2,10,5.092735,10,10.566321,malignant
5.46706,1,1,1,2,1,1,1,1,benign
5.350625,2.100714,2,1,2,1,1,2.816378,1,benign
4.972485,9.925415,8.967178,5.19498,8.496714,10,7.040012,2.967078,1,malignant
4,1,1,1,2,1,1,1,1,benign
6.003919,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,9.602626,9.885386,4.886641,10.464504,4.758732,4.05158,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
10.027621,10.291742,3.143145,7.546805,3,10,3.922371,10,5.507155,malignant
5.304432,1,1,1,2,1,2,1,1,benign
4.890165,1,4.103425,1,2,1,3,1,1,benign
2.825263,1,3.774813,1,2,3.290389,2,1,1,benign
2.729665,1,2,1,3,1,2,1,1,benign
5.537713,2.505524,2,1,2,10,7.868072,1,1,malignant
2.722381,1,1,1,3,1,3,1,1,benign
2.760602,1.786167,1,1,1,1,3,3.24123,1,benign
9.521565,10.166706,10.846867,9.758735,8.013178,1.982791,8.478261,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.203443,9.743809,10.099496,8.424495,10.491752,4.011075,5.46306,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.685152,5.827972,8.303119,6.431228,5.011631,10,7.695268,5.156519,3,malignant
8.204308,9.905985,2.718961,6.927507,10.254409,6.829134,5.748207,5.014386,1,malignant
6.62119,10.095492,8.99149,9.687618,4.364598,1,4.752866,1,3,malignant
9.187113,9.940012,8.362422,10.151589,4.251585,7.549317,3,4.816531,1,malignant
4.891506,4.420661,6.626447,9.53987,3.906544,1.548444,3.288324,2.856425,7.479555,malignant
5.377193,10.027727,2,1,4.933056,10,6.836015,7.837673,1,malignant
1,2.450058,1,2,3,1,1,7.375995,1,benign
2.60186,1,1,1,2,1,3,1,1,benign
1,1,3.663672,1,2,1,1,1,1,benign
9.026534,4.680642,5.674329,2,4.104537,7.207562,8.683286,1,2,malignant
3.092279,1,1,1,2,1,3,2.161751,1,benign
3.288868,1,1,1,1,1,3,1,1,benign
4,10.218505,9.080993,6.821824,7.702803,6.881358,3,10,2,malignant
8.866525,6.904634,10.096254,4.019057,4.915132,1,9.148368,7.511332,2,malignant
5.281095,1,1,1,2,1,2,1,1,benign
5.939803,6.686551,8.655117,10.118309,4.870962,7.964733,9.970666,1,1,malignant
4,1,3.234476,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.55377,9.729075,7.820188,6.826042,3,10,3.976416,10,2,malignant
7.160196,4.976513,5.30052,1,1,10,5.213841,8.94619,2,malignant
4,9.817428,7.772429,5.032942,6.535705,10,5.942902,10,1,malignant
4,1,1,1,2,5.450303,2,1,1,benign
2.673248,1,1,3.333754,2,1,2,1,1,benign
4,4.164527,6.177181,7.372245,3,8.094646,7.829953,4.4458,2,malignant
2.982373,1,2.974841,1,2,1,3,1,2,benign
9.88991,9.748581,8.138947,7.171105,8.647284,8.194085,5.006768,2.086309,4.887354,malignant
1,1,2.295058,1,2,2.604986,1,1,1,benign
4.632747,6.926924,6.690335,4.900651,2,10,11.058029,5.44936,2,malignant
8.517012,9.740911,10.02603,5.921543,3,9.043091,5.08659,1,1,malignant
2.291864,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.828434,6.975317,6.40295,2.448949,5.34877,1,5.7394,5.716242,1,malignant
1.241654,1,1,1,2,1,1,1,1,benign
4.51101,9.991323,9.248318,6.914064,4.430433,10,8.887933,10,1,malignant
2.418044,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.405425,1,1,1,2,1,3,2.803904,1,benign
11.43498,9.599598,9.401933,3.729707,4.383555,10,4.336165,3.648686,3,malignant
5.583199,1,1,1,2,1,2,1,1,benign
10.201797,7.592644,6.403483,6.93636,11.181828,7.003759,8.117436,8.250357,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,3.829492,1,2,1,1,1,1,benign
7.922916,4.514471,5.902556,5.571823,3,10,2,10,3,malignant
5.23965,3.23152,1,1,2,1,3,3.107751,1,benign
1,1,1,1,1,2.669333,1,1,6.324683,benign
2.7051,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.776818,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.10255,1,benign
4.312049,9.781456,8.464214,6.139938,7.70546,10,4.262703,10,1,malignant
4,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.665341,7.819473,10.663412,2.892537,4.317604,6.593424,8.122674,10,3,malignant
7.303517,9.767631,7.992476,3.689803,6.436026,4.892193,8.490378,4.634848,4.60866,malignant
2.818142,1,1,1,2,1,1,1,1,benign
9.402775,4.169658,5.675755,3.099289,2,10,9.433861,8.272401,1,malignant
9.622437,4.473035,5.520793,5.865466,3,10,10.637247,1,1,malignant
4,2.63954,1,1,2,1.950467,3,1,1,benign
4,8.478581,8.69944,8.471988,6.887353,10,6.73842,4.345055,1,malignant
5.405692,3.330024,9.550283,9.779057,3,2.158133,3,5.714612,1,malignant
2.026298,1,1,1,2,3.569993,1,1,1,benign
5.05722,1,1,3.913205,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.99294,1,1,1,2,4.338968,1,1,1,benign
4,1,1,1,2,1,3.277112,1,1,benign
2.214203,1,1,1,2,1,2,1,1,benign
5.636936,8.247768,5.373652,10.029253,6.923561,10,6.474853,10,1,malignant
9.317432,1,1,1,2,1,3,1,1,benign
2.990632,1,2,1,2,1,2,1,1,benign
4.57215,1,2,1,2,1,1,1,1,benign
9.491071,7.605066,9.784364,6.638041,4.506412,6.46637,8.569255,5.013433,1,malignant
5.375469,4.475809,5.923419,9.707156,3.80087,10,3,1,1,malignant
2.17172,3.035727,2,1,2,1,3,1,1,benign
2.901937,2.876566,2,1,2,1,2,1,1,benign
2.328549,1,2.829181,1,1,1,3,1,1,benign
2.922296,1,1,1,2,1,3.919267,1.796418,1,benign
1,1,4.060591,1,2,1,3,1,1,benign
9.156548,7.694795,8.935239,9.228366,4.460178,10,6.458528,7.598545,1,malignant
6.384172,9.692623,8.744741,10.069091,7.13522,10,6.672385,8.279815,4.763039,malignant
3.478019,1,1,1,2,1,2,2.724897,1,benign
5.600913,3.293365,2,2,2,1,3.725117,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.876098,2,2,2,4.576057,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.546851,10.228086,5.252864,9.780192,2,10,2,10,1,malignant
4,1,4.251654,1,2,1,2,1,1,benign
1,1,3.489446,1,2,1,1,1,1,benign
3.383839,1,1,1,2,1,2,1,1,benign
2.871252,1,1,1,2,1,3,1,1,benign
6.518141,1.870374,6.076501,5.815767,4.469635,10,1,5.951457,5.659594,malignant
1,1,1,1,2,1,2,1,1,benign
3.141894,1,1,1,2,1,2,1,1,benign
2.741969,5.889382,8.750208,7.109295,3,6.865424,3,1,1,malignant
8.019056,9.905925,10.323301,9.815187,5.285363,10,7.532462,1,1,malignant
5.680024,1,2,1,2,1,2,1,1,benign
4.611089,4.319663,2.371847,3.777884,4.956268,6.934306,4.493618,1,1,malignant
4,6.55182,1,1,3,1,6.385323,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.669017,9.95951,10.026746,9.820299,4.920939,10,7.624759,7.121002,1,malignant
2.595723,1,1,3.196191,2,10,2,1,6.995641,benign
4,2.027914,2,1,2,1,1,1,1,benign
5.206366,3.892105,3.875059,2,5.794117,10,3,1,1,malignant
8.917367,3.616355,5.684749,6.829761,3,10,9.863522,7.852321,1,malignant
9.556178,5.200848,2.596454,8.391834,4.727748,7.460406,3.525471,5.318304,1,malignant
2.25146,1,2,3.691716,2,1,1,1,1,benign
9.788406,6.072081,6.399752,3.187051,4.836159,10,4.486791,7.836244,2,malignant
1,1,6.148572,1,2,1,2,1,1,benign
4.703614,4.398292,5.068311,8.071406,2,10,9.097154,5.00655,3,malignant
8.164451,5.997653,4.048969,5.173673,7.757287,10,2,4.144322,1,malignant
7.25899,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,3.356375,1,1,1,benign
4,2.074904,2,7.00308,3,2.640421,1,1,1,benign
2.753133,1,2,1,1,2.270758,1,1,1,benign
2.563966,3.17812,1,4.325552,2,3.561692,3,1,1,benign
5.218874,9.371642,7.344137,10.262506,11.203921,10,4.907616,10,1,malignant
2.175679,5.544781,9.384649,4.45743,4.097622,2.57407,7.871231,7.615472,1,malignant
9.391796,7.24154,5.910301,6.89868,3.854904,10,4.222215,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
8.574512,9.945337,3.645069,7.180536,4.055172,10,5.615881,10,1,malignant
10.98361,5.379465,3.98548,5.348996,8.783277,1,2,5.040962,9.409918,malignant
4,9.742238,8.998849,7.266261,6.695078,10,8.022481,9.451029,3,malignant
2.04972,1,1,3.809006,3,1,2,1,1,benign
4,2.589824,2,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.455614,1,1,1,2,1,1,2.244156,1,benign
2.113734,1,1,1,2,9.275561,2,1,1,benign
9.532848,3.320612,3.365577,1,3,2.239426,8.217695,2.569609,1,malignant
8.32291,2.56271,3.431029,1,7.3882,6.945945,4.142372,1,6.928267,malignant
4,1,3.858026,1,2,1,3,1,8.312248,benign
2.241367,1,1,2,2,2.007691,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.959699,10.490705,8.23017,9.892693,6.497294,10,8.078742,2.802312,1,malignant
1,1,1,1,2,1,8.041716,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.869866,4.514299,3.641076,7.06245,3.991884,7.779034,3,7.879833,1,malignant
5.361764,6.487442,8.239468,3.080561,3,10,4.630714,10,1,malignant
8.929696,4.577548,6.120183,2,4.258401,10,5.366126,1.868955,1,malignant
1,1,1,1,1,1,1,1,1,benign
11.722304,9.919844,10.394971,6.262088,11.668426,2.845738,4.205466,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.719637,1,1,2,1,7.216435,1,1,benign
1,1,1,1,2,2.995923,1,1,1,benign
7.271312,10.643332,9.392162,9.982367,6.969991,10,3,10,6.699154,malignant
1.811366,1,2,1,2,1,3,1,1,benign
9.57665,4.323207,6.915305,10.193213,3,10,3,9.081657,3,malignant
1,1,3.307702,1,2,1,2,1,1,benign
1,4.530111,2,2.165087,5.811648,1,3.54776,8.499533,1,benign
3.335974,1,1,1,2,1,3,1,1,benign
6.544343,9.33542,8.041661,1,3.547666,6.068219,7.594429,2.618688,2,malignant
7.199243,3.994577,3.147148,1,4.880159,2.425911,7.668233,6.07313,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.082253,1.744147,6.953852,9.991674,3.726763,1,6.078981,5.489267,1,malignant
4.905659,1,1,3.531146,2,1,2,1,1,benign
9.558832,3.322654,3.554994,1,3.822741,10,1,10,1,malignant
5.367574,1,2,1,2,1,2,1,1,benign
2.233847,1,1,1,2,1,1,1,1,benign
2.624516,1,1,1,2,1,1,1,1,benign
8.44431,1.960242,3.179009,9.865406,6.554424,10,4.557341,8.126944,4.035091,malignant
4,1,1,1,2,1,3,1,1,benign
2.306501,1,1,1,2,1,1,1,1,benign
3.57806,1,1,1,9.47913,1,2,1,1,benign
5.281687,5.737775,6.259803,9.823752,3.924702,10,7.302114,9.459073,1,malignant
2.707211,1,1,1,2,1,1,1,1,benign
3.425091,1,1,1,2,1,2,1,1,benign
10.757627,3.7495,3.263661,1,3,3.013139,6.803007,2.238641,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1.834745,2,10.039602,4.818726,10,4.340214,8.291185,1,malignant
7.960886,9.978391,8.86467,9.370236,3,10,8.740729,2.341076,2,malignant
5.312039,1,1,1,2,1,2,1,1,benign
5.5427,2.663593,3.329182,7.272488,2,4.484971,1,2.215678,1,benign
9.468542,1.306853,6.586146,2.910883,4.854475,10,5.754296,10,1,malignant
3.500015,2.734483,2,3.458298,2,2.570145,3,1,1,benign
6.96145,3.633775,2.976598,3.761744,2,10,2,10,1,malignant
2.507124,1,1,1,1,1,2,1,1,benign
4,8.057412,5.294143,2,3,10,4.432977,5.332544,9.686175,malignant
1,1,3.406254,1,2,1,1,1,1,benign
5.329537,9.768955,9.449227,9.567167,5.835745,10,7.116749,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.629537,3.823462,9.203477,2,3,10,6.172172,1,5.358585,malignant
2.427598,1,1,1,2,1,1,1,1,benign
5.316093,1,2,2.805459,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.223785,1,1,1,1,6.590548,1,1,benign
4.931861,1,1,1,1,1,1,1,1,benign
8.342534,2.634412,3.729797,9.819286,3,10,7.892216,4.20583,2,malignant
2.77824,1,1,1,2,1,1,1,1,benign
4.829297,9.885405,8.855088,6.932224,4.992726,10,9.43906,10,1,malignant
3.111486,1,2,1,2,1,1,1,1,benign
2.286281,1,1,1,2,1,3,1,1,benign
5.562717,5.300154,9.535085,7.048973,10.257976,1,1,2.352453,1,benign
2.690972,1,1,1,2,1,1,1,1,benign
5.31913,4.969514,2,8.471528,2,2.499199,2,8.354073,2,malignant
5.405086,10.066686,9.812432,10.248996,5.167952,3.662557,8.777354,10,1,malignant
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.461098,6.548034,5.281309,10.17105,2.797068,2.565027,3,9.031433,5.773899,malignant
1,1,1,1,2,1,2,1,1,benign
2.589179,1,1,1,2,1,1,1,1,benign
2.607953,10.060625,10.093908,10.374273,5.162841,1.583044,4.090839,10,1,malignant
6.330302,10.197708,9.076208,9.742933,7.130508,10,7.225921,1,1,malignant
2.753083,9.929679,10.33112,6.372111,6.243478,10,9.911867,10,9.49126,malignant
2.515561,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.81444,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
2.643233,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1.567924,3,1,1,benign
5.06155,1,1,7.375997,2,5.986065,1,2.7774,1,benign
9.1101,7.370903,3.234523,9.933993,5.061775,10,8.636572,7.699156,6.461959,malignant
4.92438,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
5.21528,10.169479,6.053107,3.224954,4.456251,10,7.142861,2.698807,8.739125,malignant
5.437558,4.836289,5.468137,3.78255,2,10,8.061008,7.855753,3,malignant
5.354458,2.545155,2,3.971034,2,10,8.331534,1,2,malignant
2.369063,1,1,1,2,1,1,1,1,benign
3.245091,2.712936,3.878477,1,3,1,4.089016,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.293195,9.821682,9.371545,3.333416,6.494918,4.227992,8.900988,10,1,malignant
9.446238,7.27272,7.186665,2,4.921579,10,6.661823,10,9.808096,malignant
5.118378,8.366512,8.99685,7.146656,3.727494,1,5.398796,5.314231,8.880129,malignant
2.480262,1,1,2,2,2.732396,2,1,1,benign
3.352741,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,4.539246,1,1,benign
8.586743,2.209761,2.557336,1,2,10,4.422018,4.67702,2.715572,malignant
2.386005,1,1,1,2,4.143778,3,1,1,benign
2.908157,1,3.588271,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1.471629,1,1,1,2,1,7.94856,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.148884,4.027972,2.872239,9.422892,8.823197,6.548092,2,2.563617,1,benign
5.671558,1,1,1,2,1,3,1,1,benign
8.955523,4.160505,9.595731,6.265146,4.518968,6.649049,4.180502,4.177479,8.803115,malignant
9.463456,9.84138,6.730193,4.896625,3,4.458149,7.269857,2.377536,6.567571,malignant
1,1,1,1,2,1,1,3.487854,1,benign
8.502707,10.108106,9.390855,8.556669,7.218195,10,7.391355,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.441239,9.334538,8.220887,1,6.591483,10,7.478731,10,2,malignant
1,1,4.302689,1,2,1,2,1,1,benign
2.89124,10.494052,6.350317,2.98749,7.083086,10,5.637432,10,1,malignant
4,1,1,1,3,1,1,1,1,benign
7.93909,9.877523,8.610527,9.956791,9.548093,10,8.872022,7.416401,3,malignant
10.125047,6.81383,6.727643,6.064468,3,10,6.333365,3.923373,2,malignant
2.97074,1,1,1,2,1,1,1,1,benign
7.940948,4.814593,5.394198,9.903183,4.446404,10,6.449508,6.222215,1,malignant
5.140831,2.69565,1,1,3,1,1,2.438888,1,benign
4.097694,1,1,3.588962,2,1,2,1,1,benign
1,7.467773,6.54769,1,4.397742,1,4.347602,5.013894,1,benign
4.68489,1,1,1,2,1,1,1,1,benign
4.339139,4.326664,5.488539,9.889651,2,10,7.166306,8.636628,3,malignant
7.944563,5.402116,5.122891,6.106471,4.511021,4.435205,6.612797,4.562893,3,malignant
5.288472,2.87965,3.346489,1,9.407203,7.352912,7.568565,4.957888,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.088366,3.241502,4.158842,2.286268,3,10,6.967827,4.596177,1,malignant
4.991326,1,2,1,2,1,2,2.549455,1,benign
1,1,1,1,2,2.638569,3,1,1,benign
4.72117,1,1,1,2,1,3,1,1,benign
2.764512,1,1,1,1,1,2,1,1,benign
7.144076,1.883245,3.980925,2.95502,4.143081,3.452105,6.111847,1,3,malignant
5.34655,1,1,1,2,1,1,1,1,benign
5.663806,1,1,1,2,1,3,1,1,benign
5.380104,4.093397,5.801042,6.013484,4.201772,10,4.389368,7.800987,1,malignant
9.69099,5.809893,5.846604,6.551188,3,10,5.888127,10,2,malignant
2.231926,1,1,1,2,1,2,1,1,benign
2.99167,1.703187,2,3.038881,2,4.530572,7.846282,1,1,benign
1.52813,1,1,1,2,1,1,1.984637,1,benign
4.688583,1,1,1,2,1,3,1,1,benign
8.394738,4.88205,5.26655,7.468849,8.002889,1,7.652237,6.266717,6.173687,malignant
4,1,1,1,1,1,1,1,1,benign
2.908981,1,1,3.137689,2,1,1,1,1,benign
2.536557,1,1,1,2,1,1,1,8.437472,benign
9.455238,7.391761,8.244951,3.009465,3.526437,10,3,7.720605,3,malignant
5.24015,4.786821,5.987519,1,3,5.757893,4.878054,2.123239,5.780037,malignant
4,3.97825,3.525791,6.024015,8.842522,1,2,5.763826,1,benign
1,10.1054,9.541959,5.836517,9.198049,10,6.031816,10,4.2159,malignant
5.183617,1,1,1,2,1,2,1,1,benign
5.038755,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.642304,1,1,1,2,1,1,1,1,benign
6.751477,9.572929,9.284009,9.9445,4.494988,10,3,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.000408,1,2,1,2,1,2,1,1,benign
1,1,1,3.732195,3,1,3,1,1,benign
8.565245,7.352484,9.362863,8.101389,5.131509,10,6.6061,10,7.586475,malignant
2.166114,1,1,3.180037,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.884036,6.665058,3.428128,5.546134,7.716882,10,7.825429,9.652477,1,malignant
5.054052,10.015611,8.698307,10.085833,5.359501,10,3,3.16086,2,malignant
11.428291,7.644223,4.50112,2,7.228935,8.503377,7.749615,3.194716,2.380543,malignant
3.102036,1,1,5.520651,2,1,3,1,1,benign
3.031799,2.842917,2,6.492801,1,1,1,1,1,benign
5.704137,2.0963,2,1,2,6.792076,3,4.693976,1,malignant
8.922243,1,1,1,2,1,3,1,1,benign
5.413405,1,2,3.256584,2,9.375122,3,1,1,benign
4,2.834297,1,1,2,1,2,1,1,benign
3.06748,1,1,1,2,1,3,1,1,benign
2.779533,3.262944,2,2.872378,2,1,2,1,1,benign
4,6.957963,8.37201,5.386476,4.1347,1.661448,7.738426,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.050235,1,3.559687,1,2,1,1,1,1,benign
2.160926,1,1,1,9.43042,4.101843,2,1,1,benign
5.680727,2.822457,4.303945,3.1523,3.79983,1,2,1,1,benign
4,1,1,3.583681,2,1,2,1,1,benign
4,1,1,1,2,1,4.333622,1,1,benign
4.797839,2.522269,1,1,2,1,3,1,1,benign
3.356442,1,1,1,2,2.723688,2,1,1,benign
2.951124,1,1,1,2,1,3,1,1,benign
2.967911,1,1,1,1,1,2,1,1,benign
2.389649,9.774227,8.567786,8.061753,9.218931,2.371719,4.580509,2.690963,1,malignant
8.298039,7.687599,3.600672,3.684919,4.094916,5.333332,8.543648,7.817367,1,malignant
2.212597,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.815196,10.089302,9.612444,1,7.56593,3.677582,6.505298,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.489274,5.014181,4.061825,8.55009,3.918422,10,3,3.154439,2,malignant
8.100883,8.129604,6.504483,2.105635,4.929888,3.34438,9.643716,8.061029,3,malignant
2.603028,1,1,9.596545,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
7.179269,9.765638,8.686624,9.872062,8.320508,10,9.263056,10,1,malignant
9.125339,2.812015,4.495402,4.7968,4.972013,10,3,3.485211,1,malignant
9.227442,3.977605,4.886625,10.304906,4.555508,10,7.211972,8.870767,3,malignant
5.013256,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.149036,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,2.472111,3,1,1,benign
10.285367,2.598503,6.211186,3.040987,4.261789,5.655576,5.0246,1,4.3846,malignant
1,1,2.675257,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
5.461724,5.957536,2,2,4.699484,10,4.798604,10,3,malignant
2.951391,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,8.929206,1,1,1,benign
10.234509,9.683624,10.98484,10.138088,7.914703,10,4.90381,10,3,malignant
8.799145,5.90716,10.439467,1,4.994967,10,8.37723,8.124666,1,malignant
9.547131,7.841731,9.116607,2,5.603006,10,2,10,10.172421,malignant
2.399567,1,1,1,2,1,1,1,1,benign
2.503153,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,2,benign
10.221413,7.205041,4.200921,9.872986,3.652825,10,6.763061,10,1,malignant
5.970539,1,1,2,2,2.376267,1,1,1,benign
1,1,1,1,2,1,1,2.224426,1,benign
2.854797,1,1,1,2,1,3,1,1,benign
1,2.926792,3.352004,1,2,1,3,2.871031,1,benign
2.723827,1,1,1,2,1,1,1,1,benign
4.952491,1,1,1,2,1,1,1,1,benign
1,2.600449,3.6256,1,2,1,3,2.044961,1,benign
3.069764,1,1,1,2,1,1,1,1,benign
4.860555,1,1,2,2,4.205799,1,1,1,benign
4.979043,1,1,1,2,1,2,1,1,benign
5.405271,1,1,1,1,1,1,1,1,benign
5.972687,2.484437,2,1,3,1,2,1,1,benign
3.126862,1,1,3.115217,2,7.659645,1,1,1,benign
4,2.726659,2.950474,10.095363,2,10,8.261159,4.246522,11.457936,malignant
4.388532,1,1,1,2,1,2,2.659692,1,benign
10.109133,2.470413,3.773272,6.366707,3,1,4.493775,3.870901,10.849515,malignant
5.381025,1,1,1,2,1,2,2.001094,1,benign
4.83506,2.749268,3.673688,9.628724,3,10,3,5.294771,6.825337,malignant
9.234117,2.620977,3.910147,3.271476,4.12821,10,5.466153,1,9.520784,malignant
4,1,1,1,2,1,3,1,1,benign
7.855885,10.152475,11.548725,7.159271,9.243783,3.730057,9.458835,10,2,malignant
1,1,1,2.441574,2,1,3,2.379022,1,benign
5.369411,4.745295,5.635684,6.362715,1,6.025507,2,2.90538,1,benign
1.930176,2.591428,2,2,3,2.658845,3,2.627409,1,benign
2.223311,1,1,1,2,1,1,1,1,benign
5.391945,6.654153,10.159242,3.624051,3.817377,5.582983,3,4.178596,8.089746,malignant
4,1,1,3.416998,2,1,2,1,2,benign
3.082203,5.387908,6.879542,4.234794,9.455677,1,2,1,1,benign
9.340875,9.848232,9.387701,6.236855,7.483008,10,9.708494,10,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,2,1,1,1,2,1,1,benign
7.46644,4.007766,2.662963,7.013665,3,6.694028,7.225912,6.034166,9.235655,malignant
7.131637,4.842866,2.358042,2.842014,9.389942,3.327531,3,10,4.698983,malignant
3.307375,3.963545,7.02348,3.388178,3,1,3,1,1,benign
8.143798,6.571518,6.664008,3.679181,6.221565,10,4.345612,1,1,malignant
7.582459,9.566339,9.994481,4.831344,6.680311,10,4.684894,10,1,malignant
5.15338,1,1,1,1,1,1,1,1,benign
5.391417,2.370427,2.830359,2,4.57212,10,4.724332,1,1,malignant
4.563432,1,1,3.177449,2,1,2,1,1,benign
5.521445,1,1,1,2,1,1,1,3,benign
1,1,1,1,2,1,2,1,1,benign
2.889515,9.518352,10.030641,9.552371,7.329477,10,8.072125,1,8.851638,malignant
8.201208,10.452832,9.088571,5.870225,10.367049,8.340527,4.612767,2.647436,1,malignant
9.565342,4.596111,4.956121,9.960838,3,10,8.335879,7.827925,1,malignant
5.101651,3.148219,6.384948,1,3,1,3,2.740194,5.952469,malignant
2.830103,1,1,1,2,1,1,1,1,benign
8.340139,9.670125,6.715536,9.685271,8.105183,10,7.24939,1,10.912578,malignant
5.945144,1,1,1,2,1,2,1.95044,1,benign
4,1,1,1,2,1,3,2.127768,1,benign
5.655671,4.337348,2.377705,1,3,8.031648,7.435887,10,1,malignant
5.021235,2.695771,1,3.209403,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.444262,5.443362,5.476991,9.794566,3,10,2,4.304465,1,benign
10.105518,7.914321,5.867445,2,4.291862,5.552921,8.357427,5.200432,1,malignant
1,1,2,2,2,1,2,1,1,benign
4,1,1,1,2,2.526507,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.192408,1.436103,2,2,4.131878,2.742188,7.57725,4.177033,3,malignant
3.416156,1,1,1,2,1,1,1,1,benign
1,4.08345,3.397568,1,8.664321,1,3,1.644071,1,benign
4,1,2,2,2,1,1,1,1,benign
9.769336,6.436284,6.633575,10.148992,4.494051,10,5.2812,8.758566,1,malignant
4,1,1,2,2,1,2,1,1,benign
5.55733,10.141611,7.510168,7.270155,3.95696,3.940151,6.245647,10,1,malignant
4,1,1,1,1,1,2,1,1,benign
4,2.571341,2,1,3,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.131708,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.95693,1,1,1,2,1,3,1,1,benign
4.858774,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.504921,1,1,1,2,1,1,1,1,benign
12.256361,5.837363,6.488669,9.74247,4.271989,1,9.583016,6.066528,2,malignant
3.308956,1,2,1,2,1,3,1,1,benign
5.161374,9.482653,8.396312,10.142445,9.261129,10,9.665009,10,1,malignant
7.795208,9.482222,9.481459,2,4.724823,1.979618,9.848626,10,8.932673,malignant
9.556748,10.018037,10.09921,9.870457,4.98168,10,5.857996,7.671815,1,malignant
4.556681,1,1,1,1,1,8.440595,1,1,benign
5.334731,1,1,1,2,3.725776,2,1,1,benign
4,2.605748,3.304203,1,4.753397,1,5.665725,2.151178,1,benign
5.151283,9.889841,5.244395,7.323534,7.123766,3.542447,5.494037,2.540087,1,malignant
4.828133,1,1,1,2,1,2,1,1,benign
9.661666,10.204387,10.261821,9.949781,9.108264,10,7.830776,6.445302,1,malignant
5.174611,10.160688,9.319984,5.454668,4.413128,1,6.214504,10,2,malignant
9.176533,1,1,1,2,1,2,1,1,benign
2.072887,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.37783,7.637365,5.538915,3.662919,7.881108,10,9.057306,1,1,malignant
5.39683,4.57406,6.476887,5.967227,1,7.11085,9.055064,7.070386,10.569832,malignant
2.671946,1,1,1,2,3.860119,2,1,1,benign
2.291442,2.374082,2,2,2,1,3,1,1,benign
9.461161,7.641327,9.62766,5.852337,7.130674,6.631427,8.244858,9.235113,2,malignant
6.126414,10.246611,10.889389,10.032794,8.227406,8.775352,9.597937,10,7.48683,malignant
1,1,1,1,2,1,2,1,1,benign
8.181764,4.686593,5.208545,7.719642,4.269286,10,3,2.463854,1,malignant
2.866581,2.550492,3.379027,1,3,10,3,4.652505,3,malignant
4,3.397007,2,1,2,1,1,1,1,benign
2.251132,1,1,1,2,1,2,1,1,benign
3.607589,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,9.155673,8.435015,9.912326,7.716114,10,4.098742,1,2,malignant
2.541782,1,1,1,2,1,2,1,1,benign
5.157964,1,1,1,1,1,2,1,1,benign
1,1.977239,1,2,3,1,1,1,1,benign
1,7.829032,9.487195,1,8.194916,2.851837,3,2.594011,1,benign
3.022599,1,1,3.418727,2,1,1,1,1,benign
4.540003,4.667479,6.350209,1,2,9.474183,9.391626,1,1,malignant
5.211579,1,2,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1.864713,2,1,2,1,1,1,1,benign
4.613727,7.963948,8.98058,3.897035,6.620223,8.957833,5.748858,7.607837,1,malignant
1.714073,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.741816,1,1,1,1,1,1,1,1,benign
5.503722,10.494875,8.139806,10.124133,4.963185,7.182816,7.882723,10,3,malignant
3.554741,4.443306,6.354152,3.378449,3,10,5.324832,2.875594,3,malignant
8.595649,2.312216,6.130294,9.771921,3,3.581015,1,3.329991,1,malignant
9.636046,4.301503,5.510765,6.432152,2,10,8.617654,7.123001,1,malignant
11.20049,10.180988,8.845992,2.808615,3.951093,10,7.509404,10,1,malignant
3.125841,1,1,1,2,1,3,1,1,benign
9.756559,9.400116,9.429982,7.582659,4.305224,10,8.71879,10,1,malignant
1,4.18533,7.110279,2,4.56052,10,5.12665,5.278238,5.001928,malignant
1,1,1,2.713555,2,3.78884,2,1,1,benign
9.086344,7.610608,10.126519,1,8.63138,1,8.695005,10,1,malignant
1,1,2,1,2,2.876452,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.791402,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.260841,4.469465,3.033748,2,4.731378,10,6.785419,1,3,malignant
4.746196,2.709504,3.210541,1,6.06412,3.443948,3,10,1,malignant
2.788325,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,2.379637,1,benign
5.431891,1,1,1,2,1,2,1,1,benign
7.180685,3.915744,5.209162,6.386223,5.218155,10,4.234184,5.158849,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.369389,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.059252,1,1,1,2,1,2,1,1,benign
9.292393,6.427516,8.176389,5.947419,2,10,4.865701,4.410641,8.202675,malignant
2.577912,3.125604,2.954662,2,3,2.048916,3,1,1,benign
1,2.350653,1,2.731489,2,1,3,3.053665,1,benign
1.949541,1,5.128151,1,2,1,4.692906,1,1,benign
4,2.93128,3.592441,1,2,1,3,7.157343,1,benign
5.405796,2.386752,2,2,2,1,5.570385,3.265269,1,benign
5.456909,1,1,1,2,1,2,1,1,benign
9.981191,4.488186,3.657536,3.304323,2,10,3,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.628986,2,3.882564,2,3.542853,1,1,1,benign
5.755709,1,1,1,2,1,1,1,1,benign
2.484502,1,1,1,2,1,1,1,1,benign
1.852666,1,1,1,2,1,2,1,1,benign
5.713788,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.343639,5.943406,5.650072,2.650092,4.027093,6.769958,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.116349,6.956441,9.418737,2.587683,5.021699,10,8.516222,10,1,malignant
4.964853,1,1,1,2,1,3,1,1,benign
9.127333,4.724832,3.028635,7.180503,5.692065,10,6.894094,5.813763,1,malignant
3.319389,3.408856,1,1,2,1,3,1,1,benign
10.014746,1.764958,2,1,3,9.1416,1,4.333109,3,malignant
1,1,3.228881,1,2,1,2,1,1,benign
2.150923,1,1,1,2,2.544538,3,1,1,benign
4.678191,2.356922,5.802279,2,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.421666,2.194519,3.043316,1,3,1.716551,5.194265,1,3,malignant
4,1,1,1,2,1,1,1,1,benign
8.848163,7.365046,5.343133,6.799289,4.987975,10,8.379944,1,1,malignant
2.62641,1.879831,3.442873,2,3,1,3,9.621342,1,benign
3.275846,1,1,1,2,1,1,1,1,benign
1,1,10.265937,1,2,1,2,3.287695,1,benign
2.423541,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.801995,4.694231,10.926081,6.680894,4.883899,1,3.874435,10,1,malignant
5.884494,1,2.835807,1,1,1,3,1,1,benign
3.086934,1,2,1,2,1,2,1,1,benign
5.790644,1,1,1,2,1,3,1,1,benign
4.947895,3.59422,4.441878,2,7.813939,1,3.230238,10,7.941487,benign
4,1,1,1,2,1,2,1,1,benign
4.627765,1,1,1,2,1,3,1,1,benign
8.413571,7.86107,5.189163,2,7.519705,10,8.434362,10,8.939465,malignant
5.759791,1,1,1,1,1,1,1,1,benign
5.590901,4.493205,5.656299,3.367103,3,5.830574,2,1.835275,9.381659,malignant
2.182734,6.470665,2.902059,8.763402,3,10,6.896644,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.65592,1,1,1,2,1,2,1,1,benign
3.356272,1,1,1,1,1,3,1,1,benign
9.856808,4.957695,7.147389,5.946786,3,10,4.7664,4.609183,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.78707,1,1,1,2,3.555849,1,1,1,benign
3.015706,1,1,1,2,1,3,1,1,benign
7.169654,9.723995,9.278523,5.026534,11.244126,1,7.824132,10,1,malignant
5.117894,1,1,1,2,1,3,2.137409,1,benign
4.741357,1,2,1,2,1,1,2.032097,1,benign
1,3.168377,1,2,2,1,2,2.377622,1,benign
5.478616,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.513382,2.83233,1,2,1,1,1,1,benign
2.517914,4.87713,3.846105,2,3,10,5.356233,1,3,malignant
1,2.662924,1,1,2,1,2,1,1,benign
5.168073,7.03435,3.933916,5.752517,8.322147,6.2184,8.210759,10,4.369528,malignant
1,1,1,1,2,1,2,1,1,benign
2.51194,2.648197,2,1,2,1,2,1,1,benign
4.747614,3.150229,3.942698,1,4.958153,3.90591,4.722067,5.423658,1,malignant
2.372852,2.324536,4.742077,1,4.177381,10,4.581801,1,3,malignant
3.103618,1,2,1,2,1,2,2.117134,1,benign
3.572832,1,1,1,2,1,2,1,1,benign
4.850667,10.09464,8.917802,10.272754,8.756766,10,3,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,3.717627,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.083105,1,2,1,2,1,2,1,4.773991,benign
1.747428,1,2.792968,2,2,3.206348,1,1,3.897228,benign
2.771715,2.643081,1,2,3,0.230656,6.976801,2.754295,1,benign
4,1,1,1,2,1,1,1,1,benign
2.881961,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
4.95246,1,1,1,2,1,2,1,1,benign
4.758149,1,1,1,2,1,2,1,2,benign
2.419546,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.671299,2.697348,2.730168,2,2,1,1,1,1,benign
4,1,1,4.584773,2,10,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.168268,1,1,1,2,1,3,1,1,benign
2.411086,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.414826,2,1,1,benign
4,1,1,1,2,2.197009,2,1,1,benign
1,9.754711,10.137313,5.601867,7.762735,10,3,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.178978,3.984589,3.502223,9.914788,4.187817,10,3,1,1,malignant
1.975237,1,1,1,2,1,2,1.862275,1,benign
5.056699,1,1,1,2,1,1,1,1,benign
2.251718,1,2.96434,1,2,1,3,1,1,benign
5.610498,10.136687,10.487069,6.415744,13.823781,10,3,1.998032,1,malignant
4,6.193792,3.475871,3.170414,6.96207,6.001352,3,5.880974,2,malignant
5.557732,4.428027,7.713333,2.827205,3.39409,10,8.775448,9.111528,1,malignant
4.632444,1,2.947775,4.596317,2,3.491656,3.87886,4.650001,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.038123,1.454417,1,2,4.250467,10,3.884048,8.903581,3,malignant
9.000194,9.430585,10.845471,9.738722,6.497663,10,10.812116,4.383299,1,malignant
2.278324,1,1,1,2,1,1,1,1,benign
4.860481,1,1,1,2,1,1,1,1,benign
10.203872,3.62984,9.410194,5.563776,7.856128,1,8.686548,2.936644,1,malignant
1,1,1,1,2,1,1,1,3,benign
2.357651,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,5.239601,1,1,benign
9.580626,10.055843,12.048755,2.40391,6.226541,10,5.150769,8.20614,1,malignant
9.379526,8.719867,9.924307,6.141544,7.088457,10,6.076029,1,1,malignant
2.76655,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.355314,1,1,1,2,3.414763,2,1,1,benign
3.034787,1,1,1,2,1,2,1,1,benign
8.522854,5.322353,2.581331,5.774512,3.769534,10,3,10,5.12075,malignant
4,1,1,3.456354,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.836072,1,1,1,2,1,3,1,1,benign
10.040802,7.116472,4.690856,10.281244,3.652259,3.352321,7.509605,8.569613,1,malignant
5.129668,4.21756,5.617607,1,2,10,8.241373,5.063784,1,malignant
2.47343,1,1,1,2,1,2,1,1,benign
8.366039,7.041596,8.82695,2.712163,3.475147,6.751371,8.242603,4.869338,1,malignant
2.359246,1,1,1,2,1,2,2.76629,1,benign
1,1,1,1,2,1,3,2.238554,1,benign
1,1,1,1,2,1,1,1,1,benign
3.071785,7.022065,5.656892,9.834724,3,5.208475,3,10,1,benign
2.83376,1,3.759592,1,2,1,3,1.899422,1,benign
5.361564,1,1,1,2,1,3,3.296974,1,benign
2.832717,1,1,1,2,1,1,1,1,benign
1,2.029485,5.245418,2,2,1,3.045165,1,1,benign
13.717991,9.594548,8.42912,10.032973,8.973524,10,3.896867,1,2,malignant
9.660321,10.045047,7.86361,10.023572,9.338571,2.107753,5.508824,10,4.657733,malignant
5.658721,1,1,1,7.767486,1,1,1,1,benign
4,1,1,1,2,3.325707,3,1,1,benign
4,1,1,1,2,1,2,1,3,benign
9.412092,3.559265,6.07756,3.943185,6.576947,10,3.003955,1,4.462701,malignant
4,7.778715,10.688344,2,3,3.458864,3,8.509602,1,benign
5.574765,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,2,benign
3.556032,2.341627,3.846808,3.458271,2,1,1,2.386658,1,benign
4,1,4.023208,2,2,1,1,2.575522,1,benign
2.734572,1,1,1,2,8.874081,1,1,1,benign
4,2.459934,2,1,3,1,2,1,5.017374,benign
4,1,1,2,2,1,2,1,1,benign
5.078699,2.474144,1,1,2,2.439887,3,1,1,benign
2.324048,1,1,1,2,1,3,1,1,benign
7.764202,1,1,1,2,1,2,1,2,benign
1,1,2,1,2,1,2,1,1,benign
4,1,6.135348,1,2,1,3,1,1,benign
4.89606,1,1,1,9.657246,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,8.73746,2,1,1,benign
2.131074,1,1,7.220116,2,5.046798,1,1,1,benign
9.246471,2.221391,3.278226,2,3,10,3,6.166406,3,malignant
4,1,1,1,2,4.244615,2,1,1,benign
6.075179,9.90372,8.179311,9.853956,4.384119,10,8.878224,2.527157,1,malignant
3.125604,6.762083,9.33739,2,4.439603,3.882291,3,5.025788,3,malignant
2.348847,3.023025,2,1,3,1,1,1,1,benign
9.055451,4.607538,6.789854,3.165853,1,9.875674,7.89795,2.539392,3,malignant
2.428923,1,1,1,2,1,3,1,1,benign
10.056162,2.708469,4.394479,2.865092,8.718347,10,8.230568,2.300217,9.288847,malignant
2.579298,4.941633,3.890454,1,7.203679,1,3.910323,10,1,benign
3.450043,1,6.948592,1,1,4.382535,2,1,1,benign
4,1,3.300916,1,2,10.252794,1,1,1,benign
7.277794,9.978455,9.727826,7.393615,3.820979,6.346957,10.080799,10,3,malignant
2.739409,1,1,1,2,1,1,3.835268,1,benign
5.143945,1,1,2,2,1,1,1,1,benign
3.155852,2.754877,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.154208,1,1,1,2,1,2,1,1,benign
9.575363,9.976446,8.660316,1,3,10,8.666848,1,1,malignant
10.00152,9.370406,3.757194,9.864004,3,9.944183,7.312247,1,1,malignant
4,9.56408,9.300373,10.337501,3,10,7.008358,1.662409,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.356454,1,2,1,2,1.651141,2,1,1,benign
9.940108,10.322852,8.841977,10.266638,4.394539,1.745793,3,10,9.703032,malignant
1,1,1,1,2,2.834161,3,1,1,benign
2.612479,1,1,1,2,1,3,1,1,benign
6.894495,4.599404,6.474663,1,8.174785,2.35301,2,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.290167,1,1,3.195042,1,1,1,1,1,benign
4.613695,1,1,1,2,1,1,1,1,benign
4.429383,9.833649,8.484871,1,4.672152,4.78309,8.151621,8.128074,1,malignant
3.211897,1,1,1,2,1,1,1,1,benign
4.819362,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.88103,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.361636,3,1,1,benign
1,1,1,3.483853,3,2.007514,1,1,1,benign
5.408903,4.336513,6.306955,3.62718,2,1,3.569629,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.770598,1,1,1,2,2.948573,3,1,1,benign
2.002388,1,1,1,2,1,1,1,1,benign
5.778176,2.60434,2,1,2,1,3,2.775891,1,benign
1,2.413379,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,4.393444,1,1,benign
5.455433,3.492416,4.195598,1,4.464228,7.98248,3.717026,4.549368,1,malignant
4.513931,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
3.308371,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,7.352747,1,1,benign
2.401324,1,1,1,2,1,2,1,1,benign
2.676132,1,1,1,3,1,2,1,1,benign
4,1,1,2.902928,2,1,2,1,1,benign
3.373546,2.725443,2,2,2,1,1,8.505656,1,benign
5.392582,5.748599,5.966359,3.780045,4.681554,2.33312,8.117443,10,2,malignant
3.131787,1,3.22331,1,1,1,2,1,1,benign
2.81556,1,2,3.207103,2,1,1,1,1,benign
5.068402,8.18118,9.092835,10.044175,4.288577,10,8.789389,9.646346,3,malignant
1,1,3.736908,2.448557,2,1,1,1,1,benign
6.232329,3.740161,5.505966,2,7.612518,10,7.235048,5.186099,2,malignant
7.647957,7.083217,5.651732,6.77808,8.666158,10,6.656418,2.253141,2,malignant
6.058458,8.013893,9.015193,2,8.192959,3.07108,9.528208,2.2161,1,malignant
4,3.744257,3.881757,6.480692,10.197375,8.529199,8.291559,5.072804,1,malignant
4,4.205568,2,9.984918,2,5.256456,3,5.345139,1,benign
8.271125,2.960134,5.053304,3.684582,2,10,3,1,8.472343,malignant
5.18246,1,1,1,2,1,3,1,1,benign
4.627879,1,1,1,2,1,3,1,1,benign
4.521549,7.049355,4.153953,10.196404,2,10,3,1,1,malignant
9.878257,4.274591,4.912486,9.671498,7.661196,2.944122,4.169389,1,1,malignant
2.64108,1,1,7.094519,2,10,3,1,1,benign
6.224265,7.379745,7.434777,3.009436,6.793256,1,4.92104,1,5.734674,malignant
5.613075,2.964592,3.780575,1,3,10,4.369128,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.753445,1,1,1,2,1,2,1,1,benign
5.297496,9.955446,7.684583,1,6.203555,10,8.050074,10,1,malignant
2.283683,9.936114,2,9.611222,3,4.002816,8.126571,10,1,malignant
1,1,1,1,3.208972,1,3,1,1,benign
1,1,1,1,2,1,2,3.136382,1,benign
5.263078,2.482833,1,1,4.552146,1,1,1,1,benign
2.606972,1,1,1,2,1,1,1,1,benign
2.173122,1,1,1,3,8.124544,3,1,1,benign
1.845045,1,1,1,2,1,3,1,1,benign
1,1,1,4.048913,2,6.847168,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.723189,1,3.507524,3.530071,1,1,2,1,1,benign
5.689259,1,1,1,2,1,3,1,1,benign
1,4.088502,6.574136,3.406084,3,3.01835,7.478526,1.524947,1,benign
10.189002,10.072584,10.067903,3.70433,8.42188,3.864973,6.673951,10,1,malignant
4,1,1,2,2,1,1,1,1,benign
2.553965,1,1,1,2,1,2,1,1,benign
3.342834,1,4.025182,1,2,1,2,1,1,benign
6.520335,7.001915,2.473484,10.09536,2,10,9.636067,1,9.509251,malignant
9.657185,4.438717,3.500251,1,3,10,4.6134,2.313996,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.671027,9.665943,9.28835,7.555147,3,10,4.361104,2.330357,3,malignant
10.605567,6.086058,2,2,10.464757,2.628677,5.457347,5.037669,5.984088,malignant
4,1,1,1,2,3.100432,1,7.690534,1,benign
4.709217,1,1,1,2,1,2,1,1,benign
4.884821,1,1,1,2,1,3,1,1,benign
8.540223,9.88693,8.876634,5.532157,9.188234,1,3.539267,10,1,malignant
10.187173,4.782001,5.167127,10.204226,3,2.339146,5.407733,5.109948,1,malignant
3.706873,1,1,1,2,1,2,1,1,benign
2.325179,1,1,1,2,1,3,1,1,benign
2.284325,1,1,1,2,1,2,1,1,benign
9.689497,8.073995,9.150722,3.171795,6.543602,10,4.442004,3.583294,9.581971,malignant
2.060265,1,1,1,3,1,2,1,1,benign
2.430595,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1.837595,1,benign
2.871445,1,1,1,2,1,2,1,1,benign
8.746194,2.801911,2.452164,1,4.465201,5.525563,3,5.728078,1,malignant
2.557319,2.72959,2,3.280679,3,1,4.434722,1,1,benign
6.243334,1,2.984221,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,6.350724,benign
4.788903,1,1,1,2,1,3,1,1,benign
11.195515,7.183668,8.851774,2,4.34484,6.394635,3.945017,1,1,malignant
5.356993,1,1,1,3,1,1,1,1,benign
5.611994,1,1,1,2,1,2,1,1,benign
4,1,3.938511,1,2,1,1,1.604631,1,benign
1,1,1,1,1,2.448699,1,1,1,benign
5.225102,1,1,1,2,1,2,1,1,benign
5.482488,3.342429,3.564064,1,2,6.998631,5.81404,5.41754,5.437898,malignant
5.276819,1,1,1,2,1,2,1,1,benign
3.087402,1,1,1,2,1,1,1,1,benign
2.472249,1,1,1,2,1,2,1,2,benign
7.242558,2.244834,2,1,2,10,3,1,5.364279,malignant
5.320911,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.684747,10.136562,6.878154,10.337516,9.699324,6.227162,2,2.341282,1,malignant
9.212684,3.185209,2.386324,5.394816,5.582183,10,7.717584,4.190106,1,malignant
5.379666,1,1,1,2,1,1,1,1,benign
5.245259,1,1,1,2,1,3,1,1,benign
1,2.294077,1,2,2,1,2,2.44553,1,benign
2.80601,1.972687,1,1,2,1,2,1,1,benign
1,2.570051,1,3.687101,2,1,1,1,1,benign
5.078942,3.987238,5.32267,10.185498,4.340671,10,3,2.442613,3,malignant
7.941508,9.951688,8.606325,9.565688,6.205789,10,7.889266,10,1,malignant
2.644122,4.173699,6.495942,9.435757,6.738942,1,3,7.033724,1,benign
1.446854,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.489276,1,benign
1,1,1,1,2,1,3,2.475042,2,benign
2.334721,1,1,1,2,1,2,1,1,benign
5.474759,7.884148,8.64433,3.146906,5.194809,6.775266,7.409804,7.857497,1,malignant
2.424152,1,1,1,2,1,2,1,1,benign
1.867582,1,1,1,2,2.013407,3,1,1,benign
5.621999,1,1,1,2,1,1,2.41311,1,benign
1.942284,3.785002,5.413536,5.902707,4.274582,10,7.75359,10,1,malignant
7.356084,9.869422,9.80841,2,4.616949,5.713753,6.779031,10,2,malignant
4,1,1,1,6.910338,1,2,1,1,benign
7.708491,4.310773,4.194669,4.482462,3,10,5.146611,9.365297,1,malignant
2.628667,10.786048,8.821977,9.778043,5.609134,1,7.478936,8.100542,1,malignant
2.733425,10.17061,8.613149,5.121326,9.004376,8.572414,3.266027,2.694144,6.699642,malignant
1,1,1,1,2,1,2,1,1,benign
3.658288,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.381174,1,1,1,2,1,3,1.485763,1,benign
6.36102,1,5.825695,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
8.031638,7.019632,5.711571,8.911532,3.904714,10,7.642261,8.899984,9.212542,malignant
1,2.89816,2,8.344609,2,1,2,10,1,benign
1,1,1,1,2,1,1,2.182016,1,benign
4,4.125961,5.19723,1,3,1,5.216067,10,10.581017,malignant
2.981471,1,1,1,2,1,2,1,1,benign
8.959122,4.653881,3.191083,1,4.476184,3.999599,7.578608,2.693213,1,malignant
4.84176,9.843851,5.548247,9.720986,7.911802,10,9.636397,2.920606,9.67927,malignant
5.138286,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1.899157,3.893382,1,2,1,7.56967,1,1,benign
4.368296,1,1,1,2,1,2,1,1,benign
2.197563,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.657697,1,1,1,1,1,1,1,1,benign
5.326139,1,1,1,2,1,3,1,1,benign
2.947734,1,1,1,2,1,2,1,1,benign
1,2.518205,1,1,2,1,1,5.087772,1,benign
4.889533,2.222642,3.422556,2,2,1,3,1,1,benign
3.165658,1,1,1,2,1,1,1,1,benign
1.832007,1,1,1,2,1,3,1,1,benign
2.668021,1,3.306396,2,2,1.822784,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.57826,5.664056,9.206664,7.618181,4.315122,10,8.460849,7.878516,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.527185,4.228849,5.00012,9.722497,2,10,4.350527,6.624436,3,malignant
5.56426,9.906281,10.586619,9.848455,4.292308,10,8.879373,10,10.386269,malignant
8.997333,2.147587,2.61816,3.957671,7.240945,6.116409,7.923424,1,2,malignant
5.138226,1,3.631252,2,1,1,2,1,1,benign
8.785671,8.679784,11.780445,9.483154,7.777515,10,6.626532,10,9.309926,malignant
4,1,1,1,2,1,2,1,1,benign
9.570281,7.408906,6.54465,1,6.987273,1,3.515493,10,1,malignant
3.232208,2.397905,1,7.805367,2,9.43853,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.038646,2.616923,3.262875,3.58379,2,7.562087,9.903711,1,1,malignant
1,1,1,3.003516,2,10,2,1,1,benign
2.971408,3.102774,2,1,2,1,3,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.42541,2.784335,2,1,2,2.579404,2,2.884926,2,benign
2.486815,2.583374,1,2,2,3.689987,2,1.960365,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
9.236608,1.806704,3.183525,1,3,10,3,10,7.495725,malignant
5.051556,4.996857,3.745825,6.927647,2,5.536382,2,4.690245,1,benign
5.29525,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,2.740249,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
2.484068,1,1,1,2,1,3,1,1,benign
4.121413,1,1,1,2,1,3,1,1,benign
2.646688,1,1,1,1,1,2,1,1,benign
4,1,1,2.809547,2,7.218518,1,1,1,benign
4.803411,1,1,6.834467,3,3.991623,6.206502,1,8.66656,benign
4,1,1,1,2,1,3,1,1,benign
7.770417,10.099749,9.154598,10.509984,5.336014,10,4.456067,3.492524,1,malignant
4,9.210831,5.645457,10.030547,5.560249,1,2,10,1,benign
2.580772,9.583494,9.634436,10.111873,6.177903,1,4.453741,5.373334,4.625482,malignant
1,1,1,1,2,1,3,1,1,benign
5.203586,2.920847,3.351013,2,2,1,3,4.610857,1,benign
7.046508,6.796822,7.748977,6.048122,4.782627,10,8.461566,10,1,malignant
4,1,1,1,2,4.082105,2,1,1,benign
5.231852,1,1,1,2,1,3,1,1,benign
4,3.014932,2,2.608269,2,1,2,1,1,benign
5.074936,1,1,1,2,1,2,1,1,benign
7.842709,4.664428,3.224374,1,3,1,2,1,1,malignant
1,2.529445,2,1,3,1,3,1,1,benign
8.046328,5.95757,9.204154,3.792456,4.278193,10,3,7.892924,1,malignant
5.618908,5.141669,5.791053,7.367386,3,10,8.153036,10,1,malignant
5.070765,7.296708,3.191952,2.773721,5.16813,10,6.360893,1,2,malignant
3.085386,1,1,1,4.663143,1,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.171721,10.45645,8.004553,2,8.958536,2.512125,7.936823,1,2,malignant
6.975266,10.598148,4.842878,10.13424,11.242586,10,9.031986,6.424625,3.851813,malignant
8.365218,7.702604,6.039106,1,5.773635,7.057471,6.623027,8.062607,3,malignant
2.975484,1,1,1,2,1,1,1,1,benign
4.423021,2.340832,1,1,2,1,3,1,1,benign
2.591849,2.531578,2,1,2,1,1,2.172301,1,benign
2.527386,1,1,2,3,3.029809,3,1,1,benign
9.443268,4.700054,6.500115,4.129095,2,6.508075,7.755392,3.048607,2,malignant
9.471597,9.792044,9.198764,9.963363,9.049726,10,9.192818,8.448631,7.615733,malignant
7.374046,6.212016,5.58139,1,5.98393,8.529722,9.08317,7.809688,1,malignant
4.601991,1,1,1,2,1,1,1,1,benign
9.263362,7.794804,10.179485,3.633352,5.745605,10,6.7406,2.547549,1,malignant
4,1,1,1,3,1,1,1,1,benign
9.596287,4.147971,6.448541,3.434772,2,2.926435,5.837706,2.552218,3,malignant
5.290746,1,1,1,2,1,2,1,1,benign
1,3.244368,4.162612,1,3,1,10.269973,1,1,benign
4,1,1,1,2,1,3,1,1,benign
9.033434,6.923794,5.192095,9.929027,8.788381,10,3,5.928689,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.269204,1,1,1,2,1,2,1,1,benign
5.673273,1,1,1,2,1,1,1,1,benign
5.583663,1.719301,2,6.417638,8.896039,6.587762,9.672861,2.588031,1,malignant
4.879877,10.043818,4.707855,4.578953,5.08148,5.75845,3,10,1,malignant
4.978064,1,1,1,2,1,2,1,1,benign
2.272662,1,1,3.330122,2,1,1,1,1,benign
8.572774,4.941929,6.486028,2,2,2.431464,2,1,1,malignant
2.202037,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.664709,7.802543,8.677988,6.972455,4.942776,10,3,5.419285,4.446988,malignant
10.281677,7.465509,7.9029,1,3,3.661559,6.907048,1,2,malignant
8.334932,10.443363,5.422475,3.388498,4.734715,5.247853,9.568819,8.564841,1,malignant
4.979047,6.172908,9.548349,7.746974,6.706177,3.944531,4.72802,10,1,malignant
2.417386,6.668026,7.117371,1,7.323578,1,3,3.897512,1,benign
8.01573,9.695704,8.123719,4.521082,7.377363,1,9.692236,10,6.419144,malignant
1,1,1,1,2,1,3,1,1,benign
2.538877,1,3.740491,3.680243,2,1.558652,1,1,1,benign
1,1,1,1,2,1,2,1.887301,1,benign
8.35528,9.984644,3.372556,9.894929,11.162834,10,7.831277,7.157559,9.971696,malignant
5.231083,1,1,1,2,1,2,1,1,benign
4,1.112094,4.462405,2,4.721605,3.237501,1,4.483117,3,malignant
5.11612,1,1,1,2,1,1,2.128695,1,benign
4.704197,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,9.120224,2,1,1,benign
9.229301,10.037194,2.964418,2.761318,9.231533,4.765557,5.315597,10,2,malignant
2.653581,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.059661,3.249427,4.151958,3.910981,3.258406,6.701137,3,1,3,malignant
6.895722,4.261923,3.19111,1,8.175309,3.57495,7.269565,8.478233,1,malignant
1,3.558909,5.800402,5.523573,9.190261,3.152942,2,2.749732,1,benign
9.487752,9.568974,8.200816,9.757887,10.089444,1.592779,5.082091,2.783157,1,malignant
1,1,1,2,2,1,2,1,1,benign
5.499831,4.197646,8.487936,10.082893,3,10,9.376778,1,3,malignant
2.562053,4.41101,9.598795,2,8.791621,1,3.651535,10,1,benign
7.257969,10.187384,9.758898,3.654059,11.142664,7.7808,6.218067,5.203796,4.057443,malignant
9.706086,2.231084,2,6.715125,1,7.634432,1,1,1,benign
2.403433,1,1,2,1,1,3,1,1,benign
4,1,1,1,3,1,3,1,1,benign
4.824414,1,1,1,2,3.525939,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.079316,1,1,1,2,1,1,1,1,benign
8.978003,6.123547,6.074212,3.030585,3,2.460248,9.398219,9.033438,5.200874,malignant
3.802,1,1,1,2,1,1,1,1,benign
5.199264,6.515917,6.301773,1,4.552637,6.095336,3,7.956792,1,malignant
2.337527,1,1,1,2,1,2,1,1,benign
5.575608,1,1,3.03239,2,1,2,1,1,benign
3.997033,4.601707,4.830285,8.576282,3,10,3,10,9.26955,malignant
4,1,1,1,2,1,1,1,1,benign
5.207644,1,1,1,2,4.236385,2,1,1,benign
5.113795,4.743081,4.702531,6.279564,3.174025,10,4.147393,1,9.051232,malignant
1,1,1,1,2,1,3,1,1,benign
11.660439,6.822407,9.554481,5.975376,7.605704,2.978947,6.735804,10,3,malignant
8.801235,4.38891,6.080272,2,9.848544,10,3.108628,8.61681,1,malignant
10.40782,9.607352,8.64631,1,5.347847,2.602803,8.040296,2.441297,1,malignant
2.703609,1,1,1,2,1,1,1,1,benign
4,1,1,3.167481,2,1,2,1,1,benign
11.222385,4.069016,6.334287,3.941429,6.778746,5.941117,9.083119,10,1,malignant
6.739713,10.193749,7.798851,3.294885,7.795852,10,8.12355,10,3,malignant
5.639055,1,1,1,2,1,3,1,1,benign
5.04666,1,1,1,2,1,2,1,1,benign
9.644308,9.939018,9.048745,2.306026,3.734998,8.293194,9.273802,1,2,malignant
10.379187,8.249036,9.023762,3.698654,6.382409,4.968931,7.564378,10,1,malignant
1,2.313819,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.606828,9.732996,5.69119,3.233692,4.492944,10,5.982507,10,1,malignant
5.280965,1,1,1,2,1,2,1,1,benign
1.83041,1,1,1,1,1,1,1,1,benign
8.432578,8.013478,9.058459,6.263618,2,10,4.228897,10,1,malignant
4.908121,1,1,1,2,1,3,1,1,benign
8.384616,4.200148,6.177376,1,2,2.641614,7.364337,2.318654,1,malignant
2.437349,1,1,2,2,4.487204,1,1,1,benign
8.418283,9.586899,9.268414,6.288169,6.252193,10,8.14551,2.488758,1,malignant
5.396065,10.136299,9.498591,2,4.063678,10,4.506328,10,2,malignant
4,1,3.937182,1,2,1,1,1,1,benign
4,1,1,1,2,3.439626,2,1,1,benign
5.423286,1,1,1,2,1,2,1,1,benign
5.395528,1,1,2.411209,2,1,1,1,1,benign
7.936044,9.992626,10.997053,2.818601,4.314073,6.302337,8.232436,10,3,malignant
6.048381,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,2,benign
2.179144,1,1,1,2,7.067673,2,1,1,benign
2.886777,1,1,1,4.452513,1,1,1,1,benign
1,1,1,2,2,1,3,1,2,benign
2.655235,1,1,1,2,1,1,1,1,benign
9.459912,7.734975,10.148223,7.025046,7.024234,10,3.817778,8.681857,1,malignant
9.957313,4.576335,9.99525,4.02697,2,10,8.089144,1,4.2641,malignant
9.829925,5.23489,7.768522,8.233003,3.473795,10,4.419059,6.634417,2,malignant
5.822112,1,1,1,2,1,2,1,1,benign
7.950943,7.304503,6.299678,3.294004,3,-0.117818,8.108956,1,2,malignant
11.8485,4.524909,3.37202,10.249781,2,1,3,10,1,malignant
3.282927,2.071541,1,1,2,1,2,2.71538,1,benign
2.950799,1,1,1,2,1,1,1,1,benign
5.702847,4.0936,7.101286,3.838582,8.063866,10,4.735618,2.785426,3,malignant
7.068028,6.211134,5.791973,2.940644,4.754042,10,7.603101,1,10.596717,malignant
2.763477,6.927009,4.278783,1,9.916439,3.591173,3,10,1,malignant
2.435958,0.887031,1,3.745652,2,1,2,1,1,benign
2.34625,1,1,1,2,1,3,1,1,benign
7.987825,5.423086,3.192839,2,3.729357,10,4.465388,10,9.727834,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,3,1,1,benign
6.968046,10.363208,10.024129,9.693668,4.216604,7.036762,8.911388,2.608909,3,malignant
7.475308,9.643073,7.561787,9.636479,6.913643,10,7.548961,5.822514,3,malignant
1,1,1,1,2,1,3,1,1,benign
2.948199,10.315866,8.984499,10.028742,5.356132,10,6.547286,10,1,malignant
7.456373,8.505919,3.567952,6.467179,3,10,8.788081,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.273951,1.996338,2,1,2,3.62382,1,1,1,malignant
2.567992,1,1,1,2,1,2,1,1,benign
8.921242,3.406929,3.766013,1,6.499079,3.178453,5.045088,10,1,malignant
4,1,1,1,3,1,1,1,1,benign
4.876906,1,1,1,2,1,3,1,1,benign
2.964167,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.475684,9.706216,8.585058,4.591116,4.63626,10,6.728242,8.048061,3,malignant
3.054297,1,1,1,2,1,3,1,1,benign
8.286874,4.246316,4.285958,5.496672,2,7.419866,6.207202,5.725995,1,malignant
1,1,4.098408,1,2,1,3,1,1,benign
4,6.005738,5.101609,3.334499,4.296733,10,9.143357,10,9.594866,malignant
5.325532,1,3.009926,1,2,1,1,2.113961,1,benign
2.548331,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,4.408689,5.610321,3.127171,3,7.041186,3.576431,10,1,malignant
4,1,1,2,2,1,2,1,1,benign
2.846219,1,1,7.174178,1,10,2,1,1,benign
11.061068,6.877608,3.734314,7.974145,3,2.959367,2,6.798742,1,malignant
5.838569,8.167557,2.586441,7.175483,5.370878,10.346087,3.92049,8.460681,2,malignant
7.561459,7.116638,7.466091,7.792639,4.396439,10,5.838087,10,1,malignant
4,1,3.212059,1,2,1.88945,3,1,1,benign
11.080821,7.694374,7.447567,3.677275,4.577736,10,8.917874,6.580325,1,malignant
3.366202,2.880087,1,1,2,1,6.596477,10,1,benign
10.655971,1,3.511534,4.66438,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.496531,4.427497,5.248198,7.016411,4.321155,10,4.65627,1,1,malignant
8.591962,8.073153,3.329207,4.814144,3,6.710863,3,8.618184,1,malignant
10.694315,1,1,1,1,10,2,1,1,benign
2.624647,6.084485,3.765936,7.877453,9.739848,2.577448,4.057482,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,4.989853,2.681761,3.554451,4.518192,8.165347,3,1,1,malignant
2.915448,1,1,1,2,1,3,1,1,benign
4,1,1,2,2,1,1,1,1,benign
7.660418,10.001686,10.131566,3.064285,3.620392,10,9.112097,7.668813,2,malignant
5.077284,2.207709,4.165138,9.69871,3,10,4.589546,7.809173,1,malignant
5.199968,1,2,1,2,2.52499,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
10.116488,4.553349,5.55247,9.853325,2,10,2,1,9.416171,malignant
4.979284,2.549683,6.852892,4.076568,4.813232,10,5.760861,4.928227,2,malignant
8.789761,7.243171,6.229581,1,5.302035,1,5.659167,1,1,malignant
2.72878,1,1,1,2,1,1,1,1,benign
7.88907,6.136368,8.394641,2,7.404899,10,8.912991,1,2,malignant
8.722061,7.711571,5.658635,7.570687,3,8.951268,5.469031,5.504242,1,malignant
3.004375,2.18995,3.340068,2,2,1,8.812426,1,1,benign
8.469016,1,1,2,2,3.334292,3,1,1,benign
9.504933,5.538019,5.11671,8.92897,3,10,8.055368,9.072185,1,malignant
2.594463,1,1,1,2,1,2,1,1,benign
2.936755,1.974009,3.709295,2,4.261343,1,1,1,1,benign
1,2.978325,2,1,2,5.132855,3,1,1,benign
1,9.786504,1,6.901743,2,6.689894,3,3.593886,1,benign
10.634738,1.851543,9.784164,4.142033,3,1,8.829157,10,1,malignant
9.500796,9.967957,9.955174,9.783142,9.415931,6.683973,5.302631,10,1,malignant
2.592521,1,1,1,1,1,2,1,1,benign
2.626445,3.262686,1,1,1,1,2,1,1,benign
2.592141,1,2,3.095497,1,1,2,1,1,benign
4,1,1,1,2,6.970371,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
7.436031,9.963952,8.222454,5.457139,6.331945,10,7.162939,10,3,malignant
6.126838,2.817715,1,3.563846,2,1,1,1,1,benign
3.267856,1,1,1,2,4.046286,2,1,1,benign
1.977028,1,1,3.923145,2,1,3,2.134022,1,benign
2.877183,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.696008,3.733258,5.88195,3.997197,2,7.654858,3,10,1,malignant
4.522977,1,1,1,2,1,3,1,1,benign
2.709316,1,1,1,2,1,3,1,1,benign
12.608578,10.00932,11.228659,3.391635,4.521261,10,7.73794,10,10.272259,malignant
5.341379,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.089545,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,6.780535,benign
4.795025,2.45889,1,1,2,1,7.461325,2.600651,1,benign
1,1,1,1,2,1,1,1,1,benign
2.918479,1,1,1,3,1,3,2.891081,1,benign
2.469999,10.073701,9.012604,6.322415,10.472664,10,3.86941,3.505,2,malignant
1,2.062558,1,1,4.602463,1,2,6.260937,1,benign
2.626978,1,1,2,2,2.047812,2,1,1,benign
5.60192,2.842452,1,1,2,1,2,1,1,benign
8.032221,7.175889,3.795736,9.729666,4.788072,10,6.456453,3.921417,5.724979,malignant
1,1,3.392625,1,2,1,1,1,1,benign
4,9.73511,2,5.074372,4.85684,1,2,7.712575,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.76571,3.069794,1,2,1,3.876564,1,1,benign
4.756849,9.754283,6.871293,9.46696,5.145748,10,8.118747,7.572551,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.947892,1,2,1,2,1,2,1,1,benign
4,1,3.064681,1,2,1,3,1,1,benign
1,1,3.14012,4.179689,2,1,1,1,1,benign
2.586225,2.423508,1,2,4.296716,1,3,1,1,benign
3.411091,1,2,1,4.341806,1,1,1,1,benign
4.782103,1,1,1,2,1,1,1,1,benign
3.786198,1,1,1,2,1,1,1,1,benign
4,6.865441,6.040133,5.826152,3,5.764172,3,5.119038,1,malignant
2.999188,1,1,1,2,1,1,1,1,benign
9.686646,6.718569,8.215224,3.545193,10.002401,10,7.405142,9.572169,1,malignant
4.811989,10.005602,10.789863,9.351353,7.878093,10,6.972726,10,9.465723,malignant
4,1,2.993577,1,2,1,2,1,1,benign
2.475645,1,1,1,2,1,3,1,1,benign
9.520789,7.454851,5.738662,1,3.004935,10,5.546549,9.089834,1,malignant
1,1,1,1,2,1,1,3.15092,1,benign
5.037804,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.891292,1,1,1,2,1,7.601507,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1.119937,2,1,3,1,1,1,1,benign
5.150235,10.016467,6.38822,10.523021,3.833567,10,6.236715,10,1,malignant
4.968978,1.843968,2,3.000932,3,2.596178,3,2.751599,3,malignant
1,1,1,1,2,6.662183,1,1,1,benign
1,1,2,1,2,1,5.740969,1,1,benign
4.71719,1,1,1,2,1,2,1,1,benign
9.828289,9.598157,8.584799,7.241101,3,6.316401,3.852681,2.440081,1,malignant
10.491967,4.180534,3.469404,2,2,10,7.837248,2.73756,8.174733,malignant
1,1,1,1,2,1,2,2.64873,1,benign
1,1,1,1,2,1,2,1,1,benign
2.588512,1,1,1,2,1,2,1,1,benign
2.75224,1,1,1,2,1,4.655217,1,1,benign
2.773911,1,1,1,2,1,3,1,1,benign
9.343811,6.577,6.261253,2,7.805197,10,2.861159,5.02443,1,malignant
5.314091,3.232357,2,3.540282,2,1.844391,4.683571,1,1,benign
2.586237,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.214384,4.153859,6.672289,2.867821,2,10,7.947638,1,1,malignant
5.035183,7.357122,9.319166,4.061306,2,1,8.008937,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
7.958524,5.039556,3.0105,3.62657,8.519248,8.397173,8.485876,10,1,malignant
1,1,1,3.000204,2,1,3,1,1,benign
1,2.949544,1,1,1,1,2,1,1,benign
4,9.983435,10.211566,10.465146,5.978233,10,8.014924,1,1,malignant
4,6.964053,4.15737,2.959449,4.227374,10,8.081431,3.09828,2,malignant
1,1,1,1,1,1,3.929531,6.111335,1,benign
2.849559,2.047722,2,1,1,1,1,1,1,benign
2.615751,1,1,1,2,1,1,1,1,benign
8.169843,4.512501,3.711734,10.249041,3,10,8.72058,10,1,malignant
3.047921,1,2,1,2,1,1,1,1,benign
2.797256,1,4.111375,1,2,1,3,1,1,benign
2.131732,2.183342,2,1,2,1,3,1,1,benign
1,1,1,2.671951,2,7.938013,3,1,1,benign
8.704882,7.317889,10.554072,10.045395,4.313272,10,3.554986,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.703885,1,1,3.689748,2,1,3,1,1,benign
8.967038,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.414141,4.195947,2,3.622391,2,6.07669,2,2.627428,1,malignant
1,1,2,1,2,1,1,1,1,benign
6.865999,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.001962,3.216555,5.272864,2,3,3.588498,4.879429,5.525139,2,malignant
10.20929,7.585112,6.476301,5.679043,4.230596,1,1,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
9.084956,4.232377,4.024894,8.042979,3,10,4.356563,2.172063,5.848624,malignant
9.135744,8.054612,10.100613,6.950052,3,10,9.503011,8.306929,1,malignant
5.345188,5.291673,6.062514,3.578309,3,10,5.150759,1.588577,1,malignant
1,1,1,1,3,1,2,1,1,benign
8.068364,4.073345,3.134499,1,2,10,3,2.842789,1,malignant
4.721512,1,1,1,2,1,1,1,1,benign
5.010719,5.756147,4.563768,4.583825,3.775699,10,3,1,9.128618,malignant
8.10751,6.7738,8.663624,3.205533,8.872007,1,9.419267,4.209336,5.930142,malignant
8.302655,2.664893,4.040055,6.848627,4.73864,6.421661,11.569625,5.620993,1,malignant
2.038711,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,2,1,1,benign
4.555136,1,1,1,2,1,3,1,1,benign
2.82831,1,1,1,2,1,2,1,1,benign
8.094265,4.317298,2.235065,1,3.915618,10,7.850434,1,5.021573,malignant
7.825313,1.996755,5.617995,10.133439,5.814118,10,9.005184,1,2,malignant
8.381922,10.178515,9.986791,7.386338,5.651525,8.319639,5.681985,4.6977,1,malignant
1,2.365398,2,1,1,1,4.893818,3.533087,1,benign
4,1,1,1,2,1,2,1,1,benign
5.081168,2.942757,3.678995,1,2,1,2,1,1,benign
9.990989,4.199086,5.237014,2,3,10,8.394946,2.674506,3,malignant
1.890702,1,1,1,3,1,1,2.636335,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.85258,1,1,1,2,1,2,2.450599,1,benign
4,1,1,1,2,1,3,1,1,benign
9.786045,2.811651,3.704196,9.82269,3,10,3.313925,1,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.94435,9.227394,8.678286,9.838522,7.251962,1,3,10,2,malignant
1,1.927096,2,1,4.1457,1,3,1,1,benign
5.936121,1,1,1,2,1,2,1,1,benign
1,3.251299,2,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.176744,9.330479,6.084063,4.779468,4.989203,10,2,2.999252,2,malignant
3.24909,1,1,2.813461,2,1,3,1,1,benign
5.102702,1,1,1,1,1,1,1,1,benign
9.24733,2.58808,3.557635,7.632106,3,3.240734,4.348005,5.479985,1,malignant
9.911216,9.227871,3.275532,1,9.352385,3.741171,4.032328,10,2,malignant
5.523935,1,1,1,2,1,1,1,1,benign
1,1,3.431847,3.812238,1,1,1,1,1,benign
3.329133,1,1,1,2,1,3,1,1,benign
4,1.994725,3.212095,2.63683,3,10,4.246391,2.342034,9.301986,malignant
2.220764,1,1,1,2,1,2,1,1,benign
5.497734,2.583519,3.869358,5.231249,1,10,3,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.517821,1.794396,8.7567,5.713712,2,3.28733,1,1,1,benign
4.865846,1,1,1,2,1,2,1,1,benign
9.291305,9.772587,3.446817,2,10.859685,8.377693,4.823804,7.711924,1,malignant
1,1,2,1,2,1,1,1,1,benign
8.930017,7.242538,8.135061,4.016811,3.595618,10,5.733542,4.854227,3,malignant
3.292405,10.039599,5.881385,7.654346,7.283513,5.079069,4.640908,3.751258,2,benign
9.064514,6.570278,6.3312,1,3,9.056331,3,10,1,malignant
7.991882,1,1,1,2,2.896993,1,1,1,benign
9.964531,4.316897,7.442515,9.637759,2,10,7.435542,10,1,malignant
3.046042,4.042161,6.122666,2,3,2.799653,7.077806,7.826419,1,malignant
2.555245,2.791286,1,2,3,10,1,1,1,benign
5.387917,1,1,1,2,1,2,1,1,benign
4.970491,7.348293,9.888588,6.141265,4.01254,7.308824,5.161807,7.960672,1,malignant
4,1,1,2,1,1,3,1,1,benign
1,3.045012,1,1,2,1,2,1,1,benign
9.144824,4.570018,5.357187,3.586072,3,3.011123,4.33029,8.182572,1,malignant
1,1.664497,2,1,3,1,2,1,1,benign
1,1,3.229189,1,2,1,3,1,1,benign
4,9.704998,10.110799,7.506563,2,4.378363,6.517122,10,3,malignant
9.493994,4.619502,7.121975,4.844368,3.80466,6.308163,2,5.910326,2,malignant
8.11911,4.956325,6.269709,10.026717,2,10,7.403909,7.612886,1,malignant
3.21497,2.632107,1,2,2,3.89057,1,1,1,benign
4.596819,2.98182,1,3.092624,4.085555,3.398091,1,5.848973,1,benign
4,1,1,1,2,1,3,1,1,benign
9.773901,3.304467,4.099466,1,6.54385,8.784222,1,1,3,malignant
9.059438,7.582735,3.44264,4.173355,6.505874,8.44499,8.827084,4.833567,3,malignant
2.8551,1,1,2,2,1,2,1,1,benign
3.453157,1,1,1,2,1,3,1,1,benign
5.192821,7.808443,9.448282,6.427858,4.630905,1,4.994783,10,3,malignant
2.89969,1,1,1,2,1,2,1,1,benign
10.252869,4.108661,3.736816,3.714654,2,1,7.304757,1,1,benign
2.684082,1,1,1,2,1,1,1,1,benign
2.270047,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,1,1,3,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.087922,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.229924,2.721798,1,1,2,1,1,2.975648,1,benign
5.173265,1,1,1,2,1,3,1,1,benign
1,2.89706,2,1,1,1,2,1,1,benign
8.222882,9.702382,9.898375,3.390763,8.457842,10,7.134546,8.000577,1,malignant
4,1.788029,3.405129,3.16305,1,5.733876,3,1,1,benign
6.9706,6.733098,9.803672,5.996689,4.433831,10,7.903085,2.263206,1,malignant
4,1,1,3.851201,2,1,2,1,1,benign
4.714493,6.510416,6.860874,9.661235,3.734508,4.319444,3,1,3,malignant
10.005662,10.035175,9.616896,7.800546,3,1,6.405268,10,1,malignant
2.661633,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.651583,2.256542,3.46324,2,3,1,3,1,1,benign
4.939171,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,2.752026,1,benign
5.467574,7.640032,5.918622,6.382173,4.622496,10,5.37551,4.516338,3,malignant
4,1,2,1,2,1,3.395223,1,1,benign
6.961651,10.029065,10.515671,9.749617,6.167115,10,8.116967,10,1,malignant
9.893765,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.706745,1,4.219629,1,2,9.100064,3,1,1,benign
1,5.871067,5.525586,2,4.437117,1,3,8.855833,1,benign
2.640255,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.545747,1,1,1,2,2.91598,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.730807,1,1,1,1,1,3,1,1,benign
1,3.766265,4.804015,3.504387,4.29659,7.044339,2,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,2.907248,1,1,1,benign
9.460379,4.21781,5.658586,7.163438,4.911885,6.302432,9.182463,2.548847,2,malignant
3.136258,1,1,1,2,1,2,1,2,benign
6.888918,4.359532,3.100068,10.146287,2,10,5.293587,2.784064,1,malignant
1,1,2,1,7.54337,1,1,1,1,benign
2.015945,1,1,1,2,1,1,2.237337,1,benign
10.792849,7.121903,2.219218,2,4.530101,7.516097,3,7.949854,2,malignant
9.272553,4.3413,9.215017,1,4.191403,2.618161,4.841334,1,9.680967,malignant
4,1,1,1,2,1,3,1,1,benign
8.805655,3.41459,2.892511,9.869324,7.07483,2.709435,3,1,2,malignant
2.975339,1,1,1,2,1,2,1,1,benign
5.008509,2.4036,2,1,2,1.737095,2,7.171531,1,benign
5.345785,1,1,1,3,1,2,1,1,benign
10.408164,10.249244,9.995028,4.021401,4.788706,10,8.771632,1,10.421038,malignant
1,1,5.1406,3.090927,2,1,1,1,1,benign
4.86394,1,1,1,3,1,1,1,1,benign
2.431344,1,1,1,3,2.270023,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.617315,1,1,1,2,1,1,1,1,benign
1,1,1,3.722538,2,1,2,1,1,benign
1,2.954175,2,2,2,1,2,2.711166,1,benign
5.851994,1,1,1,1,1,1,1,1,benign
3.122202,1,1,1,2,1,1,1,1,benign
2.559344,1,1,1,1,1,3,1,1,benign
2.748706,1,1,2,2,1,1,5.375808,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,4.400365,2,1,1,1,1,benign
3.047244,1,1,1,2,1,3,1,1,benign
5.375661,9.927785,7.47745,8.038984,7.865831,2.410406,7.854075,1,1,malignant
1,3.009238,2,2.648898,2,1,2,1,1,benign
5.039098,1,1,1,2,1,2,1,1,benign
4,10.157111,5.104459,9.566662,9.201821,10,8.469059,2.693547,1,malignant
2.119428,2.897076,1,1,2,1,3,2.562346,2,benign
1,1,1,1,2,1,3,1,1,benign
4.887915,5.923762,3.173663,10.107464,4.7728,10,4.624797,8.503316,3,malignant
2.739941,1,1,1,1,1,2,1,1,benign
4,1,1,3.2311,2,1,2,2.409756,1,benign
9.925353,10.078275,8.838981,3.884754,10.161799,10,5.531801,2.692653,1,malignant
1,2.212754,2,3.213762,3,2.557731,2,1,1,benign
6.111993,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,8.193645,3,1,1,benign
3.688689,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
7.176267,4.677981,6.874416,9.480382,4.427682,10,4.995645,4.30741,9.840682,malignant
10.635717,4.401071,5.683196,3.374916,3.885515,4.971711,8.384369,2.792513,1,malignant
8.795886,2.439754,3.201136,3.086943,9.342401,2.548812,3,5.471183,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.13848,4.996479,4.987426,1,2,1,5.553031,1,1,malignant
2.180691,1,2,3.77415,2,1,3,1,1,benign
5.020385,3.062377,1,1,1,1,1,1,1,benign
2.948509,1,1,1,2,1,2,1,1,benign
5.239742,3.656553,5.100446,1,9.233773,3.113483,3.826678,10,1,malignant
9.83248,4.564702,7.058604,4.720835,3,10,9.992111,8.362671,5.232727,malignant
2.992028,9.6702,10.600617,10.300027,2,10,3.457912,10,4.759782,malignant
8.604067,3.933177,4.538799,3.562528,2,6.618159,5.4792,2.781788,1,malignant
5.482627,1,1,1,2,1,1,1,1,benign
9.106966,7.228432,4.89071,8.962975,6.509447,10,8.940689,10,3.78176,malignant
8.719245,7.542858,5.49717,5.796316,4.172906,10,4.55823,10,3,malignant
5.00392,1,1,3.503257,2,1,3,1,1,benign
5.242669,1,1,6.399516,2,1,2,1,1,benign
5.941776,1,1,1,2,1,2,1,1,benign
7.448863,4.391647,4.080997,9.41701,9.355457,10,4.970951,1.589425,1,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.826935,9.447989,9.193678,9.568848,8.371695,10,3,10,2,malignant
10.169041,4.720684,3.427317,1,8.733658,2.442587,5.738493,2.299944,1,malignant
4,1,3.587379,1,7.713751,1,2,1,1,benign
10.684909,4.559415,3.588657,2,2,2.495072,5.417672,1,6.584875,malignant
9.558821,2.368503,4.507962,1,3,1,3.922286,6.255882,1,malignant
3.018208,1,1,1,1,1,1,1,1,benign
3.226635,1,1,1,2,1,1,1,1,benign
5.167738,6.703711,2.392371,5.973039,3.895198,1,7.383027,9.240528,1,malignant
5.061272,1,3.586666,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.867456,1,1,3.975307,1,4.386451,3,10,1,malignant
2.78226,3.15049,1,1,2,2.54786,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.304519,9.628862,10.402652,7.436449,7.852536,2.946806,4.751769,10,1.183269,malignant
4.972884,1,1,1,2,1,3,1,1,benign
8.582457,2.489013,2,10.016593,3,10,3,10,9.396807,malignant
8.41987,8.066165,10.242417,4.176995,6.303576,2.781694,6.364756,10,1,malignant
5.507563,1,1,1,2,1,2,1,1,benign
5.912046,2.525026,3.617196,5.868042,2,2.438787,2,7.116191,1,malignant
1,2.953789,3.092305,2,2,1,4.720486,1,1,benign
1,1,1,1,2,2.033207,1,1,1,benign
3.068425,1,3.839795,1,2,1,3,1,1,benign
5.655959,1,1,1,2,1,3,1,1,benign
5.565963,1,1,1,2,1,2,1,1,benign
2.532587,1,1,1,2,1,3,1,1,benign
4.737517,1,1,1,2,1,2,1.916609,1,benign
2.455406,1,1,3.784071,2,2.40825,2,1,1,benign
9.938776,4.954756,5.421726,2,6.958618,7.498157,4.652758,2.285514,8.668885,malignant
4.491937,1,1,1,2,1,1,1,1,benign
10.260081,10.158076,5.373458,5.288265,7.426234,2.899359,7.340848,10,1,malignant
1.653575,1,1,9.992479,3,8.721668,2,1,1,benign
1,1,1,1,2,3.212646,2,1,1,benign
2.766306,1,1,1,1,1,2,2.600345,1,benign
2.767855,2.623378,2,6.689632,4.162903,1,9.177992,2.893505,1,malignant
1,1,1,1,1,1,3,1,1,benign
7.300507,1,1,1,9.530502,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.196566,9.642183,6.199927,6.257035,8.377145,7.740169,3,10,1,malignant
4.883916,1,1,1,1,1,3,1,1,benign
3.208087,1,3.398801,2,2,1,3,1,1,benign
9.371317,3.939308,3.162349,5.991308,3,10,8.287893,5.725658,1,malignant
6.936667,5.487724,5.729739,9.593138,3,10,6.968726,10,1,malignant
1.618673,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,5.711072,benign
1,1,1,1,2,1,3,7.796819,1,benign
4,1,1,3.248417,2,6.599549,3,1,1,benign
5.30883,4.590938,9.99596,9.854397,8.361955,3.63376,4.315893,3.740662,3,malignant
3.213666,1,1,4.40942,2,2.749201,2,2.548946,1,benign
4,4.186813,4.392386,2,8.379938,10,9.528381,4.738393,9.42891,malignant
4,6.210149,8.333983,9.987208,4.013788,10,6.182264,7.671916,2,malignant
3.247529,1,1,1,2,1,3,1,1,benign
5.188176,1,1,1,2,1,1,2.165979,1,benign
2.847463,1,1,1,2,1,2,1,1,benign
4,6.655582,8.231401,9.86768,3,4.692801,4.188791,1,2,malignant
1,2.126548,1,1,3,1,2,2.377894,1,benign
2.777867,2.325628,2,2,2,1,1,1,1,benign
2.990286,1,1,4.078108,2,1,1,1,1,benign
5.514443,5.511995,5.798711,2,10.316638,10,6.504662,5.734328,4.882082,malignant
1,1,2,1,2,1,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
2.109068,1,5.509403,1,1,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.478103,1,1,1,2,1,3,1,1,benign
4.965566,1,1,1,2,6.522684,2,1,1,benign
2.447201,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.412513,1,1,1,2,1,2,1,1,benign
3.580824,1,1,2,2,3.140333,1,1,1,benign
1.965617,1,1,3.603789,2,1,3,1,1,benign
9.377678,9.710966,2,9.992614,8.20696,10,6.729349,3.115606,1,malignant
10.830267,7.806213,9.89381,5.957564,3.870074,10,3,10,1,malignant
4.489446,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.705311,1,1,1,2,1,1,1,1,benign
2.400821,4.828302,3.546889,1,6.909322,1,4.673856,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.589065,3.920095,8.597943,6.410086,2,10,8.40977,4.676886,1,malignant
8.87143,3.12728,2,3.136054,3,6.050685,3.987604,10,1,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,3.692676,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.820174,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,2.804788,1,2,1,1,3,8.18367,1,benign
1,1,1,2,2,1,3,1,1,benign
2.614695,1,1,1,2,1,2,1,1,benign
5.613224,1,3.683899,1,2,3.148342,2,2.171182,1,benign
1,1,1,1,2,1,2,1,1,benign
8.371885,7.311328,6.587815,4.614442,4.643416,10,8.217617,8.221331,4.698119,malignant
1,1,1,1,1,1,1,1,1,benign
2.872721,2.593368,1,2,2,1,1,1,1,benign
10.228901,2.26724,6.637179,4.067824,3,3.917982,7.57272,2.319436,1,malignant
9.306968,9.719317,8.90884,10.259185,8.346049,10,9.423572,2.276633,3,malignant
5.581698,2.556798,4.727292,1,2,8.288579,8.911961,1,2.082608,malignant
7.616788,3.793418,5.949148,2,3,10,5.392968,8.25753,3,malignant
2.010814,1,1,1,1,1,3,1,1,benign
4,2.176784,2,1,2,1,2,1,2,benign
4,2.200194,2.622996,1,2,1,2,1,1,benign
4.928357,1,1,1,2,1,3,1,1,benign
3.618317,7.710288,6.179791,7.378488,5.374138,10,9.997881,10,1,malignant
1,1,2,1,2,1,2,1,1,benign
5.154598,1,2,1,2,1,1,1,1,benign
1,1,3.478324,1,2,2.339531,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,8.217768,10.187097,3.791643,4.992186,10,5.218661,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.045096,1,2,10.090315,2,10,3,2.382873,1,benign
1,1,1,1,2,1,2,1,1,benign
5.344242,1,1,1,2,1,1,1,1,benign
4.749143,5.809434,4.40536,5.571385,4.335323,10,8.189647,3.776149,1,malignant
2.902466,2.516507,2,1,2,1,1,2.671453,1,benign
2.667817,1,1,1,4.907201,3.40896,2,1,1,benign
2.699284,1,3.215709,1,2,1,3,1,1,benign
2.963212,1,1,1,2,1,2,1,1,benign
5.357744,1,1,1,2,1,2,1,1,benign
3.173083,1,1,1,2,1,2,1,1,benign
7.288316,2.753195,3.201471,3.300782,4.443886,3.159573,7.653197,10,3,malignant
2.769888,1,2,1,2,1,2,1,1,benign
8.960096,9.407964,7.546433,1,5.289179,3.983401,4.555207,2.561504,1,malignant
4.960337,2.995669,1,1,3,1,3,2.09799,1,benign
2.199266,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,4.177698,4.227651,7.979732,2,3.568758,3,2.814069,4.881307,malignant
1.737405,4.28034,5.678455,10.11891,2,2.981712,8.952294,2.327056,9.120604,malignant
3.307066,2.043998,1,1,2,1,7.985532,1,1,benign
2.575082,1,3.695263,1,2,1,2,1,1,benign
7.483999,4.708026,4.115741,1,3.955667,3.764465,5.297131,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
8.750639,7.090986,3.659136,6.580063,4.526325,4.219473,9.37855,1,7.949848,malignant
5.690813,2.147778,2,1,4.559551,1,1,3.228103,1,benign
5.118079,1,1,1,2,1,2,1,1,benign
4.187929,1,1,2,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.447973,4.360724,2,1,7.230092,1,5.38993,2.43268,1,benign
5.421081,1,1,1,2,1,2,1,1,benign
10.875795,9.777481,3.465858,8.019421,4.684173,6.551987,9.991,5.567622,1,malignant
2.576587,1,1,1,2,1,3,1,2,benign
5.781362,2.658628,1,2,2,10,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1.877038,2,1,1,benign
6.030475,1,1,1,2,1,2,1,1,benign
2.256522,1,1,1,2,1,3,1,1,benign
2.840408,1,1,1,2,1,2,1,1,benign
2.323283,10.226,9.067667,5.815926,8.762101,10,4.075315,10,9.912871,malignant
9.44299,4.283615,6.500613,1,2,10,4.982141,3.208532,3,malignant
2.815466,1,1,3.654635,2,1,2,1,1,benign
5.479262,3.039045,4.774916,1,8.77058,2.477878,3,10,4.324292,malignant
8.06876,8.246354,10.812391,6.515791,10.467265,10,9.860673,7.793252,1,malignant
1,1,1,4.14625,2,1,3,1,1,benign
2.339929,1,1,1,1,1,1,1,1,benign
2.332653,1,1,1,2,1,1,1,1,benign
10.140797,4.528459,7.698628,10.299973,10.09508,10,8.001572,3.38849,2,malignant
1,4.790129,3.360917,3.950437,4.579457,1,9.550648,3.785974,1,benign
5.024784,1,2,1,1,1,1,1,1,benign
5.432938,1,2.604898,1,2,1,3,1,3,benign
2.593246,2.245886,3.547775,1,3,10,3,1,1,malignant
2.822603,1,1,1,2,1,1,1,1,benign
2.379286,1,1,1,2,1,3,1,1,benign
4.98439,1,1,1,2,1,2,1,1,benign
3.249537,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1.788855,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.178415,1,1,1,2,2.527926,2,1,1,benign
9.343114,7.207242,8.983109,9.837408,5.345914,10,3,4.913759,1,malignant
2.333454,1,1,1,2,1,1,1,1,benign
2.58737,1,1,1,2,1,1,1,1,benign
8.607567,3.968085,3.262023,10.237182,3.922045,10,8.36269,5.252551,1,malignant
2.652683,4.242079,1.998347,2,3.829656,1,7.932752,7.98157,1,malignant
3.225562,3.040808,2,3.446307,2,1,4.016711,2.326127,1,benign
4,6.481928,11.230817,8.13777,4.333343,7.563248,6.989475,9.180577,3,malignant
1,1,1,1,2,1,2,1,1,benign
6.121108,1,1,1,2,1,3,1,1,benign
4.877099,1,1,1,2,2.784078,2,1,1,benign
9.67506,2.400212,4.519015,2,2,10,3,9.583862,3,malignant
8.117696,4.23905,5.871764,1,2,10,6.281402,2.60612,1,malignant
4,5.039534,6.788445,7.670852,2,10,2,10,1,malignant
1,5.175142,2,1,2,1,3,1,1,benign
2.442415,1,1,1,2,1,1,2.215082,1,benign
10.508937,10.233061,9.921013,10.072205,4.629115,10,10.032261,2.1779,1,malignant
5.772857,10.088339,8.651879,1,4.783326,10,8.828652,10,2,malignant
2.371235,1,1,1,2,1,2,3.799305,1,benign
8.898261,10.006936,9.553858,10.550802,5.537906,10,8.317198,7.256401,1,malignant
5.413412,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
3.111268,10.373278,8.94015,9.807695,4.927298,7.121255,5.51578,10,1,malignant
4,1,1,1,8.806097,1,3,1,1,benign
1,1,1,1,2,1,1,1.874929,1,benign
4,1,1,1,2,1,3,1,1,benign
10.165541,7.369035,5.15598,8.165976,3,10,10.978578,8.561089,1,malignant
10.449994,2.309049,6.075339,1,3,10,3,5.446076,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.840449,1,1,1,2,1,2,1,2,benign
2.949911,1,1,3.52777,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,4.710697,6.394869,6.403161,3,10,3.545226,4.474668,4.9298,malignant
1,2.542663,3.474491,3.763104,5.171745,10,9.335475,1,1,malignant
3.871889,1,1,1,3,3.548351,1,1,1,benign
5.702355,1,1,1,2,1,1,1,1,benign
5.736416,1,1,1,2,1,2,1,1,benign
4,2.419093,3.292656,1,4.400722,1,1,3.429445,1,benign
5.147966,1,1,1,2,1,1,1,1,benign
1,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.737478,9.950318,7.92908,3.292057,4.304884,4.379697,7.925351,10,1,malignant
8.497892,4.084643,3.614337,6.187765,1,6.860601,5.034457,2.508183,1,malignant
1.944874,2.553823,2,1,3,1,2,9.090958,1,benign
4.923224,7.522451,3.381968,9.820023,2,1,7.310524,4.034421,1,malignant
2.425426,1,1,1,2,1,1,1,1,benign
8.403132,9.862584,11.046416,4.568709,8.620559,8.532467,8.208174,10,1,malignant
2.204769,4.886513,2,10.253802,3,10,3,1,1,malignant
8.952839,4.862095,3.682308,5.609539,3,3.965786,4.85011,2.68563,1,malignant
5.154558,1,1,1,2,1,2,1,1,benign
9.55045,7.12193,4.165445,2.741307,4.55786,10,9.665753,4.87018,8.34001,malignant
1,1,2,1,2,1,3,1,1,benign
2.85005,6.412954,8.694617,2,3,3.815973,3,7.63549,1,benign
5.36675,1,1,1,2,1,1,1,1,benign
2.148856,1,1,1,2,1,3,1,1,benign
10.425885,9.160305,2.795209,10.367325,8.137548,10,2,10,1,malignant
1,1,1,1,2,1,3,1,11.274323,benign
4.953805,1,1,2.823366,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1.988285,1,benign
6.237113,4.187028,6.01029,7.28166,4.717331,1,3.935777,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
11.234952,10.56967,8.844657,1,9.008525,1,9.280555,10,5.621126,malignant
5.755694,10.222351,8.329399,6.122515,9.356355,10,4.543177,10,7.252623,malignant
1,1,1,1,2,3.546775,2,1,1,benign
4.865463,4.763266,5.454935,3.813626,9.579247,5.721174,6.343744,5.626638,1,malignant
5.8534,4.924505,2,3.724366,3,7.719051,4.160579,2.492008,1,malignant
5.293192,1,1,1,2,1,1,2.299118,1,benign
5.276785,1,1,1,2,1,3,1,8.923389,benign
4,4.317093,3.254029,10.030088,1,10,3,7.645462,1,benign
3.137403,1,1,1,2,1,1,1,1,benign
4.819733,1,1,1,2,1,1,1,1,benign
5.226731,1,1,2.706805,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.700601,2,1,2,1,7.207205,1,1,benign
1,2.182754,2,3.396975,2,1,2,1,1,benign
4.413585,10.123466,10.895809,4.784689,7.247279,1,6.740729,1,2,malignant
4.228884,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,2.493931,1,benign
5.153581,6.675261,5.758842,10.147863,4.060157,6.171305,8.866432,7.343565,3,malignant
2.462115,6.128402,8.05796,7.6561,4.155502,5.253814,3,6.065312,3,malignant
1,1,1,1,3,2.776198,2,1,1,benign
1,2.878523,1,2,3,1,8.967233,1,1,benign
4,2.266432,2,1,2,1,1,8.626629,1,benign
1,1,1,1,2,1,1,1,1,benign
8.467734,6.890897,6.06922,9.835844,3,6.244434,7.523959,1,1,malignant
2.98569,1,1,3.415755,2,1,1,4.710866,1,benign
4,1,1,2,2,1,2,1,1,benign
4,2.066852,2,1,1,1,3,1,1,benign
2.854385,7.07794,3.56105,2.723032,7.696682,10,7.365649,10,1,malignant
8.072756,4.638818,6.36033,1,2,1,5.899245,8.618352,1,malignant
5.167885,1,1,1,2,1,2,1,1,benign
1,1,3.365855,1,1,1,2,1,1,benign
4.895951,4.874149,5.870131,2,3,10,5.948985,1,3,malignant
12.282117,10.162296,1,5.701243,6.945796,6.536,8.996593,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.707132,7.332028,8.73642,7.127347,7.532586,7.319263,8.123493,10,5.329157,malignant
1,1.968952,2,1,2,1,1,1.996164,1,benign
2.559866,3.051178,2,2,2,3.067018,3,1,1,benign
6.328513,4.798416,7.207354,1,7.891198,10,3,8.029795,1,malignant
5.555307,1,1,1,1,2.738346,2,1,1,benign
5.652455,1,1,1,1,1,2,1,1,benign
8.070854,5.024152,7.17734,4.315629,7.163489,10,3.987677,10,9.825607,malignant
4.975125,1,1,1,2,1,3,1,1,benign
2.895139,2.841257,1,1,2,1,2,1,2,benign
4.974538,9.636145,9.164185,6.862476,7.485778,10,7.524328,4.053577,1,malignant
3.164699,1,1,1,2,1,1,1,1,benign
9.481412,1,2.927356,1,8.180044,1,5.724293,7.20053,1,malignant
1,8.430394,9.905607,2,3,1.530515,4.080276,4.329968,1,malignant
3.576764,1,1,1,2,1,1,1,1,benign
9.688511,8.69545,8.945127,7.776353,5.009688,10,8.82126,4.619132,1,malignant
3.236918,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,4.983493,3,1,1,benign
5.991654,1,1,1,2,1,1,1,1,benign
1,3.613284,2,10.207387,3,1,3,1,1,benign
3.039235,1,1,1,2,1,1,1,1,benign
3.146204,10.063029,9.564198,4.086534,4.250537,10,8.783862,8.323772,1,malignant
2.900875,1,1,1,2,1,1,1,1,benign
2.317358,1,1,1,2,1,3,1,1,benign
8.227937,9.948393,2.647805,10.303454,5.025792,10,4.059972,8.630721,1,malignant
4.984361,2.823788,1,2.841973,2,1,3,1,1,benign
9.14519,5.381098,8.047213,1,2,10,7.342334,6.742192,2,malignant
8.655713,5.403239,4.061833,9.745199,4.716573,8.515523,5.666716,10,1,malignant
2.308456,1,2,1,2,1,3,1,1,benign
4,2.862697,1,2,2,1,1,1,1,benign
2.4455,1,1,1,2,1,3,1,1,benign
2.958044,1,1,1,2,3.582835,2,1,1,benign
4.60018,6.856034,5.624282,3.114014,4.505799,6.361958,4.149235,1,3,malignant
4.882138,1,1,1,2,1,2,1,1,benign
5.312651,5.045166,6.503182,2.74113,3,10,5.17655,2.39625,1,malignant
2.572687,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,3.981284,1,1,1,benign
1,1,1,3.245645,2,1,6.343959,1,1,benign
4,1,2,1,2,1,2,1,1,benign
1,1,1,3.708937,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,2.49006,1,benign
2.775561,1,1,1,1,1,1,1,1,benign
4.961062,2.524786,3.24873,1,2,5.95166,4.825301,6.076108,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,7.446044,1,1,1,1,benign
8.706011,5.229337,5.8268,1,6.570363,1,8.010244,6.610607,1,malignant
2.86273,1,1,1,2,1,3,2.513996,1,benign
5.299013,1,1,1,2,1,2,1,1,benign
9.666363,1,1,1,4.41434,2.336076,3,2.845746,1,benign
1,1,1,1,2,1,3,1,1,benign
9.937455,3.456568,3.349143,2,3,2.2858,3,2.268974,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.88737,1,1,1,2,1,2,1,1,benign
10.640095,2.463408,5.11667,8.679637,3,10,7.780793,5.419773,2,malignant
10.220207,10.123464,9.080956,3.183831,6.257815,1,9.321015,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.178837,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,2.130411,1,benign
9.71749,5.810783,3.324604,8.650404,2,10,3,10,9.756977,malignant
4,1,1,1,2,1.317708,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,9.974011,10.273007,5.413077,3,2.786718,7.195371,4.777144,2,malignant
2.852021,2.109089,2,1,2,1,2,1.781367,1,benign
7.79373,3.516128,6.45857,2.448041,4.492531,5.982777,4.780734,4.810803,1,malignant
7.44992,10.263919,9.510773,6.023895,7.366049,5.916408,8.489735,10,1,malignant
2.825051,7.157396,8.395007,10.094045,6.711246,10,3.669075,10.105323,1,malignant
4,1.87182,4.372882,1,1,1,3.723641,1,1,benign
4.537222,2.562131,2,1,4.583951,2.011365,3,5.081625,1,malignant
11.866458,3.82923,7.687704,7.197867,2,8.632681,2,3.06402,3,malignant
1,1,3.382775,2,2,1,1,1,1,benign
8.660207,9.709786,9.140127,5.173061,6.14198,5.459675,9.570852,1,1,malignant
11.695082,7.415906,3.063298,5.407779,8.460898,10,3,1,1,malignant
1,9.735747,8.84573,2,3,7.491855,2,8.454974,1,malignant
5.590052,1,1,1,2,1,3,1,1,benign
4,10.021197,9.965926,7.417286,5.978118,1,8.926782,10,1,malignant
4.811687,1,1,1,2,1,3,1,1,benign
1,2.26865,4.695776,4.330701,4.406757,1,2,2.564996,1,benign
9.184155,3.22038,3.334025,3.343315,2,3.391541,8.151641,4.469535,7.122991,malignant
4,2.647322,2.814715,1,2,1,3,1,1,benign
4,9.857747,11.224523,5.601442,5.418576,1,4.322954,5.203751,4.099666,malignant
5.541199,1.655498,4.044856,1,2,3.336463,2,1,1,benign
1,2.042731,1,1,2,1,1,1,1,benign
4.810442,1,1,1,2,4.504339,3,1,1,benign
7.569318,3.975566,8.227963,9.921157,7.482519,10,7.775922,10,1,malignant
9.637018,10.206022,10.078335,7.604684,8.429626,10,8.24326,5.127563,1,malignant
3.960219,1.560433,1,2,2,1,3,1,1,benign
1,1,1,2.448664,2,2.138611,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.393859,1,1,1,2,1,3,1,1,benign
4.258521,4.915244,4.488113,3.477417,3.488881,4.066601,4.117791,1,1,malignant
1,1,1,2,1,1,1,1,1,benign
9.934679,3.830313,6.570163,3.538907,8.988286,3.196801,7.843867,4.853683,2,malignant
3.003027,9.775772,9.631024,3.290591,9.215793,2.149867,3,7.885016,1,malignant
1,1,3.380938,2,2,3.355987,3,1,1,benign
4,1,1,1,2,2.010276,3,1,1,benign
4.844632,1,1,1,2,1,2,1,1,benign
4.740349,1,1,1,2,1,2,1,1,benign
1,1.613618,2,2.656614,2,3.241437,1,1,2,benign
5.645742,4.586419,3.370235,10.0106,4.315307,1,10.48887,2.702235,2,malignant
2.829761,9.645234,8.502903,6.669611,7.98083,4.760269,9.785806,10,3,malignant
1,2.899877,1,1,2,1,2,2.072364,1,benign
5.135945,1,1,1,2,1,2,1,1,benign
9.010357,3.284576,3.702395,2.964315,6.263419,6.64288,1,1,1,malignant
9.790523,9.83222,7.024273,10.477134,4.128297,10,4.263463,4.179467,5.627189,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,3.565618,1,3,1,1,benign
10.36294,4.204394,5.653858,1,2,4.287981,4.791444,4.177009,1,malignant
2.243885,1,1,1,2,1,2,1,1,benign
8.595609,9.605937,9.902224,9.986187,7.849623,10,9.130246,10,1,malignant
3.00208,4.172504,6.471611,5.417758,3,10,4.257193,8.364385,2,malignant
1.603284,1,1,5.045659,2,5.995841,3,1,1,benign
5.190082,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.344027,2.922105,3.090376,1,5.937432,8.037207,3,1,3.99081,malignant
9.319106,9.574773,7.011886,9.624973,7.249392,10,4.884741,10,1,malignant
7.900045,8.250253,4.931021,5.818667,2,4.971285,4.792109,10,2,malignant
5.404055,1,1,1,2,1,2,1,1,benign
8.084698,9.480509,7.860553,5.365763,3.580703,10,8.914054,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.14165,1,1,1,2,1,3,1,1,benign
2.76815,1,1,2,3,1,2,1,1,benign
4,2.587417,3.161784,1,1,3.73029,8.750579,6.231157,1,benign
1,1,1,1,1,1,2,1,1,benign
8.842827,10.304242,3.309977,9.94967,9.697028,10,7.158615,10,1,malignant
5.711065,2.606005,5.113073,1,4.473277,6.64104,3.433729,1,1,malignant
1,1,2,1,2,1,3,1,1,benign
1.920152,1,1,1,2,1,1,1,1,benign
4,7.830295,6.790623,7.56922,7.238101,3.976299,8.50075,10,3,malignant
2.948268,1,1,1,2,1,2,1,1,benign
8.473779,7.347877,5.518904,9.963965,4.357654,10,5.514752,7.39706,1,malignant
3.541829,2.149791,1,2.934634,4.008112,1,3,1,1,benign
2.201853,1,2,1,2,1,1,1,1,benign
5.437173,3.967792,10.725839,10.030712,2,1,4.19219,4.647882,1,malignant
1,1,1,1,1,3.756746,2,1,1,benign
2.200996,1.964937,1,2,3,1,2,1,7.349176,benign
9.215215,4.415613,6.718133,6.99766,3,10,6.321616,3.844675,1,malignant
4.935971,4.409683,9.078512,2,4.710968,10,6.397912,4.837473,5.059347,malignant
9.188195,4.869503,8.308647,6.527558,3,2.538055,6.020515,1,1,malignant
8.770751,1,2,3.817412,3,10,4.014012,10,1,malignant
7.542199,3.923135,3.491197,10.64389,3,10,8.351886,2.99558,1,malignant
2.623904,1,1,1,2,1,2,1,1,benign
5.290243,9.668872,9.324052,9.293998,3.880972,10,8.521297,6.387288,1,malignant
2.550929,1,1,1,2,1,1,1,1,benign
1,9.878093,3.650405,2.984582,1,1,3,2.411828,1,benign
10.562351,9.938688,10.268885,9.847481,7.561574,10,7.737309,10,9.262948,malignant
8.23767,7.583249,7.084652,4.507895,6.495729,5.393201,8.037579,1,6.717259,malignant
5.149527,1,1,8.012514,2,1,2,1,1,benign
3.102588,1,1,1,2,1,2,1,1,benign
2.629458,1,2.804063,1,3,1,1,1,1,benign
4,1,1,1,2,6.060661,2,1,1,benign
5.780792,1,1,1,2,3.482913,3,1,1,benign
1,1,2.797464,1,2,4.155815,3,1,1,benign
4,1,1,1,1,1,3,2.5083,1,benign
4,1,1,1,2,1,2,1,1,benign
9.946756,4.95417,5.881852,1,2,2.301892,3.849945,10,5.473473,malignant
1,2.218453,2,1,2,1,2,1,1,benign
7.611475,10.110442,11.187257,5.88287,7.347241,10,3,10,1,malignant
9.034614,7.222261,5.240332,2.344796,8.416655,10,7.001828,1,1,malignant
9.253126,10.222589,10.698609,10.276759,7.992144,5.76307,5.54814,10,3,malignant
1,1,1,1,3,6.269867,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.873814,4.857484,6.049511,8.661188,4.195353,10,5.767546,6.201543,1,malignant
5.48514,9.362792,5.900976,10.659368,5.515731,0.659723,5.202559,1,1,malignant
4,1,1,3.580847,2,1.448573,2,1,1,benign
1,2.804809,1,3.497308,4.251185,1,1,1,1,benign
8.781104,9.715826,11.402073,6.301124,7.181804,10,2,3.608842,1,malignant
2.45036,2.673784,1,2,2,1,1,2.223171,1,benign
7.756551,2.898028,5.779313,10.153665,3,3.874357,7.546018,5.711381,1,malignant
3.169418,1,1,1,3,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.993364,1,1,1,1,1,2,1,1,benign
5.617185,7.36122,9.415169,2,4.821973,7.577738,8.535235,2.889771,2,malignant
1,1,2,1,2,1,3,1,1,benign
10.754207,9.850101,3.598976,9.600337,6.57732,1,8.779926,10,1,malignant
1,1,4.456411,1,2,1,3,1,1,benign
5.260947,1,1,2,3,1,1,1,1,benign
9.133975,9.837305,9.537758,4.040806,9.307039,6.680156,7.141029,7.672941,3,malignant
9.5936,7.233525,8.943628,4.678127,6.734524,10,3,10,9.732368,malignant
5.549218,1,1,1,2,1,2,1,1,benign
7.746681,7.997086,4.760686,9.977425,9.179114,10,3,10,1,malignant
2.511409,1,1,1,2,1,2,1,2,benign
4.792653,9.954901,9.540135,6.720899,6.628598,10,7.940481,2.28687,1,malignant
4,1,3.044511,1,2,1,3,1,1,benign
4,2.51138,2,1,2,1,2,1,1,benign
3.317469,1,1,1,2,1,2,1,1,benign
4.875011,2.166608,2.4483,1,2,1,1,1,1,benign
7.461217,3.697008,6.252842,3.057437,2,3.274957,4.94975,1,1,malignant
5.727721,1,1,1,1,4.589341,1,1,1,benign
4.492516,1,3.092505,1,2,1,1,1,1,benign
5.277659,9.874188,9.475085,6.947107,5.486255,10,5.384274,8.111286,1,malignant
5.557313,1,1,2,2,1,2,1,1,benign
2.582059,2.327797,2,1,2,10,8.356601,5.671861,10.716429,malignant
5.515745,4.746523,7.906533,2,4.162297,6.366749,4.138777,8.101133,2,malignant
4,2.852613,1,1,2,1,2,1,1,benign
3.168327,1,1,1,2,1,2,1,1,benign
9.618041,4.912227,5.24831,5.130962,3,5.373167,3,8.322338,1,malignant
5.080589,7.895082,11.034204,2,4.825815,10,9.935763,7.263191,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,3.505362,1,1,1,1,1,1,benign
1,1,3.879921,1,2,1,3,1,1,benign
5.518606,7.382943,7.584685,5.899176,4.25308,1.924283,5.090213,10,2,malignant
4.976976,1,1,2,2,1,2,1,1,benign
2.41536,1,1,1,2,1,2,1,1,benign
6.952699,9.832453,9.610455,9.999726,4.755439,10,9.175123,1.889809,4.653123,malignant
8.935791,10.005363,9.70429,9.934151,7.418931,10,7.958534,10,1,malignant
4.914606,2.552502,3.007197,3.357955,9.169046,10,3.969158,1,1,malignant
3.019139,1,1,1,1,1,3,1,1,benign
1,1,2.881739,1,2,1,1,1,1,benign
3.438163,1,1,1,2,1,1,1,5.494943,benign
4,1,2,1,2,1,3,1,1,benign
4,1,3.786607,1,2,1,3,1,1,benign
2.95333,1,1,1,1,1,1,1,1,benign
4,1,2,3.79958,2,1,3,1,1,benign
5.274924,6.832392,5.286468,2,4.244169,2.323292,9.33698,10,3,malignant
8.892023,9.936756,7.414177,9.63612,3,5.171528,4.194716,8.394205,5.172993,malignant
5.037655,3.984021,4.260944,1,2,7.929834,7.935372,3.653945,1,malignant
2.962385,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.706001,3.661769,7.129461,5.520566,10.492099,6.64684,7.177097,1,4.943748,malignant
2.47267,8.720961,8.549558,4.71028,5.003892,9.907115,7.314314,10,10.118988,malignant
4.411663,2.734609,2,1,4.517923,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,2.557489,1,1,2,1,3,1,1,benign
5.068658,2.734834,5.657599,1,3.465099,4.891106,3,3.679458,3,malignant
4.937238,9.809807,10.546374,1,8.587165,10,6.751512,1.911095,1,malignant
4.657969,2.274614,3.902579,1,2,5.3229,3,10,1,malignant
4,9.709628,6.193631,9.903565,9.395077,10,8.000617,2.359804,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.99229,1,1,1,2,1,1,1,1,benign
10.168337,4.669747,5.631817,2,3,3.412616,3,5.251131,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.143347,2.779949,3.381047,9.510884,9.486808,10,3,1,1,malignant
3.152376,1,3.85868,1,1,1,3,1,1,benign
9.728312,9.744105,8.525547,10.251056,5.229395,10,3,10,3,malignant
1,1,1,1,2,1,1,1,4.571029,benign
4.255292,10.290547,9.75385,3.131481,3.921073,4.741471,8.695685,4.352187,1,malignant
2.187184,1,1,1,2,1,1,1,1,benign
2.615009,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.84131,2.360977,3.371668,2.473643,5.36025,7.974477,1,2.305938,1,malignant
4.509006,1,1,2,2,1,2,1,1,benign
5.507519,1,2.900223,1,2,1,4.559898,1,1,benign
8.253303,6.963559,11.368112,10.135474,8.483454,2.679355,6.839396,1,4.615838,malignant
5.114571,1,2,1,2,1,1,8.029019,1,benign
2.855048,1,1,2,2,3.416085,3,1,1,benign
4,2.654204,1,2.7801,2,2.670242,2,1,1,benign
2.730819,1,1,1,2,1,3,1,1,benign
3.018334,1,1,1,2,1,3,2.629439,1,benign
5.306802,1,3.838527,1,2,1,1,1,1,benign
1,1,1,7.093747,2,5.915501,3,1,3.955089,benign
2.490974,3.284908,1,1,2,1,8.639779,1,1,benign
4,1,1,1,2,1,3,1,1,benign
7.860827,5.080965,6.381045,9.95747,3,10,8.162941,2.556267,3,malignant
1,1,1,1,3,1,2,2.877753,1,benign
1,1,1,1,2,1,2,1,1,benign
2.457897,1,1,1,2,1,2,1,1,benign
1.917553,4.306128,3.368757,4.025156,8.292114,1,3,1.476896,1,benign
4,1,1,1,2,1,2,1,1,benign
5.563107,1,1,1,6.718743,1,1,1,1,benign
2.235462,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,1,1,1,benign
8.973865,7.946796,6.768153,5.988975,5.394784,10,4.00299,5.528504,2,malignant
5.001181,1,3.777654,1,2,1,3,2.293248,1,benign
5.543989,2.633473,1,1,2,1,1,3.089401,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.177255,3.145915,3.369926,2.43878,2,4.402923,4.596546,3.126914,1,malignant
1.768802,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.719306,9.809458,6.119038,10.181878,12.300249,10,5.328516,7.768599,4.596257,malignant
2.755069,1,1,1,2,1,2,1,1,benign
2.622416,1,1,1,2,1,1,1,1,benign
7.955588,4.993709,5.314803,6.769086,3,10,4.281956,1,3,malignant
1,1,2,1,2,1,1,1,1,benign
5.607633,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.906029,9.688993,3.320524,4.920763,5.093627,2.09361,8.516844,10,1,malignant
4.507649,1,1,2,2,1,3,1,1,benign
9.783496,10.182557,9.37702,9.303895,8.940015,2.362031,8.425097,10,1,malignant
5.054601,4.085098,4.356539,5.447163,2,7.399188,6.582768,1,2,malignant
1,3.933544,3.834361,7.465512,2,5.329181,9.563709,1,1,benign
2.786945,1,1,1,2,1,1,1,1,benign
1,1,1,2,3,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.864035,1,1,1,2,1,1,1,1,benign
3.0773,2.587017,1,1,2,1,3,4.974038,1,benign
3.31987,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
1,2.751978,1,1,2,1,3,1,1,benign
4.841367,1,1,3.529393,2,5.95284,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.529288,7.702423,6.161596,2,6.758118,7.152013,5.204588,1,2,malignant
10.756763,8.204827,10.425873,2,4.15928,10,4.569952,2.655797,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.672306,9.972395,10.137981,6.219152,4.462941,8.750302,6.860521,10,2,malignant
5.289037,1,1,1,2,1,3,1,1,benign
4,4.635795,6.139098,2,4.0595,10,8.917699,1,1,malignant
2.701098,1,1,2,2,1,1,1,1,benign
1.853153,1,1,1,2,1,1,1,1,benign
2.917049,1,1,3.547681,2,2.916253,3,1,1,benign
4.949521,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,3.571982,2.447774,2,2,1,3,1,1,benign
3.257577,1,1,1,2,1,1,1,1,benign
2.155527,7.156509,5.760929,3.314504,3.461701,6.788324,8.799002,8.454659,1,malignant
7.878733,4.135435,5.908027,9.801786,4.346126,4.547537,4.15549,10,1,malignant
10.577168,9.890626,5.973882,2.565191,8.683921,10,9.126396,6.999056,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.129106,10.471096,10.235371,4.268044,8.480062,7.047531,3,7.461271,1,malignant
7.62429,1.898147,3.550978,8.649353,3,10,4.047752,8.154242,4.432477,malignant
10.481198,7.509779,4.363581,7.563113,4.508781,1,9.288986,8.822677,1,malignant
1,1,3.079034,1,2,1,4.556904,1,1,benign
5.918299,1,1,1,2,3.207872,1,1,1,benign
2.875201,1,1,1,2,1,2,1,1,benign
4.879214,7.404517,5.765571,3.224522,8.645992,7.611604,3.615799,1,1,malignant
6.464848,2.577159,4.891979,1,3,1,3,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
1.916986,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.514578,3.479732,3.402102,1,4.543804,6.670321,7.983795,4.755946,1,malignant
1,2.509832,2,1,2,1,1,5.80652,1,benign
2.010413,1,1,1,2,1,2,1,1,benign
10.006304,2.091665,6.652897,10.282003,10.750962,2.884991,3,4.30906,1,malignant
10.505886,6.449017,3.131567,6.055006,4.176557,3.815258,6.190806,10,1,malignant
5.95281,7.69966,3.286086,3.799678,4.309118,10,8.68985,8.761546,2.104387,malignant
2.297413,1,1,1,2,1,3,1,1,benign
1.748239,1,1,1,2,1,1,1,1,benign
9.801874,9.989372,6.514424,2,6.517307,10,6.689104,1,5.318156,malignant
3.317975,6.591577,7.909468,1,7.728854,1,7.722071,5.251426,1,benign
7.996431,6.190264,9.380702,2.530935,5.940741,10,5.231919,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.502885,2.499598,1,1,2,1,3,2.926523,1,benign
4,2.723335,1,1,2,1,3,6.360604,3,benign
5.241043,6.244667,8.701663,10.09893,4.585675,10,8.000283,8.324279,1,malignant
1,1,3.950677,7.85591,2,10,1,1,1,benign
2.962297,1,1,1,2,1,1,1,1,benign
8.64803,4.480941,5.605208,1,3,10.538564,8.3888,1,9.024011,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.003377,9.878661,8.77375,3.45601,4.627276,6.550636,7.169044,8.972551,6.835833,malignant
2.709761,1,1,4.110191,2,2.331523,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.589984,1,1,2,2,1,2,1,1,benign
5.74854,1,1,1,2,1,1,1,1,benign
1.936193,1,1,1,1,1,5.438723,2.101391,1,benign
8.617331,9.034877,10.185703,6.749784,10.392947,10,8.401387,7.440776,1,malignant
1.232168,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
10.643037,2.35232,8.049336,1,6.997224,1,3,2.869158,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.584933,2.78822,3.144459,1,1,1,1,1,1,benign
8.230567,2.874175,3.409775,3.821239,4.824557,10,3,4.716283,3,malignant
5.701897,1,1,1,1,1,3,3.297274,1,benign
1,1,1,2,2,10,2,1,1,benign
3.044642,1,1,1,3,1,1,1,1,benign
6.941128,7.189264,6.32125,2.830867,11.352671,3.685665,3,5.331547,10.188218,malignant
1,1,2,1,2,1,2,1,1,benign
1.920914,1,1,1,2,1,3,2.443935,1,benign
1,1,1,1,2,1,1,1,1,benign
2.466187,4.363539,2.380236,9.961211,3,4.772243,4.275114,2.327425,8.700557,malignant
2.977024,3.776922,2.943197,1,2,2.162958,3,1,8.310572,malignant
1,4.690483,4.701142,10.363328,2,9.355914,4.91658,5.411282,1,malignant
4,1,3.598857,3.836365,1,1,3,1.450938,1,benign
1,3.307505,2,3.113359,2,1,1,1,1,benign
1,6.962954,6.844323,1,1,1,4.490697,10,1,benign
10.875536,7.144175,8.422492,2.990475,3,6.028969,3.597297,10,2,malignant
4,1,1,2,1,5.766972,2,1,1,benign
2.622391,1,1,1,2,1,1,1,1,benign
2.105458,1,2,1,2,1,3,1,1,benign
5.588717,7.29912,5.52863,6.924723,3.809349,10,7.447298,7.310604,10.442482,malignant
2.320698,1,1,1,4.424487,1,1,1,1,benign
4,1,1,2,2,1,3,1,1,benign
9.880043,9.858671,9.469343,1,7.269559,2.721644,8.208205,7.658085,3,malignant
4.990668,7.389285,5.812035,9.628357,3.885464,5.305065,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,2.236789,1,benign
8.328024,1,2.841586,6.757626,4.996789,10,8.302632,4.298645,1,malignant
1.870321,1,1,1,1,1,3,1,1,benign
3.289851,1.95055,1,1,3,1,2,1,1,benign
2.561431,1,1,1,2,10,9.064767,1,1,malignant
2.863908,1,1,1,1,1,3,1,1,benign
1,1,4.304162,1,2,1,3,1,1,benign
9.375087,10.27634,2.552428,3.234057,8.469222,10,9.036612,3.821861,10.64363,malignant
1,2.071112,2,9.168078,4.229827,1,2,2.507746,1,benign
10.044716,1,1,1,2,1.604977,2,1,1,benign
4,1,2,1,2,1,3,1,1,benign
5.669218,2.096724,3.037466,9.491526,4.17225,10,8.257143,6.607432,6.598282,malignant
9.417221,4.28545,3.060589,3.744033,8.26523,10,5.00122,2.51383,9.363374,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,2.751489,1,1,1,2,1,1,benign
1.890066,1,1,1,2,3.327457,3,1,1,benign
4,1,1,2,2,1,2,1,1,benign
9.136594,7.360747,9.596316,6.736068,4.154618,10,6.612348,8.097689,1,malignant
5.156761,1,1,1,2,1,2,1,1,benign
2.92157,1,1,1,2,1,3,1,1,benign
3.224165,1,1,1,2,1,2,1,1,benign
5.621924,4.332069,6.956963,3.326906,2,1,5.09087,4.218669,1,malignant
1,1,1,1,2,1,3,3.311323,1,benign
1,1,1,1,1,1,1,1,1,benign
3.280294,7.713573,8.126226,6.324393,4.80647,10,6.218506,10,7.560046,malignant
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1.628388,3,1,1,benign
4.984177,9.950867,9.246596,5.829451,4.241201,10,6.459106,8.232152,1,malignant
5.451341,1,1,2,2,1,2,1,1,benign
2.909228,1,1,1,2,1,1,1,1,benign
5.346764,2.511283,1,1,2,4.335024,3,1,1,benign
2.51359,1,1,2,2,1,1,2.967641,1,benign
4.647616,1,2,1,2,1,1,1,1,benign
8.736498,3.558753,5.346446,3.72109,2,1,7.89813,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
9.135312,3.908325,3.060037,2.767479,6.987626,10,3.546639,9.288892,3,malignant
3.060824,2.921548,1,1,2,1,2,1,1,benign
2.469128,1,1,1,2,1,2,1,1,benign
5.657994,8.11839,8.999408,3.568097,10.6287,10,9.15858,7.772914,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.786138,1,1,1,2,2.726242,3,1,1,benign
4.879658,1,1,3.176235,2,1,1,1,1,benign
8.914045,4.655819,4.264595,3.62321,10.899516,10,7.347413,1,2,malignant
5.385982,4.387468,6.754057,2.523938,3,2.57516,4.017056,8.151641,10.972313,malignant
1,1,1,1,2,1,1,1,1,benign
9.213475,7.161151,6.561893,3.6089,5.326232,6.755292,9.761214,6.499204,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.579742,1,1,1,2,1,1,2.674769,1,benign
10.757456,2.067421,6.413918,10.076978,3,5.359326,5.553019,1,1,malignant
7.690833,2.404673,3.398105,4.514955,3,6.994291,7.566352,4.164847,8.869285,malignant
1,1,1,2,2,1,3,1,1,benign
5.383765,4.892015,5.927583,7.451841,3,10,3.782269,2.446505,7.558474,malignant
1,1,1,2.537553,2,1,1,1,1,benign
9.462463,6.776198,3.476969,6.632102,10.724043,6.67217,3,5.704138,1,malignant
5.311033,4.855283,6.934502,5.180798,8.169921,8.151019,3,3.524001,1,malignant
2.143259,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,2,benign
1,1,1,1,1,1,2,1,1,benign
6.928709,5.060027,6.187552,1,10.812048,4.283303,4.140092,1.815541,8.601482,malignant
2.315565,1,1,3.767099,1,1,3,1,1,benign
9.550413,9.444468,7.944705,4.167764,4.656245,3.772797,2,10,2,malignant
2.632995,1.787307,2,1,1,1,10.505474,1,1,benign
2.533246,1,1,2,2,10,2,1,1,benign
4,1,1,4.153519,2,2.735916,3,1,1,benign
2.408407,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.756495,2.718036,2,1,3,1,2,1,1,benign
5.813505,1,1,2,1,1,2,1,1,benign
5.373729,1,1,1,2,1,1,1,1,benign
9.842098,8.00787,5.761733,7.369234,5.432929,2.524074,4.556688,1,1,malignant
5.287314,10.255637,9.136897,7.411115,8.23773,10,8.636556,7.538273,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.893441,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.765479,2.466452,1,7.799062,2,10,7.353778,2.67088,1,malignant
4,7.78392,6.375212,8.170142,3.549017,10,8.556915,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.90293,1,1,1,3,1,2,1,1,benign
7.131114,6.162846,10.424587,9.525552,4.390255,10,9.293221,3.092028,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.765779,9.799352,9.987514,10.595706,6.963097,10,4.722439,10,1,malignant
4,4.735496,3.513535,4.020392,4.500346,10,7.556131,2.483337,2,malignant
3.051472,1,1,1,2,1,1,1,1,benign
5.18731,3.764293,6.162966,2,4.639155,6.260777,5.002972,8.282075,1,malignant
1,3.032452,2,2.754103,4.637606,1,3,2.366506,1,benign
1,1,1,1,2,1,1,1,1,benign
4,7.428107,5.61307,10.135898,2,10,5.445964,8.17816,1,malignant
4,2.553277,2.708788,3.043481,1,3.599949,2,4.470939,1,benign
5.109696,1,1,1,2,1,1,1,1,benign
5.354831,10.31812,9.275792,9.275792,9.014202,10,3.155846,2.485761,3,malignant
4,4.237052,6.388199,2.638966,4.879208,6.872862,3,1,1,malignant
1,1,1,1,1,10,1,1,1,benign
5.150939,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.351122,6.173418,5.202722,2,9.943307,2.01087,8.067391,4.246746,1,malignant
10.283382,6.670502,8.514105,9.537868,7.920828,1.494758,10.263472,10,6.869928,malignant
4,1,1,2,2,1,3,1,1,benign
3.035991,1,1,1,2,1,3,1,1,benign
3.28357,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,5.425442,benign
4.721592,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.914346,8.259405,3.792275,2,4.556095,10,5.633428,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.419243,1,1,1,1,2.988254,3,2.246302,1,benign
2.94768,5.366935,2,1,2,3.327185,2,7.794594,1,benign
2.404506,1,1,2.486541,2,3.170733,1,1,1,benign
1,1,2,2.978557,4.808626,1,3,1,1,benign
2.543178,1,1,1,1,1,3,1,1,benign
5.334309,1,1,1,1,1,1,1,1,benign
8.164736,4.420234,5.281267,9.962886,8.275556,1,6.124625,3.668332,1,malignant
7.118134,4.332638,1,1,4.875465,10,5.114841,10,3,malignant
8.982023,8.089543,3.534375,2,4.071429,10,5.112493,9.375824,2,malignant
2.759496,1,1,1,2,1,3,1,1,benign
4.986703,1,3.897668,1,2,1,2,1,2,benign
4,6.887604,3.127357,2.861388,4.485776,2.833933,7.845665,8.485622,1,malignant
9.863995,2.290721,9.799033,1,8.82234,3.075976,7.833159,1,1,malignant
8.309275,8.87455,7.238927,1,12.256845,2.714164,3,10,8.542315,malignant
9.374219,1.842328,6.164528,9.683368,2,8.522494,3,10,1,malignant
10.793794,7.675669,9.925224,8.17859,4.168639,5.555514,8.988743,5.192396,3,malignant
8.087059,3.282373,3.549638,1,3,1.43595,5.212259,5.750303,5.890796,malignant
4.929694,8.307701,8.256747,3.820217,8.081242,10,6.654492,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,2.016152,2,1,1,benign
1,1,1,1,2,1,1,2.903854,1,benign
1,1,1,1,2,1,2,1,1,benign
9.383498,7.570645,9.362134,10.004648,6.837761,10,7.488384,6.779654,1,malignant
5.08411,7.501496,10.480524,9.73076,4.796664,1,7.857014,10,1,malignant
5.503415,2.764766,4.566839,3.69485,3,2.180515,1,5.552507,1,malignant
7.679473,2.770525,4.49604,1,5.533728,2.502533,6.247008,3.862934,1,malignant
2.625253,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,6.004732,1,1,1,benign
2.706114,1,2,1,2,1.508308,3,1,1,benign
8.66012,3.665176,2.987163,3.644067,2,8.619541,7.332517,10,1,malignant
4.714899,10.351032,6.563104,9.922321,8.596662,10,3.765882,3.58754,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.156904,1,1,3.119028,1,1,3,1,3,benign
2.801808,2.474109,1,1,3,1,1,1,1,benign
4.45105,1,1,1,1,1,1,1,1,benign
1,2.410919,1,2,2,3.881575,2,2.098119,1,benign
1.932252,1,1,1,2,1,1,1,1,benign
4.591249,1,1,1,2,1,3,1,1,benign
4,2.464781,2,1,2,1,3,1,1,benign
1,1,3.376117,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
9.905208,3.707019,5.569906,2,2,8.394998,4.733871,4.279582,1,malignant
9.309107,5.290794,6.079618,3.342753,4.879877,5.72822,8.416389,6.308771,1,malignant
2.839841,1,1,1,2,1,3,1,1,benign
1,1,3.671313,1,2,1,1,1,1,benign
5.848751,5.644044,10.272517,5.934744,4.924686,10,3,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.954551,9.797079,7.035671,5.912125,4.363593,1,8.304062,1.800708,3.937619,malignant
9.225487,2.975189,3.328476,1,3,5.737413,4.213539,10,3,malignant
5.084835,1,1,1,2,1,1,1,1,benign
8.850833,5.1031,2,7.504974,2,1,7.654055,2.783557,1,malignant
3.081806,1,1,1,2,1,1,1,1,benign
2.517468,1,1,3.067954,2,3.498994,2,2.238776,1,benign
4,1,1,1,2,1,3,1,1,benign
4.928253,4.301149,2.212281,9.536361,2,10,4.859949,7.35394,3,malignant
4,3.964604,6.012374,6.10829,6.628099,7.297166,8.003579,3.216658,1,benign
1,1.882206,2,1,2,1,2,1,1,benign
2.39749,1,1,1,2,1,3,1,1,benign
9.785699,6.988339,6.043627,2,3,8.509301,9.925756,1,9.153709,malignant
1.640568,1,1,1,4.668932,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.794104,1,1,1,2,1,2,1,1,benign
6.189119,4.49626,3.920647,7.765973,4.471967,1,6.464041,4.945242,1,malignant
2.648071,1,1,1,2,10,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.425693,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.440403,1,1,1,2,1,3,1,1,benign
2.80636,1,1,7.493113,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,2.378513,3,1,1,benign
8.380247,3.475557,3.675438,9.800082,2,10,3,1,1,malignant
4,1,1,1,3,1,2,1,2,benign
4.328966,1,1,1,2,1,1,1,1,benign
2.974285,3.472967,4.559191,2,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.666231,2.547609,3.705423,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.232853,1,3.225925,1,2,1,2,1,1,benign
4,2.102851,1,1,4.355971,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.141762,4.28281,4.934566,7.701965,4.331038,10,4.538676,1.948421,3,malignant
4,1,1,1,1,1,2,1,1,benign
5.378774,10.202315,8.304876,3.152715,7.184496,10,4.439223,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
5.551917,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.66432,2,1,1,benign
2.976508,1,2,1,2,1,3,1,1,benign
2.962194,1,1,2,1,1,3,1,1,benign
1,1,1,1,2,2.361428,3,3.118439,1,benign
1,1,1,1,2,1,2,10,1,benign
4,1,1,2,2,1,1,1,1,benign
2.316459,1,1,1,2,1,2,1,1,benign
2.385032,2.95108,1,2.175579,2,3.697661,2,1,1,benign
8.579001,9.457262,3.882681,3.039557,9.342178,6.289455,1,9.629841,1,malignant
1.82575,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
9.505795,3.388608,3.535873,1,3,10,3.786778,1,1,malignant
1,1,1,3.686004,2,1,2,1,1,benign
2.921781,1,1,1,1,1,3,1,1,benign
1.913083,3.83224,4.861856,1,9.554352,1,3,2.546547,1,benign
5.042266,9.358191,9.010457,2,4.735736,10,7.730845,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,4.795735,1,3,1,1,benign
4,4.389927,3.668758,9.634038,7.410886,6.03868,3,7.991286,2,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.545052,2,2,4.543412,2.856458,3,1,1,benign
3.627898,6.426128,7.233547,3.301844,10.073813,10,7.533138,10,2,malignant
1,1,1,1,2,1,7.342634,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,3.790512,2,2,1,2,1,1,benign
1,1,1,1,3.95152,3.641689,3,1,1,benign
10.391048,1.655475,3.242499,9.92976,3,1,3,5.843074,8.388332,malignant
6.121082,1,1,1,1,1,2,1,1,benign
2.75654,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,9.04653,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.921981,2.773294,2,3.69663,2,1,2,1,1,benign
8.933663,10.155371,9.178975,3.896128,5.281856,10,4.118781,10,2,malignant
5.397001,1,1,1,2,1,2,1,1,benign
2.449335,4.156228,2.613154,2.987926,4.383226,1,2,2.810988,1,benign
1,3.986354,3.34225,2.945796,2,1,2,1,1,benign
3.616666,1,1,3.223181,2,1,1,1,1,benign
2.387192,1,1,1,2,1,2,1,1,benign
1,9.709549,8.717265,4.442631,7.273531,7.512387,4.462792,10,5.337381,malignant
5.678802,1,1,1,2,1,2,1,1,benign
2.099822,1,1,1,2,1,2,1,1,benign
1,1,3.679887,1,1,3.171446,3,1,1,benign
5.613274,8.307757,9.209344,7.649577,10.050975,4.051553,3.908651,10,4.697556,malignant
1,2.609044,4.67093,1,3.570983,1,2,1,1,benign
9.999429,4.838846,2.65156,2,4.721893,5.675053,9.378279,2.815559,1,malignant
2.628064,1,1,1,2,1,3,1,1,benign
9.218435,7.004228,2.751602,8.208168,3.821892,2.408539,5.652397,1.984573,5.152076,malignant
4,1,1,1,2,1,2,1,1,benign
5.868001,1,1,1,1,1,2,1,1,benign
2.049563,1,2,1,2,1,2,1,1,benign
1.901855,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,8.794647,2,9.416507,2,8.301144,4.199445,1.440894,1,benign
1,2.36264,3.487573,2,2,1.517755,1,2.752807,1,benign
9.6253,9.972909,7.377644,7.408635,6.523377,10,8.185836,6.584044,1,malignant
7.078984,9.858661,7.376597,9.784822,2,10,8.677605,8.612128,1,malignant
4.765603,1.595996,1,2,2,1,7.145265,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,5.475511,1,5.048615,3,7.117644,4.849137,10.094837,2,malignant
9.785816,2.510799,3.559206,4.551033,3.572325,10,3,1,3,malignant
7.723281,10.173803,10.234117,9.93988,2,3.186618,3,4.417966,1,malignant
2.54075,1,1,1,2,1,2,1,1,benign
1,1.787834,1,1,2,1,8.394751,1,1,benign
7.678303,2.562471,2,4.409071,5.119592,6.781828,10.897489,1,1,malignant
4,9.419666,8.993972,6.418747,3.523635,10,4.807392,5.830358,3,malignant
1,1,2,1,2,1,1,1,1,benign
2.425914,3.431017,2,1,2,1,3,1,1,benign
6.533839,9.478138,6.046914,2,7.658292,6.28971,3,1,4.905922,malignant
5.394408,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
1,1,1,1,3,6.446518,2,1,1,benign
10.267263,7.173253,2.870139,3.294759,4.559334,10,7.651082,8.011484,5.369318,malignant
1,2.951389,1,1,2,1,1,1.500928,1,benign
5.404556,1,1,1,2,1,2,1,1,benign
1,2.58605,1,5.791299,3.49041,1,3,1,1,benign
8.202345,2.485027,3.124688,5.906205,6.837187,10,7.157412,10,1,malignant
5.837325,10.085073,7.431361,6.203792,6.634127,2.995322,9.580005,10,1,malignant
2.604445,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.566712,1,1,1,2,3.622463,2,1,1,benign
5.942487,9.997949,9.936829,5.03995,5.474048,1,7.689505,9.562871,1,malignant
4,1,1,2,2,1,2,1,1,benign
8.40088,10.288152,4.03289,9.849662,8.93486,10,8.234227,10,9.534493,malignant
2.835951,1,1,1,2,1,1,1,1,benign
6.315234,3.52036,1,1,5.745389,1,2,10,1,benign
2.942097,1,1,1,2,1,3,1,1,benign
2.49505,1,1,1,2,1,3,1,1,benign
6.124604,1,1,1,2,1,2,1,1,benign
2.609254,1,1,1,2,1,3,1,1,benign
8.491917,10.259606,7.9715,2.892047,5.655283,8.058919,7.666764,8.728076,11.109389,malignant
5.702006,10.158658,7.843821,7.342692,8.616008,4.613194,8.646185,4.321385,1,malignant
5.097112,7.551027,6.268741,5.342977,4.242521,4.983322,8.357056,6.839864,2,malignant
10.458153,2.478436,4.11851,3.545757,3,1,1,4.403922,1,malignant
2.994084,6.516902,5.380028,6.370993,3,10,3,10,3,malignant
2.717088,1,1,1,2,1,1,1,1,benign
9.154942,9.671147,9.630669,9.876097,5.851606,10,8.185922,10,3,malignant
2.289249,6.855074,8.895617,6.861596,8.666847,3.061558,3,8.846157,1,benign
10.669147,4.108306,4.507926,7.260896,8.454536,7.368458,7.546224,4.341192,1,malignant
2.015625,1,1,1,2,1,3,1,1,benign
5.410304,9.938884,10.198518,10.26737,5.965018,10,7.944671,1,1,malignant
8.837425,4.545156,2,10.164172,3,10,2,2.298178,1,malignant
4.549743,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.611761,1,1,1,benign
1.654229,1,1,2,2,1,3,1,1,benign
2.687692,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.848081,4.059635,6.216437,9.813585,9.233083,10,3,2.545557,1,malignant
5.099802,1,1,1,2,1,2,1,1,benign
3.027197,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
10.462331,4.599376,7.308185,9.98765,3.677752,8.684236,9.53076,1.739384,1,malignant
9.417368,9.997254,5.485985,3.468756,7.044431,3.194565,3,10,1,malignant
4.675269,1,1,1,1,1,1,1,1,benign
4.637509,3.597152,5.810533,5.27344,9.510941,10,2,7.367378,9.065179,malignant
7.739925,2.959928,5.429028,8.063659,5.788605,10,8.301274,4.79657,1,malignant
1,4.017977,3.802283,5.867635,3,8.254506,8.576397,8.948439,1,benign
4.544668,10.203053,8.192236,3.022309,3,7.672055,4.592156,7.626965,3.665613,malignant
1,1,1,3.567624,2,1,1,1,1,benign
2.914764,7.907501,6.545511,6.823568,1,10,4.55961,10,3,malignant
2.94669,1,1,1,2,1,1,1,1,benign
9.047006,4.690259,3.21402,10.023139,7.90752,10,10.219627,2.746353,3,malignant
7.835488,7.460823,9.770971,4.036557,4.214669,10,6.097303,10,1,malignant
4,10.089698,8.209173,10.186452,8.044393,10,5.744297,5.389541,1,malignant
10.585658,1,1,1,2,1,2,1.867986,1,benign
5.329573,9.386926,6.086407,9.796089,4.422809,10,7.030487,10,1,malignant
4,5.406109,6.013775,9.562543,4.530191,10,7.805204,8.195406,1,malignant
6.878626,9.855209,9.085131,3.199956,5.518065,10,7.825334,7.611758,2,malignant
1,2.542895,1,1,2,1,1,2.789826,1,benign
2.301522,1,3.799979,1,2,1,1,1,1,benign
9.089532,6.444123,5.590258,2,5.137575,10,5.937424,10,9.346573,malignant
2.863753,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.445126,1,1,2,2,1,2,1,1,benign
2.556257,2.338211,2.805368,1,2,1,3,1,1,benign
7.557604,3.452776,2.79703,1,4.371552,1,4.669078,1,1,malignant
6.391105,1,1,1,2,1,3,1,1,benign
4.782717,6.558017,2.868622,9.976418,3,10,4.432291,1,2,malignant
4,4.783873,8.858554,5.534723,2,1,3,8.150916,1,benign
4,7.62856,9.104721,1,12.593465,4.611925,5.038641,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.280909,1,1,1,2,3.137036,2,2.336832,1,benign
4,1.675328,3.529413,1,3,10,3,10,2,malignant
4,1,1,1,2,6.659854,3,1,1,benign
8.555792,4.89995,6.54564,9.917686,2,10,8.244648,7.172376,2.664323,malignant
10.528154,5.2065,8.712962,5.998645,8.326526,7.743886,8.752222,1,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.35784,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.966103,10.09145,11.042164,3.520654,7.247854,8.510381,3,10,6.522863,malignant
5.138101,2.233997,2,1,2,1,3.541341,1,1,benign
5.133953,2.822401,2,2,3,1,3,1,2,benign
1,1,1,2,2,3.274224,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,3.207194,1,benign
3.046024,1,1,1,2,1,3,1,1,benign
2.800548,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,2,1,1,1,2,1,1,benign
10.452449,4.736143,7.207345,2,10.268479,10,7.725664,2.456836,1,malignant
8.144951,6.475446,9.497935,6.725713,4.363578,10,8.590997,5.472308,2,malignant
1,4.5105,5.301878,3.458285,3,1,3,2.180124,1,benign
5.824877,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.757981,1,1,1,2,2.136091,2,1,1,benign
9.027743,8.873536,8.06083,9.907824,7.304606,10,9.024729,4.806419,1,malignant
2.433024,1.971048,2,1,2,1,4.751761,1,1,benign
1,7.144077,6.590693,2,4.469304,3.148805,5.469217,1,2,malignant
2.825903,1,1,1,3,1,1,1,1,benign
5.198579,1,1,1,2,1,2,1,1,benign
9.185293,10.157268,9.286167,1,6.044342,10,8.124021,10,5.157419,malignant
5.101799,4.871851,5.42536,3.48572,7.507691,10,3,5.416984,2,malignant
1,1,1,1,1,1,1,1,1,benign
5.534688,9.891311,10.111005,9.591394,11.208289,10,7.630421,2.892963,4.982628,malignant
4,1,1,3.53793,2,1.8626,2,2.126512,1,benign
4.804119,1,1,1,2,1,2,1,1,benign
9.88,4.181473,6.078597,10.442531,3,10,4.717226,5.063141,1,malignant
1,1,1,1,2,1,3,2.350109,1,benign
8.239689,9.931282,8.80372,10.448109,8.650282,4.472864,3,8.383591,5.676158,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,3.194135,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.912889,1,2,1,2,3.280071,1,1,1,benign
5.058826,1,1,1,1,6.008915,1,1,1,benign
2.426125,1,1,1,1,1,2,1,1,benign
4.960403,2.778698,1,2,2,1,2,4.808359,1,benign
1,1,1,1,2,1,2,1,1,benign
2.520886,1,1,3.223685,2,1,2,1,1,benign
5.587816,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.504153,3.878048,6.968581,5.506145,2,8.437707,8.677054,6.707778,1,malignant
5.228538,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.796428,2,4.145088,2,1,1,1,1,benign
8.276791,3.969452,6.265251,7.232258,2,1,3.185981,8.079638,1,malignant
5.83093,9.771992,6.723623,3.610055,6.266174,3.722763,8.237566,2.305449,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.047543,10.140766,7.857894,7.548928,9.363744,1,6.190739,10,1,malignant
2.939781,1,1,4.015066,2,1,2,1.915505,1,benign
9.079506,10.170755,2.904244,6.100188,6.000652,3.406121,3,2.582861,1,malignant
2.871966,1,1,1,1,1,1,1,1,benign
1,2.786525,2,2,2,1,1,1,1,benign
8.520679,10.161133,8.352208,1,4.529274,1,8.69297,10,1,malignant
5.222981,1,1,1,3,1,2,1,1,benign
4,2.658756,2,2,2,1,3,1,1,benign
4.778916,1,2.726091,1,2,2.262148,3,1,1,benign
4,2.982826,2,1,1,1,1,1,1,benign
3.193525,3.316302,4.024809,1,2,1,2,1,1,benign
7.79869,5.855575,3.992776,5.374508,9.69912,6.974691,2,1,1,malignant
9.250652,2.396184,5.500489,1.89733,3,10,3,10,2,malignant
4,1,1,3.310563,3,1,2,1,1,benign
5.573646,4.193052,6.312767,4.807231,3,2.853836,7.750058,7.503681,2,malignant
5.210719,2.680937,1,3.984649,1,1,1,1,1,benign
5.171596,7.994472,6.131519,10.128021,7.744023,10,6.391243,1,1,malignant
10.11635,6.926063,6.107693,3.157816,3.961116,5.880365,8.563555,1,1,malignant
3.068522,1,1,1,2,1,2,1,1,benign
2.838064,1,1,2,1,1,3,1,1,benign
2.243501,1,1,1,3,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.722309,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.619339,3.31891,2,1,3,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.572806,1,1,1,1,3.674846,1,1,10.736186,benign
5.182202,2.397247,6.633526,3.320865,3,10,7.222154,5.493391,1,malignant
4.915791,1,1,1,2,1,3,2.889251,1,benign
9.513227,9.813838,6.019611,3.045979,4.201261,10,8.441168,10,1,malignant
8.733953,2.315557,2.732393,2,3,10,5.468628,4.699239,1,malignant
3.053949,1,1,1,2,1,1,1,1,benign
9.691709,8.261761,8.555792,2,11.324597,10,7.334739,8.592759,2,malignant
4,10.032879,7.424511,1,8.318407,2.007875,9.951076,7.905712,1,malignant
5.934208,10.070697,10.158248,9.942447,9.153499,10,9.6575,2.115363,1,malignant
3.232384,2.005339,4.063337,1,2,1,3,1,1,benign
9.139461,10.060397,9.44106,3.838536,3,10,9.039973,7.875254,1,malignant
10.815687,6.762732,5.587377,3.573522,7.325472,5.445676,3,5.822092,1,malignant
2.73602,9.881188,8.863062,10.379499,4.198897,10,7.013072,10,2,malignant
8.973236,6.662856,5.213207,9.521529,5.902568,10,3,2.870968,1,malignant
1,1,1,1,3,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,3.555551,1,benign
4,1,1,1,2,1,2,1,1,benign
1,5.669976,10.717844,10.275406,5.65899,1.218119,3,8.539146,1,benign
8.809388,10.547573,7.974036,3.59355,7.561719,10,7.433221,10,1,malignant
10.35623,1.98576,4.098491,3.798213,4.73814,5.295294,4.732172,8.045761,1,malignant
5.348247,3.952818,3.220956,8.443719,7.409381,10,8.879439,1,2,malignant
2.803729,1,2,1,2,1,2,1,1,benign
1,1,2,1,1,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
2.775545,1,2.762329,2,2,1,2,1,1,benign
2.75772,1,1,1,2,3.397555,2,1,1,benign
3.30891,1,4.190792,1,2,1,3,1,1,benign
8.375119,8.459488,11.014073,6.146585,4.438904,10,8.16745,6.427553,1,malignant
10.764406,9.983145,6.413406,10.175667,4.19702,10,3,1,1,malignant
1,3.02608,2.994802,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,2.484183,1,benign
1,1,1,3.054491,2,1,2,1,1,benign
1.973221,9.858196,9.191254,6.614284,8.943716,2.081511,6.777794,8.020797,1,malignant
4.29844,9.578172,9.52688,10.005777,6.753767,2.510891,3,10,1,malignant
1,1,1,1,2,2.471647,1,1,1,benign
2.775131,1,1,1,1,1,1,1,1,benign
2.822451,1,1,2,2,3.376962,2,1,1,benign
1,2.612212,1,1,2,1,1,1,1,benign
4.647989,1,1,1,2,1,1,1,1,benign
4.960121,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.653263,1,2,1,1,1,1,benign
1,1,1,1,2,3.650586,1,1,1,benign
1.751372,6.483133,9.86627,4.664857,6.919134,6.675768,3,5.794523,1,malignant
5.381905,5.016464,4.720477,3.511876,3.965805,10,8.468605,10,1,malignant
1,1,1,3.975117,2,1,2,1,1,benign
8.09324,7.935819,7.461547,2.906385,4.885968,10,2,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1.866829,2,1,2,3.811498,3,1,1,benign
7.587473,9.580273,10.713331,8.003145,3,10,9.585578,10,1,malignant
8.28049,10.418914,8.497339,10.247013,4.398506,10,6.704827,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
2.776654,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.440976,4.333809,1,2,2,1,7.281074,2.837578,1,benign
4.942436,1,1,1,10.20702,2.372187,2,1,1,benign
4,1,3.313193,1,2,1,2,1,1,benign
2.250094,1,1,2,3,1,1,1,1,benign
4.883504,1,2,1,2,1,1,1,1,benign
2.502227,1,1,1,2,1,1,1,1,benign
1,2.728472,1,1,3,3.525345,2,2.59266,1,benign
4,1,3.673645,1,5.138193,4.758202,3.866473,10,2,malignant
4,1,2.755717,1,2,1,1,1,1,benign
3.066951,1,3.537195,1,2,2.527012,1,1,1,benign
5.331712,9.931146,3.798255,3.144741,9.380551,10,9.302965,4.804025,1,malignant
4,1,2,1,2,1,2,1,2,benign
4,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,9.09419,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.696439,1,1,2,2,1,3,1,1,benign
5.636614,1,1,1,3,1,2,1,1,benign
10.314299,4.868152,5.351541,10.085308,11.204452,10,7.358477,2.705283,3,malignant
4.919952,9.995416,9.153653,3.324824,4.614783,5.083413,4.163793,8.29946,2,malignant
8.932546,7.247021,4.761999,3.335164,8.230899,3.899954,3,10,3,malignant
10.543507,10.076155,10.050127,5.293316,3,10,3,8.90965,3,malignant
2.454523,1,1,1,2,1,3,1,1,benign
5.119697,1,1,1,2,1,2,1,1,benign
9.514422,9.645722,9.208982,10.133025,4.320841,10,3,10,1,malignant
5.585562,1,1,1,2,1,1,1,1,benign
4,3.960436,3.175641,6.645043,4.102001,10,4.851012,2.948615,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.542157,5.203963,5.638671,5.738867,4.382033,1.706837,5.624391,7.414742,1,malignant
2.915685,1,1,1,2,1,1,1,1,benign
3.057783,5.026452,3.595463,9.637991,9.420253,10,2,5.359146,1,benign
1,1,1,1,2,1,2,1,1,benign
5.283951,1,1,1,2,1,2,2.891374,1,benign
5.72989,4.680459,5.577325,3.541731,2,4.001731,4.735033,2.181019,7.343822,malignant
8.809605,4.567718,3.627415,5.829501,4.371638,10,7.64007,4.878723,1,malignant
7.690335,5.975759,3.394033,5.941836,9.757979,10,7.610959,1,9.542708,malignant
4.578752,3.644764,5.747123,4.233084,4.594859,1,2,10,1,benign
4.911402,1,1,1,2,1,1,1,1,benign
2.652695,1,1,3.300664,2,1,3,1,1,benign
1,2.183065,2,1,2,1,3,2.554768,1,benign
9.515788,2.65279,6.080697,2,3,2.255352,5.423598,5.22111,1,malignant
5.570686,1,1,1,2,1,3,1,1,benign
4.879378,10.401432,5.944621,9.563691,4.803723,6.451801,5.158229,10,1,malignant
4,1,2,1,2,1,3,1,1,benign
5.173726,2.561313,1,3.424385,2,1,2,1,1,benign
3.461166,1,3.720055,1,2,2.872997,1,1,1,benign
2.858854,1,1,1,2,1,3,1,1,benign
1,1,3.451227,1,2,1,3.495432,1,1,benign
2.381339,1,3.266729,1,2,1,3,1,1,benign
2.60613,1,2.886625,1,2,1,2,1,1,benign
2.974412,1,1,1,2,1,2,1,1,benign
5.171492,3.604197,3.217135,2.995821,2,10,5.054609,7.269154,2,malignant
4,6.912514,8.260793,9.909282,7.445856,3.409182,7.482233,1,9.654474,malignant
1,1,3.065313,2.757863,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4.135745,10.066579,9.643208,3.62413,8.921565,1.870508,6.362729,2.428484,1,malignant
4,1,2,1,2,1,1,1,1,benign
2.501141,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.126737,9.810788,9.280303,3.230603,4.482116,1.523365,4.589686,7.239183,1,malignant
3.411415,2.235858,1,2,6.703797,1,1,1,1,benign
1,1.696891,1,1,2,1,3,1,1,benign
5.676818,1,4.178902,1,2,1,3,1,1,benign
3.444116,1,1,1,2,2.815651,1,1,1,benign
2.99274,6.096731,6.866673,5.424262,8.396175,10,3,8.088148,1,benign
2.835079,1,1,1,2,1,3,1,1,benign
2.145927,1,1,1,2,1,2,1,1,benign
5.133303,2.708737,3.427956,2.717096,2,3.309281,5.216328,4.215299,1,benign
7.165136,10.005514,8.758014,10.142169,8.82384,10,7.431071,7.356724,1,malignant
9.0864,4.988975,3.700165,1,3.870475,1,2,5.570714,1,malignant
9.773744,4.898201,3.776744,5.81189,3,10,5.502569,5.384417,2,malignant
1,2.09791,2,2,2,1,1,2.643766,2,benign
1,1,1,1,2,1,2,1,1,benign
9.732929,4.263422,7.105089,9.592641,1,10,3,1,10.363627,malignant
5.468599,4.516017,3.139518,3.556057,5.059702,10,4.4128,1,3,malignant
2.973078,2.227533,2,1,3.293871,1,4.464769,1,1,benign
5.299729,2.482063,4.434715,3.22295,2,10,2,6.579162,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,3.127365,2,1,2,1,1,benign
1,2.72403,1,3.292364,1,1,1,2.793994,1,benign
9.148158,9.920275,9.882664,3.354886,8.078594,10,4.64981,10,5.286162,malignant
7.624904,9.895006,10.019019,9.931543,5.181749,10,9.0165,10,1,malignant
2.846837,1,1,1,2,7.43283,1,1,1,benign
2.68469,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,4.466661,10.440774,9.289625,3,10,5.36613,1,1,malignant
5.620465,9.945482,3.335394,6.764012,9.883519,1,8.18196,10,2,malignant
4.796311,1,1,1,2,1,1,1,1,benign
9.212006,7.426543,9.172679,5.60458,4.425531,10,9.078991,1,1,malignant
3.36663,1,1,1,2,1,3,1,1,benign
5.275254,1,1,1,2,1,1,1,1,benign
9.907006,2.646709,4.411102,9.930122,9.936531,10,3,2.911267,8.592209,malignant
4,1,3.82163,2.775362,2,1,2,1,1,benign
1,1,1,3.167543,2,3.719255,3,1,1,benign
2.370956,1,1,1,7.614331,1,2,1,1,benign
4,1,1,1,3,2.385214,3,1,1,benign
2.725446,1,1,9.455953,7.189678,1,1,1,1,benign
7.009757,6.529561,3.442009,2,4.416756,10,8.005384,8.987285,8.617607,malignant
1.428573,9.684769,10.117089,3.361535,10.55276,1,4.036026,1,3,malignant
10.067122,10.637523,8.731108,10.210148,3,10,6.799238,7.059737,1,malignant
3.326187,2.22302,1,2,2,1,1,8.008334,1,benign
4,4.00805,9.159889,1,3.609931,1,3,6.093254,3.412774,malignant
4,7.501942,2.883382,9.687666,4.612328,10,9.093701,10,4.777324,malignant
5.046296,1,1,1,2,1,2,1,1,benign
3.23337,1,2,1,1,1,2,1,1,benign
8.032697,9.713298,8.514582,8.301495,9.439015,2.463565,3,10,1,malignant
1,1,3.611248,1,2,1,3,1,2,benign
2.373996,9.040584,8.304412,10.019597,8.471183,10,6.960504,1,1,malignant
1,1,1,6.5715,2,6.402451,1,3.010878,1,benign
7.462915,10.018331,10.143673,7.539481,7.725604,4.467186,9.122863,10,1,malignant
8.367674,10.042411,8.256855,9.809068,4.940659,10,7.886028,10,3,malignant
1,2.994313,2,1,3,1,1,1,1,benign
5.82127,9.743136,8.72051,2.803211,9.115965,6.390073,7.6344,4.204705,4.572744,malignant
4,2.794761,2.831722,2,3.861746,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.175756,1,1,1,2,1,1,5.056985,1,benign
2.880861,1,1,1,3.96622,1,2,1,1,benign
2.85989,1,1,1,2,1,2,1,1,benign
2.519008,1,1,1,2,6.998661,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.221829,1,1,1,2,1,2,1,1,benign
3.04568,1,1,1,2,1,1,1,1,benign
5.553452,1,1,9.844625,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.699685,2,3.49,3,1,1,benign
5.396677,1,1,1,2,1,2,1,6.711355,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
2.500906,1,1,1,2,1,1,2.546881,1,benign
2.611565,1,2,2.641274,2,1,1,1,2,benign
8.274348,7.267547,9.563913,6.928175,3,10,7.175837,10,1,malignant
1,1,3.35104,1,2,1,1,1,1,benign
5.339745,1,1,1,2,1,3,1.988113,1,benign
8.255697,9.586355,5.551063,9.505879,8.113149,10,3,10,6.32341,malignant
4,1,1,3.316666,2,1,2,1,1,benign
5.32232,2.088224,2,1,2,1,1,1,1,benign
2.409505,1,1,2,1,1,2,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.878149,1,1,1,2,1,2,1,1,benign
7.420198,2.843604,4.137941,3.56942,2,10,3,4.854735,2,malignant
1,1,1,1,2,1,2,1,1,benign
3.346414,1,3.848414,1,2,1,3,1,1,benign
8.344227,10.254258,5.790814,9.990827,8.357561,10,4.919784,2.735709,1,malignant
2.867068,1,1,1,1,1,1,1,1,benign
7.866136,2.730871,2.878365,6.326197,3,10,5.469082,3.194687,1,malignant
9.389225,7.66585,3.876279,5.684394,7.186709,6.182983,4.77637,1,1,malignant
5.533418,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.509629,9.880423,9.590018,3.217844,9.08063,1.699211,8.893574,10,1,malignant
5.499665,9.621158,8.958682,5.835985,6.335182,10,6.540514,3.997133,1,malignant
9.793029,4.082438,3.740603,1,7.779946,10,7.017771,3.270112,2,malignant
3.305739,1,1,1,1,1,1,1,1,benign
4.789394,2.017469,5.022839,9.914443,2,7.414083,3,2.20981,1,malignant
4.786209,10.028813,9.285066,9.883162,6.204171,10,8.707231,7.446648,1,malignant
5.455827,4.196514,7.446147,9.727269,7.968837,10,4.117867,2.641976,3,malignant
1,1,3.04453,3.434678,2,1,3,1,1,benign
3.630225,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
3.335561,1,1,1,1,1,1,1,1,benign
3.217282,1,1,1,2,1,1,1,1,benign
2.958595,1,1,1,2,1,3,1,1,benign
4.874426,5.995714,5.550276,6.72872,5.357259,10,4.002668,10,1,malignant
4,2.506248,1,1,2,1,3,1,1,benign
4.249495,10.466092,6.738093,5.622288,5.040305,6.805632,9.942154,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.057311,1,1,1,1,1,3,1,1,benign
2.872041,1,1,1,2,1,2,1,1,benign
8.823745,6.507315,8.486999,2.982318,4.765927,10,8.773709,7.542413,1,malignant
1,2.658296,3.090777,1,2,10,3.421636,10,1,malignant
4.490275,1,1,1,2,1,3,1.839307,1,benign
6.209956,9.630352,10.613195,2.507768,4.692269,8.182885,9.734181,2.718902,1,malignant
2.419254,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.635795,1,1,1,1,1,1,1,1,benign
5.439324,6.062485,8.228565,7.922707,3,7.942886,4.289319,10,2,malignant
4,9.925231,3.291964,2,4.026092,10,8.07863,1,1,malignant
1,2.594653,3.25645,1,3,1,2,1,1,benign
5.562656,1,1,1,2,1,1,1,1,benign
4,10.08291,8.724287,9.706446,7.44153,10,6.749439,7.045312,1,malignant
9.971641,4.921461,7.00237,2,6.125548,5.825526,5.304398,10,6.632877,malignant
5.489087,1,1,1,2,1,2,1,1,benign
10.289012,7.669604,8.757848,9.701947,5.091567,10,2,5.292862,1,malignant
5.811371,1,1,3.623149,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.459146,2.508149,2,5.554349,3.918476,10,7.342126,2.514379,1,malignant
4,1,1,1,3,5.998879,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.203144,1,1,1,2,1,2,2.081276,1,benign
4,6.341614,4.575157,7.378179,8.576656,10,2,1,1,malignant
1,1,1,1,1,2.615986,1,1,1,benign
4.954601,1,1,3.56859,2,3.30133,2,1,1,benign
10.543025,10.011571,8.950722,2,3,10,8.832896,2.870055,2,malignant
6.259462,9.962559,9.123417,9.676026,7.302076,1,7.263698,10,3,malignant
3.618505,2.938201,2,1,2,1,2,1,1,benign
3.069515,1,1,1,2,1,2,1,1,benign
8.047882,9.955277,8.871279,9.903006,7.282222,1,7.081254,7.42458,1,malignant
2.358356,1,1,1,2,1,2,1,1,benign
9.810667,7.282287,3.790404,10.035692,3,10,4.687742,2.586657,1,malignant
5.157681,1,1,1,2,1,3,1,1,benign
2.67662,1,1,1,2,1,2,1,1,benign
4,5.85228,7.974637,1,1,1,1,4.817957,1,benign
2.508527,1,1,1,2,1,3,2.447509,1,benign
2.757857,1,3.259851,2.686362,2,1,1,1,1,benign
1,2.424884,2,1,2,1,2,1,3,benign
8.843058,3.147814,2.573309,1,2,2.435125,4.438311,3.333506,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.562521,1,1,1,2,1,1,1,1,benign
2.511604,2.565021,2,1,2,1,1,1,1,benign
2.652615,1,3.303827,2.453829,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.254886,1,1,1,2,1,2,1,1,benign
9.401984,1,1,1,2,2.021581,3,1,1,benign
2.054654,1,1,1,2,1,2,1,1,benign
5.278171,1,1,1,2,1,1,3.036131,1,benign
1.970448,2.609293,3.221321,3.406734,4.174251,1,7.809488,1,1,benign
1,2.209731,2,3.183172,2,3.532451,3,2.491858,1,benign
1,1,1,2,2,3.138893,3,1,2,benign
5.73811,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
3.506761,1,1,1,2,1,3,1,1,benign
4.730066,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.897898,2.77203,2,1,2,1,3,1,1,benign
9.385813,3.039613,6.879305,1,8.010475,2.032154,5.535924,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.833447,1,1,3.792099,1,1,2,1,1,benign
10.318314,2.665302,3.399039,1,3,1.736713,5.155178,1.573443,5.359488,malignant
2.523144,1,2.694161,1,2,1,1,1,1,benign
2.993136,1,3.321231,1,2,1,2,1,1,benign
10.183071,9.712998,8.78877,9.922697,10.22038,10,7.058983,10,1,malignant
2.876877,1,1,3.254531,2,1,2,1,1,benign
4,2.864773,2,1,2,1,1,1,1,benign
3.141318,1,1,1,2,1,1,1,1,benign
5.592293,2.902927,2,1,2,1,3,2.900465,1,benign
10.502222,6.711344,5.164188,5.740801,6.988549,1,7.721821,7.554761,1,malignant
4,2.745068,3.131631,1,2,1,1,1.919823,1,benign
3.357763,1,1,1,2,1,3,1,1,benign
5.384752,3.851197,5.797962,10.201398,8.237609,6.757736,4.327309,4.661394,3,malignant
7.620839,9.641191,3.525188,6.359384,7.351028,8.170882,3,3.338459,1,malignant
3.002407,1,1,1,2,1,1,1,1,benign
5.413082,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.047938,1,1,1,2,1,1,1,1,benign
2.270122,1,1,1,2,1,1,1,1,benign
11.550791,4.615113,6.025177,3.436672,3.612646,2.871235,3,7.4922,1,malignant
4.857322,1,1,1,2,1,3,1,1,benign
1,1,3.528531,1,2,1,3,1,1,benign
4.809357,2.333456,2,2.041711,3,1,3,1,1,benign
8.479483,7.166006,9.321893,3.545623,3,6.208069,7.26026,10,3,malignant
3.912358,1,3.482317,1,2,1,1,1,1,benign
4,1.853477,2,1,2,1,1,1,1,benign
9.191339,10.12656,9.637612,10.207457,4.174021,10,8.104699,8.374399,8.65455,malignant
5.157922,1,1,1,2,1,3,1,1,benign
5.36306,5.427839,9.278514,3.122169,4.268874,10,7.159223,7.010964,2,malignant
4.333286,1,1,1,2,1,2,1,1,benign
1.80399,1,1,1,2,1,2,1,1,benign
2.777579,1,1,1,2,1,3,1,1,benign
3.220082,1,1,1,2,1,3,1,1,benign
2.117759,1,1,1,1,1,3,1,1,benign
9.682734,6.592852,6.707718,5.922025,4.962542,5.210616,3,10,4.157581,malignant
2.249161,1.768147,2,1,2,1,2,3.416116,1,benign
4.762932,1,1,1,2,1,1,1,1,benign
5.592396,5.133932,3.584358,6.387883,5.608036,1,7.973392,2.139712,1,benign
10.16828,4.107825,3.782055,9.691662,9.197311,4.95639,2,8.740456,1,malignant
5.177988,2.848147,2.637494,2.427089,2,1,2,1,1,benign
3.134701,1,1,2,2,1,1,1,1,benign
5.59078,4.837857,6.797798,6.782149,4.351475,5.720672,3,10,1,malignant
8.365166,9.783503,9.164233,10.214761,8.844275,10,6.377339,10,7.497008,malignant
2.631821,1,1,4.123301,2,1,2,2.8481,3,benign
1,3.265213,2.578713,2.939534,2,1,2,1,1,benign
8.81336,10.170971,3.293721,5.569818,8.621478,5.698799,8.224335,9.726461,5.030836,malignant
1,1,1,1,2,1,2,1,1,benign
5.215114,3.694125,4.89244,1,8.883109,10,4.087186,2.541088,3,malignant
5.910669,6.961002,6.42978,6.37184,4.43316,10,8.865142,7.596045,1,malignant
2.385296,4.045032,5.651517,3.80156,3,3.641168,7.429937,2.846283,1,benign
2.556879,1,2,1,2,1,2,1,1,benign
1,2.103304,2,2,3,1,3,1,1,benign
9.125704,7.601959,5.070997,3.130902,4.205733,7.552456,7.798308,10,3,malignant
8.181507,10.021119,3.970577,7.10011,3.836984,10,5.047391,10,1,malignant
2.439322,2.352188,2,1,2,1,2,1,1,benign
9.66945,10.339589,10.696929,9.588425,5.403045,4.247868,7.043558,3.121166,1,malignant
5.295498,2.297145,2,10.263273,3,10,4.638989,3.535823,10.662678,malignant
2.064202,1,1,1,3,1,2,1,1,benign
4.773009,2.87714,1,1,2,1,4.164567,1,1,benign
4,4.518816,5.498505,2,2,2.72502,2,9.132579,1,malignant
5.055116,1,1,2,2,1,3,1,1,benign
4,2.318449,2,2,2,2.681984,1,1,1,benign
8.778232,5.386309,6.014646,9.853529,4.66458,10,2,2.517061,1,malignant
1,2.565435,2,1,4.517356,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,3.543254,1,2,1,3,1,1,benign
4.871755,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,3,2.515099,1,benign
1,1,1,1,3,2.175715,3,1,1,benign
2.608548,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,2.844639,1,benign
4,1,1,3.418139,2,5.768778,2,1,1,benign
4.957534,1,3.115003,3.073972,2,1,2,1,1,benign
4.501063,3.664806,3.768384,2,3,10,5.80775,9.118822,1,malignant
4.708185,1,1,1,2,1,1,1,1,benign
9.362173,4.91343,5.988215,9.233582,3,10,4.67123,2.290509,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.172613,10.146909,8.30261,10.37795,8.129486,10,7.353494,1.786691,6.177606,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.0474,1,1,1,1,1,1,1,1,benign
10.495818,5.736372,4.501507,9.820703,8.36052,10,3.696811,8.884175,1,malignant
2.729946,1,1,1,2,1,1,1,1,benign
8.126159,5.863424,9.374458,9.987252,4.333948,10,3,1,1,malignant
1,1,1,3.488476,2,1,1,1,1,benign
2.551569,1.766841,1,1,3,1,1,4.252937,1,benign
5.709339,1,1,1,1,3.028809,2,1,1,benign
7.389306,6.859369,9.695731,2,3,6.709962,3,8.676131,1,malignant
9.357402,4.973671,3.817164,2,8.411492,7.477761,6.612093,1,1,malignant
8.005488,9.650337,9.27008,6.080533,7.244469,1,5.184062,10,1,malignant
4.536068,6.194701,2.798372,6.423011,7.527158,1,6.857402,10,8.715204,malignant
4,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,3.265918,3,1,1,benign
9.175605,4.220479,10.4592,8.032313,7.284897,3.233405,4.481669,5.152266,1,malignant
9.789038,9.942343,9.630553,4.414269,8.835115,10,6.81115,2.649429,4.885577,malignant
1,1,1,1,2,1,3,1,1,benign
5.056571,1.767137,9.6899,4.734348,2,1,2,1,1,benign
4,2.44765,2,1,2,1,3,1,1,benign
3.21676,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.692827,7.023772,5.477022,3.553153,9.088585,10,7.878523,1,7.401386,malignant
5.343797,1,1,1,2,1,1,1,1,benign
7.313366,1,1,1,2,1,2,1,1,benign
1.902274,1,1,1,2,1,2,1,1,benign
4,2.788459,3.974151,5.675435,3,10,5.451911,5.016044,1,malignant
7.839306,10.269567,2,9.974165,7.178184,7.951789,4.191542,10,6.371522,malignant
1,9.894624,5.358169,1,3,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4.79829,1,3.132224,1,2,1,1,1,1,benign
7.783508,10.322547,9.458718,1,5.248972,10.080194,3,8.818288,1,malignant
4,2.042362,3.917042,1,2,1,3,1,1,benign
4.734697,1,1,1,2,1,1,1,1,benign
1.829725,1,1,1,2,3.788869,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.525529,1,1,1,2,1,2,10,1,benign
5.289218,1,2.632572,3.257093,2,1,2,2.310864,1,benign
1,1,1,1,2,1,1,1,1,benign
1.613505,1,1,1,2,1,1,1,1,benign
6.879237,10.144783,9.453393,2.964557,8.965898,10,4.973017,10,1,malignant
11.157754,10.361139,3.481541,10.083283,4.596822,1,4.828936,10,5.318497,malignant
7.522838,2.968654,3.139076,1,4.547524,1,9.723791,10,1,malignant
7.993601,7.48512,9.827638,3.672503,4.007586,10,8.926259,1,1,malignant
1,1,1,2,2,1,2,1,1,benign
5.593799,1,1,1,2,1,3,1,1,benign
1,2.16194,3.339052,2.657369,2,3.110737,5.662241,1,1,benign
5.199968,1,1,1,2,1,2,1,1,benign
2.33233,1,1,1,3,1,1,1,1,benign
5.196237,9.805556,9.612515,9.689503,9.151296,10,3,10,3,malignant
5.201667,2.831522,1,3.577307,2,1,5.620748,2.022633,1,benign
2.714449,2.604655,3.650191,1,1,1,3,1,1,benign
5.827142,3.866298,2.511816,1,4.384978,8.157374,3.170537,4.94677,1,malignant
4.912327,9.580182,8.829332,3.118836,7.207221,10,8.067886,9.315111,1,malignant
5.71483,6.467999,2.080738,3.412448,3,1,5.100739,6.215889,4.531687,malignant
2.47458,1,1,1,2,3.200268,1,1,1,benign
2.985716,1,1,1,2,1,2,1,1,benign
3.730383,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,6.432682,1,1,1,benign
10.619627,6.901557,5.989271,3.433784,5.207338,5.601971,9.266318,10,1,malignant
10.737399,7.672341,6.143579,6.427582,4.095525,10,5.893063,8.873916,4.297839,malignant
7.327212,7.549117,6.819194,3.58341,4.022982,5.630282,4.689448,10,1,malignant
2.450672,1,1,1,2,1,1,1,1,benign
8.364964,1.143516,3.22262,3.367467,1,3.716456,3,8.97358,1,malignant
4.862316,9.573669,6.978764,10.073945,4.737376,2.932362,8.08446,10,4.747745,malignant
2.572832,1,1,1,2,1,3,1,1,benign
9.08499,10.012009,3.936254,1,7.741177,10,4.249035,10,1,malignant
2.6004,1,1,1,1,1,3,3.408025,1,benign
8.417979,9.864545,10.095972,2.239978,7.15277,2.240879,8.148773,4.28715,7.041773,malignant
1.902698,1,1,1,1,1,3,2.545144,1,benign
1,2.866383,1,2,2,1,3,1,1,benign
5.054938,4.325274,4.360728,9.919946,2,10,7.86748,5.311672,5.724951,malignant
1,1,2,1,2,1,3,1,1,benign
4.500317,1,1,1,2,1,2,1,1,benign
1,4.302943,6.076112,7.564061,2,10,2,1,1,benign
1,2.451861,3.903251,1,2,1,2,2.61175,1,benign
2.482704,1,1,1,2,1,2,1,1,benign
2.930418,6.903482,5.468324,2,8.083542,1,8.154307,8.372326,1,benign
5.520475,2.14637,1,1,2,1,3,3.311976,1,benign
5.257848,1,1,1,2,1,3,1,1,benign
2.900545,1,1,1,1,1,1,1,1,benign
1,1.722258,3.009765,2,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.235163,3.502936,3.160816,6.928363,2,1,2,2.432222,1,benign
4.832453,5.319442,5.213414,10.010508,3,10,7.435914,10,1,malignant
5.222682,2.291865,2,1,3,1,2,2.749614,1,benign
7.93292,9.753746,4.645245,9.623261,6.248736,10,8.556308,7.785836,1,malignant
5.551542,8.063196,9.810005,6.777908,4.264889,4.967732,1,1.448855,1,benign
6.545951,10.044632,9.264953,9.743776,4.506456,10,4.87738,10,1,malignant
5.416734,1,1,1,2,1,3,1,1,benign
2.207285,1,1,1,2,1,4.805761,1,1,benign
1,1,1,1,3,1,3,1,1,benign
5.028205,2.909703,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.805997,3.428608,3.540287,3.451072,2,6.333496,3.823965,4.761108,3,malignant
5.192059,8.239487,4.222798,7.595469,2,10,8.841477,7.790091,1,malignant
2.906188,2.382347,2,1,2,7.992087,5.307676,1,1,malignant
4.750812,1,1,2,2,3.39286,2,1,1,benign
6.718359,1,1,1,1,1,3,1,1,benign
5.4002,1,3.480482,1,2,1,3,1,1,benign
2.469909,1,2,1,2,3.991938,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.865431,5.824452,6.302584,3.205383,4.589239,1,4.436072,10,3.317614,malignant
9.257248,3.187498,5.608509,10.021903,7.769986,10,3,6.179779,1,malignant
5.563202,9.730478,10.111625,3.144794,9.080838,6.693577,4.089792,2.70622,2,malignant
5.587786,3.719374,4.63615,6.258036,3.498661,1,7.931306,10,1,malignant
4,1,1,1,2,1,4.814079,1,1,benign
4,9.933129,8.196388,5.658791,3,7.78576,7.955648,1,1,malignant
1.982329,1,1,1,2,1,3,1,1,benign
4,1.55791,2,2,2,3.301891,1,1,1,benign
5.283384,1,1,1,2,1,2,1,1,benign
2.806469,1,1,1,2,1,1,1,1,benign
2.950033,4.899194,5.23614,9.868936,3,10,6.011011,10,3,malignant
8.124373,9.636921,9.280192,9.666975,7.911406,10,10.197469,1,1,malignant
1,1,2,1,2,1,3,1,1,benign
10.974112,9.534036,8.97312,3.202207,8.055938,10,7.327947,1,2,malignant
5.62023,4.182366,3.673216,1,4.641487,7.116365,9.962269,5.025078,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.413126,9.00088,8.524612,3.153925,3.988873,6.306546,8.267223,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.996133,5.977389,9.498207,3.678648,5.141606,2.965171,7.136289,8.564758,1,malignant
1,1,1,1,2,3.483302,1,2.965452,1,benign
5.07603,2.839776,2.948126,1,3,1.774771,4.276564,4.44965,1,malignant
1,2.617067,1,1,2,3.375298,1,6.124137,1,benign
1,1,1,1,2,1,3,1,1,benign
8.642928,9.995824,9.898736,4.91547,8.127633,10,6.781533,10,7.092674,malignant
4,1,1,1,2,1,1,1,1,benign
1.851317,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
7.267892,10.109266,8.418013,5.862377,4.782192,7.860459,4.020102,10,3,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,10.088904,7.752809,9.75346,3,10,4.679524,10,1,malignant
4,6.409508,10.354282,1,3,1,1,9.707614,1,benign
1,1,1,1,1,1,1,1,1,benign
7.921625,9.69018,2,9.930294,5.281407,10,8.301222,7.848117,6.459063,malignant
9.668153,2.577101,3.375175,5.881183,3,10,8.257748,4.801301,1,malignant
2.585474,3.228857,2,1,3,1,3.940493,1,1,benign
2.711716,2.587481,2,4.238578,2,1,3,1,1,benign
2.162009,9.888526,9.304247,3.446383,4.758882,0.930251,2.76399,10,1,malignant
1,1,2.582193,2.691034,2,2.271278,3,1,1,benign
2.754101,3.540403,3.804529,4.789909,6.626275,6.333888,8.554382,7.09254,1,benign
10.394717,2.433767,2.998365,10.197251,3,10,3.308347,5.977277,1,malignant
2.248113,1,1,1,2,1,2,1,1,benign
9.343703,10.01745,8.394275,6.538653,6.43644,10,4.795109,10,1,malignant
10.959624,4.718976,8.216624,10.14038,5.00686,10,2,4.851709,1,malignant
4,10.066063,3.17327,2,10.695759,10,6.36948,8.00969,1,malignant
3.055242,1,1,1,2,1,2,1,1,benign
4.772072,10.481716,10.635755,2,7.323321,7.617963,6.317802,10,1,malignant
2.272867,1,1,1,2,1,2,1,1,benign
5.626076,1.413676,1,1,2,1,1,1,1,benign
10.004492,4.150132,2,2,4.271866,10,2,1,1,malignant
1,1,1,1,2,1,2,2.400067,1,benign
5.092454,1,1,1,1,1,1,1,1,benign
5.680764,3.165834,2,1,2,1,1,1,1,benign
2.346538,1,1,1,2,1,1,1,1,benign
5.161073,1,1,3.386983,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.791154,3.682255,6.054556,2,2,7.043858,3,7.096835,1,malignant
4,1,1,1,2,1,2,1,1,benign
8.427727,8.490279,3.455969,3.248441,7.069768,1,8.20081,7.848463,9.711777,malignant
3.723855,1,1,1,3,1,2,1,1,benign
7.345911,6.196503,3.399696,2.99131,4.945397,1,8.587617,6.914773,5.619968,malignant
1,1,1,1,2,1,2,2.759243,1,benign
3.047378,2.932163,6.643749,2,4.535717,9.159526,1,5.88084,1,malignant
10.83031,2.519155,5.981084,3.688832,2,6.411155,1,1,9.114975,malignant
5.70346,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.103736,7.234829,4.646412,1,3,1,5.695572,8.08968,5.410579,malignant
2.706767,1,2.561072,1,3,1,3,6.725927,1,benign
5.159954,4.31549,6.474178,7.03384,2,2.85265,8.380365,1,7.013472,malignant
2.676388,1,1,1,2,1,1,1,1,benign
5.720694,2.572267,2,1,2,1,2,5.663203,1,benign
4,1,1,1,1,1,3,1,1,benign
3.678521,2.392369,3.601542,2,2,1,2,1,1,benign
7.03592,10.046498,10.662815,10.009803,8.495975,5.124627,5.082617,10,1,malignant
9.891423,10.334374,9.351638,1,6.581237,3.584652,3,10,4.081412,malignant
1,1,1,1,3,1,3,1,1,benign
2.491219,10.218428,4.833272,6.802927,8.946957,7.946483,8.424572,10,9.060696,malignant
4,1,1,1,2,1,7.754613,1,1,benign
1,1,1,1,2,1,3,1,2,benign
1,1,1,1,2,1,3,1,1,benign
2.323119,2.098507,2,1,2,1,3,1,1,benign
7.694681,9.467808,5.833653,3.50762,9.690255,3.564039,8.885753,7.27499,1,malignant
8.599388,8.212587,5.95901,4.211727,5.052531,10,5.153183,1,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.766193,1,1,1,3,1,1,1,1,benign
9.453314,4.536255,6.748,2.895567,4.368983,7.232196,8.410262,5.672469,3,malignant
5.341583,1,1,1,6.111282,1,1,1,1,benign
2.134245,1,1,1,2,1,3,1,1,benign
8.845498,10.291727,10.085067,6.687992,8.048471,10,6.476747,7.369656,10.221928,malignant
1,1,2.973128,1,2,1,2,1,1,benign
2.931769,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.804334,7.504878,9.504322,6.048163,4.806411,10,3,4.985851,8.703532,malignant
4.700832,2.052432,6.393189,2.528797,4.473246,6.184077,3.024547,6.072493,1,malignant
2.576898,1,1,1,2,1,3,1,1,benign
6.164838,4.554299,9.306968,5.588272,7.182588,10,8.389229,1,1,malignant
9.39179,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.463989,2.953214,2.672432,1,2,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
3.63068,1,1,1,2,1,3,1,1,benign
4.559685,5.350872,6.559682,2,4.163494,8.363851,5.652432,1.947142,1,malignant
1,1,1,2.990746,1,4.380467,1,1,1,benign
8.575737,3.382365,6.195578,1,3,2.544182,4.287585,2.798672,1,malignant
3.317982,1,1,1,2,1,2,1,1,benign
10.632238,1,1,1,2,2.723816,1,1,1,benign
1,1,1,3.431653,2,1,3,1,1,benign
1.367477,1,2,2,2,2.62906,3,1,1,benign
2.937288,1,1,1,2,1,2,1,1,benign
8.883572,2.340354,2,2.432468,3,5.888452,8.688804,5.578173,1,malignant
4.933763,1,1,1,4.2436,1,3,1,1,benign
2.824258,1,1,1,2,1,1,1,1,benign
8.751145,5.151417,5.743728,8.118033,3,3.054946,7.53891,9.406061,1,malignant
8.465547,9.874221,10.905455,6.914123,4.367987,10,7.086877,10,1,malignant
4.888961,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.388814,1,2,2,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.555401,6.570253,8.541092,3.337419,8.233265,7.955371,4.175988,9.358328,1,malignant
5.868675,2.259414,2,2,2,3.953289,1,10,1,benign
5.048225,1,1,3.750575,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.837692,2.599331,3.417746,10.08895,3,1,5.238201,8.107045,8.3952,malignant
5.50618,2.083183,1,1,2,1,3,1,1,benign
5.488767,1,1,1,2,1,2,1,1,benign
1,1.954339,2,1,3,1,2,1,1,benign
4.595817,1,1,1,2,3.209165,2,1,1,benign
1,1,1,2,2,2.419129,2,1,1,benign
5.780438,1,1,1,2,1,2,1,1,benign
8.465718,4.655997,8.825408,7.423473,3,10,5.956519,2.055598,1,malignant
4.698677,9.158787,4.045498,2,7.397765,1.942866,7.970241,10,1,malignant
2.247047,1.472461,1,1,2,1,3,1,1,benign
5.139206,1,1,1,2,1,3,1,1,benign
5.050137,4.470185,5.713886,3.416688,3,6.285245,8.070338,5.439039,1,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,1,2.783933,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.568334,1,1,1,2,1,2,1,1,benign
5.300658,1,1,1,2,1,3,1,1,benign
7.922036,4.975722,3.588495,3.440132,7.898691,7.946276,4.269661,1,2,malignant
5.302101,1.83968,2.648436,1,2,1,1,1,1,benign
2.571002,1,1,9.959123,4.674144,10,3.964189,5.035961,1,malignant
6.116394,6.812081,6.651888,3.608012,8.698054,10,7.033637,1,2,malignant
1,3.168819,3.630282,1,2,3.004409,2,2.754319,1,benign
5.842224,2.844761,2,6.644188,7.640058,7.20108,3,1,1,malignant
8.294983,2.740901,3.74205,9.615074,2,6.636103,3,1,3,malignant
3.654039,1,1,1,3,1,2,1,1,benign
6.524303,6.939659,6.689048,9.92913,5.346367,6.349683,3,5.414834,6.698036,malignant
5.156427,2.235261,2,1,1,1,3,2.604397,1,benign
4,1,1,2,2,1,1,1,1,benign
2.490684,1,1,1,2,3.216916,3,1,1,benign
2.467793,1,1,1,1,1,1,1,1,benign
3.04615,1,1,1,2,1,1,1,1,benign
4.474444,1,1,1,2,1,2,3.098824,1,benign
4.610022,1,1,1,2,1,1,1,9.78676,benign
4,1,2,1,2,1,2,1,1,benign
1,3.783167,3.265913,3.918645,7.63546,1,8.193304,2.12392,1,benign
7.865417,4.121201,8.344857,3.093274,4.287613,3.813963,5.294344,2.263707,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.801437,6.451554,3.599016,3.256272,9.19578,10,7.776428,1,1,malignant
3.062994,1,1,1,2,1,3,1,1,benign
8.425143,8.42029,8.884405,3.91762,5.703172,10,7.739535,1,1,malignant
1,1,2,1,2,1,2,4.43356,1,benign
1.988229,5.365507,4.192054,5.355603,2,10,4.85442,2.877087,1,malignant
3.879713,1,9.403309,1,2,1,1,1,1,benign
2.464316,1,1,1,2,1,3,1,1,benign
2.581072,1,1,1,2,1,1,5.22526,1,benign
10.233652,6.768422,5.363918,6.538576,6.028255,1,8.630372,5.774593,1,malignant
1,1,3.048681,1,2,1,1,1,1,benign
2.589228,1,1,1,1,1,2,1,1,benign
2.364824,1,1,1,2,1,2,1.648533,1,benign
4.743203,5.057923,2.999223,2,3,8.773276,5.35485,7.234203,1,malignant
2.007997,1,2,3.65273,2,1,1,1,1,benign
5.297869,1,1,1,2,1,1,1,1,benign
4.897973,4.076398,2.407789,9.979049,3,10,4.410751,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.073124,1,1,1,2,1,2,1,1,benign
2.842227,1,1,1,4.747044,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,5.205757,benign
5.019547,1,1,1,2,1,3,1.789352,1,benign
5.144634,1,4.2929,1,2,1,3,1,1,benign
1,9.902653,10.660114,6.873598,10.241226,10,9.778265,10,1,malignant
9.235635,5.801973,9.007913,3.75868,8.165918,2.255869,3,10,1,malignant
4,1,1,1,1,10,1,1,1,benign
9.683328,6.530241,3.851892,2,3,4.965076,8.426004,1,1,malignant
6.130224,1,1,1,2,9.143568,2,1,1,benign
1,1.999438,1,1,2,1,2,2.909098,1,benign
2.884074,2.4684,4.527711,1,2,1,1,3.498369,1,benign
10.149907,10.274398,6.35943,3.173879,8.485939,10,7.842794,10,9.088003,malignant
4,1,1,1,1,1,3,2.57716,1,benign
4,1,1,1,4.000412,1,4.21886,1,1,benign
9.95638,4.084087,3.298293,4.735674,4.205516,10,6.124954,7.726525,2,malignant
4,9.867568,9.213061,7.894452,5.379976,3.387087,10.006332,10,1,malignant
5.56786,4.516518,3.741587,1,6.764208,1,4.853591,8.811028,1,malignant
7.630787,8.126544,4.724196,9.455627,3,10,3,8.1252,2,malignant
7.403393,10.308802,2,6.5708,6.62337,6.904664,8.910003,6.088047,1,malignant
10.707922,9.47522,11.002269,4.919983,6.496413,7.301374,8.425461,10,1,malignant
6.086917,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.400778,9.713772,8.709753,9.82595,4.568099,10,3,10,2,malignant
7.092523,9.694386,9.01112,3.173603,8.139295,10,9.232464,2.835667,1,malignant
8.438078,3.121138,9.859528,5.275341,2,2.689711,8.249398,5.732424,2,malignant
4,2.467688,1,2,1,1,2,6.615407,2,benign
5.044482,9.688421,7.007294,10.071875,6.239474,10,9.099515,10,5.580492,malignant
5.620453,1,1,1,2,1,2,1,1,benign
7.326354,4.092267,2.673047,10.303675,2,1,7.374495,2.616011,1,malignant
1,1.775964,2,1,2,1,1,1.9359,1,benign
4,1,1,1,2,1,1,2.292551,1,benign
1,2.416503,2,1,10.009729,1,3,1.934174,2,benign
2.152295,1,1,1,2,1,3,1,1,benign
5.077939,1,1,1,2,1,2,1,1,benign
7.252878,9.866207,10.428131,9.341964,7.208973,10,8.354973,1,9.979365,malignant
2.353504,2.247408,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,5.534701,1,1,benign
5.564856,1,1,1,2,1,3,1,1,benign
4.717383,7.705721,4.346618,1.827615,3,6.947001,8.173183,1,3,malignant
1,1,1,1,2,1,1,1,1,benign
4,2.30591,3.772335,1,3,1.551168,1,1,1,benign
5.252655,10.237769,8.240542,3.226176,7.074053,4.668842,8.34422,10,1,malignant
2.296395,1,2,1,3,1,3,1,1,benign
4,1,1,1,2,2.617752,2,1,1,benign
9.89333,4.585604,5.268097,1,8.00702,4.290304,4.593661,1,1,malignant
1,1,2,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,4.407298,2,2.973353,8.500877,2.7718,4.100231,1,1,benign
2.473687,1,1,1,2,1,3,1,1,benign
1.73096,2.709216,9.694239,1,4.499274,1,8.065833,1,2,malignant
4.590424,1,2,1,2,1,1,1,1,benign
1,2.207224,2,1,2,1,4.971743,1,1,benign
2.814987,1,1,1,2,1,1,1,1,benign
4,9.393935,2,9.810759,2,7.383824,4.623552,2.042957,1,benign
1.855571,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1.673735,1,benign
10.505739,8.513495,9.562809,6.841277,4.188304,10,8.171288,7.306836,3,malignant
4,2.860992,4.38671,1,2,1,3,1,1,benign
10.34361,4.639794,5.640039,4.737075,3,3.730978,5.435957,9.37071,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,2.470691,1,1,2,1,2,1.832391,1,benign
1,1,1,1,2,1,3,1,1,benign
2.186321,1,1,1,2,1,2,1,1,benign
5.479126,1,1,1,2,1,3,1,2,benign
4,1,1,1,1,1,2,1,1,benign
4,4.741857,2.748224,7.013498,1,6.478809,3.848,1,2,malignant
7.631961,4.578399,5.502581,3.266861,3,10,7.469527,5.506899,1,malignant
4,2.480317,1,1,4.012032,1,3,2.651247,1,benign
2.740299,1,1,3.377719,1,1,2,1,1,benign
8.561704,4.557638,6.813881,9.85771,4.031232,10,6.876342,1.602175,1,malignant
1,1,2,1,2,1,3,1,1,benign
4,1,1,3.134734,2,1,3,1,1,benign
2.317199,1,1,1,2,1,3,1,1,benign
2.322802,3.837279,3.116533,5.349634,3.900264,1,3,2.550462,1,benign
9.502947,2.830967,6.905834,1,7.381599,4.514119,3,2.629886,6.779861,malignant
9.201715,4.152005,5.795017,5.516247,9.493794,10,4.316964,8.810253,3.366298,malignant
5.352263,4.884558,2.609825,2,2,10,3.738812,3.752768,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.462951,1.57872,3.819567,3.537003,3,8.159871,3,6.157511,9.796701,malignant
5.221416,1,2,1,1,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.728619,1,1,1,2,1,3,1,1,benign
8.278189,1,1,1,2,2.121443,3,1,1,benign
8.759595,6.772416,8.638508,2.942838,9.642615,10,8.947512,7.862179,1,malignant
5.202042,5.394264,6.250608,9.781428,3,6.782628,4.685516,6.208596,1,malignant
2.773704,1,1,1,2,1,1,1,1,benign
2.679777,1,1,1,2,1,2,1,1,benign
2.485812,1,1,1,3,1,2,1,1,benign
5.558917,4.34972,3.350731,3.165382,3,10,3,4.462343,5.698676,malignant
1,1,3.738696,2,2,1,3,1,1,benign
7.58481,3.011083,4.0306,3.302544,3,6.890186,3,5.77221,1,malignant
5.440983,1,2,4.094153,2,1,1,1,1,benign
4.835245,7.512823,5.593384,5.609454,4.27908,4.919879,7.756439,1,1,malignant
1,4.519107,2.759874,1,5.206137,1,2,5.669533,1,benign
5.58948,1,2,3.530849,2,4.486442,2,1,1,benign
4.664396,7.956691,3.967532,8.455958,4.308574,10,7.261437,10,1,malignant
1,1,1,1,1,1,2,1,1,benign
7.249422,9.865323,2,7.883399,4.804022,10,9.284379,10,1,malignant
2.441788,4.622381,3.529705,1,3,2.485,5.273881,1,5.930518,malignant
4.971746,2.125523,3.837329,4.078457,2,8.018278,3.808292,1,1,benign
2.984373,1,1,1,2,1,1,1,1,benign
5.338788,1,2,1,1,1,3,1,1,benign
2.854164,1,1,1,2,1,2,1,1,benign
9.061964,4.115844,3.233384,1,9.81465,1,3,10,1,benign
5.088397,4.303315,6.471847,3.980709,4.309012,7.178962,4.607405,10,3.614365,malignant
1,4.62471,3.596408,5.839794,3,6.50398,6.62654,10,1,malignant
6.021111,9.488893,10.032766,5.396843,9.341159,10,7.121163,1.460307,1,malignant
2.806556,2.577433,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.551759,3,9.117621,1,benign
9.461666,3.959065,9.529799,9.734291,3,1,4.962587,2.83622,5.68593,malignant
2.241622,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.361144,7.567059,3.523906,5.297511,4.083009,10,7.963919,8.02851,2,malignant
1,5.176569,6.28491,1,5.304504,1,3,4.10938,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,2,1,3,1,3,1,1,benign
8.383671,9.708318,9.215937,6.122575,3,10,7.658305,1,8.388878,malignant
4,3.341104,1,1,3.504316,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.793229,1,1,1,2,1,2,1,1,benign
1,4.642533,7.136598,3.304337,10.118249,6.541348,3.878056,1.849669,1,malignant
1,2.816121,1,1,2,1,3,2.841659,1,benign
4,7.093128,2,2.907228,3,6.338096,4.70435,2.656954,6.203974,malignant
1,3.008469,1,2,1,1,3,1,1,benign
5.602535,7.658583,4.460163,3.307681,3.857109,10,5.669703,7.561683,3,malignant
6.526523,7.567385,4.772499,10.357024,4.080379,10,6.631485,7.610503,1,malignant
3.331976,1,1,1,2,1,3,1.855318,1,benign
4,1,1,1,2,1,1,1,1,benign
5.255576,2.697167,3.598849,3.55364,3,7.122037,5.225718,7.191696,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.043474,1,1,1,2,1,3,1,1,benign
2.508241,1,1,1,2,1,1,1,1,benign
2.948933,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.332119,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.192135,4.648881,6.580052,9.973206,9.3459,10,8.130516,2.547677,2,malignant
2.62119,1,2.464904,1,2,3.957076,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.77642,1,1,2,2,3.644424,2,1,1,benign
7.800569,9.519108,9.12927,9.927301,8.8486,10,2,7.346271,3,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.410945,3,1,1,benign
9.753922,6.481583,9.920666,6.689643,6.691177,6.962296,7.558639,3.471692,4.671172,malignant
2.546577,1,2,1,2,1,2,1,1,benign
5.625896,1,1,1,2,1,1,1,1,benign
1.813692,1,1,1,2,1,1,1,1,benign
2.646754,1,1,1,2,1,2,1,1,benign
5.17648,1,1,1,2,1,3,1,3,benign
9.785458,6.035374,5.639442,7.346179,3,10,3.415171,8.874628,1,malignant
9.590289,6.456551,5.21079,5.746465,3.883585,6.291434,3,7.687365,1,malignant
10.688162,6.090415,2.827579,3.389701,4.383762,10,5.023889,6.684121,1,malignant
1,1,1,1,2,1,4.74801,1,1,benign
5.385561,1,1,2,2,3.217675,2,1,1,benign
9.966164,10.266453,3.86095,5.83385,4.679572,10,8.208624,10,4.278056,malignant
2.833855,1,1,1,2,1,2,1,1,benign
7.487429,7.017383,5.776355,1,8.369848,1,7.912183,5.929463,1,malignant
2.195219,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.984518,1,3.101649,1,3,1,3,2.748582,1,benign
1,1,1,2.602326,1,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.654798,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
8.23816,4.009741,6.003799,2,3,8.467953,8.923562,3.052905,3,malignant
1,1,2,1,2,1,1,1,1,benign
1.958937,2.527997,1,1,5.072951,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.442636,1.811186,5.48283,3.788944,3,10,1,10,1,malignant
5.19532,3.010814,3.595799,9.464847,3,10,8.164709,5.118183,1,malignant
5.326752,9.950597,9.411757,7.341621,10.360403,10,4.568926,2.338972,1,malignant
4,3.649783,6.663413,7.279048,3,1.232552,8.007644,4.191209,1,benign
5.130857,2.218861,2,2,2,10,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
8.679244,6.065581,9.245573,9.974997,4.173488,1.106987,8.45357,1,1,malignant
1,1,3.158469,1,2,6.775689,1,1,1,benign
4,4.866091,6.120674,2,4.110134,3.996111,6.200415,2.926468,1,benign
10.519858,1.88782,2.84784,3.135012,3,8.588072,6.950945,10,1,malignant
9.695536,1,1,10.13691,11.375392,10,2,8.599282,1,malignant
10.047672,3.939067,6.540834,1,2,1,7.79836,10,1,malignant
4.840608,4.331171,2.596237,10.739371,2,10,7.224433,1,1,benign
5.329804,9.941064,7.320195,1,5.43744,2.732309,7.810924,10,1,malignant
4.971373,1,1,1,2,1,1,1,1,benign
1,1.577979,1,1,2,1,3,2.325181,1,benign
2.677744,1,2,1,2,1,1,1,1,benign
5.294766,1,1,1,2,1,3,1,1,benign
3.158478,1,1,1,2,1,1,1,1,benign
4.984809,1.70489,6.014475,7.070405,2,1,3.806872,8.578663,8.182645,malignant
10.761306,10.028456,8.956307,9.878112,10.34176,10,8.498656,10,1,malignant
10.429721,2.499741,6.51242,10.143404,2,10,4.752427,4.359556,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.132067,4.794221,3.28841,6.184041,2,10.177626,2,1,3,malignant
5.744494,1,1,1,2,1,2,1,1,benign
2.165552,1,1,2,2,3.0012,2,1,1,benign
5.776685,1,1,1,2,1,2,1,1,benign
8.965462,1,2,1,2,1,2,1,1,benign
1,4.646517,5.463792,1,7.179753,1,2,2.717638,1,benign
1,1.966867,1,2,5.051254,1,2,3.544532,1,benign
8.747002,3.985767,4.892531,4.231173,4.862275,10,9.067241,10,2,malignant
1,1,1,1,2,1,2,1,1,benign
3.167737,9.960401,9.844667,9.907193,6.489342,10,8.079692,10,1,malignant
8.018306,10.275215,9.389605,9.27162,3,10,7.641874,10,7.416299,malignant
1,1,1,1,2,1,3,1,1,benign
8.891091,9.525327,8.218482,10.042147,6.028191,10,9.513872,5.345483,2,malignant
3.123797,1,1,1,2,2.385316,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
6.990741,9.69178,9.21009,9.594408,5.434838,10,8.293858,1,1,malignant
5.418125,7.835726,10.687008,5.644418,8.429426,10,6.780294,7.701083,1,malignant
4,1,1,1,2,1,2,10,1,benign
7.66977,6.750702,2.57313,5.168542,3.759328,10,7.867928,7.341354,1,malignant
2.593191,1,1,1,2,1,1,1,1,benign
3.239627,1,1,3.817149,2,1,2,1,1,benign
1,10.168001,6.971687,4.726123,8.082183,10,8.88519,2.261409,5.231868,malignant
8.415034,1,1,1,2,1,2,1,1,benign
6.085285,3.507917,3.061881,7.525929,8.374355,1,4.882893,9.12438,1,benign
4.925459,1,3.783384,3.441567,2,2.394709,2,1,1,benign
1,1,1,1,2,2.840004,1,2.889673,1,benign
5.659381,9.538798,9.486894,8.074447,9.312685,5.279056,5.379569,2.237107,4.935287,malignant
5.430343,8.078566,6.560697,5.285167,3,5.647402,7.873486,8.868795,1,malignant
1,1,1,1,4.077182,2.605598,2,1,1,benign
4.798782,3.236447,2,1,2,1,1,3.144208,1,benign
9.464869,4.449979,4.867242,6.344434,3,3.01146,6.527662,4.132944,1,malignant
1,2.137403,1,1,2,1,1,1,1,benign
9.603999,9.975866,8.70137,3.39597,4.169283,3.252519,8.525503,5.122686,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.783175,10.253826,9.892324,7.105752,4.697709,10,7.138121,10,1,malignant
4,1,1,1,2,1,3,1,1,benign
11.152167,3.924598,4.746231,1,3.381814,2.668038,4.576381,3.440639,3,malignant
4.997915,6.320454,10.41105,7.258614,8.724282,10,7.048143,4.332615,1,malignant
2.835044,1,1,1,2,1,3,1,1,benign
4,9.709775,9.556472,3.680575,9.338085,2.517734,6.748199,4.438341,1,malignant
2.582482,1,1,1,2,1,3,1,1,benign
5.444167,4.356489,3.277388,10.216524,4.374689,10,5.164078,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.642418,3.083447,3.190086,1,3,1,3,1,1,benign
4.248863,1,1,1,2,1,1,1,1,benign
9.458878,3.167611,6.671718,2,2,10,1,5.002247,1,malignant
4.895192,9.570899,9.093237,10.115239,5.466925,10,8.036957,10,1,malignant
1,1,1,1,2,3.187952,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.275779,1,1,1,2,1,2,1,1,benign
2.690896,1.891014,3.923835,1,2,1,2,1,1,benign
8.325969,4.619471,7.865108,2,3,4.472459,7.690255,7.695249,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
9.630761,4.507078,7.448185,3.424842,4.106252,10,7.770818,2.092401,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.915938,7.67628,6.268744,5.276623,3,2.791378,4.327256,4.970382,4.479905,malignant
3.565063,1,1,1,2,1,1,1,1,benign
2.984371,1,3.432384,1,2,1,1,1,1,benign
10.129474,7.098338,7.513205,7.327046,7.970745,10,7.34012,7.849229,9.024649,malignant
7.222611,4.754364,3.858396,10.255704,3,10,7.228881,4.983184,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.622864,1,1,1,6.735818,2.054125,3.541272,1,2,malignant
5.305265,10.145409,5.511417,4.953275,3.292982,3.382593,7.41073,5.697931,1,benign
9.951832,9.569579,10.239337,2,6.290734,10,4.628089,10,2,malignant
4.813532,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
9.217916,10.200009,10.360252,8.590983,9.97642,10,3.752663,7.788155,2,malignant
4.650128,2.038849,1,1,3.902101,1,1,2.089182,1,benign
2.205952,1,1,1,2,1,2,1,1,benign
2.690126,2.351885,3.413239,1,2,1,2,1,1,benign
2.74344,1,1,1,2,1,3,1,1,benign
1,2.947854,1,1,4.599537,1,2,1,1,benign
10.066175,9.759419,8.729881,2,5.00418,10,7.570188,2.933961,1,malignant
9.536544,6.165462,6.994548,8.432955,3.791905,10,8.132596,10,7.515465,malignant
4,1,1,1,2,2.9669,1,1,1,benign
3.136338,1,1,2.758788,2,1,1,1,1,benign
7.687429,1,9.035825,1,1,2.588839,4.12958,10,10.608031,malignant
4.85688,1,1,1,1,1,3,1,1,benign
4.921368,1,1,1,2,1,2,1,1,benign
3.145938,1,1,1,2,1,3,1,1,benign
4.709263,1,1,1,2,1,7.040855,2.874403,1,benign
2.867185,1,1,1,2,1,3,1,1,benign
6.27277,6.878232,5.445405,4.239661,4.742303,4.921198,8.500776,10,3,malignant
1,1,3.153896,1,2,1,1,1,1,benign
5.661304,1,1,1,2,1,1,1,1,benign
1,7.791888,9.690492,1,1,1,6.523346,7.520792,1,benign
2.993715,2.360156,1,2.59638,2,1.926961,1,1,1,benign
5.062594,1,1,1,2,1,2,1,1,benign
1,1,2.890902,1,2,1,2,1,1,benign
11.626828,10.012454,8.520809,2.826541,7.545633,8.464959,4.738965,3.011372,3,malignant
5.40324,1,1,1,2,1,3,1,1,benign
5.615117,1,1,1,2,1,1,1,1,benign
5.312813,1,1,4.132622,2,1,2,1,1,benign
5.543925,1,1,1,2,4.473718,2,1,1,benign
2.301207,1,1,1,2,1,1,2.663289,1,benign
9.478922,4.980933,6.26582,5.175621,6.494412,1,3,7.790408,1,malignant
9.854987,6.006395,1,6.353022,3,10,3.969532,10,1,malignant
2.962052,1,1,1,5.317431,1,2,1,1,benign
4,4.186483,5.287955,1,12.057453,10,5.258743,4.910932,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,3.639662,2.971727,1,4.570498,4.154072,8.692502,4.641588,1,malignant
4,1,2,9.917947,2,1,3,1,1,benign
3.019884,1,1,1,2,1,2,1,1,benign
10.082888,10.060087,7.714979,1,8.183979,7.96179,8.383365,10,1,malignant
5.129405,3.108119,3.777628,1,2,10,3,7.61697,3,malignant
5.180294,4.979328,5.875649,3.460252,4.870019,10,3,5.431154,1,malignant
8.077512,10.078245,6.7676,10.157723,9.37084,10,3.255496,2.759358,1,malignant
2.913528,2.381746,2,2,1,1,8.139233,1.517562,1,benign
7.386346,9.921846,9.04503,4.0822,10.439435,10,4.470124,10,1,malignant
11.965579,4.20847,3.886737,2.805868,4.788784,10,4.506161,1,1,malignant
5.387044,1,1,1,2,1,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
11.639376,4.307762,1,9.760686,5.902709,10,5.18635,3.241034,1,malignant
1,1,1,6.486558,3.904767,6.314374,3.194111,2.404533,1,malignant
1,1,1,1,2,1,1,1,1,benign
7.335278,4.323609,2,10.271115,4.224342,1,8.515828,2.716361,1,malignant
6.027162,9.779174,8.254736,3.018737,8.288845,7.285743,4.46118,1.93259,7.174926,malignant
5.53083,1,1,1,2,1,2,1,1,benign
7.3399,5.899339,5.899312,9.804671,3.89206,10,3,8.548678,1,malignant
2.305581,1,1,1,2,1,1,1,1,benign
5.013186,1,1,1,2,1,3,1,1,benign
2.159802,1,1,1,2,1,1,1,1,benign
8.644698,1,1,1,2,1,2,1,1,benign
8.457273,9.564636,8.925155,9.744303,6.098347,1.710139,7.00407,10,1,malignant
2.368668,1,1,3.195837,2,10,2,1,1,benign
9.630634,9.58533,6.683167,9.62729,7.265395,6.678447,7.139589,8.109136,6.949102,malignant
2.976283,1.664531,1,3.438325,2,1,2,3.236614,1,benign
4.768038,1,1,1,3,1,1,1,1,benign
5.204696,6.933469,6.867915,2,4.080944,7.063947,5.278536,1,1,malignant
4,3.441266,1,1,2,1,1,1,1,benign
5.692258,1,1,1,2,2.566294,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.800087,1,2,1,2,1,1,2.322223,1,benign
9.262804,3.861991,3.651788,9.847754,3,1,7.865991,3.807698,1,malignant
8.45341,7.616479,6.677569,3.940842,7.353755,8.751368,8.318969,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
8.852382,5.12937,4.724095,9.851149,3,10,3,1,3,malignant
4,3.040836,4.055092,1,2,1,3,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.990327,1,2,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
6.943696,9.799389,8.115155,6.282899,9.485909,10,5.567694,4.012025,1,malignant
6.10664,1,1,1,2,1,1,1,1,benign
9.048243,3.097046,3.675436,1,4.325884,10,8.344463,3.59862,3,malignant
1,2.994123,1,3.562825,2,2.651408,1,1,1,benign
5.743491,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.984629,1,1,1,2,1,1,1,1,benign
4,8.499542,3.004913,8.734178,6.517884,10,3,9.092493,1,malignant
7.797311,1,1,6.007902,1,10,6.202313,1,3,malignant
1,1,2.91593,1,2,1,1,1,1,benign
2.550535,1,1,2,2,3.911808,3,1,1,benign
4,9.835575,9.548495,8.55913,5.063872,10,7.931017,10,1,malignant
5.851435,4.565134,2,3.419698,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.391712,4.202836,5.532443,9.790025,2,10,9.947507,10,2,malignant
8.774027,9.934385,3.091338,10.066513,7.816357,1,6.649206,8.912676,3,malignant
4,1,1,1,2,1,2,1,1,benign
7.489157,7.1772,9.75598,3.49613,3,5.81462,4.557618,10.112846,7.918179,malignant
2.861938,1,1,2,2,1,2,1,1,benign
5.926563,1,1,1,1,1,3,1,1,benign
4.953316,1,1,3.375853,10.462507,1,2,1,1,benign
6.082266,1,3.721601,1,2,1,2,1,1,benign
8.909304,10.186006,8.190723,7.039784,10.382644,6.10423,8.175371,5.178727,1,malignant
5.712364,1,1,1,2,1,1,1,1,benign
2.522996,1,1,1,1,1,3,1,1,benign
1,2.553541,1,2,2,1,1,1,1,benign
9.083012,6.061556,6.100312,3.136505,3,10,6.987122,1,2,malignant
1,1,1,2,2,1,1,1,1,benign
8.977427,1,2.631393,5.454256,2,10,2,2.837991,1,malignant
5.298382,4.261207,3.386077,9.816017,4.959644,10,7.401158,2.091661,3,malignant
2.484296,3.942415,10.299909,2.945005,8.343917,1,2,2.29371,1,benign
5.384468,10.237449,9.600953,9.719434,7.687587,10,7.027755,10,1,malignant
7.285934,9.792067,8.955196,3.249154,4.564121,10,4.662677,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.858999,1,1,1,2,1,3,1,1,benign
2.723784,3.682487,6.05018,2.639849,3,3.130353,2,7.256451,1,benign
1.854497,10.04916,8.284124,2.742465,4.065432,4.318607,7.678188,10,1,malignant
5.318878,1,1,2,2,1,2,1,1,benign
1.984722,1,1,1,2,1,3,1,1,benign
5.352542,2.259712,1,2,3,1,3,4.843245,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.304755,3.193784,2,2,1,3,7.321987,1,benign
4.553894,10.148131,10.45831,7.183686,7.524557,2.899423,10.035866,10,3,malignant
4.584344,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.209618,6.862766,5.37,9.690213,5.546255,2.277992,4.02671,1,3,malignant
8.965734,2.631779,5.185366,5.911621,3,10,1,5.341154,1,malignant
4,2.618203,5.861992,1,3,10,5.998599,3.973014,3,malignant
2.719627,3.030265,1,2,2,1,2,1,1,benign
5.458501,1,1,1,2,1,2,1,1,benign
4,4.561878,6.343699,10.131473,2,10,7.304537,2.289267,6.552268,malignant
4.99899,2.817205,1,1,2,1,8.08084,1,1,benign
2.543333,1,1,1,2,1,1,1,1,benign
9.492846,2.373905,2,10.351412,3.965464,10,3,1,2,malignant
8.328158,5.007322,5.881934,2,8.046102,10,8.456096,5.918166,1,malignant
1,1,1,1,2,1,4.718481,1,1,benign
5.446339,1,1,1,2,1,3,1.655521,1,benign
3.522735,4.988515,9.233745,2,3,1,3,8.352757,1,benign
5.707545,1,1,1,2,2.968889,1,1,1,benign
7.979729,4.530925,4.526395,9.765482,5.570136,10,7.137729,3.361823,3,malignant
2.110637,1,2.885885,1,2,1,2,1,1,benign
2.826434,2.830149,5.336892,2.455597,2,10,5.951571,5.167678,2,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.124183,4.371407,6.317664,10.125463,2,10,2,8.797013,3,malignant
4,1,1,1,4.254509,1,2,1,1,benign
1,1,1,3.600851,2,4.494964,1,1,1,benign
5.000525,9.8597,8.948924,10.030183,1,10,9.064617,10,1,malignant
2.601598,1,1,2,2,1,2,1,1,benign
4.796379,1,3.039172,7.001379,2,10,3,1,1,benign
7.637829,1,2,1,1,1,2,1,1,benign
1,1,2,1,1,1,3,1,1,benign
1.782408,1,1,1,2,1,2,1,1,benign
4,9.645959,7.447945,4.853844,3.855404,10,6.238046,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.745883,1,1,1,2,4.01859,2,1,1,benign
4.69294,4.518834,2,6.13393,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.354662,1,1,1,2,1,2,1,1,benign
5.458263,2.191352,5.204354,1,2,1,1,9.806944,8.522717,malignant
4,1,1,1,2,1,2,1,1,benign
2.846779,2.997662,2,1,2,1,3,3.013423,1,benign
8.404836,4.015274,5.431696,7.69887,4.62326,10,4.229137,1,1,malignant
4,1.9884,2,8.015923,3.492214,4.679903,1,1,1,benign
5.729667,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,3,1,2,benign
9.098461,2.694112,6.00059,2.835374,2,5.539938,8.230158,4.205538,1,malignant
5.289747,7.066231,3.446733,3.525793,9.512364,10,3,1,1,malignant
5.125335,7.413712,10.055058,6.954908,4.65407,10,4.229039,1,3.814477,malignant
2.269031,2.261546,3.50216,1,2,1,3.850171,1,1,benign
4,10.121002,3.49643,5.059861,6.594764,10,4.803583,7.68838,1,malignant
1.650018,1,1,3.518041,2,1,1,1,1,benign
5.356952,1,1,1,2,1,1,2.126381,1,benign
1,3.63419,1,3.202559,7.228737,1,2,1.485238,1,benign
5.085896,5.391722,3.978783,8.718563,3,3.378079,3,5.031438,1,malignant
2.687674,1,1,2,2,1,2,1,1,benign
2.504509,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.549341,1,1,2,3,1,3,1,1,benign
1,1,1,3.341375,1,1,3,1,1,benign
2.952635,3.126627,1,1,2,1,3,2.19263,1,benign
8.676444,8.44465,9.821736,7.676737,4.666139,10,3,10,3,malignant
4,1,1,2.361348,2,1,1,1,1,benign
8.695587,4.461862,7.997365,6.717066,7.858693,10,3,1,1,malignant
4,1,1,1,2,6.203428,2,1,1,benign
4.758145,1,1,7.346788,2,3.848,2,1,1,benign
7.9707,4.065911,6.620182,9.887023,3,10,4.790945,3.122616,1,malignant
1,8.04887,5.542087,2.656442,10.747006,3.726918,8.951656,10,4.424486,malignant
1,1,1,1,2,8.405286,2,1,1,benign
3.311946,1,3.807604,2,2,1,4.741671,1,1,benign
5.675534,1,1,1,2,1,2,1,1,benign
5.174633,1,1,1,2,1,3,1,1,benign
2.10941,1,3.456333,1,2,1,3,1,1,benign
2.497951,1,1,9.749866,2,8.714083,3,1,1,benign
3.386129,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.643771,6.669536,11.355805,2,8.374528,10,5.213326,9.005013,1,malignant
1,1,1,1,2,1,3,1,1,benign
8.198239,5.303533,9.155742,3.211929,9.328904,10,3,2.035932,1,malignant
1,1,1,1,2,1,3,1,2,benign
5.768114,7.465398,8.018696,3.863376,3.893611,5.617244,7.575423,3.460325,5.576448,malignant
4,7.892939,9.888699,9.818655,4.31473,10,6.011803,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.237702,6.267196,5.193197,2,3,10,7.412589,10,1,malignant
4,1,1,3.245014,2,1,3,1,1,benign
4.886785,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,2.079971,2,benign
8.883724,7.112609,3.956713,1,4.852964,6.329496,8.586867,7.825843,1,malignant
1,1,1,6.530352,2,1,3,1,1,benign
8.357178,9.927637,9.206412,7.291054,5.469916,10,4.725763,10,1,malignant
4,3.11262,2,2,2,3.40804,2,1,1,benign
5.149544,4.289088,3.455361,1,8.718394,1,8.210466,4.044088,1,benign
4,1,1,1,2,1,3,1,1,benign
10.011958,10.088272,9.143407,7.98757,7.149119,3.597822,4.443381,10,8.851346,malignant
7.377412,4.584218,3.793958,6.043137,4.708443,5.228826,6.469986,1,1,malignant
1,1,2,1,2,1,2,2.727211,1,benign
9.855184,7.419668,9.335315,3.199855,4.241798,1.510599,3,7.86778,9.717311,malignant
5.725624,6.900901,9.272552,2,2,10,5.579678,10,1,malignant
1,2.141379,1,1,2,1,3,2.319479,1,benign
1.707455,1,1,1,2,1,1,1,1,benign
5.454352,1,1,2,2,1,3,1,1,benign
8.854226,10.11253,8.996482,4.890941,1,10,8.855428,7.63065,2,malignant
2.792335,1,1,1,2,1,3,2.005655,1,benign
2.977342,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.78804,1,1,1,3,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.278243,1,2,1,2,1,3,1,1,benign
4.818695,1,1,1,1,1,1,1,1,benign
9.614644,9.979918,10.141235,9.943599,7.396949,1,9.040928,10,3,malignant
1,1,2,1,2,1,3,1,1,benign
2.929545,1,1,1,2,1,1,1,1,benign
5.230074,10.064944,10.85328,8.308803,4.757265,4.484541,7.854871,1,1,malignant
2.685468,1.531729,1,2,3,2.586297,2,2.867683,1,benign
2.530099,1,1,1,1,1,1,1,1,benign
2.822169,1,1,1,1,1,1,1,2,benign
5.016283,10.057347,11.276553,9.57331,4.348887,10,5.62086,4.207731,1,malignant
4.860402,1,1,2,2,1,3,1,1,benign
9.982251,10.194423,6.391071,9.920393,6.282528,10,7.228992,10,3,malignant
3.316628,1,1,1,2,1,2,2.595997,1,benign
4.928794,1,1,1,2,3.194656,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
5.728614,1,1,1,3,4.091812,2,1,1,benign
6.08977,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,2,2.757067,2,10,1,1,1,benign
8.244111,3.777156,10.220575,3.784179,3,8.242499,5.339128,1,1,malignant
2.542405,1,1,2,2,2.785205,1,1,1,benign
2.335824,1,1,2,2,1,1,1,1,benign
7.532073,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.097595,8.05496,8.62948,7.710521,5.463253,4.234575,8.675887,7.618129,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.293673,1,1,1,2,1,1,1,1,benign
7.107042,7.486908,10.507787,10.214371,8.774107,10,3,4.921485,1,malignant
4,1,2,1,2,1,3,1,1,benign
2.554041,1,1,1,2,1,1,1,1,benign
1.917828,1,2,1,2,1,2,1,1,benign
2.066367,1,1,3.641394,2,2.663897,3,1,1,benign
5.740452,2.54312,3.309594,5.430506,5.446055,10,3,10,1,malignant
3.15978,1,1,3.475516,2,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
1.749173,2.203227,1,1,3,1,3,1,1,benign
4.976712,1,1,1,2,1,1,1,1,benign
9.096711,9.458067,9.787717,2.393518,5.814192,3.289413,4.300572,2.62618,1,malignant
5.144346,1,1,1,2,3.495775,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.838712,1,1,1,2,1,3,1,1,benign
3.074699,5.56639,1,9.711476,6.119034,4.993158,1,8.08869,1,benign
1,1,1,1,2,1,3,1,1,benign
2.560018,1,1,2,2,1,1,1,1,benign
2.711088,1,1,1,2,3.040308,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.871499,8.456321,4.86586,5.977591,4.520099,4.589092,3.080163,4.783581,2,malignant
2.638343,1,2,1,3,1,3,1,1,benign
1,7.231617,7.46332,9.508376,3,10,2,8.279745,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,6.194606,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,6.402107,3.252825,3.400076,4.870906,10,4.254053,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.856467,1,1,1,2,1,3,1,1,benign
2.530789,1,1,1,2,1,3,1,1,benign
8.235938,2.728233,3.361735,3.004668,5.147505,10,1,5.428706,1,malignant
4.780084,3.468355,2.989665,1,7.523609,2.39991,3,1.707979,1,malignant
4.848786,2.472799,3.579747,2.806162,3,1,9.617036,10,1,malignant
3.575752,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.184816,7.943977,9.368425,9.62585,3,10,5.019144,2.869762,1,malignant
5.047849,1,1,1,2,1,1,1,1,benign
2.332566,1,2,1,2,1,2,1,1,benign
8.257384,5.709836,9.443963,3.648729,4.147005,7.478768,5.183617,1,4.576558,malignant
1,1,1,1,2,1,3,1,2,benign
8.720351,10.131366,6.574191,2,6.19712,10,6.542909,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.324835,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,2,1.478996,1,benign
3.296653,1,3.149672,1,2,1,2,1,1,benign
2.995549,1,1,1,2,1,2,1,1,benign
1,1,4.27237,1,2,1,2,1,1,benign
5.098811,2.386872,1,2,2,3.01266,1,1,1,benign
5.42918,10.210258,5.146498,9.580358,4.969115,4.229356,3,10,1,malignant
4.932008,2.346706,1,1,2,1,2,4.688092,1,benign
1,1,1,1,2,1,3,1,1,benign
2.578579,4.773649,6.155715,7.365223,2,10,3,3.114647,1,malignant
4,1,2,1,2,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
1,1,1,3.045309,2,1,2,1,1,benign
2.119207,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
6.785882,1,3.594134,2,4.394166,6.813232,3,10,1,malignant
5.048349,1,1,1,3,1,2,1,1,benign
2.40965,1,1,1,1,1,3,1,1,benign
5.244569,5.123115,3.3849,3.42498,2,9.150211,7.156604,8.128067,1,malignant
9.407154,10.126392,6.246369,9.791232,9.065886,10,9.534946,10,1,malignant
1,1,1,1,2,4.889006,2,1,1,benign
1,2.901393,2.843589,1,1,1,2,1,1,benign
3.258286,1,2,3.53496,2,2.076922,1,1,2,benign
1,1,1,1,2,1,1,1.79082,1,benign
9.481023,6.555656,9.946185,3.593763,4.235221,10,3,4.717509,1,malignant
7.758047,10.267363,10.130724,7.585814,10.603598,10,9.165305,5.064316,8.446999,malignant
4,1,1,1,2,1,2,1,1,benign
4.997879,1,1,2,2,1,2,1,1,benign
8.843796,4.589453,9.648609,6.091274,5.29661,10,5.27213,2.707618,1,malignant
8.793595,9.663117,9.183875,6.114905,4.474291,2.047443,3,5.794588,3,malignant
5.134527,8.355428,10.048215,7.169392,2,10,7.008404,7.922817,2,malignant
5.360161,6.392279,10.398687,10.340634,3.716356,3.917446,7.857652,8.272426,1,malignant
4,2.684526,1,3.659589,2,1,2,2.894115,1,benign
4.782391,1,1,1,2,1,1,1,1,benign
9.039619,6.405027,6.776872,8.846275,4.2501,10,3,7.256942,1,malignant
2.556645,1.837541,1,3.307984,4.05949,3.501279,2,4.113833,1,benign
1,1,1,1,2,1,3,1,1,benign
4,2.080573,5.404088,1,4.447885,6.030394,6.488555,1,5.01122,malignant
7.684809,4.613852,3.012161,9.853186,4.157247,1,4.877089,5.552796,6.490652,malignant
7.860351,4.276295,2.223807,3.575051,2,9.794916,7.331761,1,1,malignant
1,2.525482,2,1,2,1,2,1.544805,1,benign
5.85093,8.371723,7.359336,3.211627,6.684117,10,9.192127,2.269176,7.520033,malignant
3.219765,1,2,2.994903,2,3.289657,1,1,1,benign
8.856084,8.401267,2,5.348749,4.272704,10,5.182925,5.335178,2,malignant
5.207308,1,1,1,2,1,1,1,1,benign
7.842969,9.597172,8.452231,9.663865,4.415968,10,6.477704,10,9.401951,malignant
4.770527,9.898995,5.618409,9.663259,8.441325,10,8.031366,3.06946,1,malignant
4,9.856874,6.029253,4.202509,6.533669,10,8.15546,1,1,malignant
1,7.708789,5.821242,5.126581,3.746516,9.562651,8.48178,7.692976,1,benign
4.808429,1,1,1,2,1,3,1,1,benign
6.77246,3.383013,2,1,3,4.222121,3,2.480616,9.907303,malignant
5.398419,4.61853,5.845482,9.613288,2,10,4.745618,1,1,malignant
2.805329,1,1,3.730821,2,1,1,1,1,benign
4.909579,1,3.311662,1,2,1,3,1,1,benign
7.315658,9.744936,7.463588,3.447453,2.727576,10,8.139622,2.441256,1,malignant
1,1,1,1,2,1,1,2.797773,1,benign
1,1,1,1,1,1,2,1,1,benign
4,4.325015,6.271516,6.133293,4.508413,8.881152,7.506693,2.606395,1,malignant
5.263423,7.15547,6.473617,3.473687,4.179556,7.466001,3,7.659046,4.756975,malignant
9.424279,10.073892,8.415349,1,7.660038,10,3.441832,10,6.719203,malignant
5.695955,5.263235,5.70771,7.458467,4.452149,1,10.818913,1,11.173981,malignant
1,1,1,1,2,1,2,1,1,benign
4.886849,4.416969,7.08091,1,6.768856,1,4.735408,10,1,malignant
2.297011,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,5.198999,4.439083,2.886976,3,4.319214,6.431347,5.257273,9.455938,malignant
5.208538,1,1,1,2,1,2,10,1,benign
7.941407,9.553352,9.780774,3.283036,3,3.855181,8.444152,10,1,malignant
9.254798,6.662173,6.645207,5.185008,3,7.688189,5.272768,6.549362,10.559474,malignant
5.257496,4.434409,9.280257,1,3.516465,4.07429,3.117384,4.487731,2,malignant
1,1,1,1,2,2.665648,1,1,1,benign
1.983739,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.11783,1,1,4.182946,2,1,2,1,1,benign
5.439092,1,1,1,2,1,2,1,2,benign
2.063451,1,1,1,3,1,2,2.456203,1,benign
5.476542,2.23428,7.473302,1,3,10,3,2.06687,3,malignant
4.825926,1,2,1,2,1,2,1,1,benign
5.139637,2.032549,3.247037,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.8661,2.451192,3.973132,3.394258,4.585074,3.032663,4.987328,2.461225,2,malignant
1,1,1,1,2,1,2,1,1,benign
5.475182,1,3.235863,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,2.682818,1,1,2,1,2,1,1,benign
2.924558,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
6.428177,10.278384,9.07613,1,6.875651,10,6.343511,1.954252,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.639382,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.115875,5.356793,10.258275,9.936456,3,10,8.644579,2.576606,2,malignant
7.7238,5.857332,9.479584,3.597077,5.080445,10,3.768883,1,2,malignant
1,1,1,1,2,1,3,1,1,benign
3.424565,1,1,1,2,1,1,1,1,benign
5.409883,1.978778,1,2,3,1,4.117978,2.239254,1,benign
5.499444,4.208687,4.208822,8.392487,4.946,10,7.483542,1,1,malignant
4,1,1,1,2,2.633325,2,1,1,benign
7.413669,4.342472,4.619633,6.066022,7.099918,10,4.677781,2.457548,1,malignant
8.352792,1.794328,3.504763,2,3,10,7.785386,10,2,malignant
5.485776,6.953118,2.859159,9.566662,4.294164,10,3,8.230668,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.324233,1,1,2,5.793086,1,1,1,benign
2.647924,1,1,1,2,1,3,1,7.897476,benign
4.82604,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.260464,1,1,1,2,6.303021,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.46459,1,2,1,2,1,3,1,1,benign
9.428762,10.193783,7.717594,9.947049,3.882281,10,8.712283,10,3,malignant
1,1,1,1,1,1,3,1,1,benign
8.408725,5.677495,4.497566,2,3.915781,7.051116,3,8.207297,3.985161,malignant
5.332142,8.244443,8.316461,3.125048,3.934673,10,7.993323,1,3.914572,malignant
9.077257,4.287476,2.920418,2.464003,3,6.131312,7.957823,1,3,malignant
4.929534,1.365611,1,1,1,1,2,1,1,benign
5.209306,2.386494,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.650456,8.01192,8.312511,3.212536,6.533156,4.647427,2,10,3,malignant
5.174375,9.965671,3.660514,6.785135,7.060719,5.702727,7.25019,10,11.382895,malignant
9.007956,4.452995,9.600382,9.93787,3,10,4.477789,1.914729,2.864929,malignant
5.129118,1,1,1,2,1,2,1,1,benign
9.347539,7.394015,8.03701,2,6.915338,2.65233,6.034854,10,5.632894,malignant
3.0064,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.052691,1,1,1,2,1,3,1,1,benign
1,4.617395,3.096073,9.749196,2,10,6.062319,1.974476,2,malignant
3.161067,1,3.464058,3.638475,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.599735,3.689685,3.063207,1,6.453752,1,3,3.432139,1,benign
1,1,2,3.589684,2,1,1,1,1,benign
9.055437,3.489161,2,1,2,10,9.514992,4.523987,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.638922,2.303744,2,10.118095,7.065284,10,3,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.91687,1.922764,3.72583,2,2,1,2,1,1,benign
2.535595,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.276724,2.783174,1,3.371422,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,7.212969,1,1,1,benign
8.091931,8.234909,9.318346,3.14272,5.85721,10,9.171352,2.20112,1,malignant
8.34736,1,1,1,3.926658,7.368179,2,10,1,malignant
4,4.128426,4.752488,10.088872,4.19431,10,2,1,1,malignant
5.451212,1,3.977238,1,2,1,1,1,1,benign
8.094917,8.154803,11.122723,1,3,1.645216,8.242465,7.437018,5.702745,malignant
7.731853,6.9404,4.872695,7.324051,5.466729,1,3,5.399917,1,malignant
5.319074,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.294338,1,1,1,2,1,3,1,1,benign
5.225041,10.544104,9.463653,10.312775,2,10,8.804153,10,1,malignant
5.343456,1,2.869876,3.870521,2,10,1,1,1,benign
1,1,1,1,4.36648,1,2,1,1,benign
2.842483,1,1,1,2,1,2,1,1,benign
2.684025,6.47939,5.750963,5.312997,3,10,8.905769,1,1,malignant
5.548847,4.307729,3.93223,2,4.526311,6.271948,3.844674,6.366094,3,malignant
2.576575,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.219678,1,1,1,1,1,1,1,1,benign
4,1,3.290782,1,2,1,3,2.773227,1,benign
1,1,1,1,2,2.860169,2,1,1,benign
5.667531,9.305992,8.04967,3.059399,3,4.679973,4.437172,2.01359,9.206282,malignant
5.183143,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.855383,5.372086,3.023646,1,8.190804,1,5.216247,7.377476,1,malignant
1,1,1,1,1,1,1,2.615123,1,benign
2.141466,1,1,6.802015,3,1,2,1,1,benign
2.16643,4.511316,2.788831,9.686375,2,1,3.90738,10,1,benign
1,1,1,1,2,1,3,1,1,benign
5.07781,10.069332,7.545571,10.204499,7.873655,10,8.507037,2.910984,3,malignant
3.090739,1,1,1,2,1.509104,2,1,1,benign
2.087388,1,1,1,2,1,3,1,1,benign
7.992829,7.768351,2.852659,7.665369,3.538935,10,7.181023,8.533207,1,malignant
4.593033,1,1,1,2,1,3,1,1,benign
2.573702,3.612692,6.835285,6.337208,2,7.425002,4.975729,3.822862,1,malignant
2.432644,1,1,1,9.370038,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.555365,8.017671,4.002106,3.168213,7.452231,2.227295,8.523547,6.145006,3,malignant
8.64071,5.435016,6.440204,5.5391,5.913189,10,7.084515,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
7.428694,6.458505,8.827463,6.911503,4.618201,10,7.788678,10,1,malignant
4.978657,9.764121,8.038845,7.216563,7.251415,7.337062,4.756267,3.99997,1,malignant
9.342932,4.494608,9.589663,2,3,10,5.139868,7.851937,3,malignant
8.752626,8.271517,9.631969,1,4.809926,1,3,10,1,malignant
7.178856,1.985858,5.650066,1,2,5.612785,8.807902,2.608041,1,malignant
2.594085,2.630914,2,2,2,10,1,1,1,benign
1,2.842236,2,1,2,1,1,2.747303,1,benign
3.05989,1,1,1,2,1,2,1,1,benign
1,8.843274,9.994369,2,3.783871,10,9.027243,10,4.508557,malignant
1,1,1,1,2,1,2,1,1,benign
8.534718,9.831296,8.596507,5.100529,8.935997,10,7.211786,2.997736,1,malignant
7.466142,3.386111,2.983974,4.486056,1,10,1,2.754584,4.565982,malignant
1,1,1,1,2,1,1,1,1,benign
5.886843,10.030042,4.698502,10.230336,4.36762,1,4.967452,8.928843,1,benign
5.834535,1,1,7.770739,2,1,1,1,1,benign
5.034092,10.145202,9.812833,6.734798,5.594579,6.468599,9.338513,10,1,malignant
2.579735,1,2.947497,3.290296,2,1,3,1,1,benign
5.487495,1,1,1,2,1,2,1,1,benign
9.669369,2.06725,3.892264,1,4.685059,7.226909,8.610555,5.283075,3.073769,malignant
8.324864,3.698494,4.70218,3.470951,5.375035,6.832414,7.443293,3.093643,1,malignant
5.243441,1.893064,4.269439,1,3,1,8.846299,5.441856,1,malignant
4,2.126027,3.469952,2,2,1,3,2.138002,1,benign
3.872549,1,1,1,2,1,2,1,1,benign
4.649584,7.156526,8.955243,5.260204,3,6.724999,5.05255,10,1,malignant
7.264693,6.384719,2.793629,10.729431,9.387163,10,8.359404,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.682727,1,1,1,2,1,1,1,1,benign
1,1,3.742659,1,2,1,3,1,1,benign
3.139212,1.94659,2,1,2,1,4.680303,1,1,benign
2.430083,1,1,1,2,1,3,1,1,benign
2.480589,2.394779,1,1,2,1,8.695194,3.116577,1,benign
2.50006,1,2.525138,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.694981,1,1,1,1,1,1,1,1,benign
10.963412,10.069218,9.266613,3.43658,3.809516,10,7.983482,3.044495,1,malignant
1,1,3.219749,7.928039,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.638262,1,1,1,2,1,3,1,1,benign
5.526612,10.11218,9.192312,5.67061,4.80033,10,7.758973,10,2,malignant
4.8709,1,1,1,1,1,2,1,1,benign
1,1,1,1,3,1,1,3.706323,1,benign
4,1,1,1,2,1,1,2.51581,1,benign
1,1,1,3.620567,2,1,2,1,1,benign
5.250694,1,1,1,2,1,1,2.564644,1,benign
7.562506,1,2,3.69023,2,1,3,1,1,benign
1.757038,1,1,1,2,1,1,1,1,benign
5.531204,1,1,2,1,1,1,1,1,benign
1,1,1,3.980687,2,1,3,1,1,benign
1,9.397404,7.846646,9.875186,11.037685,10,10.229504,10,3,malignant
11.647433,7.685747,3.780322,1,4.235526,5.434374,5.197582,1,1,malignant
4.530477,7.653766,4.992623,2,4.576016,10,8.541889,8.735092,3,malignant
5.610195,2.304492,2,1,2,1,1,1,1,benign
8.47797,4.996717,2,4.895924,2,6.636937,3.475692,7.371668,1,malignant
4,2.311391,2,2,3,1,4.488631,1,1,benign
5.84048,5.760968,7.841778,2,3,10,10.157373,7.580867,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.249896,7.652059,10.385958,2,9.791413,2.103364,7.090755,3.131056,1,malignant
3.124693,1,1,1,2,1,2,1,1,benign
5.647963,1,1,1,1,1,2,1,1,benign
9.210868,4.50781,6.993866,3.847619,3,10,4.419109,1,3,malignant
10.182488,10.346878,6.436309,2,4.557421,10,4.652183,7.298303,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.635727,1,1,3.416137,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.818943,1,1,1,2,1,2,1,1,benign
2.22927,1,1,1,1,1,3,1,1,benign
2.733312,1,1,1,2,1,1,1,2,benign
5.217196,5.10552,6.54297,6.377572,4.302879,7.983842,5.466345,1,3,malignant
4,1,2.979137,1,2,1,1,1,2,benign
4,1,1,1,2,1,1,1,1,benign
6.602754,7.721688,11.147482,4.062966,7.061291,1,8.249914,10,1,malignant
3.010336,2.809874,2,1,2,1,1,1,1,benign
2.061165,1,1,1,2,1,2,1,1,benign
1,3.014378,2.99032,1,2,1,4.076006,9.71148,1,benign
1.944711,9.237988,3.172408,4.089261,7.721953,10,5.108254,4.715522,2,malignant
1,1,1,1,2,1,1,1,1,benign
2.029191,1,1,1,2,1,2,1,1,benign
9.482551,3.307387,3.21989,1,3,4.78187,7.51815,2.04022,1,malignant
5.76029,1,2,2,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.957186,1,2.733897,1,2,1,3,1,1,benign
9.378498,1,1,1,2,1,1,1,1,benign
5.784644,7.795106,2.985233,5.818532,9.770801,0.781778,8.904491,1,9.369834,malignant
1,1,1,1,2,1,1,2.764603,1,benign
1,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
1.998077,1,1,2.982465,2,1,3,1,1,benign
7.96531,4.631037,4.286684,3.473083,2,8.026136,10.577593,6.221648,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.409401,1.254504,1,1,2,1,2,1,1,benign
4,3.015814,2,2,3,1,2,7.119111,1,benign
1,2.674724,1,3.709029,2,1,7.115091,6.3839,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.974458,1,1,1,2,1,2,1,1,benign
5.06031,8.682396,2.55893,9.985855,3,10,5.62389,10,1,malignant
3.299099,2.02824,1,1,2,1,1,1,1,benign
2.374673,1,1,1,2,2.149567,3,1,1,benign
1.973476,1,1,3.200708,2,1.791939,3,1,1,benign
2.311456,2.198193,3.714689,1,2,1,5.958724,1,1,benign
5.906561,3.678041,3.151066,6.146511,2,10,4.293595,4.878035,9.488314,malignant
2.556908,1,3.488496,1,2,1,1,1,2,benign
1.980934,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.057902,1,1,1,3,1,1,1,1,benign
2.212266,1,1,1,1,1,2,2.017062,1,benign
1,2.390066,2,2,2,1,8.665336,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.603998,2.909927,3.515109,8.63974,4.624243,10,8.181887,3.260456,2,malignant
4.865833,1.614866,2,2,3,1,3,1,1,benign
2.333927,1,1,1,3,1,1,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.290772,2.184658,1,1,1,1.523263,1,1,1,benign
1,2.798286,1,3.165565,2,1,2,2.39967,1,benign
2.230176,3.048365,1,3.222548,2,1,2,1,1,benign
4.905879,1,1,1,1,1,3,2.606138,1,benign
3.273987,1,1,1,2,3.735791,1,1,1,benign
2.254067,1,1,3.543733,2,1,2,1,1,benign
3.24008,1,1,1,2,1,3,2.244749,1,benign
2.144374,1,1,1,2,1,2,1,1,benign
9.276612,3.755611,6.59724,9.502593,4.001858,10,7.993459,1,2,malignant
4,1,1,1,2,1,3,1,1,benign
5.107739,1,1,1,2,1,3,1,1,benign
8.863545,9.719242,8.468096,5.412888,10.616315,6.959907,6.595808,10,3,malignant
1,1,1,1,1,1,1,1,1,benign
5.034652,1,1,1,2,1,3,1,1,benign
2.393126,2.932114,2,1,2,1,1,1,1,benign
9.512128,4.013366,2.71088,3.328263,4.530397,8.482694,2,6.232679,1,malignant
1,1,2,1,4.269315,1,3,1,1,benign
9.816623,7.361194,5.369723,6.07565,3,4.077142,3,10,1,malignant
5.622184,1,1,1,2,1,1,1,1,benign
5.146589,1,1,1,2,1,2,1,1,benign
2.911357,2.428724,2,2,8.662156,10,6.649304,5.38585,8.768795,malignant
2.514885,1,2,3.555241,2,2.73955,3,1,1,benign
1,1.744025,2,3.987239,4.873222,1,1,1,1,benign
5.322651,6.18362,3.41886,2.989807,3,10,6.918655,8.262101,1,malignant
2.476103,4.137315,2.770522,2,9.329326,10,4.410152,10,2,malignant
3.765571,1,2.992209,1,2,1,2,1,1,benign
2.592503,1,1,1,2,1,2,1,1,benign
3.280291,10.026063,9.880741,3.913235,11.344464,7.05184,7.467428,2.773492,2,malignant
4,1,1,3.560002,2,1,3,1,1,benign
2.91083,1,2,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,3,benign
7.900906,9.872173,9.296671,9.782377,6.893276,1,4.908958,8.875578,1,malignant
7.064538,8.666883,12.041759,7.519083,6.15939,1,7.820946,10,3,malignant
4.994594,1,2,1,2,1,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
2.376122,1,1,1,2,1,2,1,1,benign
7.029135,7.999956,7.287441,5.027829,3.262692,1,7.053647,3.150845,1,malignant
3.35909,1,1,1,2,1,1,1,1,benign
5.872766,1,2,1,2,1,2,1,1,benign
2.01899,2.650814,1,1,2,1,3,3.569674,1,benign
1,1,1,1,2,1,3,1,2,benign
8.497687,9.85355,5.312879,9.881271,9.493812,10,6.348896,10,1,malignant
4.770502,1.796032,2,1,2,1,4.164438,1,1,benign
5.056205,9.868823,9.921252,1,6.226887,2.747748,7.433235,4.628306,1,malignant
2.409212,9.750037,3.740784,6.492569,4.060923,7.551314,4.238439,10,1,malignant
1,1,1,1,3,1,1,1,1,benign
10.013682,9.886,10.990958,2.847615,3,1.542788,4.180427,8.267583,1,malignant
2.650717,3.134981,3.753182,9.772471,2,10,3,10,4.956804,malignant
10.8838,6.927051,6.293398,7.225543,4.770441,12.473024,4.342359,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.44283,2.147705,3.620541,2,2,1,3,1,1,benign
9.496181,4.743752,5.20229,4.643025,5.749667,6.306582,8.759568,5.521689,1,malignant
2.258064,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.166354,8.919663,8.483574,7.238713,6.289587,6.159446,7.865979,4.485354,6.78649,malignant
9.658982,10.161113,9.038521,1,4.273382,1,7.860072,3.573911,2,malignant
9.287723,5.721802,10.051261,3.435029,5.068273,10,4.88413,1,1,malignant
4,1,1,1,1,2.209479,2,1,1,benign
1,1,1,2,2,5.244588,3,1,1,benign
1,3.520353,2,8.022552,8.480557,1,8.008609,2.310695,1,benign
5.054986,1,1,1,2,1,2,2.217886,1,benign
2.617722,1,1,1,2,1,3,1,1,benign
4.56291,2.348049,2,1,2,1,1,2.097277,1,benign
9.735559,9.434106,9.32591,2.68217,8.41579,10,7.598264,10,1,malignant
5.425587,1,1,1,2,1,3,1,1,benign
4.54721,2.533242,2,1,2,1,1,1,1,benign
4.974405,5.508731,4.026315,4.346487,4.954319,1,3,10,1,malignant
3.145577,4.650908,6.316652,10.003031,6.110411,10,7.040981,1,3,malignant
2.163637,1,1,1,2,1,3,1,1,benign
2.813514,1,1,1,1,1,1,1,1,benign
1,1,3.363808,1,2,1,2,1,1,benign
4.773752,1,3.749256,2,2,2.628011,1,1,1,benign
3.09231,1,1,1,2,1,3,1,1,benign
5.505373,9.546676,8.564199,9.843404,3.926107,10,8.478975,10,6.308637,malignant
3.020905,1,1,2,2,1,1,1,1,benign
5.997882,1,1,1,2,1,2,1,1,benign
2.845293,2.615919,2,1,2,1,1,1,1,benign
2.789783,1,1,1,2,1,2,1,1,benign
1,2.551449,2,2,2,1,1,1,1,benign
1,1,2,1,2,7.153349,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
9.365192,6.612192,8.881417,4.947055,3.898546,10,3.855779,10,3,malignant
8.055564,6.324697,8.936641,7.470152,5.270379,10,4.544859,10,3,malignant
7.024227,4.778563,7.204897,5.317707,2,10,3.543781,10,3,malignant
2.945175,1,1,1,2,1,2,1,1,benign
2.873867,1,2,1,2,1,3,1,1,benign
4.989363,1,1,1,2,1,2,1,1,benign
2.461183,3.297382,1,1,2,1,2,4.992085,1,benign
5.388413,6.678001,4.422154,5.838955,5.369957,2.244926,3,3.87412,1,malignant
5.275173,1,1,1,2,3.025105,3,1,1,benign
1,1,1,1,4.182129,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,2,1,1,benign
6.961843,1,1,1,1,3.023445,4.451013,7.94134,1,malignant
1,1,1,1,2,1,1,1,1,benign
9.268233,9.891069,9.875597,2,8.292272,6.16051,5.850996,10,1,malignant
11.494711,10.093417,10.455303,9.761482,9.256381,8.532875,8.143155,10,7.593951,malignant
3.185122,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,8.317029,1,benign
4,10.053405,9.468525,7.962383,3.99759,1.011041,8.308391,2.666714,3,malignant
5.27623,9.519663,1,1,1,1,3.885657,3.944203,1,benign
1,1,1,2,2,1,1,1,1,benign
9.990338,7.540146,8.384697,3.155237,4.29989,4.42108,3,10,1,malignant
5.254708,1,1,4.173603,2,1,2,1,1,benign
4.441931,9.735983,9.330624,6.845703,3.993817,7.163181,8.272415,10,7.853563,malignant
2.635653,1,1,1,2,1,3,1,1,benign
3.042948,1,1,1,2,1,1,1,1,benign
5.180588,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.581918,9.832181,7.907743,1,3,1,1,4.326196,1,benign
9.390136,9.247758,9.755364,10.028849,6.19322,8.220534,8.122836,10,1,malignant
4,2.012634,2,3.576305,3,1,2,3.056436,1,benign
4,1,1,1,2,1,2,1,3,benign
9.36058,10.10072,7.950984,2,6.93493,8.579622,9.147976,1,2,malignant
2.77273,7.568497,9.482397,3.497458,4.664311,10,5.508133,10,3.483735,malignant
2.889889,1,1,1,2,1,2,1,1,benign
5.015246,4.003996,5.056356,4.871502,3,10,7.814084,1,1,malignant
5.334446,9.760487,9.002822,10.045422,6.477538,8.713796,8.257282,7.304765,1,malignant
4,1,1,1,2,1,3,1,1,benign
9.152683,5.515265,6.473033,5.981498,3,7.901997,7.948144,1,1,malignant
4.689786,4.142646,4.469146,7.822336,3,10,4.935619,4.871051,3,malignant
2.611178,1,2,1,1,1,2,1,1,benign
4,4.001044,6.318693,1,3,1,10.365076,1,1,benign
4,4.439337,5.66504,1,3,1,3,4.977141,1,benign
1,1,1,1,2,1,2,1,1,benign
9.238012,6.008271,9.300164,6.719198,3,10,2,10,2,malignant
2.491105,1,3.692128,1,2,4.127625,3,1,1,benign
1,1,1,1,3,1,3,1,1,benign
9.30077,2.660238,4.061022,10.323064,2,10,4.614051,1,2,malignant
9.27078,10.040496,4.410343,10.143105,5.648494,10,11.110391,4.680008,1,malignant
1,1,1,2,2,1,2,1,1,benign
4.836292,1,1,1,2,1,2,2.520035,1,benign
2.142241,1,1,1,2,1,3,1,1,benign
11.530042,7.405425,3.929937,6.104249,3,1,8.945243,10,3,malignant
1,1,1,1,2,1,2,2.786005,1,benign
5.470886,10.325988,8.939635,2,8.518965,2.907395,7.691198,4.71042,1,malignant
2.090748,7.811893,3.466883,1,3.763238,8.342911,8.849586,5.399916,1,malignant
1,2.670542,2,1,2,1,1,1,1,benign
1,2.251498,1,2,2,1,4.156956,1,1,benign
1,1,1,1,2,1,1,2.319275,1,benign
5.116401,9.88492,8.953065,3.425982,7.729902,5.657385,8.088569,10,3,malignant
4.823231,1,2,1,1,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
9.315616,6.249024,5.521607,5.657456,9.150626,10,6.031604,1,3,malignant
8.2745,3.782549,6.346758,1,7.669804,1,8.272611,2.904845,3,malignant
4,7.393264,6.679683,7.036939,4.707135,10,8.862168,7.679259,1,malignant
5.077898,1.533009,2.788055,3.925496,3,6.805388,1,3.820807,1,malignant
2.368062,1,1,1,1,1,1,2.848195,1,benign
1,2.770884,3.100493,1,2,2.964532,3,1,1,benign
2.773615,1,1,2,1,1,1,1,1,benign
4,1,1,1,2,5.04762,1,2.131813,1,benign
5.423688,4.15974,5.968275,4.175076,4.841931,8.471571,8.280647,5.496059,1,malignant
7.477122,7.411268,9.924391,2,3.471081,10,1,5.034112,1,malignant
10.387786,1,1,6.86301,1,10,2,4.613367,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.597313,1,1,1,2,1,1,1,1,benign
5.132432,5.228762,7.689408,2.775584,2,1,2,1,1,benign
8.482991,2.53516,2,3.239568,2,10,8.046133,4.608072,1,malignant
1,1,1,1,2,3.518513,2,1,1,benign
5.555995,1,1,1,2,1,1,1,1,benign
5.09382,1,1,2,2,1,3,1,1,benign
4.748722,2.035555,2.996519,3.432393,2,10,4.887417,5.28563,1,malignant
5.732842,2.622015,2,2.774583,2,1,3.610495,1,1,benign
5.023791,1,1,1,2,1,3,1,1,benign
6.767867,9.767903,8.88334,3.386007,6.708212,7.236523,6.970721,10,9.715611,malignant
1,1,2,1,2,1,1,1,1,benign
9.275899,4.125029,7.216059,9.497875,4.759762,10,6.451545,2.102742,1,malignant
9.017719,4.892132,5.714897,2.88111,4.114289,7.192829,3.998076,4.365256,8.039537,malignant
4,1,1,1,2,1,3,1,1,benign
4,2.597634,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.408884,1,1,1,2,1,6.781198,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.7446,4.510774,4.609836,7.625743,6.615546,10,8.314205,1,3,malignant
8.798719,8.369103,6.46634,5.974324,4.139143,10,8.108144,10,4.473519,malignant
3.110965,1,1,1,2,1,2,1,1,benign
4.605254,4.910825,7.227917,8.683868,7.113457,10,5.734135,6.887574,6.88003,malignant
5.49445,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.451753,1,1,2,1,1,2,1,1,benign
5.3351,1,1,1,2,1,2,1,1,benign
1.909821,2.684682,1,1,2,1,2,1,1,benign
2.923129,2.871828,3.165689,1,8.896579,1,3,3.914979,1,benign
4,1,1,1,2,1,2,1,1,benign
1,4.167972,6.343329,9.635186,4.35574,10,7.649329,8.709004,10.826106,malignant
8.690903,4.293057,5.94782,2,7.483038,7.825149,4.837858,2.188557,2.497607,malignant
4,2.377156,2.823237,1,3,1,3,4.232123,1,benign
5.2954,4.209087,6.274132,1,4.143091,7.196829,8.633566,3.185887,3,malignant
8.888136,4.552205,6.270576,1,7.518094,10,4.364924,3.164428,1,malignant
9.714959,1,2.905634,1,2,1,2,1,1,benign
4.786876,1.624964,2,2,3,2.520704,2,1,1,benign
11.067746,4.468363,5.572707,10.072023,6.133885,3.134533,5.299341,4.645755,1,malignant
1,1,1,2,2,10,2,1,1,benign
7.864103,2.164161,4.633431,1,3,10,8.786632,3.057009,1,malignant
9.5614,10.229273,7.605616,5.469747,7.258916,10,7.051001,8.28414,4.116254,malignant
4.998761,10.184343,8.210997,3.033335,7.323729,10,6.196256,2.953066,1,malignant
4.828275,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.227365,1,1,1,8.080506,1,2,1,1,benign
1,1,1,1,2,1,1,1,4.392627,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
8.869609,9.973401,11.200764,1,8.944449,1,6.853521,4.927376,1,malignant
6.092144,1,3.227339,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
6.275333,10.133049,12.200615,3.735289,4.002351,10,7.731462,8.49798,1,malignant
4,1,1,3.546156,2,2.938666,2,1,1,benign
2.906387,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.261445,2.674828,3.608525,1,3,1,3,1,1,benign
4.36065,1,1,1,2,1,3,1,1,benign
2.937644,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.25174,1,1,1,2,1,3,1,1,benign
7.768247,7.12536,7.305061,5.946115,3,7.88757,3,10,1,malignant
4.893685,1,1,2.711713,2,1,1,1,1,benign
5.185021,9.624269,8.599824,1,3.627523,1.9147,5.751416,10,3,malignant
4.820842,1,2,1,2,1,2,1,1,benign
2.412173,1,2,1,3,3.252681,2,1,1,benign
3.498513,1,1,1,2,1,3,1,1,benign
4,2.411888,6.379246,3.244807,3,6.04778,9.304002,6.042429,5.061835,malignant
1,1,1,2,1,1,2,1,1,benign
4,2.616116,2,1,2,1,3,2.890989,1,benign
1,1,1,1,2,1,3,1,1,benign
2.938262,1,1,1,2,7.19401,2,1,1,benign
8.716306,7.544593,11.240835,7.810843,3.594352,10,7.038502,4.462338,1,malignant
4,1,1,1,2,6.389284,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.62496,2.985692,4.252618,2,3,2.501857,3,1,1,benign
3.033238,1,1,1,1,1,3,1,1,benign
5.574253,10.105488,9.859222,7.54091,3,10,9.747849,10,6.027988,malignant
8.233498,4.714431,3.209834,3.317589,9.170384,8.913038,5.51594,2.483967,3,malignant
5.095567,6.459327,2.619881,4.659055,11.105295,10,7.499759,8.719683,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.738815,1,2,5.301733,1,4.008741,1,10,4.088009,malignant
4,1,1,1,2,3.344869,1,1,1,benign
5.279769,1,1,3.061686,2,1,3,1,1,benign
9.190989,7.432428,3.750909,3.290172,4.65991,10,7.583935,5.709573,9.301623,malignant
5.053539,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.418073,3.688356,6.941396,9.488589,4.307949,3.580785,3,7.076283,1,benign
1,1,1,2.465071,2,1,1,1,2,benign
5.451831,1,1,1,1,1,1,1,1,benign
9.778126,10.536918,9.8781,9.800933,7.701813,10,8.559865,10,1,malignant
3.12134,4.093359,5.997323,6.261026,8.811201,2.387497,3.879831,3.31485,1,benign
1,1,1,1,2,1,2,2.420859,1,benign
1,1,1,1,2,1,1,1,1,benign
2.357977,1,1,1,3,1,2,1,1,benign
2.240186,1,1,1,2,7.477738,2,1,1,benign
9.107209,7.435159,3.505478,3.033558,4.471191,10,4.937977,5.899969,2,malignant
4,2.850528,3.201018,2,2,1,2,1,1,benign
5.316792,4.445854,5.875961,4.665613,4.467921,6.747185,7.686211,2.009876,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
8.802585,4.546712,2,10.160703,7.316297,10,3,10,2,malignant
4,9.957241,10.334736,10.011178,4.73959,2.970665,5.60689,10,1,malignant
1.870645,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.349469,1,1,1,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,2.473407,3.079236,1,3,1,1,1,1,benign
1,3.226909,3.366932,1,2,1,3,1,1,benign
3.410503,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,5.839982,1,1,1,benign
4.979011,4.265006,6.547382,1,3,1,5.743888,3.561691,1,malignant
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.670942,1,1,1,2,1,8.475909,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.3771,1,1,1,2,1,3,1.939522,1,benign
8.850554,4.150805,6.764399,9.862829,8.141162,10,5.607298,8.272312,3,malignant
5.512887,1,1,1,2,1,3,1,1,benign
5.738119,1.452673,3.82108,9.448757,8.409634,10,2,10,2,malignant
5.667907,1,1,1,2,1,3,1,1,benign
2.263252,1,1,1,2,4.244265,2,1,1,benign
1,2.836874,1,1,2,1,1,1,1,benign
5.190831,1,2,3.727911,2,1,1,1,1,benign
1,1,1,1,5.510302,1,3,1,1,benign
2.816391,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,3.285806,2,1,1,benign
8.54087,4.54849,3.813686,9.884832,5.173359,10,2,4.379521,4.113135,malignant
2.659785,1,3.667818,1,1,1,2,1,1,benign
4,1,1,1,2,6.207807,2,1,1,benign
2.603737,1,1,2,2,1,3,1,1,benign
5.233024,4.550904,2.328957,7.216017,2,6.163033,6.558959,10,2,malignant
4.986394,1,1,1,2,1,3,1,1,benign
3.007281,1,1,1,2,1,2,1,1,benign
4,1,1,2,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.858035,10.082486,10.211304,9.786824,9.325526,10,6.816045,10,6.272209,malignant
3.064123,1,1,1,2,1,2,2.786924,1,benign
4.918355,1,2.961343,1,1,1,3,4.635008,1,benign
9.431861,7.473812,5.287038,4.028662,6.39143,10,3,10,6.80125,malignant
4.971166,9.980957,3.840982,7.659617,6.148115,6.579132,7.1704,2.357488,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.374953,2.887982,3.20854,3.679357,2,5.748021,3,3.617268,1,malignant
4.750954,3.464773,3.644508,3.576789,2,1,7.538542,1,1,benign
4,1,3.386697,1,1,1,3,1,1,benign
2.634183,1,1,1,2,1,2,1,1,benign
2.087468,1,1,1,2,1,3,1,1,benign
6.714959,10.067805,9.78852,10.383507,7.713854,10,8.378516,10,6.35996,malignant
2.586414,1,1,3.212464,2,1,1,1,1,benign
1,4.105018,3.912011,5.940529,4.683625,7.674471,8.304627,2.022986,1,malignant
9.006177,10.031922,9.470978,10.098389,4.468858,10,8.25879,10,2,malignant
7.887823,4.216003,5.385704,2,4.429828,10,3.450088,8.366276,1,malignant
4.927931,1,1,1,3,2.429003,1,1,1,benign
1,1,2.933138,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
8.213275,7.602001,6.080963,2,5.485953,10,6.164192,7.56587,1,malignant
5.212263,10.387333,9.230425,10.044334,8.608937,10,4.774589,2.191774,4.876972,malignant
2.431562,10.286219,7.455047,5.582037,8.033211,10,9.697948,10,2,malignant
2.236602,1,1,3.631498,1,10,3,2.310058,1,benign
8.613038,2.655609,3.993963,2.904451,2,7.232569,6.371039,7.397432,10.565447,malignant
1,1,1,1,2,1,2,1,1,benign
10.696866,3.872516,5.278873,9.838864,5.210311,10,8.041713,2.463186,2,malignant
5.597021,6.935667,10.113061,5.433896,5.288334,2.306863,4.501313,4.280336,1,malignant
6.227984,5.329913,8.179069,1,8.288103,1,2,6.79463,1,benign
2.44472,1,1,1,3,1,1,1,1,benign
9.60064,9.662941,10.032301,10.315652,2,3.309014,8.728842,8.408734,2,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,2,4.156448,1,1,1,2.799508,1,benign
4,2.542584,3.751689,3.808067,6.546193,8.343246,4.517323,5.487033,1,malignant
8.647309,2.107949,2,1,3,10,7.35763,2.644367,2,malignant
5.234368,3.195023,1,1,2,1,1,1,1,benign
2.511643,1,1,1,2,1,2,1,1,benign
8.510546,4.947572,6.629509,3.65626,2,10,4.642019,2.089793,1,malignant
8.683991,4.786542,5.795413,2,3,2.033219,4.037525,4.845806,1,malignant
8.273253,10.147463,9.19571,1,6.002151,10,9.526233,9.35959,1,malignant
2.255637,2.250005,1,2,2,1,1,5.888368,1,benign
4.928306,9.999696,8.834534,6.167747,3.852455,2.803853,8.705383,8.157119,2,malignant
7.683229,6.874391,8.852965,3.162449,4.349456,5.55207,6.253595,4.493911,1,malignant
2.65738,6.642761,5.321962,3.032457,2,4.719751,3,8.529059,1,benign
1.856496,1,1,1,2,1,3,1,1,benign
2.115831,1,1,2,2,4.098256,3,1,1,benign
8.310723,7.013293,6.194557,10.01225,6.410091,4.108492,5.347961,10,3,malignant
2.694453,1,1,1,1,1,3,3.132442,1,benign
1,1,1,1,3,1,2,1,1,benign
2.557468,1,1,3.069081,2,5.519384,3,1,1,benign
2.418487,1,1,1,2,1,3,1,1,benign
5.142997,7.752901,5.719912,5.929028,7.933134,10,11.228282,10,2,malignant
4.582046,1,1,1,2,1,2,1,1,benign
8.935881,8.672329,8.889602,2,4.987418,10,10.293278,2.422923,1,malignant
7.737174,4.459944,9.472692,9.547681,2,10,3,1,9.347358,malignant
7.712604,2.100703,6.019945,3.922958,3,10,3.740701,3.398949,3,malignant
9.913544,4.129473,6.505292,1,2,10,8.384629,2.376446,1,malignant
9.767754,4.794271,7.049233,1,2,4.969705,4.516174,1,1,malignant
1.744595,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.37512,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.326508,4.919806,3.427413,6.356236,2,10,7.926398,2.558697,1,malignant
5.362387,1,1,1,2,1,2,1,1,benign
9.450663,4.225118,4.965494,6.376974,4.248,10,9.043348,3.118869,1,malignant
5.348865,1,2.970619,1,2,1,1,3.152981,1,benign
1,6.48632,6.543682,1,3,3.391627,3,9.082849,1,malignant
4,2.120314,1,2,2,2.581731,1,1,1,benign
5.10672,1,1,2,3,1,1,1,1,benign
2.612458,1,1,1,2,1.851139,1,2.649371,1,benign
4,4.441875,6.243064,3.027858,2,1.657139,4.87066,1,1,malignant
8.171003,10.096225,10.221396,7.874427,2,10,6.944802,2.227794,4.976735,malignant
7.985778,9.97568,9.090718,9.643712,7.579199,10,7.883808,5.283036,1.407075,malignant
2.242061,3.987572,2.844775,7.783812,2,10,8.155282,8.39194,6.039451,malignant
5.382552,2.616568,3.495875,1,3,8.234788,8.183087,1,1,malignant
2.754611,2.611658,1,1,2,1,3,4.688855,1,benign
2.419338,1,1,1,2,2.94764,3,1,1,benign
2.707341,1,1,1,4.893741,1,1,1,1,benign
3.149629,1,1,1,2,1,2,1,1,benign
11.697767,4.153539,4.002044,6.570072,3,10,7.655798,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
2.54449,1,2.562176,1,2,3.238007,2,1,1,benign
4.95895,1,2,3.314829,2,1,3,1,1,benign
1,2.423964,3.715737,1,2,1,6.320699,1.452012,1,benign
2.290423,4.879445,7.726163,3.655247,6.216769,10,5.059168,5.584005,5.996366,malignant
8.425408,9.699105,5.633256,10.18367,7.649481,10,7.558034,7.86622,1,malignant
10.025662,6.784272,3.45632,6.493443,5.720408,3.863237,6.187836,9.286842,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.344342,3.130405,2,1,2,1,3,2.305792,2,benign
4.916279,1,1,1,1,1,2,1,1,benign
1,2.32537,1,1,2,3.353019,1,1,1,benign
4,1,3.625008,1,3,1,3,1,1,benign
7.4113,9.730596,10.281939,9.910812,8.707428,10,4.846893,2.115082,2,malignant
1,1,1,1,2,1,2,2.808912,1,benign
4,6.740057,3.7259,9.445122,8.530253,10,8.355768,6.165439,6.25303,malignant
4,1,2,1,1,1,2,1,1,benign
2.919078,1,1,1,2,1,3,1,1,benign
1,1.578992,3.928931,6.647945,1,2.13285,2,2.416276,1,benign
1,1,1,1,2,3.499556,1,1,1,benign
3.612431,1,1,1,2,1,6.612068,1,1,benign
2.49388,1,1,1,2,1,3,1,1,benign
1,1,1,2,1,1,1,1,1,benign
9.217787,5.550203,4.493968,6.460374,5.27283,7.783989,7.690457,7.63319,1,malignant
5.252801,5.008335,3.603743,7.259628,3.874679,1,3,3.132658,1,benign
4,7.390898,5.550661,1,3,1.787678,8.847801,7.057743,2,malignant
9.582922,6.880523,9.558228,10.120613,3,3.562891,3,8.65185,1,malignant
4,1,1,1,2,1,5.946097,1,1,benign
7.927526,9.686208,9.42138,6.896377,3.703475,10,7.870661,2.19311,3,malignant
4.855668,4.372192,5.941415,10.263584,4.976259,10,7.758128,8.207398,3,malignant
2.147448,1,1,1,2,1,2,1,1,benign
5.150781,4.536305,5.952844,9.809591,8.31136,3.931445,5.401179,8.695544,1,malignant
7.486405,10.329824,8.198831,4.128125,6.887134,5.577443,4.897968,2.782775,1,malignant
5.307694,4.608533,5.035356,1,8.900831,1,10.348191,2.188721,1,malignant
4,9.732652,8.288586,3.943683,9.45755,5.066308,8.048689,6.825764,1,malignant
5.678308,2.562402,2,1,2,1,2,1,1,benign
5.066933,1,1,1,2,3.187897,1,1,1,benign
4,1,1,2.840863,2,1,2,1,1,benign
7.65101,5.940916,3.51112,3.199654,3,10,3.766293,1,2,malignant
1,1,2.945061,2,2,1,2,1,1,benign
1,4.183813,9.409165,1,2,7.151761,3,2.778608,1,benign
1,1,1,1,2,2.759142,2,1,1,benign
7.39762,9.456402,5.241986,7.005422,7.446066,10,7.667815,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,2.53926,2,3.147453,3,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.931649,7.652064,2.977197,5.806308,7.655405,3.742116,7.777082,5.690771,1,malignant
9.558025,4.429441,6.187568,6.84145,4.197489,10,2,2.950964,3,malignant
2.049509,1,1,1,1,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
7.951032,9.671031,8.94409,5.757962,3.999834,10,8.044107,2.605668,1,malignant
4.505583,6.522892,9.07959,3.614846,3,1,3,2.522402,1,malignant
2.454597,6.138416,8.435286,4.082634,3,10,7.728774,10,1,malignant
1,4.65095,7.12762,2.619324,7.463501,10,4.659738,1,1,malignant
1,2.660446,3.973087,1,2,1,1,1,1,benign
3.207557,3.504571,3.466127,2.908115,2,6.694806,7.318347,5.262117,1,benign
1,1,1,1,1,1,2,3.034674,1,benign
5.49647,1,1,1,2,1,1,1,1,benign
5.381697,2.426722,1,1,3,1,5.503383,1,1,benign
7.67461,4.285295,5.240297,9.562552,2,10,3,5.079983,1,malignant
3.041132,1,3.936546,1,2,1,2,1,1,benign
3.494131,1,1,1,2,1,3,1,1,benign
7.39354,5.602629,7.119133,9.614299,6.162535,6.480599,8.741381,1,2,malignant
1,1,1,1,3.718856,1,3,1,1,benign
9.825799,7.630313,1,3.294917,1,1.804759,4.634717,7.743256,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.906467,1.638677,2.628282,2,2,10,3,3.843865,3,malignant
5.352576,1,3.445575,1,2,3.742047,2,1,1,benign
1,2.939636,1,3.44513,3,1,3,1,1,benign
5.186763,2.395567,6.311869,3.728118,3.525941,1.114862,4.660775,6.163385,1,malignant
2.674489,1,1,1,3,1,2,2.973233,1,benign
1,1,1,1,2,1,3,2.982066,1,benign
8.239598,4.847846,6.50836,3.798731,9.194906,4.982128,8.43308,6.536936,3.823051,malignant
5.120866,2.561742,1,1,1,1,3.863545,1,1,benign
4,1,1,1,2,3.151075,2,1,1,benign
4,1,3.731776,1,2,1,3,1,1,benign
6.751383,1.610894,2.877654,3.86298,7.761907,5.777703,4.247273,5.504498,1,malignant
4.137967,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.253391,1,1,3.630644,2,5.195488,2,1,2,benign
2.705833,4.76264,9.900675,1,3,2.704375,4.11891,5.565586,1,malignant
1.635747,3.01943,3.731627,2,2,1,4.107747,1,1,benign
2.996742,1,1,1,2,1,2,1,1,benign
4,7.547736,6.155158,1,4.97286,10,5.251546,1,2,malignant
8.426483,4.660833,6.290791,3.487584,2,7.980124,5.475911,3.171752,1,malignant
5.648522,1,1,1,2,1,1,1,1,benign
4,1,1,2.835033,2,1,3,1,1,benign
5.620495,1,1,3.479385,2,1,1,1,1,benign
2.072669,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.834173,2.338684,9.989322,2.852504,8.383234,10,6.802989,2.135655,1,malignant
4.359922,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.895011,4.826553,6.185029,10.097424,2,10,4.900738,2.564225,2,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,4.670244,6.729905,9.69382,4.475108,10,4.981436,5.281582,1,malignant
5.087283,2.414203,2.741122,3.429194,4.797149,10,8.534282,4.062598,1,malignant
4,1,1,1,2,1,1,2.765358,1,benign
2.255939,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
3.461562,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.219758,3.704148,2,3.828336,7.833709,2.31219,3,7.197754,1,benign
1,1.915266,2,2,2,1,3,1,1,benign
3.44065,5.342863,5.240557,3.916404,2,10,4.50749,4.559498,8.983447,malignant
1,1,1,1,2,1,2,1,1,benign
8.371712,9.586085,8.090384,2,7.804297,10,7.746007,5.136291,9.39724,malignant
2.60159,1,1,1,2,1,1,1,1,benign
5.010686,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,2.428595,1,1,1,1,1,2.881378,1,benign
5.276134,9.969895,9.314558,6.718686,3,3.526869,9.769642,2.123398,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
7.814016,9.655381,8.8513,4.629674,4.916848,4.758391,5.602547,5.376963,1,malignant
1,1,2,1,1,1,1,1,1,benign
10.245796,4.880974,6.9126,3.445799,6.291433,9.157587,7.046673,4.503587,3.625562,malignant
5.30027,1,1,5.844344,2,1,2,1,1,benign
1,3.026082,1,1,3,1,3,4.53146,1,benign
5.410676,1,1,1,3,1,3,1,1,benign
4.753079,2.57898,3.244224,3.042742,2,10,3,2.854016,9.709473,malignant
5.582114,1,1,1,2,1,3,1,1,benign
5.173428,1.863863,2,3.147239,1,1,3,1,1,benign
4,1,1,2,2,2.915489,1,1,1,benign
2.842818,1,1,1,1,1,2,1,1,benign
7.201149,9.291374,2,4.461107,9.145182,10,9.879559,10,1,malignant
4,1,2,1,2,3.757906,1,1,1,benign
1,4.292595,3.069234,3.462584,3.898579,2.183559,3.642765,5.563083,1,malignant
2.189227,1,1,1,2,1,1,1,1,benign
1,2.805661,1,3.799901,2,1,1,1,1,benign
1,2.705184,1,1,3,1,2,1,1,benign
4,6.308895,8.832456,3.208459,3,10,3,10,1,malignant
5.739124,5.749348,3.493187,2,9.133381,2.469166,3,8.434722,1,malignant
1,1,1,1,1,1,1,1,1,benign
8.647462,6.593181,7.825027,6.040961,4.799271,2.707706,9.126401,10,2,malignant
8.459419,2.577407,5.109736,1,3,2.973367,5.023264,1,2,malignant
2.647029,1,1,1,2,2.597012,2,1,1,benign
9.827353,2.64316,3.913445,3.466207,6.809553,1,7.211698,1,1,malignant
2.596693,4.328686,6.069309,3.823918,3,7.147938,8.072724,3.510973,1,malignant
8.658854,7.508916,4.110839,3.181918,7.712573,10,3.158379,2.116723,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.765977,2.253898,3.046355,1,3,10,1,1,4.53317,malignant
5.353194,1,2.331746,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
8.071108,9.388445,10.754312,6.419102,6.042471,10,6.939574,1,2,malignant
3.204557,2.201726,4.025539,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.537502,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,3.367017,2,1,2,1,1,benign
5.722867,1,1,1,4.233323,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.214074,7.691718,8.511962,3.642505,3.980251,10,3,7.294061,1,malignant
2.147021,1,3.295015,1,1,1,1,1,1,benign
8.987922,4.477799,6.030875,5.443994,6.624948,5.340806,10.743498,4.982422,1,malignant
1,1,1,1,4.734294,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.449276,1,1,1,2,1,1,1,1,benign
1,1.706132,1,1,2,1,3,2.833429,1,benign
4,1,1,1,2,1,2,1,1,benign
8.837724,9.942966,3.760674,10.026601,10.414737,10,8.400617,1,3,malignant
4,2.63561,1,3.838442,2,1,2,1,1,benign
1,1,3.823547,1,2,1,2,1,1,benign
4.676399,10.063312,10.808613,1,1,1,5.737502,7.442756,1,benign
2.580563,1,1,1,2,1,3,1,1,benign
4.781026,2.965007,2,1,2,1,1,1,1,benign
8.728539,9.834272,3.273117,9.869803,10.568949,10,8.412319,7.884988,9.831548,malignant
9.128088,6.851122,6.096854,5.500561,5.62469,10,6.272514,10,6.229964,malignant
4,1,1,1,2,1,2,2.647441,1,benign
11.388091,3.0389,5.621307,1,4.553355,4.158604,3,1,1,malignant
5.392059,9.990633,10.187236,5.369001,6.652771,10,8.046511,2.307555,1,malignant
5.116515,1,1,1,2,1,1,1,1,benign
4.885512,1,1,1,2,1,1,1,1,benign
3.424413,2.176255,1,1,2,1,4.749892,5.164739,1,benign
4.967127,1,1,1,2,1,3,1,1,benign
3.083337,2.246542,3.883124,3.694868,2,10,1,5.850858,1,malignant
1,1,1,1,2,1.976089,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.500984,8.732961,2,7.096379,3,10,1,5.157672,1,benign
4,6.607484,3.138721,3.208614,5.28453,10,9.217159,10,1,malignant
5.08096,1,1,1,2,1,1,1,1,benign
8.348644,7.223396,2.984104,2.551546,4.27785,10,3,10,3,malignant
8.073681,10.200218,8.591327,2.974172,2,10,2,10,2,malignant
5.542194,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.38786,4.966345,5.332295,6.372255,3,2.420007,8.263814,10,1,malignant
5.537409,1,1,1,2,1,1,1,1,benign
5.482144,5.174242,3.513607,7.649554,8.458957,10,4.189606,1,9.942078,malignant
5.179735,1,1,3.042941,2,1,3,1,1,benign
4.884397,1.950833,4.385207,10.438185,9.756871,10,7.956199,10,1,malignant
1,1,2,1,2,1,3,1,1,benign
1,3.096989,4.066706,9.92596,6.886813,10,6.086827,4.579071,1,malignant
2.535828,1,1,1,2,1,3,1,1,benign
5.221329,4.170517,3.716017,3.534841,7.497216,1.826229,3,2.501494,2,benign
1,1,1,1,2,4.662597,3,1,1,benign
1,1,2,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,3.0357,2,3.461698,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.279422,1,1,1,1,1,2,1,1,benign
3.243596,1,1,1,3,1,3,1,1,benign
1,1,1,3.196914,2,1,2,2.282963,1,benign
8.613458,9.654414,8.823582,7.482311,8.104818,7.853897,4.517442,7.95084,9.755661,malignant
4,1,1,1,2,1,2,1,1,benign
4.507155,1,1,1,1,1,1,1,1,benign
5.05276,6.672911,4.536449,5.083725,4.138646,8.724688,5.370285,1,1,malignant
5.40741,1,1,1,1,3.353267,2,1,1,benign
2.845134,1,3.678906,1,2,1,2,1,1,benign
5.906459,1,1,1,2,1,2,1,1,benign
9.061345,8.724312,7.715945,6.841709,4.43606,2.710118,3,10,1,malignant
8.746261,9.70128,2.954046,9.00576,7.903552,10,8.965368,10,1,malignant
4.856294,2.320947,2.559396,1,7.673854,4.128844,3,5.44132,1,malignant
4.649877,1,1,1,1,1,1,2.967015,1,benign
4,2.325339,2,2,2,6.169926,7.352721,2.628499,1,benign
4.889049,1,1,1,2,1,1,1,1,benign
8.646196,1.880322,3.325919,1,2,1,4.127096,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.141093,5.030764,4.08423,2.88162,2,3.179721,5.227051,7.796659,3,malignant
5.546168,7.424603,8.5175,6.035355,7.79937,3.13711,3,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
1,2.052358,1,1,4.501587,1,4.149456,10,1,benign
1,3.138404,2,2.923227,2,3.291011,3,1,1,benign
8.317566,6.644036,4.949762,3.457331,4.124947,7.727263,6.136808,9.400927,1,malignant
5.673322,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.003107,1,1,1,2,1,3,1,1,benign
2.673133,1,1,1,2,1,6.670698,1,1,benign
2.6166,1,1,1,2,1,3,1,1,benign
3.039133,1,1,1,2,1,2,1,1,benign
3.010596,1,1,1,4.783057,1,2,1,1,benign
1,2.15342,2,7.495532,1,10,2,1,3,benign
7.169877,7.754721,7.903632,1,4.131588,1,3,3.539707,8.856966,malignant
2.572109,10.203346,6.00786,3.202928,4.992023,4.91248,8.972057,6.792579,1,malignant
8.821253,2.871951,4.247879,3.12834,3,2.989633,6.052346,5.147042,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,4.840175,1,2,1,1,benign
1,1,1,1,2,2.555478,3,1,1,benign
4.710855,1,1,3.441449,2,1,1,1,1,benign
9.879098,10.293499,9.010271,7.88088,8.272874,3.463942,6.795487,1,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.066786,1,1,1,2,1,1,1,1,benign
2.414598,4.075875,4.30659,1,5.139448,3.867432,6.330835,8.188249,8.214907,malignant
1,2.889507,4.300941,1,2,7.501228,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.461512,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,1,2.027467,1,benign
4,1,1,1,2,1,3,1,1,benign
3.104225,2.666406,1,1,2,1,1,1,1,benign
5.653096,3.067937,2.75163,1,11.02562,10,3.54885,4.472283,3,malignant
9.080266,4.412323,5.368779,10.335321,4.197192,10,2,9.309478,1,malignant
8.284572,6.396543,8.939332,6.311099,6.584909,7.836959,8.874988,1,2,malignant
7.464045,10.051988,3.558198,6.949954,7.906177,10,5.726165,10,2,malignant
8.456974,6.400806,5.331626,9.353679,3,10,6.865438,9.086087,1,malignant
9.351152,4.610082,5.363748,2.667694,4.472328,10,8.294505,1,1,malignant
5.043082,1,1,3.175222,2,1,3,1,1,benign
1,1,1,1,2,6.268496,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.766079,4.793444,5.487709,9.810942,3,10,4.073221,1.525509,1,malignant
2.101247,1,1,1,2,2.116012,1,1,1,benign
5.761864,5.535823,6.298535,2,3,6.898201,3,7.8489,3,malignant
4.946333,1,1,1,2,3.173997,1,1,1,benign
1,1,4.029723,1,2,1,1,1,1,benign
8.248186,6.276563,5.18082,6.655505,7.297835,1,4.452908,10,1,malignant
1,1.479111,1,1,2,1,3,1,1,benign
2.768068,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,2.281637,2,1,1,benign
5.207461,1,1,1,3.997048,1,2,1,1,benign
1,1,1,2,3,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
2.989525,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
3.092921,1,1,1,2,1,2,1,1,benign
3.147523,1,3.545283,1,2,1,1,1,1,benign
4.521364,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,3.064535,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.390155,9.062831,9.758315,9.697227,4.397197,10,3,10,1,malignant
3.266344,2.362082,2,2,2,1,1,1,7.887582,benign
2.382125,1,1,1,2,1,1,1,1,benign
10.039602,5.050804,8.776235,1,9.037941,1,3,8.764156,1.193911,malignant
6.771699,1,1,5.881301,5.043693,7.343349,4.321221,8.182822,1,malignant
7.575385,9.750576,10.164039,5.715148,8.689047,10,4.638139,7.079568,2,malignant
5.418583,4.436188,6.734936,9.970791,4.695057,0.779578,9.123982,7.791742,1,malignant
4.783596,4.214924,5.794821,6.82829,3,10,5.178087,2.935077,1,malignant
5.037837,9.692848,11.292135,3.403788,7.855329,7.926699,4.510565,10,1,malignant
2.054175,2.99774,2.963551,1,3,3.808912,2.469424,4.561646,1,malignant
3.249095,9.943504,10.644365,6.33435,8.179687,10,7.140023,1,6.099494,malignant
4.774772,1,1,1,2,1,2,1,1,benign
9.381135,10.018089,9.646352,3.115096,7.371188,6.886552,8.191115,7.785056,2,malignant
1,8.369645,1,2,4.271509,1,3,8.621553,1,benign
2.36778,1,1,9.2885,2,6.075869,3,1,1,benign
1,1,4.296967,1,2,1,3,1,1,benign
2.237865,1,1,1,2,1,3,1,1,benign
3.056134,2.348291,4.650631,1,3,1,3,1,1,benign
2.756101,1,1,1,2,1,3,1,1,benign
5.693346,10.081054,6.780834,9.853315,6.926051,6.06632,7.631487,1,2,malignant
1,1,1,1,1,1,1,1,1,benign
6.342397,1,1,1,2,1,2,1,1,benign
7.915144,9.32465,7.975194,4.6256,4.154365,10,7.052763,8.880186,1,malignant
5.888187,8.118865,6.577394,2.838355,3,7.184095,6.751839,10,1,malignant
2.845255,1,1,2,1,1,1,1,1,benign
8.957548,10.072341,10.262084,2.737859,5.298749,6.759588,7.369857,2.296708,1,malignant
10.664518,4.648288,6.608333,10.043888,3,10,3,7.269567,5.505701,malignant
2.402571,1,1,1,2,2.651111,2,1,1,benign
4,1,1,1,2,2.543727,3,1,1,benign
4,3.275602,2,1,3,1,1,1,1,benign
4,3.372592,3.788584,3.050955,2,1,3,1,1,benign
1,1,1,1,2,1,4.377137,1,1,benign
5.929691,1,1,1,2,1,2,1,1,benign
4,1,1,3.461836,2,1,1,1,1,benign
10.912185,6.637243,5.40804,7.833018,5.942949,7.134764,4.6476,1,1,malignant
5.96923,9.835551,6.987756,10.058504,3.902824,10,8.078072,10,2,malignant
5.962366,1,1,1,2,1,1,1,1,benign
9.759013,6.526274,6.125707,2,11.934498,10,3,7.451374,1,malignant
2.70221,3.495253,2.937127,1,2,1,1,1,1,benign
2.440422,1,1,1,2,1,3,1,1,benign
1,1,3.541412,1,2,1,2,1,1,benign
9.502036,7.660964,10.709263,3.925603,3,10,8.178052,8.141342,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.834042,1,2,1,2,1,2,1,1,benign
9.428495,7.163429,10.354036,9.607811,4.564046,10,4.856767,6.864704,7.218243,malignant
10.099314,10.130586,6.928059,3.670998,4.300907,2.909052,4.519389,10,3,malignant
1,1,1,3.007875,2,2.221289,2,1,1,benign
9.845324,3.889582,7.145397,1,2,10,3.455506,1,1,malignant
2.792504,2.553068,2,2,2,1,3,1,1,benign
4.829562,2.456335,2,1,2,1,1,5.108623,1,benign
7.077311,3.73827,6.406126,1,3,1,7.100428,7.359459,2,malignant
1,1,1,1,2,1.543406,2,1,1,benign
2.911604,4.874009,4.195674,2.2376,7.132336,1.498154,4.881008,2.741027,1,benign
9.108975,1.931272,3.218063,6.042498,3,2.984888,5.133243,2.664238,9.842787,malignant
4,6.941343,5.061807,4.000102,7.041899,10,5.907731,10,2,malignant
7.557592,7.964003,10.691387,9.998893,5.721221,10,3,10,1,malignant
4,3.384724,1,1,2,1,3,2.162794,1,benign
4.84468,1,1,2,2,1,2,1,1,benign
4,1,2,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.489599,3.838694,2.265295,9.986814,3,2.846639,7.323397,8.149491,1,malignant
9.493016,6.824526,4.455533,7.923589,3,10,9.552669,10,3,malignant
2.847179,1,1,1,2,1,1,1,1,benign
2.676463,3.375976,2,9.896035,2,5.814316,4.14447,1,1,benign
4.767153,10.018292,9.696463,5.216873,4.794531,7.000736,7.355781,10,2,malignant
4,2.178223,2.430816,1,2,1,3,1,1,benign
4,1,1,2,1,1.621119,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
8.557885,7.250344,7.093194,2.9202,7.282861,7.649998,6.767699,10,2,malignant
4.670316,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
9.406743,9.662663,2,3.62239,9.847263,10,7.231454,10,9.495528,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,2.479026,1,benign
7.924274,9.931165,7.500041,9.855159,4.894439,4.698155,2,3.621933,10.712006,malignant
1,1,1,1,1,1,2,1,1,benign
5.628974,1,1,1,2,1,3,1,1,benign
5.411926,3.993764,6.957848,10.048363,2,10,8.015172,2.052786,1,malignant
4,2.271705,3.405834,1,2,3.189566,2,1,1,benign
7.819234,7.134098,4.87808,3.102617,4.563683,7.753554,6.755073,1,1,malignant
5.308018,1,1,1,2,3.947742,1,1,1,benign
1,4.151473,3.486362,2.264349,3,10,3,10,1,benign
5.334237,2.309812,2,1,2,1,2,1,1,benign
1,2.574484,2,1,2,1,2,1,1,benign
4.871122,2.361893,2.651958,2,3,10,7.847193,10,1,malignant
2.675757,1,1,1,2,3.870863,2,3.769603,1,benign
2.490541,1,1,2,2,1,3,1,1,benign
7.295914,2.134396,2,3.080608,2,8.365633,6.729506,2.99483,1,malignant
1,2.811306,2,1,2,1,3,1,1,benign
1,5.236116,3.691255,3.033558,2,4.365918,7.22357,1.744696,1,benign
5.786771,6.355683,7.796192,2,3.681394,10,8.71599,8.875815,10.896599,malignant
5.000482,4.703993,8.778342,3.911199,7.024462,1,3,2.972892,9.345863,malignant
3.460336,10.037743,9.20821,6.983262,5.280901,10,9.109812,10,1,malignant
8.091289,9.697546,8.645314,3.541931,7.043614,2.61692,5.255806,10,4.483577,malignant
8.850481,7.224738,6.029637,3.727961,4.248209,6.614121,3,9.433226,1,malignant
8.037268,7.451941,1,9.852662,4.962404,10,4.367524,7.698372,1,malignant
3.281168,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,8.601281,3,1,1,benign
2.979836,1,1,1,2,1,3,1,1,benign
9.794205,7.134678,5.534025,7.703509,4.047717,4.430893,8.483361,7.853026,1,malignant
5.230732,8.078599,5.747686,6.049666,7.084686,10,7.68687,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.768853,9.898634,3.79956,5.358062,8.797833,10,7.981617,10,10.728152,malignant
4,3.051349,2,2,3,1,1,1.84958,1,benign
1,1,1,1,2,1,3,1,1,benign
2.221078,1,1,1,2,4.241998,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.238052,1,1,1,2,1,2,1,1,benign
8.317775,2.096132,4.948963,2,3.561939,10,3,3.580032,1,malignant
3.172401,1,1,1,2,1,2,1,1,benign
9.68289,1.446994,1,1,2,1,2,2.090996,1,benign
7.171281,2.240656,3.594146,3.347302,3,10,3,1,1,malignant
4,3.022918,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.599249,1,1,1,2,1,2,1,1,benign
9.121139,10.084547,9.658356,2.620148,4.081709,10,6.976475,7.105243,1,malignant
3.248035,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.996731,5.393763,6.871456,3.142591,3,4.511518,4.281868,1,3,malignant
10.205378,6.4181,5.086093,4.344214,10.460773,8.047696,8.408201,1,1,malignant
1,1,1,1,2,2.061626,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
11.15989,10.576623,8.589797,1,4.814393,10,9.053803,1,8.184756,malignant
8.940876,8.993722,8.414863,9.973267,10.210851,1,8.077827,7.571102,2,malignant
8.65588,9.926445,9.232739,9.99174,5.845506,10,7.950566,7.765362,1,malignant
5.453784,1,1,1,2,1,3,1,1,benign
10.223562,7.107897,6.478449,6.724172,2,5.759386,3,10,5.252557,malignant
7.336273,4.085151,2,2.906124,2,9.287915,4.603958,3.962227,3,malignant
9.693987,7.279438,10.625449,3.550376,2,10,4.918192,10,2,malignant
5.420477,4.715508,11.197135,1,6.887005,10,3.715312,8.047624,1,malignant
8.437556,1.492632,1,1,2,0.897797,7.903464,7.475061,7.440291,malignant
8.039836,9.79717,6.788753,3.320007,10.697009,10,3,10,3,malignant
2.598119,1,2,1,2,1,3,1,1,benign
4.846998,4.600142,5.25925,6.633726,3,10,8.549515,2.001663,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,2.76175,2,1,1,benign
2.641087,1,1,1,2,1,1,1,1,benign
5.468988,1,4.308166,1,2,1,4.259144,1,1,benign
4,1,1,2,2,3.931229,3,1,1,benign
4.726733,1,2,1,2,1,1,1,1,benign
9.623892,10.373028,6.353157,9.510733,3,10,3.838095,10,2,malignant
9.015846,5.061134,8.044321,10.290171,3,1,4.868139,7.752709,9.080735,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.164385,9.981362,11.42923,7.554636,7.788607,6.219241,9.937763,10,1,malignant
1,2.664393,3.136315,1,2,1,3,3.118046,1,benign
5.102877,4.499433,4.990308,3.012982,3,6.63812,5.106031,2.380483,1,malignant
1.847414,1,1,2,2,2.82969,3,1,1,benign
6.892895,2.379191,5.741076,1,7.399686,10,3,1,1,malignant
9.56623,9.912017,5.973182,9.463774,7.358571,10,7.558163,10,1,malignant
5.044583,8.156245,3.550262,3.567991,6.806961,10,6.751209,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.921937,1,1,1,2,1,3,1,1,benign
8.807309,6.44382,8.186838,8.626012,3,1,4.09351,7.914816,1,malignant
1.948962,1,1,1,2,1,1,1,1,benign
4.953372,1,1,1,2,1,2,1,1,benign
2.79444,1,1,1,3,1,3,3.36769,1,benign
4,1,1,1,2,1,3,1,2,benign
2.622582,1,3.942771,1,2,1,2,1,1,benign
9.982127,6.822704,6.646117,3.796437,3.75891,2.472608,8.936287,2.439484,1,malignant
5.544729,1,1,1,2,1,3,1,1,benign
1,2.504366,2,1,3.8794,1,1,1,1,benign
9.527655,9.869707,8.157035,3.563883,7.276859,10,7.040454,5.555083,3,malignant
4,1,1,1,2,1,2,3.413561,1,benign
8.502525,7.713675,8.056742,7.590458,4.712419,10,8.022523,10,1,malignant
4,1,3.313731,10.317706,2,1,3,1,1,benign
4.91481,6.880176,9.737555,3.117265,3,8.575828,4.936908,1,3,malignant
2.830796,1.795221,2,1,2,5.47491,1,1.795899,1,benign
1,1,1,2,2,1,3,1,1,benign
2.416883,1,1,1,2,1,1,1,1,benign
7.630382,8.201717,5.524425,7.432932,3,10,6.117794,7.983571,1,malignant
2.580225,1,2,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.502731,9.942788,6.222674,4.665529,8.422436,10,8.588601,1,9.708832,malignant
1,1,1,1,2,1,2,1,1,benign
5.061443,1,3.651913,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.347026,5.040705,6.234939,5.739847,4.542195,6.267611,8.749091,4.509607,2,malignant
3.727841,1,1,1,2,1,1,1,1,benign
9.663482,7.238443,5.889844,3.574905,3,10,3,4.53035,1,malignant
2.871091,3.443995,2,1,2,1,3.982463,1,1,benign
5.217562,1,1,1,2,1,1,1,3,benign
2.210132,1,1,1,2,1,1,1,1,benign
4,1,2.750849,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.448683,1,1,1,2,1,3,1,1,benign
4,2.263398,2,2,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.741921,1,2,4.686853,4.282069,2,1,1,benign
8.163884,4.266423,8.245596,3.499043,3.583451,5.652331,5.263721,5.583673,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,3.652295,2,1,1,benign
5.236743,1,1,1,1,1,1,1,1,benign
5.453788,1,1,1,2,1,1,2.741734,1,benign
2.516585,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4.757542,3.926541,6.439462,2.467215,3,10,5.206243,6.837028,1,malignant
5.605286,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
8.046931,9.678666,7.243109,9.676785,9.866265,10,8.402634,10,5.714566,malignant
5.246966,1,1,1,2,6.586955,1,1,1,benign
9.140146,6.522648,6.910426,3.082047,3.841047,10,8.911602,10,1,malignant
5.014715,1.763917,5.468435,8.052267,4.90077,1,7.376635,1,1,benign
8.717173,7.688413,4.95258,3.159644,4.841993,7.763639,8.307376,10,5.006151,malignant
9.080624,1,7.299673,1,1,3.135282,1,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.634642,1,1,1,2,1,1,1,1,benign
8.866969,9.905043,9.813337,2,7.377499,2.835356,4.79631,1.89117,1,malignant
2.212153,1,1,1,1,1,2,1,1,benign
5.315574,10.048698,5.539367,7.513879,8.573743,10,3,2.000927,1,malignant
1,1,2.98758,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.998802,1,benign
5.875795,1,2,2,2,1,2,1,1,benign
5.602736,1,3.760641,1,2,1,1,1,1,benign
9.216848,6.966773,3.244893,10.526285,3,10,7.656898,4.146949,1,malignant
1,1,1,1,2,1,3,1,1,benign
3.652288,1,1,1,2,1,1,1,1,benign
1.905343,1,1,1,2,1,2,1,1,benign
4.87483,1,4.007664,4.034133,2,1,2,2.884726,1,benign
6.02491,10.236081,8.71723,7.600203,10.031799,1.887976,7.518716,10,4.475552,malignant
2.350678,1,3.333768,1,3,1,1,1,1,benign
3.062102,1,2,1,2,1,3,1.773699,1,benign
9.331947,6.647856,3.139308,5.251473,7.394949,6.127066,4.328265,6.863654,1,malignant
4,1,1,3.402817,2,1,2,1,1,benign
1,2.614629,2,2,2,3.003314,4.045777,1,1,benign
4.981426,2.902493,3.461043,4.099516,3,6.540379,2,5.761597,1,malignant
5.879566,9.824833,6.121543,6.86852,8.014824,10,5.055031,1.509613,9.814473,malignant
9.205617,8.309106,6.740721,2,3.716055,10,3,5.009671,1,malignant
7.74183,6.808567,8.322056,6.598807,2,3.576726,3,8.738039,1,malignant
4,4.38902,5.306772,1,6.909823,1,6.789539,2.19761,1,malignant
5.079286,1,1,1,2,1,1,1,1,benign
7.544327,6.800748,3.470268,9.805152,3.450003,10,3,4.653222,1,malignant
3.06684,1,1,1,2,1,2,1,1,benign
6.501354,4.192529,5.958357,2,3.619224,10,9.107022,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.252647,3.104878,6.573571,3.720322,8.402556,3.161946,4.294886,1,4.708176,malignant
4.660949,1,1,1,2,1,2,1,1,benign
7.902946,6.630869,9.642183,6.052586,7.0506,10,3,1.969994,2,malignant
9.060253,6.41433,9.980705,2.515479,3,10,7.203163,1,1,malignant
7.526122,1,1,1,2,1,1,1,1,benign
5.109462,1,1,1,2,1,1,1,1,benign
10.857009,1,2,1,6.516576,5.724449,2,7.475845,3,malignant
1,1,1,2,2,1,1,1,1,benign
5.533293,10.017525,12.176277,1,5.992231,1,7.472774,4.479692,2,malignant
1,1,1,1,2,4.24497,3,1,1,benign
1,1,1,2.930119,2,1,1,1,1,benign
2.583804,1,2,1,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.483895,9.950073,9.196306,3.505823,5.768198,3.161501,4.598056,10,1,malignant
8.095054,6.926859,3.050437,9.738768,6.264412,10,7.611876,5.452515,1,malignant
1,2.922554,2.511592,1,1,1,4.414289,1,1,benign
4,1,2,1,2,1,2,1,1,benign
5.271706,7.63706,4.931172,6.188283,5.820168,1,6.614017,1,1,malignant
5.70674,1,1,2.993136,2,1,2,1,1,benign
1,1,2,2,3,1,2,1,1,benign
2.814355,9.742882,5.412768,10.138266,6.256991,1,5.910036,2.564158,1,malignant
5.14287,1.610835,1,1,2,1,3,1,1,benign
4.603153,10.071354,10.361939,5.103384,4.643119,10,7.509259,1,1,malignant
3.147872,1,3.506759,1,2,1,3,1,1,benign
2.830775,1,1,1,1,1,2,1,1,benign
3.263354,3.038257,2,1,2,1,1,3.294851,1,benign
4.711169,1,1,2,2,1,2,1,1,benign
2.264018,1,1,1,2,1,2,1,2,benign
2.639541,1,2.745094,1,3,1,2,1,1,benign
1,2.352965,2,2,2,1.831872,2,1,1,benign
3.518677,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.593102,1,1,1,2,1,3,1,1,benign
9.698557,9.662457,9.476955,5.65769,6.494641,6.189379,7.874052,8.710758,1,malignant
5.326862,1,1,1,2,1,1,1,1,benign
4.857806,1,1,1,1,1,2,1,1,benign
1.895769,2.676611,2,1,2,1,1,1.743029,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1.526478,1,1,1,benign
2.196209,1,2.867035,1,2,1,3,1,1,benign
5.488564,1,1,1,2,1,1,1,1,benign
5.787167,1,1,1,2,1,1,1,1,benign
4.668277,7.234591,7.406362,2,2,5.285779,3,1,1,malignant
11.819881,9.959703,9.653243,10.052629,4.241664,10,7.777553,5.499468,1,malignant
3.103846,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.766249,1,1,3.66958,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
4.437029,1,1,1,2,1,1,1,1,benign
1,1,1,3.238278,2,1,5.257736,1,1,benign
1,1,2,1,1,3.388822,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.316053,10.098753,9.792668,10.24302,6.176142,3.382484,7.369365,10,5.89292,malignant
11.537299,4.797207,5.576238,3.778553,3,10,4.260051,5.67573,1,malignant
5.037234,1,1,1,2,1,2,1,1,benign
2.512688,1,1,1,2,1,3,2.884457,1,benign
5.238984,5.92645,5.433852,2.570401,4.669792,1,5.224611,9.497744,1,malignant
1,1,1,1,8.062039,1,1,1,1,benign
1,7.894286,10.831366,1,11.354931,1,5.45486,6.81965,1,benign
10.211066,5.143842,6.257688,5.623456,2,2.981324,7.224802,2.038222,1,malignant
2.471131,1,1,1,2,1,1,1,1,benign
5.942282,1,1,2.803195,2,1,2,1,1,benign
5.402238,9.773984,9.672286,6.23746,5.105936,10,8.179245,2.346841,8.482744,malignant
5.224487,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.408827,1,1,1,2,1,2,1,1,benign
9.774758,3.992162,3.161062,1,3,6.872488,7.736056,10,3,malignant
1,1,1,1,2,1,7.039573,1,1,benign
4,1,1,1,3,1,2,1,2,benign
4,1,1,1,2,10,2,1,1,benign
5.63092,1,1,1,2,3.18464,3,1,1,benign
7.495511,1,1,1,2,2.763959,1,1,1,benign
1,1,1,1,1,1,2,1,2,benign
1,1,1,1,2,1,1,2.905429,1,benign
2.738184,1,1,1,2,1,3,1,1,benign
7.133232,2.901295,3.991478,1,2,10,3,7.996282,1,malignant
1,1,1,1,2,1.677832,1,1,1,benign
10.239487,7.514686,4.739728,2,11.067011,10,3,7.558689,3,malignant
2.308391,1,1,2,3,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
8.187414,4.025431,6.229568,9.860863,2,10,4.475354,4.224939,1,malignant
2.812616,1,1,1,3.905129,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.715699,1,1,1,2,1,2,1,3,benign
1,4.693344,3.260586,4.704077,2,6.788837,5.689489,1,1,benign
1,5.143131,1,2.954584,11.31401,1,3,1.93281,1,benign
1,1,3.806438,1,1,1,1,1,1,benign
2.702841,1,1,1,2,1,2,1,1,benign
5.667853,4.181563,7.429323,9.822503,5.158592,10,8.151269,4.520769,1,malignant
5.777264,1.853827,1,2,2,1,2,1.674432,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.864095,4.431604,7.213678,9.831064,9.084257,10,9.718199,7.997574,1,malignant
8.891981,7.447323,9.85979,6.632873,4.848164,10,4.999812,4.823323,1,malignant
1,1,3.085846,1,2,1,2,1,1,benign
9.639022,5.593466,7.810453,6.80083,8.992566,10,7.169687,4.506877,1,malignant
4.670986,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4.490547,1,1,1,2,1,2,1,1,benign
1,4.232515,5.089034,1,6.423965,1,3,3.910436,1,benign
6.15843,2.104652,1,3.475891,2,1,3,5.609134,1,benign
5.369389,1,1,1,2,1,2,1,1,benign
2.220692,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.445862,1,1,1,2,4.073065,2,1,1,benign
2.690012,6.543174,8.656245,2.843156,4.391259,10.175772,7.777156,8.316966,1,malignant
1,1,1,2.89907,2,10,1,3.415052,1,benign
2.351216,1,3.203715,1,2,1,3,1,1,benign
2.619585,1,2,1,2,1,3,1,1,benign
2.274018,7.51531,9.582352,5.416168,10.234146,6.898393,2,7.733007,9.246841,malignant
5.734944,2.364449,2.86919,1,2,3.441981,2,1,1,benign
1,1,1,1,2,5.189562,2,1,1,benign
5.339924,9.999658,9.28856,9.958029,5.336176,10,5.032122,6.82196,1,malignant
2.243957,1,1,1,2,1,2,1,1,benign
3.038082,1,1,1,2,1,3,1,1,benign
2.016381,1,1,1,3,1,3,1,1,benign
5.908715,9.74891,10.069317,9.776316,4.969582,1,6.005263,2.636618,1,malignant
6.326161,9.69364,8.545856,10.061054,4.740282,2.535388,6.446587,2.842654,1,malignant
1,1,1,1,2,2.425316,2,1,1,benign
2.829348,1,1,1,1,1,2,1,1,benign
9.898238,4.412883,6.511679,5.654426,3.76745,6.779837,4.853684,10,1,malignant
4,2.427722,3.605288,2,2,1,2,1,1,benign
2.356862,1,1,2,2,1,2,1,1,benign
11.375542,6.638084,5.915891,2.845597,4.483282,5.827808,5.628587,4.7135,3,malignant
4,1,1,1,1,1,2,1,1,benign
9.752331,9.771062,10.399817,9.705479,6.683153,10,5.171164,10,1,malignant
3.145196,1,1,1,2,1,2,2.033001,1,benign
4,1,1,1,2,2.355783,1,1,1,benign
4,4.521049,5.962002,2,3.885259,7.869768,2,1,4.607702,malignant
1,1,1,1,2,2.489081,2,2.073339,1,benign
7.951384,1,4.70425,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.310044,10.031029,9.997746,9.743076,6.769064,10,7.038625,10,1,malignant
8.634678,9.710547,9.13669,2,10.517143,2.259589,8.727509,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
2.538214,1,1,1,1,1,1,1,1,benign
1,2.817036,1,2,3,10,2,1,1,benign
8.118714,10.164152,9.725972,7.54967,7.364358,10,3,10,3.618599,malignant
5.747562,1,1,1,1,1,1,1,1,benign
2.998927,1,1,1,2,3.415811,3,1,1,benign
5.098939,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.892271,1,2,1,2,1,1,1,1,benign
4.073654,2.394645,3.985214,1,3,3.486554,4.651429,5.756073,5.213003,malignant
9.581387,1,9.878499,1,1,10,3.693737,2.978943,1,malignant
8.182334,9.945698,8.266447,5.364666,9.468673,10,8.796063,3.259743,3,malignant
5.385912,1,1,1,2,1,2,1,1,benign
2.099293,1,1,1,2,1.866357,3,1,1,benign
2.810774,1,1,1,2,3.917784,3,1,1,benign
9.2326,4.72852,9.181552,7.623903,9.707811,4.996278,7.63175,10,1,malignant
4,1,1,1,2,3.446446,3,1,1,benign
5.107041,1,1,1,2,1,2,1,1,benign
8.94705,5.73428,3.089725,3.846933,7.829354,8.558092,4.604775,3.267442,1,malignant
7.229533,6.286649,1,4.006358,7.712282,9.3617,9.85732,10,1,malignant
2.611122,1,1,1,1,1,2,1,1,benign
11.26186,7.223621,3.377957,1,9.189504,10,4.68779,10,1,malignant
5.130733,1,1,1,2,1,3,1,1,benign
9.785585,4.418756,6.063658,6.241441,4.725847,2.35435,4.748664,2.150131,3,malignant
4.952733,1.99365,2,1,5.508466,1,7.61139,10,1,malignant
4.645849,10.130601,9.15754,10.225947,7.067442,10,8.221235,4.36309,1,malignant
5.165045,6.269671,9.173534,3.427343,3,1,7.865622,8.410573,1,malignant
9.236324,8.001721,6.406479,10.014491,4.287663,7.169566,5.696456,8.065716,3,malignant
3.579654,1,1,1,2,1,1,1,1,benign
4.759923,4.788081,6.842407,9.876392,6.186734,10,7.966236,4.683624,1,malignant
4,2.532837,2.005268,1,2,1,6.231501,1,1,benign
7.763714,10.093749,9.980203,6.550203,9.807778,5.61713,3,10,3,malignant
5.340854,1,1,1,2,1,3,1,1,benign
2.889454,1,1,1,2,1,3,1,1,benign
10.265147,6.47432,10.931371,6.323573,4.819622,1,5.018134,1,3,malignant
1,1,1,9.9463,2,10,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1.836735,2,1,1,benign
9.998701,9.662479,9.791495,1,11.486101,2.931487,3.74878,3.162727,2,malignant
2.19226,1,1,1,2,1,1,1,1,benign
1,4.243297,5.811348,5.441139,2,10,3.911357,1,10.231652,malignant
5.375764,1,1,1,2,1,3,1.86194,1,benign
7.667109,3.900122,6.556525,9.975276,3,10,1,2.470781,1,malignant
1,1.865193,3.121784,2,2,1,3,1,1,benign
1,1,1,1,3,1,1,3.563474,1,benign
10.084257,1,1,1,2,1,2,1,1,benign
2.549847,2.684871,2,1,3,1,1,1,1,benign
3.825168,2.6617,4.424549,1,1,1,3,1,1,benign
4.942285,1,1,1,2,1,3,1,1,benign
2.648328,1,1,1,2,1,1,1,1,benign
2.355748,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,2.486178,2.876993,2,2,1,2,4.103073,1,benign
5.394233,2.395652,2,1,2,1,3,1,1,benign
5.562172,1,1,1,2,1,3,1,1,benign
4,2.282838,2,3.441348,2,1,3,1,1,benign
5.759977,2.349166,7.551135,7.709172,4.604899,10,8.336949,2.042518,2,malignant
2.258746,1,3.013363,1,2,1,2,1,1,benign
1,2.883885,4.01435,1,5.253373,1,3,1,1,benign
8.95613,4.117908,3.246152,2,4.800059,10,3,2.341212,1,malignant
10.100817,9.933852,9.850327,9.781502,5.426636,10,3,10,3,malignant
2.541555,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,10,2,1,1,benign
3.041731,1,1,1,2,1,3,1,1,benign
3.862878,2.289601,5.909531,1,4.718301,1,2,1.700703,1,benign
5.736908,1,1,1,2,1,1,1,1,benign
4.922974,10.131802,5.602718,9.810319,7.74249,1.964003,6.352647,2.906909,8.323674,malignant
4,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.224213,2.106433,3.635257,1,3,7.416341,4.407322,8.304449,2,malignant
2.864637,7.165837,8.049871,1,8.115034,1,3,2.693661,1,benign
5.469682,4.545599,5.939561,9.986015,3,2.841751,8.224012,1,1,malignant
4.943948,1,1,3.11981,2,1,1,1,1,benign
4.753627,1,1,2.942229,2,1,1,1,1,benign
9.130735,9.941077,9.139148,2,4.524658,3.479581,5.008371,3.214045,1,malignant
1,8.528652,8.761374,6.474808,8.673666,2.01477,3,6.091574,4.3931,malignant
4,1,1,1,2,1,3,1,1,benign
9.605472,5.309526,4.416836,9.916182,3,10,5.305399,1.845572,9.991765,malignant
2.467997,1,1,1,2,1,2,1,1,benign
4,1,3.075325,1,2,1,2,1,1,benign
1,1,2.660271,1,2,1,2,1,1,benign
4,1,1,1,2,7.193126,1,1,1,benign
9.662049,4.568604,3.421562,9.97771,2,10,3,2.516609,1,malignant
5.147769,1,1,1,2,3.4601,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
4,5.741974,4.244226,6.13635,4.360972,10,1,10,1,malignant
5.545408,8.311435,9.438272,9.788026,3,1,8.198039,10,1,malignant
4,1,1,1,1,1,1,1,1,benign
2.024041,1,1,1,2,1,6.501973,1,1,benign
1,1,1,1,2,1,3,1,1,benign
12.299056,1,2,1,1,2.691822,4.483638,6.86252,5.204035,malignant
3.007074,1,1,3.574625,1,4.912731,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.524782,1,2,1,3.712084,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
5.148778,1,1,1,2,1,3,1,1,benign
5.97092,7.051367,8.87313,7.545275,4.560565,10,6.359059,8.08788,1,malignant
4.871931,8.145598,5.893088,2.784176,10.33288,10,3,1,1,malignant
4.267329,1,1,1,2,1,3,1,1,benign
8.553874,8.399271,7.597674,6.904011,3.907618,10,3,7.814972,4.742205,malignant
1,1,3.352928,1,2,1,2,1,1,benign
1.840201,9.924814,9.216057,10.300365,5.850818,10,5.415697,3.680912,1,malignant
5.070472,1,1,1,2,1,2,1,1,benign
2.820887,6.672493,5.61369,8.54596,3.959722,1,3,8.582322,1,benign
1,1,2,1,2,1,3,1,1,benign
3.181424,1,1,1,3,1,3,1,1,benign
4.513085,1,1,1,2,1,3,1,1,benign
4,1.429062,7.058193,2.87335,1,10,2,10,4.193102,malignant
10.325107,5.171369,6.253567,9.389628,5.435577,10,7.25868,7.005518,3,malignant
4,1,1,1,1,1,2,1,1,benign
5.63195,5.668426,8.893535,3.050984,4.14784,10,4.956215,4.773817,1,malignant
4.895847,1,1,1,2,1,1,1,1,benign
1,1,2.831723,1,1,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
10.91439,3.908313,6.116843,7.068663,4.873042,10,10.048825,3.344203,2,malignant
4.317609,1,1,1,2,2.667907,3,1,3,benign
3.997026,1,2,4.361838,2,10,2,1,1,benign
2.700406,1,1,1,2,1,3,1,1,benign
9.816383,6.329116,8.506384,3.130357,3,7.645898,3,4.572865,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.286418,1.615073,6.949765,1,4.118975,8.989823,4.431492,3.286404,6.447829,malignant
5.130532,2.213325,2,1,2,1,1,1,1,benign
1,1.782302,1,2.943404,2,3.446479,3,2.870695,1,benign
5.793712,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,3.601241,2,1,1,1,1,benign
3.050192,2.691902,3.127018,2,3,1,1,2.630761,1,benign
4,1,1,1,2,1,2,1,1,benign
5.913425,1,1,1,2,3.931691,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.220713,10.193774,9.684272,10.294873,3,10,6.300288,10,1,malignant
4.966661,1,1,1,2,1,1,1,1,benign
2.760185,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1.86622,1,1,1,2,1,1,1,1,benign
11.611783,10.241457,10.591339,7.468821,9.884977,10,8.398228,10,5.172286,malignant
7.302825,5.792764,9.802479,2,8.731085,10,9.213682,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.061757,1,3.999565,4.739437,2,3.066543,3,1,1,benign
4,1,1,1,2,6.898302,1,1,1,benign
4.883779,2.733163,2,1,2,1,3,1,1,benign
3.232705,6.819758,10.944374,2.759396,7.13146,5.580251,3,4.78265,1,malignant
8.190423,6.632212,9.048261,6.704218,4.385729,10,6.380588,10,4.886393,malignant
6.977076,2.036663,6.947544,6.598534,2,10,3,1,1.879995,malignant
4.851427,1,2.929297,1,2,1,3,2.882588,1,benign
1,10.141857,10.016349,1,5.069381,2.457715,1,10,4.384917,malignant
9.640761,7.934072,9.92751,5.48454,7.11456,1,9.096831,10,3,malignant
4,10.213155,6.0292,7.129265,8.27102,10,11.039899,10,1,malignant
4.872822,4.274451,8.142707,6.607817,4.651007,10,4.012327,1,1,malignant
4.847006,1.255937,6.668403,4.618877,2,4.987224,2,1,1,malignant
5.959584,1,2,1,1,1,5.422811,1,1,benign
7.737239,4.069392,7.054039,10.281898,3,10,8.230984,7.503089,3,malignant
9.210986,4.958849,11.451805,4.484454,3,7.564693,3.882865,2.721938,3,malignant
8.922,8.230862,10.552768,3.464001,3.958329,10,7.653998,8.219416,1,malignant
1,1,1,3.069935,2,1,2,1,1,benign
2.439311,1,1,1,2,1,3,1,1,benign
4,1,1,4.810682,2,10,3,1,1,benign
4.36111,4.402665,5.406734,3.473545,6.106856,10,3,10,1,malignant
5.125496,1,1,1,2,2.371796,2,1,1,benign
4.933864,7.96283,7.133932,5.443154,7.997425,6.193344,7.078132,10,1,malignant
9.552987,7.669959,7.866302,3.476576,10.267047,3.316881,8.67236,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.816517,1,1,2,2,1,2,1,2,benign
5.266976,2.048553,1,1,1,1,2,2.204347,1,benign
1,1,3.23095,1,2,1,3,1,1,benign
5.123447,1,1,1,2,1,2,1,1,benign
3.567882,1,1,1,2,1,1,1,1,benign
10.186717,6.26014,4.123876,1,3.976187,0.820991,8.678357,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,2.499382,1,benign
1,1,1,1,2,1,1,1,1,benign
4,10.124359,10.551266,9.883275,6.351264,10,7.204745,2.717923,2,malignant
5.485085,1,1,1,2,1,2,1,1,benign
9.557028,1.898976,3.357841,3.4748,8.591433,10,5.266112,4.475991,2,malignant
3.230418,1,1,1,2,1,3,1,1,benign
7.016104,4.107068,3.217935,9.715774,4.946452,10,3,5.939009,1,malignant
9.70241,10.243289,10.51317,8.331309,10.260695,8.849234,6.190268,10,1,malignant
1,2.384402,2,2,1,1,1,2.940856,1,benign
5.055266,1,1,1,2,1,1,1,1,benign
5.080786,1,1,1,2,2.523851,2,1,1,benign
9.888228,9.962883,9.170481,3.281757,10.490686,10,7.859265,3.163117,3.905579,malignant
4,1,1,1,2,1,2,1,1,benign
8.824851,5.39967,3.267138,3.127477,3,3.066861,4.768547,4.909843,1,malignant
4,2.358865,3.881053,3.44841,3,4.705658,4.695235,6.056016,2,malignant
3.038126,1,1,1,2,1,2,2.504362,1,benign
5.356685,1,1,1,2,1,2,1.473001,1,benign
4.866592,7.355067,6.109079,3.049723,4.322321,10,8.229694,7.792538,1,malignant
2.121963,1,1,1,1,1,2,1,1,benign
2.695027,1,1,1,2,1,1,2.73041,1,benign
5.725661,6.796348,6.388196,2.7834,7.495549,2.785495,9.505361,10,1,malignant
4,1,1,1,2,1,1,1,1,benign
1.957572,1,1,1,3,1,1,1,1,benign
4,3.810125,3.687536,2.82837,9.322985,7.46638,3.662221,5.708703,1,malignant
3.303909,1,1,1,3,1,2,1,1,benign
3.120906,1.874104,2,2,2,1,1,1,1,benign
5.338407,1,2,3.13535,2,3.543982,2,1,1,benign
4,1,1,1,2,1,2,2.147607,1,benign
2.790415,1,1,1,2,1,1,1,1,benign
5.545877,4.562144,5.805985,9.903674,3,7.695853,10.187386,4.722285,6.769416,malignant
3.38203,10.0263,8.463459,10.079992,4.386585,10,7.726201,7.417516,1,malignant
2.296728,1,1,1,2,1,2,1,1,benign
2.730146,2.608784,2,1,9.821299,6.268194,3.729115,2.198153,1,malignant
4,4.606241,9.220295,6.9041,6.935442,6.487445,5.745944,2.202024,1,malignant
1,2.244322,2.878321,2,3,1,3,2.997683,1,benign
4,1,1,1,2,1,3,1,1,benign
6.622084,3.132037,4.279378,5.763175,3,10,4.356732,4.904407,1,malignant
1.757488,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
10.222714,6.062534,4.976103,3.377291,4.051885,3.959943,8.164867,1,2,malignant
1,2.546269,2,1,3,4.001526,6.586333,1,1,benign
2.515091,1,1,1,2,1,1,1,1,benign
10.224269,8.616526,9.24511,5.648814,4.020344,10,9.571384,10,1,malignant
5.105563,1,2,10.447785,2,5.222072,2,1,1,benign
4,1,3.241001,1,2,1,2,1,1,benign
8.753644,2.375125,3.561998,5.040983,4.29569,10,3,8.333837,2,malignant
1,1,1,1,2,1,3,1,1,benign
11.369054,7.221339,6.584888,9.85684,3.90246,5.107949,5.943777,5.078013,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.111412,1,1,1,2,1,1,5.087932,1,benign
1,1,1,1,2,3.077342,1,6.249229,1,benign
2.292426,1,1,1,2,1,3,1,1,benign
5.463342,4.396577,9.368157,2,5.343648,6.423673,8.741392,10,3.318329,malignant
5.469371,2.053409,2,1,2,1,1,1,1,benign
2.92361,1,1,1,3,1,2,1,1,benign
1,1,1,1,3,1,1,2.67954,1,benign
8.420222,8.562686,9.142474,3.72877,6.807465,8.376317,3,10,8.218244,malignant
5.512324,10.39884,9.428623,4.023569,3,3.158573,8.012732,7.851237,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,2.673779,1,1,2,1,1,benign
4.963378,1,2,1,2,1,3,1,1,benign
9.559048,9.873053,7.363683,3.459095,6.074588,6.937251,8.28966,10,1,malignant
5.645959,1,1,5.492328,3,1,1,1,1,benign
11.376741,6.519724,3.101244,7.984966,6.525719,10,3,7.06696,4.000259,malignant
6.899957,10.102139,10.344822,4.254233,4.908301,2.66807,6.765342,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.230328,1,1,1,4.448,1,1,1,1,benign
1,1,1,2,1,1,1,1,1,benign
8.928367,6.457171,8.481954,5.054012,9.428305,10,6.040184,1,1,malignant
1,10.141687,6.577221,5.38129,6.552975,10,6.619752,8.663024,1,malignant
5.676209,1,1,1,2,1,1,1,1,benign
1,3.662757,2,1,2,1,3,1.904926,1,benign
1,1,1,1,2,1,3,1,1,benign
9.341937,4.764151,4.868765,4.843889,2,1,6.697629,5.80888,3,malignant
4,1,1,1,2,1,3,1,1,benign
2.139997,1,1,3.179072,3,1,1,1,1,benign
5.150304,1,1,1,2,2.265402,3,1,1,benign
1,1,1,2,2,2.963773,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.059794,1,1,1,2,1,2,1,1,benign
5.420601,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.615001,1,1,1,1,1,2,1,1,benign
11.30903,2.780368,1,1,2,1,4.496628,1,1,benign
2.76734,1,3.222836,1,2,1,2,1,1,benign
5.224142,1,1,1,2,1,1,1,1,benign
2.945292,1,1,3.994476,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,3.078087,3.905108,1,4.382183,1,1,4.273163,1,benign
8.48726,9.707844,9.405513,10.080102,7.613602,10,8.967726,10,3,malignant
11.580981,9.86725,9.910315,2.986918,10.127721,5.233308,2,10,1,malignant
2.662793,2.728538,1,1,2,1,8.001407,2.817074,1,benign
10.310596,2.646339,5.821231,2.531146,3,10,7.054152,1,1,malignant
1,2.571467,1,1,2,1,2,2.417853,1,benign
9.981693,9.796206,2,9.980881,6.173868,10,8.390668,10,1,malignant
2.574025,1,1,1,2,1,3,1,1,benign
4,2.254396,2,1,2,1,2,2.243078,1,benign
5.103076,2.250851,1,2,2,1,1,2.982196,1,benign
4,1,1,1,2,1,2,1,2,benign
2.530553,1,1,1,2,1,1,1,1,benign
4.570312,10.030595,8.186225,1,3,10,5.921372,1,1,malignant
1,2.879684,2,9.687781,2,4.513443,1,2.893404,1,benign
5.895945,5.270839,6.585028,10.521276,11.638119,10,8.020438,1,6.830092,malignant
9.429473,6.19273,8.531789,3.167307,4.875723,7.273914,4.768347,6.856604,1,malignant
10.637464,4.47011,6.169083,6.247853,1,6.493767,5.207013,7.266148,2,malignant
8.080273,1.827778,6.881281,3.372606,2,5.546565,3,2.443759,3,malignant
9.467939,5.984774,6.030765,3.937584,4.506945,1,5.064007,2.86993,6.92484,malignant
1,1,1,1,2,1,3,1,1,benign
5.671139,10.158359,5.79422,6.212279,8.551017,5.361412,3,1,1,malignant
5.133001,2.362842,2,4.128678,2,1,1,9.103521,1,benign
4,1,2,1,2,2.333513,2,1,1,benign
5.42485,8.273575,5.41849,7.74906,8.288802,10,3,8.87783,3.02343,malignant
5.17061,1,1,1,2,1,3,1,1,benign
9.169618,3.610634,6.283226,2,2,10,7.264458,7.814166,1,malignant
5.734824,1,1,1,2,1,1,1,1,benign
2.482287,1,1,1,2,1,1,1,1,benign
8.073436,9.953172,8.733572,5.219749,3,10,4.664978,10,5.728758,malignant
8.614778,2.530242,6.777919,1,3,10,4.222043,5.825131,1,malignant
2.098194,1,1,1,2,1,2,1,1,benign
2.62933,1,1,1,1,1,3,1,1,benign
2.921633,1,1,1,2,1,3,1,1,benign
10.703219,4.878362,5.774406,9.796326,4.665875,10,7.945205,4.38717,9.387854,malignant
3.528218,2.694233,1,1,2,1,1,5.434143,1,benign
5.158085,1,1,1,2,1,3,1,1,benign
3.074406,1,1,1,2,1,3,1,1,benign
5.080989,1,1,5.849728,2,10,1,1,1,benign
1,7.210085,7.737851,10.003606,5.393979,1,5.215411,3.981577,1,benign
3.260297,4.493175,3.282446,1,4.875914,1,4.906983,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.552444,2.6656,2,2,2,1,7.883538,2.820274,1,benign
4.617962,5.329084,9.107378,5.699383,3,10,3,6.860155,1,malignant
1,1,1,1,1,1,2,1,1,benign
11.340171,3.315333,2,1,4.814216,2.632126,6.71524,2.738048,3,malignant
2.222098,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.477559,2.712695,4.000197,9.24698,5.402971,10,4.649465,4.710895,2,malignant
4,1,3.991768,1,2,3.378436,1,1,1,benign
5.342442,1,7.389313,1,3,1,3,1,1,benign
4,1,1,1,4.524308,1,2,1,1,benign
9.987188,4.155561,3.340954,3.495619,9.024081,2.828684,8.331168,10,1,malignant
4,1,1,1,1,1,3,1,1,benign
8.088124,5.306927,5.216742,3.278462,2,2.362066,5.033952,10,2,malignant
4.908783,9.542964,7.441158,4.000954,3.955009,3.18068,5.620119,2.594256,3,malignant
8.517716,9.773276,5.937146,7.292293,6.409439,10,7.981511,10,1,malignant
9.24798,9.835884,10.325738,8.073021,10.433722,4.734448,7.885671,4.513452,5.548684,malignant
4,1,1,1,2,1,3,1,1,benign
3.029452,1,1,1,2,1,1,1,1,benign
2.171567,3.030723,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,2,1,2,1.726514,2,1,1,benign
8.154085,4.015527,2.453981,1,6.718263,10,3,1,2,malignant
4,1,1,1,2,1,3,2.350777,1,benign
10.858647,10.330919,10.714898,3.156674,7.457523,10,10.332397,10,1,malignant
1,4.447491,6.717151,5.108177,7.142554,4.159267,4.345804,6.813684,1,benign
1.984211,2.385666,2.980876,1,2,1,1,1,1,benign
8.855385,4.322292,6.680171,3.332015,4.055254,7.074067,4.495094,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.964433,1,1,1,2,6.286013,3,1,1,benign
1,1,3.685799,2.861806,2,2.3083,3,1,1,benign
5.448907,7.593218,9.567012,3.197568,7.080456,3.576348,2,3.698417,1,malignant
2.694463,1,1,2,2,1,3,2.352992,3,benign
10.873417,7.018241,3.087137,3.550542,11.320333,9.249828,7.64763,1,9.501261,malignant
6.009748,1,1,1,2,1,1,1,1,benign
2.404041,1,1,2,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
12.168337,1,1,1,2,1,1,1,1,benign
5.381418,1,1,1,2,1,1,1,1,benign
8.23357,7.898201,9.680025,10.082924,4.9928,10,7.346073,10,1,malignant
1,1,6.543061,1,2,1,2,1,1,benign
3.444843,1,1,1,2,1,3,1,1,benign
7.887769,9.841995,5.041156,9.510165,9.97196,10,7.350204,10,1,malignant
1,1,1,1,2,3.603701,1,1,1,benign
5.327394,6.55937,3.621918,9.496897,4.272994,6.842696,8.525341,7.918005,1,malignant
4,1,2,1,2,1,2,1,1,benign
5.283296,10.063633,8.650384,9.733079,4.07795,0.562183,3,2.76384,1,malignant
5.344003,9.875491,6.150323,9.87627,2,7.107678,6.636418,1,1,benign
2.623478,1,1,1,2,7.86042,1,1,1,benign
4,1.868377,2,1,2,1,4.392022,1,1,benign
4.585273,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.219876,4.746446,2,2,1,3,1.82563,1,benign
1,1,1,1,2,1,1,1,1,benign
2.884043,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,2.85722,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.996697,6.625166,8.408726,3.798614,9.087106,4.928332,4.688688,10,1,malignant
5.172683,1,1,1,2,1,3,1,1,benign
2.527135,1,1,4.270782,2,3.424422,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
3.230142,1,1,1,2,1,1,1,1,benign
9.328309,1,1,1,3,1,3,1,1,benign
3.030139,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.460619,1,1,1,2,1,1,1,1,benign
5.935435,7.281486,2.22041,5.035752,4.674124,10,3,1,1,malignant
1,1,1,1,2,3.365946,1,1,1,benign
10.242805,10.094861,7.300244,6.739148,6.632434,10,3.755836,10,1,malignant
5.074272,9.761765,9.590169,10.511763,8.990321,7.067572,7.596375,10,10.427562,malignant
2.354888,1,1,1,2,1,1,1,1,benign
8.193144,4.536162,8.339358,9.598144,2,10,4.435385,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.580208,2.201037,4.473478,2,3,10,3,1,3,malignant
4,1,2.826986,1,2,1,1,1,1,benign
3.195237,1,3.074015,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,9.959328,8.145646,9.933873,4.247753,10,8.009428,10,2,malignant
9.375269,4.589915,1,1,5.008619,10,8.940143,2.208921,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.498712,9.780263,8.609829,10.039981,4.194456,10,6.497803,10,3,malignant
2.042406,1,1,1,3,1,1,1,9.772047,benign
1.745776,2.449367,1,1,2,1,2,2.620462,1,benign
4,10.218156,9.421076,2,6.632574,7.515268,6.014099,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
4.926902,1,1,1,2,1,2,1,1,benign
8.722774,4.532627,3.245828,1,2,8.877789,8.138782,1,2,malignant
5.012997,7.106301,2.898686,3.104939,4.795795,10,6.711298,10,1,malignant
2.504382,1,1,1,2,1,2,1,1,benign
7.101313,2.379434,2.158257,10.218921,3,10,5.440718,2.758129,1,malignant
4,2.496735,2,4.759015,2,10,1,1,1,benign
2.378372,1,1,1,2,1,3,1,1,benign
5.175739,7.438965,6.500514,5.026605,6.521173,10,8.760399,8.002927,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,4.073595,2,1,3,1,1,benign
2.906824,1,1,1,2,1,3,1,5.827342,benign
9.017333,7.224933,5.408979,10.188216,4.169464,10,5.20628,4.520846,1,malignant
10.270097,5.06152,6.370718,3.547261,2,3.778068,4.571066,6.142419,1,malignant
3.041469,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
5.980129,1,1,1,1,1,2,1,1,benign
5.530504,2.613646,4.615257,1,2,1,3,1,1,benign
2.284586,1,1,1,2,1,2,1,1,benign
2.363142,1,1,1,2,1,2,2.093216,1,benign
5.443051,5.026219,5.248914,3.145898,7.561986,10,8.445322,5.124881,1,malignant
5.469354,2.316669,3.206612,2,2,1,3,1,1,benign
9.412951,5.179985,7.179986,2,4.278382,10,3.553963,2.702428,1,malignant
1,1,1,1,2,1,3,1,1,benign
10.052681,4.438407,5.256969,3.324733,7.925372,1,4.916512,3.966515,1,malignant
7.967717,10.225343,8.766142,4.03747,4.152675,2.925188,6.54968,10,2,malignant
1,1,1,2,2,1,2,1,1,benign
9.572186,3.253574,2.386935,1,7.469681,10,5.012353,9.122372,1,malignant
2.617648,1,1,2,2,1,2,1,1,benign
5.065312,9.572579,8.700795,9.482522,5.246406,10,6.910668,6.918237,5.257663,malignant
2.434582,1,1,1,2,1,2,1,1,benign
2.38897,1,1,1,2,3.209556,2,1,2,benign
3.017949,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.125736,4.880636,3.104266,7.179148,3,6.39981,7.315622,6.789216,2,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1.953977,1,benign
4,1,1,1,2,1,1,1,1,benign
1.786998,1,1,1,2,1,3,1,1,benign
5.496064,1,1,1,2,1,1,1,1,benign
8.790352,2.650024,6.744706,2.721511,1,6.702665,6.725094,1,1,malignant
8.821362,7.797591,9.21736,9.441044,4.718236,8.522678,8.424772,8.489684,1,malignant
4,10.265436,9.970954,1,10.273127,10,3,3.727267,1,malignant
4.983122,2.166517,3.869198,3.68441,2,1,3,5.159907,1,benign
2.244085,2.626881,2,1,2,5.022393,2,1,1,benign
3.126393,1,1,1,2,1,1,1,1,benign
5.037552,1,1,1,1,1,2,1,1,benign
8.932461,7.348365,10.094215,6.813297,3.964561,10,5.893128,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.130469,4.377541,4.527421,9.791832,3,10,6.51144,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.930388,1,1,1,3,1,1,2.043865,1,benign
8.089161,1,3.383934,1,2,1,2,1,1,benign
4.95159,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.521529,2,1,2,1,1,3.016816,1,benign
5.649709,1,1,1,2,1,1,2.864215,1,benign
8.164688,5.543393,6.052935,4.313567,4.35898,6.729716,3,10,1,malignant
9.534376,9.568112,5.133296,4.018248,10.116443,8.817461,9.368072,4.364911,10.016687,malignant
1,1,1,1,2,1,1,2.900119,1,benign
5.209489,7.244781,8.512497,9.713208,4.143428,10,8.948779,1,1,malignant
10.71954,6.562081,3.752926,6.482166,4.842329,10,8.357463,10,4.676231,malignant
5.221167,9.818889,10.412542,9.694913,1,10,7.185238,8.23108,1,malignant
6.764036,4.509819,5.056471,1,3,10,8.183452,10,5.107871,malignant
1,2.523354,2,2.768072,3,2.912718,2,2.217931,1,benign
4.850899,3.608436,6.490989,9.975433,4.011429,1.83867,6.522985,7.317724,1,malignant
4,1,1,1,1,1,1,1,1,benign
5.469235,2.885617,2,2,2,1,3,8.596832,1,benign
5.299976,1,1,4.470577,2,1,3,1,1,benign
5.834681,1,4.102925,1,8.326221,1,2,1,1,benign
4,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,3,2.818501,1,benign
4,2.751498,2,1,2,2.274541,1,1,1,benign
2.862569,2.471046,2,1,2,1,3,2.472921,1,benign
5.558515,1,2,1,2,2.686931,1,1,1,benign
2.569732,1,1,1,2,1,2,1,1,benign
4.837266,1,1,1,2,1,1,1,1,benign
2.599144,9.758382,2.967533,9.43686,10.919031,10,3.955682,7.792944,1,malignant
5.455044,10.484956,10.11581,9.916622,8.868052,6.431658,4.870904,6.819694,8.042357,malignant
5.779325,1,2.88504,1,2,1,2,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.646235,1,1,1,2,1,3,1,1,benign
5.551535,2.537168,6.512626,2,3,10,4.698212,10,1,malignant
2.695835,1,1,1,2,1,2,1,1,benign
7.977962,9.946216,4.919889,10.212254,3,10,7.486692,10,1,malignant
1,1,1,6.828792,1,1,3,1,1,benign
2.518493,1,1,3.672963,2,3.159084,2,1,1,benign
8.915859,1.69652,1,5.985937,9.843044,10,2,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
3.035076,2.483284,2,3.534036,2,1,1,1,1,benign
8.391721,2.371589,8.861546,4.641896,4.512676,10,6.778153,1,1,malignant
1,2.301126,1,1,2,1,1,1,1,benign
2.32645,1,1,1,2,1,1,1,1,benign
3.670943,1,1,1,2,1,3,1,1,benign
2.948319,1,1,1,3,2.619689,2,1,1,benign
1.816844,1.608366,2,1,2,1,3,1,1,benign
7.509085,6.738938,5.88784,2,4.575869,10,4.673497,9.281033,4.80581,malignant
1,1,2,3.307617,2,1,1,1,1,benign
3.199568,10.326957,9.906402,10.167035,4.101175,10,9.555171,5.234931,1,malignant
3.010156,1,1,1,1,1,3,1,1,benign
8.654331,2.127124,4.306473,5.758583,2,10,1,3.909481,5.939549,malignant
1,1,1,1,2,1,1,1,1,benign
5.674809,3.035698,2,1,4.226682,1,4.969304,1,1,benign
7.909761,2.312242,2.844593,1,6.782867,3.333137,4.013124,1,2,malignant
2.900131,2.505758,2,1,1,1,3,1,1,benign
4.138405,2.525595,2,1,2,1,2,1,1,benign
9.609621,4.629984,5.82001,2,3.959618,7.85474,3.209667,4.957812,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.311919,9.812513,3.420515,2.494992,9.639124,10,7.391855,10,1,malignant
5.457407,7.926504,10.206835,7.258132,6.363971,7.368969,8.051193,2.86825,1,malignant
5.191453,1,1,1,2,1,1,1,1,benign
7.070959,10.338296,7.815172,1,5.837709,1,9.507425,8.848687,1,malignant
1,1,1,1,1,3.247757,5.17775,1,1,benign
4.971076,6.459912,6.405388,5.132458,4.794473,10,6.247614,3.930093,1,malignant
8.102637,4.766542,3.482778,5.699816,4.597932,6.74072,6.234073,6.560061,1,malignant
8.368158,9.388462,10.1505,10.414815,3,1,9.345993,3.145817,4.282674,malignant
5.71671,1,1,1,2,1,1,1,1,benign
8.477604,10.061881,8.415405,8.624425,3.571743,10,9.204364,10,1,malignant
2.505855,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,2.309521,1,benign
8.986836,9.946282,10.28764,2,2,7.744625,5.7652,9.238281,1,malignant
1,1,1,1,3,6.226412,3,1,1,benign
7.772146,9.726204,8.565818,5.112853,3.893239,1,8.187683,1,9.670286,malignant
4,1,2.896258,1,1,2.733695,1,1,1,benign
3.47446,1,1,1,1,1,3,1,1,benign
3.280627,1,1,1,3.815388,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.085124,1,1,1,1,1,2,1,1,benign
4,1,1,1,3,1,1,1,1,benign
11.1343,9.563823,9.409996,9.673344,8.307509,10,5.557739,10,1,malignant
1,1,1,1,2,2.364133,3,1,1,benign
3.012999,1,1,1,5.226818,1,3,1,1,benign
1,9.796092,8.416388,1,5.84194,3.121531,3.508272,1,1,malignant
9.664094,7.738119,6.921459,2,7.483222,2.640353,10.713007,6.944658,2,malignant
8.859795,10.226316,8.285133,1,5.976263,1,5.012221,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,2.314672,1,benign
1,1,1,3.650612,2,1,2,1,1,benign
9.303059,9.928715,10.792075,10.042601,7.360928,10,8.026748,10,3,malignant
8.386516,4.214368,3.302584,3.303398,4.47251,10,5.3106,1,3,malignant
9.486071,3.850893,3.722518,1,5.380045,1,2,2.282361,2,malignant
9.334567,7.158216,7.117199,3.99861,3,10,8.336279,5.513017,8.312499,malignant
2.497022,1,1,1,2,1,2,1,1,benign
4,6.711253,9.681899,9.873326,4.33794,10,8.570174,2.809066,1,malignant
4.854417,1,1,1,2,1,3,1,1,benign
1,2.238955,2,1,2,1,1,2.115933,1,benign
1,2.371114,1,1,3,1,4.429791,3.403993,1,benign
8.638411,4.886623,2.560018,1,9.09452,1.821644,7.541998,7.667825,8.085001,malignant
11.54922,7.208233,9.329663,6.295412,5.190269,3.461681,4.519872,6.879188,1,malignant
8.989596,10.081329,7.104076,10.306001,8.572046,10,8.447318,10,2,malignant
6.087387,1,1,1,2,1,2,1,1,benign
5.310522,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
5.839113,1,1,3.620975,2,2.867383,2,1,1,benign
7.325429,9.730192,8.703589,6.804695,3.69874,10,3.796365,10,1,malignant
8.471696,4.0453,3.860857,8.297295,2,10,6.755164,2.857762,1,malignant
6.595882,6.855382,9.340562,7.519608,4.949135,10,3,10,1,malignant
2.592686,1,1,1,2,1,3,1,1,benign
2.546529,1,1,1,2,1,1,1,1,benign
2.656834,1,1,1,2,1,3,1,1,benign
5.267425,1,1,1,1,1,2,1,1,benign
3.052873,1,1,2,2,1,1,1,1,benign
5.428542,3.801697,6.562036,1,2,6.028028,4.917992,10,5.729834,malignant
5.642886,1,1,1,2,1,2,1,1,benign
1,1,4.381381,1,2,1,2,1,1,benign
3.210853,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,8.22971,2,1,1,benign
1,1,1,1,2,1,3,2.653588,1,benign
5.367069,1,1,1,1,1,3,1,1,benign
2.061975,5.950725,9.222587,5.514494,11.915065,7.017516,3,4.418513,1,malignant
2.628787,1,1,2,2,1,3,1,1,benign
2.684352,9.870948,5.524001,9.81534,4.756171,10,6.469267,1,1,malignant
4,3.955703,2,1,2,1,1,2.77855,1,benign
4,1,1,1,2,1,2,2.340896,1,benign
4,1,1,1,2,9.803748,3,1,1,benign
5.576767,1,1,3.367126,2,2.294093,2,1,1,benign
5.118326,5.875068,5.482484,8.018911,4.166855,10,8.045266,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
9.119584,9.500911,9.007505,9.334037,7.39082,10,7.024763,8.503337,1,malignant
4.945473,4.429234,3.927254,9.81044,3,10,9.372336,2.472693,1,malignant
4,1.831207,3.347506,2,2,1,2,2.66067,1,benign
8.403389,4.133783,4.33648,7.199892,2,10,4.736303,3.004535,3,malignant
4,4.492295,5.891402,3.396499,9.06128,1,8.984156,2.39346,1,benign
10.446763,4.890351,6.374651,6.865476,7.110995,1,5.11213,1,10.582016,malignant
9.837149,9.686625,10.056143,10.126979,8.412277,1,4.051763,2.963168,1,malignant
5.187325,2.479713,2,1,4.54144,1,2,1,1,benign
4.737677,6.193818,8.96296,6.960336,4.382731,10,4.869899,9.032686,1,malignant
9.385508,3.823591,6.526621,3.686799,8.143814,10,3,2.869128,5.715022,malignant
2.290171,4.409349,3.232099,1,3,1,8.36111,2.999222,7.221059,benign
6.534433,4.25296,7.457494,7.052937,3,10,3.516969,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,2,1,1,1,1,1,3,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,3.032247,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.288763,1,1,1,2,1,2,1,1,benign
2.999743,1,1,2.664577,2,1,3,1,1,benign
1,1,2,1,1,1,1,1,1,benign
3.280328,1,3.676712,1,1,1,1,1,1,benign
4.696512,1.903861,3.319647,10.065617,3,3.158326,3,4.680231,4.557202,malignant
2.444653,1,1,1,2,1,2,1,1,benign
6.574927,10.211501,9.526536,3.644497,7.20692,4.001999,2,10,2,malignant
5.26421,1,1,1,2,1,1,1,1,benign
4.527967,9.746287,8.795966,1,7.840324,3.114006,6.906425,10,1,malignant
1,1,1,2,2,1,2,1,1,benign
4.888113,1,1,1,2,1,2,1,1,benign
6.775742,10.006533,9.248444,7.2277,8.813752,10,6.824974,4.783147,3,malignant
5.680396,6.337117,3.453018,3.346379,6.277008,4.565418,4.213654,1,3,malignant
8.746939,6.36999,8.497561,2,3,1.848988,7.962568,8.657655,1,malignant
3.01671,1,1,1,2,1,3,1,2,benign
5.456754,9.997282,8.758786,3.078788,7.31338,2.496293,4.958373,6.473659,6.318365,malignant
5.684617,1,1,1,3,1,3,1,1,benign
9.464166,6.331185,6.388987,9.858516,7.487462,10,4.789114,10,1,malignant
2.846083,1,1,1,3,1,3,1,1,benign
3.378082,0.564014,1,1,2,1,3,1,1,benign
1,2.372402,2,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.503881,9.637233,9.117418,9.759204,4.047176,10,8.038808,1,1,malignant
9.237075,2.699614,5.46684,5.956028,1,4.393608,3,3.671022,1,malignant
4,5.285982,5.181271,1.706221,2,1,8.311672,3.188795,1,benign
7.549432,1,1,1,2,1,3,1,1,benign
1.412106,1,1,1,2,1,2,2.132531,1,benign
1,1,3.724527,1,2,1,1,1,1,benign
7.479689,7.643253,3.700431,5.490942,4.419256,5.107683,7.575549,1,4.876625,malignant
8.309269,2.954336,3.177872,2,8.732054,2.578229,1,5.427391,4.974541,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.905454,1,1,1,2,1,1,1,1,benign
7.55544,6.286145,8.01891,7.916017,4.773141,10,8.921655,8.781283,1,malignant
2.556425,1.844523,1,1,2,1,3,1,1,benign
2.419023,1,1,1,1,1,1,1,1,benign
5.435825,1,1,1,2,1,2,1,2,benign
7.814138,9.857966,9.399292,9.955525,4.866117,10,6.472182,9.084714,1,malignant
8.541703,7.357623,4.972068,3.61033,5.277563,10,3,1,1,malignant
4.73612,1,1,1,2,1,2,1,1,benign
5.665294,6.820834,3.731319,4.088753,5.345143,6.83528,4.683912,8.340898,8.447962,malignant
4.787062,1,1,1,2,1,1,1,1,benign
5.138907,4.133266,3.587973,2,4.311739,6.663145,7.824873,3.421606,1,malignant
2.620361,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.096759,3.015078,2,2,7.852109,10,1,3.337189,1,malignant
4,1,1,1,2,1,3,1,1,benign
5.341086,5.122296,5.760899,8.080368,5.047738,9.887259,7.411822,1,1,malignant
7.847662,4.477603,6.908966,2,5.225119,10,5.444171,1,3,malignant
2.534158,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.697652,2,1,2,1,2,1,1,benign
2.847183,1,2,1,2,1,2,2.841992,1,benign
3.534136,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
9.205826,9.433362,8.804715,5.290517,9.149704,5.671708,4.454629,10,3,malignant
1,1.806414,1,1,3,1,1,1.628496,1,benign
4,1,1,1,2,1,1,1,1,benign
10.095296,7.612652,5.584646,3.043123,3.893136,10,3,10,1,malignant
4.939093,3.262966,3.692313,1,3,1,5.078293,1,1,benign
8.089213,4.030518,5.413785,10.153149,2,1,4.498193,1,5.835005,malignant
1,1,1,2,2,1,2,1,1,benign
2.511868,1.888698,2,6.520449,2,10,1,1,1,benign
3.544557,1,1,1,2,1,1,1,1,benign
1,1,1,3.855559,2,1,1,1,1,benign
5.876917,9.840482,10.485082,6.697553,6.550334,10,4.230747,10,7.164953,malignant
5.358121,1,1,3.878566,2,1,3,1,1,benign
7.809073,9.94059,1,4.948111,10.034441,5.437335,3,10,3.486128,malignant
7.608382,3.412851,3.942741,3.737081,4.368454,5.472388,3,3.068758,1,malignant
7.781473,9.888942,8.404117,7.777512,8.525532,10,9.136076,7.462014,5.332142,malignant
4.729574,1,1,1,2,1,3,5.982061,1,benign
7.633708,6.471569,6.015622,9.675544,4.438591,10,3,1,1,malignant
9.291658,3.466238,2,1,2,10,4.486006,8.575515,1,malignant
5.577115,9.852945,8.77237,5.590994,11.150625,10,7.750992,10,1,malignant
9.811142,9.71739,9.155147,10.163278,3,10,8.283729,10,1,malignant
2.081358,1,1,1,2,1,1,1,1,benign
11.163894,7.639545,5.657648,2.859482,4.093363,10,3,7.855949,2,malignant
8.430603,10.010241,7.265569,6.012908,3,2.954783,9.454417,10,3,malignant
5.025756,9.894278,9.0965,1,5.711297,5.70074,4.303717,2.054441,1,benign
1,1,1,1,2,1,1,1,1,benign
5.247416,2.347938,5.41979,1,3,10,1,2.392181,1,malignant
4,1,1,2.873637,2,1,3,1,1,benign
6.270632,5.159234,6.630295,2.871912,6.434028,8.760156,5.956315,7.863236,1,malignant
4,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,4.563952,1,1,benign
3.138131,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,2.556507,1,benign
5.454272,1,1,1,2,1,2,8.486308,1,benign
8.811064,1,5.155053,8.174359,1,1,3,10,8.374985,malignant
2.568232,1,1,1,2,1,2,1,1,benign
2.508717,1.693097,3.796863,5.708936,3,7.760911,5.392318,8.801907,3,malignant
9.470661,6.538608,3.132006,3.769032,6.954129,6.476409,8.31095,1,3,malignant
7.915921,3.446688,4.555121,1,2,1,4.218923,7.413094,1,malignant
4.327036,9.996709,5.390484,2,5.997362,10,3,10,3,malignant
8.666933,9.066456,10.0466,5.241491,4.215363,6.44516,7.850324,10,8.21261,malignant
5.675265,9.642456,9.881196,1,6.902853,10,9.271479,6.93602,2,malignant
4.57299,1,1,2,2,1,1,1,1,benign
1,1,1,1,8.10413,1,1,1,1,benign
4,3.776666,7.237864,1,4.682086,10,7.74451,1.594805,8.753741,malignant
5.214443,1,1,1,1,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,4.22243,1,3,1,1,1,2,benign
2.972358,1,1,1,1,1,2,1,1,benign
1,1,1,2,2,1,3,1,1,benign
4.86004,1,1,1,2,1,3,1,1,benign
9.49334,5.887141,9.134841,2.920395,6.183967,1.6495,7.884175,7.12569,5.361348,malignant
1,1,1,1,2,1,1,1,1,benign
4.998004,2.44558,1,1,2,1,3,1,1,benign
10.43759,7.337376,2.680373,6.027746,5.0321,10,8.172319,10,3,malignant
4,9.820792,9.216856,3.004046,10.27668,7.130345,6.872799,2.965294,7.975199,malignant
4,1,1,1,2,1,3,3.337113,4.91074,benign
5.500942,3.40535,2,1,1,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.287505,1,3.343059,1,2,1,2,1,1,benign
2.483533,2.847384,3.019462,1,2,1,5.923402,2.40135,1,benign
4,9.691314,9.817426,1,4.121122,10,4.422971,6.128,3,malignant
2.054052,1,1,2,1,1,1,1,1,benign
5.32399,7.055788,6.025062,6.146348,4.218767,10,3,7.650819,2,malignant
1,1,1,1,2,1,2,1,1,benign
10.445254,1,1,1,2,1,1,1,1,benign
5.364909,1,1,2,1,1,1,3.156482,1,benign
4,1,1,2.674501,2,8.788777,3,1,1,benign
8.796366,2.425452,4.381735,1,4.628504,10,3,5.235343,10.131083,malignant
9.219386,5.630497,9.850607,2,4.100439,10,3,5.568591,4.850786,malignant
5.219057,9.93031,9.341826,10.021597,6.82307,10,8.836548,1,1,malignant
5.777246,1,2,1,2,1,1,1,1,benign
2.99232,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,3.268473,1,2,1,3,1,1,benign
8.998268,9.98438,10.04211,2,4.548479,10,3.717137,2.176605,2,malignant
8.57329,9.486081,9.922549,9.654122,7.591874,10,6.802521,6.814711,1,malignant
7.748,3.599036,6.351355,2,7.481547,10,9.508834,6.795225,3,malignant
7.517834,3.747931,5.719602,6.889081,4.731563,6.77669,3,4.015934,3,malignant
4,1,1,1,2,1,2,1,1,benign
4.66962,1,1,1,2,1,1,2.841383,1,benign
3.331926,1,1,1,2,1,1,1,1,benign
10.737631,4.47802,2.951305,3.056083,3,10,4.782882,1,2,malignant
2.234139,2.624243,3.901467,3.295547,2,10,3,6.218344,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.16583,1,1,1,2,1,1,1,1,benign
5.7625,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.03459,2.559168,5.676216,4.126891,2,10,4.820153,9.038728,3,malignant
4,1,1,1,2,1,2,1,1,benign
4.821934,1,1,1,2,1,1,1,1,benign
2.494158,2.34929,3.423633,1,3,1,4.131001,1,1,benign
9.890532,8.766525,3.777878,2.769896,7.592109,10,6.572978,3.359057,1,malignant
2.663728,2.888968,2.63778,2.868635,3.587861,5.184012,3,4.352867,2,malignant
1,1,1,1,2,1,1,1,1,benign
8.664513,3.232338,5.252245,3.97001,2,6.57005,2,1,1,malignant
2.511005,1,2.852907,1,1,1,2,4.802841,1,benign
10.106182,2.767711,2,3.052451,3,10,3,2.973217,1,malignant
5.36398,1,1,1,2,1,2,1,1,benign
3.466632,1.772651,2,2,1,3.493022,2,1,1,benign
3.239648,1,1,1,2,1,2,1,1,benign
2.801403,1,1,1,2,3.334173,1,1,1,benign
2.461692,1,1,1,2,1,3,1,1,benign
4.95728,4.621985,2,3.089348,3,10,6.79024,6.792852,1,malignant
3.325702,3.637578,6.22972,9.921914,2,10,5.537959,7.58063,1,malignant
2.857694,1,1,1,2,1,1,1,1,benign
5.330721,1,1,1,2,1,3,1,1,benign
1,3.697905,2,7.43742,2,10,2,2.921989,1,benign
8.230652,9.721738,10.114583,10.058436,7.899113,2.572486,8.621967,4.562721,3,malignant
6.910991,4.845397,9.487472,3.227793,4.820466,10,7.816271,7.586451,2,malignant
4.763926,2.792288,3.24801,1,2,1,2,1,1,benign
8.936991,7.270667,9.964629,10.152025,3,2.797199,10.210997,1,1,malignant
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.964312,1,1,1,2,3.551411,1,1,1,benign
6.528637,2.305994,4.05272,10.204159,9.525912,10,4.217662,10,3,malignant
5.230579,5.396023,2.936881,9.684094,3.280487,10,4.462139,2.362599,1,malignant
4,2.402946,1,1,2,1,1,4.692186,1,benign
9.176121,9.86763,9.983877,10.035283,8.457448,1,8.319785,3.361944,2,malignant
4,1,1,1,2,1,2,1,1,benign
2.171285,1,3.528339,1,2,1,2,1,1,benign
4.868802,2.477774,5.784062,1,2,10,3,2.339852,1,malignant
2.880681,2.52161,2,3.466504,2,3.639106,1,5.506347,1,benign
7.892659,6.359922,9.19306,8.369178,7.839627,10,6.295134,10,4.594017,malignant
5.178144,1,1,1,2,1,3,1,1,benign
5.70196,1,1,1,2,1,2,1,1,benign
2.088695,2.765796,1,5.371792,2,10,3,1,1,benign
1,1,1,3.517934,1,1,1,1,1,benign
9.166272,4.434361,6.081093,5.126328,3,10,9.374491,2.259229,1,malignant
7.305819,5.129192,3.15031,9.93873,3,10,4.360402,2.57476,1,malignant
1,5.659794,4.81983,1,8.494195,1,3,7.561752,1,benign
5.276744,4.417493,6.469248,9.920653,6.298074,10,7.167462,8.267083,2,malignant
5.35188,1,1,1,2,1,2,1,1,benign
5.130264,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.915662,1,1,1,2,1,1,1,1,benign
9.742205,7.309253,5.559743,7.78109,3.733283,3.878025,3.351132,10,1,malignant
1,1,1,1,2,1,3,2.335148,1,benign
1,1,1,1,1,1,1,1,1,benign
4,9.922037,8.569726,1,5.377507,10,6.735362,10,1,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.823791,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,1,3.326899,1,benign
3.008009,2.926984,2,1,4.725615,1,1,1,1,benign
5.791017,6.752944,4.236802,1,3.900084,4.543214,8.789898,10,9.895542,malignant
9.307585,1.868907,4.431116,4.023118,8.886641,1.841639,3,2.252262,6.079458,malignant
5.178888,1,1,1,1,1,1,1,1,benign
2.905418,4.682457,3.541811,9.80373,5.1027,10,8.808564,1,8.8519,malignant
4.613322,1,1,1,2,1,3,1,1,benign
5.320417,1,1,1,2,1,3,1,1,benign
2.947018,1.743843,2,1,2,1.657553,4.866922,1,1,benign
7.932412,5.566289,5.714606,7.407063,10.261798,10,4.788321,10,2,malignant
4.829714,1,1,1,2,10,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.691853,3.299898,3.404508,1,8.126795,10,3,1,2,malignant
3.444469,8.097023,6.667311,9.97751,3.779994,2.930804,4.6251,10,1,malignant
4,1,1,2,3.744648,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.956031,7.69236,3.416757,8.009159,3.977811,10,6.421935,6.68952,1,malignant
5.587424,1,1,1,2,1,2,1,1,benign
4.97295,1,1,1,3,1,2,1.39292,1,benign
1,1,1,1,4.487073,1,3,1,1,benign
9.737315,10.448138,8.945141,9.905605,7.658426,6.959087,7.732109,10,1,malignant
1,1,2.818283,3.13514,2,1,1,1,1,benign
4.830633,1,1,4.283673,2,1,3,1,2,benign
8.425271,4.883856,6.667516,7.620953,2,10,5.559637,2.966089,1,malignant
2.853587,1,3.774987,1,2,1,3,1,1,benign
2.302799,1,1,1,3.732996,1,3,1,1,benign
9.948138,2.571272,4.122601,1,4.371469,10,3,1,3,malignant
4.980167,1,1,1,2,1,1,1,1,benign
5.067476,1,1,1,2,1,1,1,1,benign
9.688883,3.577208,10.130824,1,4.168868,6.235156,5.848503,5.927242,3,malignant
11.238292,4.364034,4.273888,2.356998,10.879265,10,7.833357,5.968477,6.040896,malignant
1,2.726789,1,2.452439,4.894285,1,3,1,1,benign
9.204466,9.76101,8.029526,5.932413,7.07966,8.427017,6.747771,10,1,malignant
4.808334,3.082561,2,1,2,1,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
1,1,3.256039,2.998446,2,6.175097,1,2.828851,1,benign
8.189346,6.466904,9.250528,9.735543,6.65742,10,7.740451,6.935168,1,malignant
5.531447,2.780811,2,1,2,1,2,1,2,benign
1.975581,2.467991,1,1,2,1,2,2.204414,1,benign
5.597342,2.235688,6.292068,1,3.963183,1,3,5.774137,8.77673,malignant
4.758479,10.131565,8.612317,9.555089,11.114842,1,8.939407,2.61885,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
9.25838,9.990679,9.047387,1,6.965672,10,8.826908,10,1,malignant
3.279455,1,1,1,3,1,1,1,1,benign
4,1,2,1,2,1,2,1,1,benign
2.561674,1,1,1,9.550663,1,3,1,1,benign
1,2.160175,2,1,2,1,1,1.895868,1,benign
2.811151,1,1,1,3,1,3,1,1,benign
7.362586,1,4.418901,7.710637,2,7.902196,7.670084,10,1,malignant
4.80258,2.572782,1,2,2,2.930602,2,2.219365,1,benign
2.770297,1,1,1,1,1,2,1,1,benign
2.452089,10.190663,8.956263,7.329309,9.997431,3.593594,8.676678,1,1,malignant
9.478987,7.680237,9.68541,7.295139,3,10,6.676897,7.897236,1,malignant
2.60899,1,1,1,2,1,3,1,1,benign
5.18497,10.019925,9.189969,9.839948,8.466937,10,5.103896,10,1,malignant
2.286162,1,1,1,2,1,1,1,1,benign
4,1,3.773132,1,1,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,2.045757,2,2.803704,2,1,4.424078,2.035793,2,benign
1,1,1,1,2,1,2,1,1,benign
8.247628,6.698793,6.96775,3.247307,4.144106,10,5.997818,5.369943,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,10.047127,1,1,benign
2.490104,1,1,1,1,1,3,1,1,benign
9.971484,6.029267,5.465054,7.527931,3,2.747856,7.895225,10,1,malignant
9.749025,6.225955,6.233622,4.728343,7.264412,10,5.789186,1,1,malignant
10.063903,10.225122,9.894728,6.411852,8.927917,5.70131,9.731368,10,1,malignant
2.297515,1,1,1,1,1,3,1,1,benign
9.598977,10.552317,9.42791,9.752705,6.272794,10,6.603242,3.108105,1,malignant
1,1,1,3.108918,2,1,3,1,1,benign
11.457998,6.285682,3.813099,9.930713,4.635733,10,4.51268,6.788605,2,malignant
4,2.627021,9.02566,1,4.1846,2.21196,1,10,1,malignant
2.37706,1,1,1,2,1,1,1,2,benign
4,1,1,2,2,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
2.768578,1,1,1,2,1,1,1,1,benign
5.447631,1,1,3.070043,2,1,3,1,1,benign
2.942116,1,1,2,1,2.367555,1,1,1,benign
4,1,1,2,2,1,1,2.794919,1,benign
1.562667,1,1,1,2,1,2,1,1,benign
4.980173,1,3.337962,1,3,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.218218,5.77487,5.547638,9.83179,3,6.800374,3.09473,4.875177,3,malignant
10.016244,5.889616,9.06387,2,4.588897,10,7.837206,2.920488,1,malignant
4,2.678514,3.747362,1,8.809903,2.90393,5.777734,3.126516,1,malignant
1,1,3.642866,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.427515,3.828673,5.944029,1,2,2.843606,7.480542,7.757527,1,malignant
2.294161,1,1,1,1,1,3,1.46172,1,benign
1.968156,1,1,1,3.859841,4.241476,1,1,1,benign
2.896812,1,1,1,2,1,3,1,1,benign
10.087995,4.518123,6.18971,5.858913,8.233462,3.357068,3,3.116942,1,malignant
4.668271,2.103836,2.877075,1,2,1,1,1,1,benign
4,3.886155,8.624235,5.874263,2,10,6.01354,2.113139,1,benign
4.767387,1,1,1,3.641991,1,4.793127,6.969279,1,malignant
1,4.652737,3.537629,3.882241,3.841292,1,3.824471,1.914356,3,malignant
10.315604,2.963822,2.656458,3.102316,3,1,3.841123,4.885983,1,malignant
8.747379,10.026116,10.447702,2.951667,6.059648,2.769691,6.787122,5.439993,1,malignant
5.824078,6.554323,4.887699,3.1974,4.848278,10,5.256753,1,2,malignant
3.269719,1,1,1,2,1,2,1,1,benign
5.728912,2.14123,3.255878,1,2,1,1,1,1,benign
8.342973,9.89627,7.962111,6.478054,3.527282,10,6.93626,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.919314,2.327386,1,2,2,2.655414,1,1,1,benign
4.796586,1,1,1,2,1,2,1,1,benign
5.151673,4.159944,7.111074,2,2,10,4.407343,1.573129,1,malignant
4.728118,1,2,1,2,1,2,1,1,benign
2.220855,1,1,1,2,1,3,1,1,benign
10.133924,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,3.362134,2,1,3.709191,1,3,1,1,benign
4,1,1,2,2,1,3,1,1,benign
10.543588,10.095556,7.6035,6.797214,8.608102,10,3,10,2,malignant
3.344145,3.08807,2,3.938273,2,10,9.719368,1,1,benign
5.437945,4.586385,4.913078,9.788472,3,1,3,5.076912,1,malignant
3.186235,1,1,2,1,1,1,1.962233,1,benign
1,1,1,1,2,1,2,1,1,benign
9.428376,4.273539,5.955283,1,4.406364,10,8.097694,1,3.689814,malignant
9.004628,4.117223,5.965402,2,8.456652,10,7.937129,6.008609,1,malignant
5.317312,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.370061,2.40082,2.951968,3.34202,3,10,5.393663,6.464278,1,malignant
9.802338,2.703342,6.208177,1,6.721207,1,7.746979,1.577974,3,malignant
4,2.558251,2,1,2,1,3,1,1,benign
7.452468,3.077334,3.764404,1,7.259215,7.813391,3,2.521274,1,malignant
9.400296,2.571928,7.228599,1,3.958603,1,4.942882,1,1,malignant
1,1,3.847976,1,2,2.676301,2,1,1,benign
5.359078,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.909912,1,1,1,2,1,2,1,1,benign
3.23139,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.441707,1,1,1,2,1,1,1,1,benign
5.161838,9.840736,10.384404,4.884611,8.116856,10,7.786165,10,1,malignant
7.565384,9.871546,3.111713,9.791622,6.522377,10,5.773304,5.914312,1,malignant
5.131038,1,1,1,2,1,1,1,1,benign
4.763228,2.486629,6.24091,3.552915,2,10,3,4.884885,5.629507,malignant
3.3189,1,1,1,2,1,3,1,1,benign
9.214386,9.888925,10.463879,2,3.775384,10,6.85561,10,1,malignant
9.321613,9.638622,9.497002,6.373663,3.990239,10,4.755614,1.873391,4.088015,malignant
4.645077,1,3.285122,1,2,1,1,1,1,benign
7.816228,6.092929,6.247373,3.616048,3.977305,7.340303,4.928151,1,6.615763,malignant
4,1,1,1,3,1,3,2.509235,1,benign
1,1,2,10.341254,2,10,3,3.002288,1,benign
7.328067,9.487784,9.569919,9.881669,8.421169,10,3,7.789373,2,malignant
5.731009,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,2.998121,2,1,1,benign
9.611828,4.323635,5.635811,1,4.505401,1,2,1,1,malignant
3.004438,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,3.321518,3,1,1,benign
2.940418,1,1,1,2,1,1,1,1,benign
9.777413,5.823638,10.069839,3.940507,10.437625,7.834804,4.11014,7.056969,3,malignant
6.091308,1,1,1,2,1,3,1,1,benign
5.333752,1,1,2,2,1,1,1,1,benign
7.519514,7.771014,6.653423,5.437313,6.202595,7.69042,6.22272,9.446519,4.842363,malignant
5.742539,2.713897,1,2,2,1,3,1,1,benign
7.352796,3.519471,5.473833,1,2,4.520117,8.485812,2.216477,4.179155,malignant
1,1,1,1,2,1,1,1,1,benign
4.695988,1,1,1,3,1,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
1,1,1,2,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.039322,1,1,1,2,1,1,1,1,benign
1,1,1,2,8.505441,1,3,1,1,benign
5.356948,10.042856,4.849494,6.10174,8.612026,6.902994,3,4.53727,1,malignant
5.124658,8.798201,5.280512,9.417489,7.980076,2.772744,9.975009,1,1,malignant
5.116548,4.996138,3.759576,10.029937,2,10,5.323354,9.223645,1,malignant
10.018645,9.610004,8.575922,10.052034,7.88155,10,5.59689,10,6.794238,malignant
1,2.676731,6.185853,2,9.207519,1,1,1,1,benign
2.973522,1,1,1,2,1,1,1,1,benign
3.152382,2.589673,1,1,2,1,1,1,1,benign
5.579202,8.098846,5.793489,2,4.458495,10,7.809947,1,3,malignant
4.193089,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.124671,1,1,1,2,1,1,1,2,benign
2.04101,4.102673,7.290435,9.733042,3,10,3.719365,4.079973,2,malignant
5.424309,1,1,1,2,1,3,1,1,benign
5.652713,2.202464,1,2,2,1,1,1.883234,1,benign
5.318017,1.830902,3.836027,10.481475,2,9.253274,3.869987,1,1,malignant
1,2.471498,2,2,2,1,3,1.354399,1,benign
1,1.925381,2,1,2,1,2,2.428434,1,benign
7.34207,9.961924,9.369911,10.102186,1,1,8.60925,4.47871,1,malignant
2.218983,1,1,1,2,1,8.155842,1,1,benign
2.790698,4.588218,6.881723,1,3.794283,2.049735,4.977068,7.260699,4.434675,malignant
4.813993,3.066472,3.048231,9.804918,3,10,6.914125,4.033593,3,malignant
6.183119,1,1,1,2,1,1,1,1,benign
11.757944,7.761115,5.541908,6.660854,6.668095,10,10.020576,7.102834,3.271791,malignant
3.038032,4.571842,6.280664,2,4.483272,10,7.394154,1,3,malignant
1,1,1,2.424291,2,1,2,1,1,benign
3.488334,1,1,1,3.759739,1,1,1,1,benign
1,1,1,1,2,1,1,2.285113,1,benign
2.014315,1,1,1,1,1,1,1,1,benign
4,9.953138,10.043614,9.992843,8.123533,10,8.647172,8.195556,1,malignant
2.095693,1,3.350986,1,2,1,3,1,1,benign
2.79945,1,1,1,2,1,3,1,1,benign
4.888548,7.401682,9.256279,6.525972,8.020225,5.143289,9.141687,5.922918,1,malignant
5.942975,1.706455,1,3.529947,2,1,1,2.734746,1,benign
1,1,1,1,2,1,3,1,1,benign
9.467196,4.778247,4.12841,1,2,10,3,1,1,malignant
2.153149,6.751805,8.425763,2,5.213689,10,7.969266,6.740409,3,malignant
2.40826,1,1,1,2,1,2,1,1,benign
8.361761,4.916098,6.029967,6.784003,8.24416,6.489655,4.537232,10,1,malignant
11.849793,9.798682,6.630142,2,7.807185,10,6.795044,8.029062,1,malignant
4,4.435487,3.339601,1,10.544355,10,4.807027,1,10.442832,malignant
4.286967,1,1,1,3,1,1,1,1,benign
1,2.72727,2,1,2,1,1,2.418285,1,benign
9.089022,10.029124,3.587522,8.556155,5.402444,10,7.033625,8.505919,1,malignant
4.599468,2.547897,6.563753,1,5.901604,5.480229,3,4.120669,3,malignant
1,1,1,1,2,1,3,3.040447,1,benign
2.415118,1,1,1,2,1,1,1,1,benign
1,1,1,3.672335,2,4.378914,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.912066,7.724402,5.876509,2,6.843668,10,3,7.824607,1,malignant
4,4.27244,5.993137,6.952778,3,8.329239,7.289986,5.000626,1,malignant
5.917303,1,1,1,2,1,3,1,2,benign
5.430463,1,1,1,2,4.338684,3,1,1,benign
2.550408,1,1,2,2,1,3,1,1,benign
5.640889,7.066032,6.404826,1,7.232288,1,5.131611,10,2,malignant
2.426855,2.083896,3.772557,1,2,1,1,1.999359,1,benign
2.620668,4.34667,4.171922,3.259092,6.698175,1,2,1.948466,1,benign
2.768411,6.483936,4.802292,9.73517,5.065863,10,3.939772,5.902802,2,malignant
4,4.375608,4.545409,3.370568,10.397348,1,4.562944,2.675236,1,benign
1,1,1,1,2,1,2,1,1,benign
5.379699,4.428889,4.897259,1,2,10,3.756194,1,5.385502,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.210701,2,1,3,1,1,benign
1.898532,2.809349,2,1,3.983621,2.558009,3,6.802821,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.264536,1,1,2,1,2,1,1,benign
2.403451,1,1,1,2,1,1,1,1,benign
8.365733,9.896208,8.466594,3.794634,9.185932,4.311523,7.046161,1.825136,2,malignant
3.498257,1,1,1,2,1,2,1,1,benign
3.024604,1,1,1,2,1,1,1,1,benign
1,3.048974,1,5.409296,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.956852,4.90971,5.708925,7.24148,4.261179,10,3,5.333138,1,malignant
10.65271,3.203528,3.030957,3.427248,3,8.656756,3,8.477852,2,malignant
2.346052,1,1,1,2,1,1,1,1,benign
5.33957,1,1,4.073679,2,1,3,1,1,benign
1,3.746383,3.264303,1,3,1,3,6.604503,6.95945,benign
10.079766,4.391997,3.951687,7.339789,2,6.565075,3,1,3,malignant
5.426354,1,2,1,3,2.28572,2,1,1,benign
9.17138,4.034306,6.366444,1,4.556009,8.472948,8.808153,1,1,malignant
3.066594,1,3.053844,1,2,2.651533,3,1,1,benign
7.639116,2.046955,1,6.966753,2,10,3,1,1,benign
8.377553,10.042522,9.94156,1,3.720948,2.306558,7.56086,2.218092,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
6.720724,1.85257,5.390061,1,5.006326,10,5.493671,2.641402,1,malignant
9.054811,7.851876,4.630199,4.934954,9.349813,10,3,9.111353,1,malignant
1.658106,1,1,1,2,1,1,2.4339,1,benign
3.374695,1,3.623859,1,3,1,3,2.539097,1,benign
5.822728,1,3.408078,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.046168,1.960836,2,1,2,1,3,1,2,benign
1,1,1,1,2,1,2,1,1,benign
4,10.238507,8.77705,9.635835,5.814794,7.234566,7.481109,7.459157,1,malignant
7.597148,4.463854,3.815357,2,3,10,5.138385,1,8.820405,malignant
5.630967,9.759155,9.400856,3.318773,9.629815,8.778853,8.259669,2.313462,8.99664,malignant
5.185987,1,1,1,2,1,3,1,1,benign
1,1,2,1,7.439637,1,3,1,1,benign
1,3.008157,1,1,2,1,2,1,10.076539,benign
2.374821,3.189123,2,2,2,1,1,1,1,benign
5.381142,9.797154,10.657611,9.997021,6.998638,10,6.588343,2.859083,1,malignant
3.093759,1,1,1,2,1,1,1,1,benign
8.299946,6.891243,3.636637,2.619728,6.31552,7.594913,7.814399,5.784804,1,malignant
9.953335,3.933018,5.749168,2.971829,6.114371,2.402107,2,2.367412,4.805388,malignant
5.149088,1,1,1,1,1,1,1,1,benign
4.657388,2.87183,2.970087,3.377202,3,10,2,1,1,malignant
1,1,1,3.698656,2,3.11393,1,3.047395,1,benign
8.915366,8.24502,7.865627,5.393704,6.495693,8.280617,4.249105,6.496701,1,malignant
2.754844,4.232406,2.678662,3.57387,8.536465,2.442321,2,2.045935,1,benign
1,1,1,1,2,1,3,1,1,benign
5.936524,7.897153,4.452765,3.62474,8.032016,8.538976,4.6018,10,8.843457,malignant
4,1,3.404537,1,1,1,1,1,1,benign
2.921443,1,1,1,2,1,1,1,1,benign
4,1.811459,2.698319,1,11.105025,1,1,1,1,benign
8.728317,1,1,3.476424,1,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
6.607039,4.390387,6.330686,3.379216,3,10,3,3.662878,3.119517,malignant
2.95086,1,2,1,3,1,2,1,1,benign
4,1,1,2,2,1,1,1,1,benign
1,1,1,3.97578,2,3.086339,2,1,1,benign
4,1,1,1,1,1,2,1,1,benign
4.871797,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,3,2.615429,1,benign
1,1,2,1,2,2.991753,2,1,1,benign
2.948514,1,1,1,1,1,1,1,1,benign
3.0355,4.847328,6.569594,10.120622,2,10,8.143159,8.314576,1,malignant
2.258909,8.282119,3.639239,9.948246,5.187249,10,6.978258,5.434801,1,malignant
1,1,1,3.68315,2,1,2,1,1,benign
4.7134,1,1,1,2,1,1,1,1,benign
2.247862,10.25412,10.957187,9.767351,7.417772,10,3.320868,2.669587,7.463785,malignant
8.604277,9.472429,3.125649,10.19237,3,10,7.336222,10,7.718164,malignant
2.574677,4.608749,6.484773,3.248838,8.396237,10,7.365421,10,3,malignant
1,1,1,1,2,1,5.114026,1,1,benign
7.081624,6.631275,9.434056,1,4.512325,10,3,10,3,malignant
3.167275,1,1,2,2,2.134867,2,1,1,benign
4.343099,9.470786,8.763631,7.31814,8.929255,9.664511,5.124852,2.352593,1,malignant
2.685175,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,2.087604,1,benign
4.515598,1,1,1,2,1,3,1,1,benign
4.994075,9.5298,9.006872,9.764369,4.193091,10,9.459075,8.756336,3,malignant
8.970202,4.738661,8.937422,9.469798,8.739522,10,3,6.623515,2,malignant
1,1,1,1,5.057995,1,3,1.512903,1,benign
10.615115,4.138289,5.040719,9.691141,3,10,3.888794,5.720156,5.545712,malignant
4.86754,4.042192,5.986475,3.608654,2,1,7.422618,1,1,benign
5.685815,3.797881,2.694888,1,3,10,7.758076,1,1,malignant
4.010523,6.594996,6.299716,6.010036,7.175536,10,8.350015,10,6.282247,malignant
8.204171,2.326389,4.323079,3.698479,6.088192,10,1,4.781599,1,malignant
4.845433,1,1,1,2,1,3,1,1,benign
7.040042,10.110871,9.257951,3.187785,9.181613,10,8.479749,10,7.602386,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
10.180216,6.197776,9.046798,3.714228,3.940818,3.509226,6.862934,10,1,malignant
1.963615,1,1,3.713445,2,1,2,1,1,benign
2.912462,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.454905,2.983056,3.446311,1,2,1,2,1,2,benign
1.830589,1,2,1,2,1,2,1,1,benign
4.696669,9.648175,9.681457,7.016528,7.323913,10,7.017546,10,1,malignant
5.6666,1,1,3.053063,2,1,3,2.234118,1,benign
1,1,1,1,2,1,2,1,1,benign
3.114566,1,1,1,1,1,3,1,1,benign
8.419827,9.814033,10.41085,9.744022,9.864115,10,6.002532,8.920256,8.308646,malignant
2.585921,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,2.530739,3,3.216176,1,benign
4,1,2,1,2,1,2,1,1,benign
1,1,1,3.795078,2,1,1,1,1,benign
4.597394,5.243543,3.959527,6.382758,2,2.988449,7.302741,1.976689,2,malignant
5.405589,1,1,1,1,1,1,1,1,benign
8.862212,10.36884,3.629478,7.740586,4.508362,10,4.266232,5.963973,3,malignant
6.755957,5.999213,9.643282,3.488973,3.720374,10,4.419918,7.475156,1,malignant
2.794136,2.7993,2,3.92311,3,1,1,1,1,benign
4,3.822306,2.812084,7.710723,2,4.466454,3,4.348929,1,benign
8.015105,8.651781,7.097962,1,7.713462,3.360369,3,2.49471,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.322747,1,1,1,2,1,1,1,1,benign
2.41464,1,1,1,2,1,2,1,1,benign
5.623405,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.874841,1,1,1,2,1,2,1,1,benign
5.179564,1,1,1,1,1,2,1,1,benign
7.935222,1.909057,3.738619,3.547211,4.170174,10,5.049684,4.121982,1,malignant
2.712525,1,1,2,2,1,3,1,1,benign
9.308027,3.817674,3.831319,9.831305,3.69213,3.503717,8.446934,4.830075,2,malignant
1,1,1,1,2,1,4.32666,1,1,benign
4,5.055422,3.827988,9.926493,8.255635,10,7.268043,10,1,malignant
3.840096,1,1,1,2,1,2,1,1,benign
4,2.921657,2,2.95876,2,3.733315,2,8.045026,1,benign
4,1,1,1,2,4.079077,3,1,1,benign
5.67553,1,1,1,2,1,2,1,1,benign
2.314335,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.055532,1,1,1,2,1,2,2.15319,1,benign
9.868802,7.544243,5.243728,2,9.887202,10,7.604954,10,1,malignant
1,1,3.626609,1,2,1,1,1,1,benign
2.480418,1,2,1,2,1,2,1,1,benign
3.327317,1,1,1,2,1,2,2.625621,1,benign
1,1,1,1,2,1,1,1,1,benign
5.400476,5.771949,3.690669,3.985149,6.127202,4.381691,7.435393,5.897378,9.661385,malignant
4.858524,1,1,1,2,1,2,1,1,benign
2.28903,1,1,1,1,1,2,1,2,benign
1,1,1,1,2,1,1,2.530832,1,benign
3.523333,7.107075,1,2,8.464272,1,3,9.12294,1,benign
5.419766,2.991961,1,5.858402,3,1,1,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.127913,8.285749,6.083618,1,7.676649,3.378575,4.094716,10,1,malignant
4.815511,1.874037,2,1,4.966572,1,6.690019,4.526155,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.724199,1,1,4.143151,2,1,2,1,1,benign
4.69552,9.774796,5.234065,9.554877,7.081479,10,8.347843,2.958199,2,malignant
8.294362,8.548301,4.80527,9.734933,11.926339,10,6.676082,4.757808,1,malignant
9.716802,2.672338,5.085658,3.714946,3,10,10.346898,10,2,malignant
6.524032,6.938802,4.389402,3.481127,10.179189,3.652484,8.772325,10,9.056318,malignant
4,1,3.639486,1,2,1,2,1,1,benign
5.06988,1,4.059765,1,2,1,2,1,1,benign
2.741741,1,1,1,2,4.104459,1,1,1,benign
9.790347,6.311533,6.47993,9.72339,7.16819,10,9.159604,10,2.905236,malignant
4.729759,1,1,1,2,1,3,1,1,benign
2.271519,1,2,1,1,1,1,1,1,benign
5.614181,6.468227,6.263309,2.929024,7.442212,10,7.813026,1,3,malignant
8.215436,4.880207,6.943146,7.718636,3,10,6.999718,10,8.384792,malignant
1,1,1,2.433435,2,1,1,1,2,benign
5.508644,3.040947,7.417624,2,2,2.252793,4.626855,1,1,malignant
2.86442,1,1,1,3.593546,1,3,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.491546,1.853089,5.858828,1,3,4.627143,3,1,5.340548,malignant
5.990295,10.228173,2,7.010459,7.947922,1,7.16017,1.363955,1,malignant
7.75408,9.606646,9.96717,7.724491,7.075388,10,3.918091,4.528295,2,malignant
3.575572,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.349486,1,1,1,2,1,6.42316,1,1,benign
4.883793,1,1,1,2,1,1,1,1,benign
7.450101,6.706832,2.67704,4.412638,3,10,6.026184,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
4.947523,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,6.975277,1,benign
1,1,1,1,2,1,2,1,1,benign
5.427611,1,1,1,2,1,2,1,1,benign
9.98686,6.57436,10.512959,1,3.531832,2.758114,5.018276,8.232442,1,malignant
4,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.090578,1,3.532506,3.716762,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.719418,7.090336,8.290789,6.314502,5.140302,10,7.335923,8.371617,6.062621,malignant
5.300697,7.142863,4.132452,2,8.60899,4.454054,8.016004,10,1,malignant
3.449721,9.766015,9.209649,9.959138,6.599176,10,4.123876,8.567502,4.463278,malignant
3.055512,1,4.08027,1,2,1,3,1,1,benign
3.433302,8.03482,10.585332,7.845571,9.827585,10,2,7.899103,1,benign
9.353076,10.174189,3.520439,6.66231,7.472656,10,7.934063,10,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.905284,1,1,1,2,1,3,1,1,benign
5.341607,2.491264,2,1,2,1,1,2.931294,2,benign
8.150378,7.976943,2,9.79622,8.808468,10,10.370342,1,1,malignant
5.114863,1,1,2,2,1,1,1,1,benign
8.406827,7.176159,2.5996,3.637545,4.526584,10,4.363817,8.983432,2,malignant
5.389154,4.214893,6.570955,2,4.696474,3.820251,8.905002,4.322543,1,malignant
5.905765,6.730222,5.298061,3.571988,4.863066,3.631372,2,4.097282,3,malignant
2.487696,2.021759,4.069217,1,2,1,4.19732,2.891916,1,benign
5.184037,1,1,1,2,1,3,1,1,benign
5.438135,9.883595,9.444159,9.989152,8.90036,10,3,4.076718,1,malignant
5.28636,4.296905,5.885742,2.850756,2,10,7.189724,1,3,malignant
7.665572,1,1,1,2,1,2,1,1,benign
1,1,3.057125,1,1,1,1,1,1,benign
5.175041,10.02212,2,1,6.224866,10,6.375057,10,1,malignant
5.464625,2.586379,2.123863,1,2,1,2,1,1,benign
10.132855,9.045635,9.305573,10.124606,8.173697,3.055662,3,1,1,malignant
9.391068,9.857384,3.519595,10.507848,5.072946,1,4.423969,3.113964,1,malignant
1,1,2,1,2,1,3,1,2,benign
2.395208,2.312694,7.651985,1,2,10,8.085635,1,1,malignant
5.592265,1,2,1,2,8.272555,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.920067,4.292722,6.209815,7.255943,3,10,3,3.399911,5.039688,malignant
4,1,1,1,2,1,3,1,1,benign
8.955415,9.918887,9.485664,6.974919,10.96893,6.765663,7.204855,10,8.960659,malignant
3.056147,9.629787,8.791662,2,4.495964,3.383514,7.441362,3.095163,1,malignant
7.302363,4.625549,5.851974,1,5.839867,3.453791,5.147408,1,1,malignant
2.807765,9.805839,8.886126,1,5.695553,2.20083,6.209863,5.298729,5.043229,malignant
11.06983,9.908036,5.821754,9.793492,5.697262,3.424604,6.269351,3.589761,2,malignant
1,1,1,1,2,4.152114,2,2.099954,1,benign
5.044326,4.265189,6.583768,2,8.993644,10,4.613643,5.070952,2,malignant
1,1,1,1,2,1,2,1,1,benign
2.034409,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.804558,2.559656,1,1,2,1,1,1,1,benign
6.719174,3.990483,5.844858,5.467355,3,1,3,1,1,malignant
2.079375,1,3.553218,1,1,1,2,1,1,benign
9.083811,5.059827,6.825902,7.025271,4.873029,10,5.500054,1,2,malignant
9.065612,4.178659,2.92512,7.637898,3,10,8.104669,5.139098,1,malignant
8.668084,1,4.038904,1,3.440566,4.155844,5.547532,7.517416,1,malignant
4,1,1,1,2,1,3,1,1,benign
2.375536,1,1,1,2,1,2,3.281354,1,benign
5.242072,2.714787,2.673898,1,6.378105,3.062206,3,1,2,malignant
2.247145,1,1,1,2,1,1,1,1,benign
5.271691,10.539744,8.744171,10.356669,5.88546,1.434935,4.938666,2.167104,9.559596,malignant
1,1,1,1,2,2.194028,3,1,1,benign
2.69129,1,1,1,2,1,3,1,3,benign
4,6.291037,4.776526,5.835349,9.081699,10,4.995824,8.250186,3,malignant
4.799525,4.110159,5.651646,5.129324,4.773016,8.315238,5.267468,5.361687,1,malignant
8.451752,4.454634,8.934906,9.716479,5.409788,10,5.999486,1.425088,3,malignant
10.094016,6.210425,3.643172,2,4.756188,10,8.71424,7.158478,1,malignant
9.084635,6.323321,4.774333,4.279416,5.359926,7.879374,4.530465,10,4.984385,malignant
2.740922,1,3.615856,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.148292,3.345074,2,2,2,1,1,2.709805,1,benign
1.408745,1,1,1,2,1,1,1,1,benign
4,1.806539,4.13527,2.584213,2,1.270742,5.32821,7.701321,1,benign
4,1,1,1,2,1,2,1,1,benign
5.250157,5.185915,10.81367,1,4.1055,10,5.291828,5.49561,3,malignant
8.205131,5.257659,4.26827,3.669976,5.262457,1,5.266953,4.067564,2,malignant
4,1,1,1,1,8.641328,2,1,1,benign
4.462982,1,1,1,2,1,2,1,1,benign
8.341829,5.147375,5.792894,3.616606,5.344726,5.01255,5.893034,7.761642,5.334334,malignant
4,2.973949,2,1,2,1,1,1,1,benign
1,1,2.969806,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,3,benign
7.782477,10.409122,5.247938,9.944501,3,10,7.794686,2.209549,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.681763,1,1,1,2,10.37911,2,1,1,benign
1,1,1,3.514182,1,10,5.307844,10,1,malignant
4.968013,1,1,2,2,1,2,1,1,benign
1,1,1,1,2,1,1,2.435501,1,benign
8.456369,2.462392,3.794799,6.347513,4.366995,10,4.76223,1,11.778646,malignant
1.904177,7.958211,5.9352,1,3.832439,10,7.427791,1,1,malignant
9.757202,1,1,1,2,1,3,2.371974,1,benign
1,1,1,1,1,1,3,1,1,benign
2.572076,1,1,1,2,2.791446,2,1,1,benign
5.317373,4.159003,2,3.553782,4.860871,1.793677,4.37705,2.208991,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3.657202,1,1,benign
1,4.225992,9.111285,3.265195,9.225261,7.03411,8.67301,7.34794,1,benign
2.555635,1,1,2,2,1,3,1,1,benign
4.904357,9.743616,9.237059,10.119136,4.648094,1,3,10,1,malignant
9.798656,10.135372,9.223041,9.439265,4.653075,10,5.118001,10,11.239431,malignant
5.534274,1,1,1,2,1,3,1,1,benign
2.163491,1,3.306784,1,2,1,3,1,1,benign
1,2.248174,2,3.587241,3,2.977943,1,1,1,benign
2.521995,1,1,1,5.432962,1,2,1,1,benign
5.762981,3.216586,3.686469,1,2,1,3,1,1,benign
4.939698,4.568365,6.229613,9.813748,2,10,4.248928,1.769924,1,malignant
2.878496,1,4.015625,1,2,1,2,1,1,benign
2.663727,1,1,1,2,1,3,3.069852,1,benign
2.997551,1,1,2.998105,2,1,3,1,1,benign
5.318943,1,3.525391,1,2,1,3,1,1,benign
4.595781,2.416195,3.44495,1,2,1,3,1.88378,1,benign
7.343484,9.860601,7.677898,5.261683,5.498468,10,6.958578,1,1,malignant
4,1,1,1,2,1,1,1,1,benign
5.500658,1,1,2,2,3.758757,1,1,1,benign
8.575909,4.493429,6.958628,5.931276,4.876994,10,8.356714,1.845415,3,malignant
2.250447,3.087639,1,9.771375,2,8.487327,1,1,1,benign
2.73545,1,1,1,2,1,3,1,1,benign
1,8.4467,9.650244,1,9.43383,1,3,10,1,benign
6.671566,4.425957,5.24121,9.528276,8.108179,10,7.596687,5.54418,3,malignant
1,1.849551,2,1,2,1,3,1,1,benign
2.594815,1,1,1,3,1,3,1,1,benign
11.754941,9.699409,9.933945,2.543787,10.662508,5.388797,6.743152,10,1,malignant
5.138829,1,1,1,2,1,3,1,1,benign
2.747802,1,1,1,2,1,1,1,1,benign
8.559066,2.163175,3.359949,7.21875,3,3.22746,3,6.571067,1,malignant
3.909395,2.920804,1,1,2,7.212464,3,1,1,benign
1,1,1,1,2,2.426166,3,1,1,benign
3.026199,1,1,1,2,1,2,1,1,benign
1,1,1,3.771443,2,1,1,1,1,benign
3.349373,1,1,1,2,1,1,1,1,benign
2.021851,1,1,1,2,1,2,1,1,benign
4.271286,5.258265,5.844172,2.951868,3,3.671819,3.925447,1.813023,3,malignant
9.548395,9.84976,10.3296,1,3.812595,5.693335,7.460295,1,1,malignant
5.309711,1,1,1,2,1,3,1,1,benign
2.654267,2.451746,2,1,2,1,2,1,1,benign
5.520156,1,1,2,2,3.065122,1,1,1,benign
5.503512,1,1,1,2,1,1,1,1,benign
2.91767,1,9.652364,1,2,1,2,1,1,benign
3.134966,1.766517,1,2,3,1,3,1,1,benign
3.006494,6.713709,9.497864,8.513691,3.604961,10,4.514807,8.059605,1,malignant
5.419416,6.191855,5.286627,3.455795,7.447233,7.882496,8.489315,7.98331,5.265222,malignant
8.677964,5.634261,4.97432,9.509987,4.715463,10,9.645598,8.311274,7.369467,malignant
1,1,1,1,2,1,1,1,1,benign
2.381988,1,3.05261,4.29727,2,1,4.813328,1,1,benign
5.744924,1,1,1,2,1,1,1,1,benign
1,1,1,1,4.736297,1,1,1,1,benign
7.853789,6.831501,9.509272,1,3,5.648035,9.308085,10,2,malignant
3.170115,4.060034,7.088339,10.091609,2,10,2,5.717705,1,malignant
7.797854,4.303698,6.844268,2.771887,3.999868,10,6.874991,4.673397,4.678617,malignant
5.098091,4.626241,5.890687,1,2,1,4.052353,2.623814,1,benign
5.436455,10.120244,9.225147,10.030011,5.62967,10,7.2663,10,3,malignant
8.27059,7.37612,10.230614,3.69778,4.479459,5.0464,7.306297,10,1,malignant
2.758361,1,1,1,1,1,2,1,1,benign
2.633798,1,1,1,2,2.26694,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.740556,1,2,1,2,1,2,1,1,benign
5.921142,10.026989,7.833872,2.880905,8.328755,7.017382,3,4.253036,5.961421,malignant
4,2.371825,1,1,2,1,3,3.313324,1,benign
7.230634,6.472287,3.434676,8.185163,4.650042,10,6.440521,2.347851,1,malignant
1,1,1,2.915882,2,1,1,1,1,benign
5.442964,1,1,1,2,1,1,1,1,benign
3.108583,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
2.87838,1,1,1,2,1,3,1,1,benign
2.128547,1,1,1,2,1,1,1,1,benign
7.281695,7.335798,3.288362,4.222286,3,11.580088,5.390792,9.351537,1,malignant
2.386296,1,2,1,2,1,3,1,1,benign
4,1,3.453047,1,2,1,1,1,1,benign
2.411628,1,1,1,2,1,2,1,3,benign
5.507374,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,2,benign
1,1,2,1,2,1,3,1,1,benign
4,7.458801,3.798248,3.634425,4.428012,2.884186,5.350333,6.513057,5.2306,malignant
2.849125,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.605865,6.633416,5.346842,3.248387,3.981925,10,7.914726,1,9.854619,malignant
1,2.268738,3.27348,1,2,1,3,2.537321,1,benign
6.176864,6.468301,3.063167,3.533908,5.334624,2.842776,8.646506,5.58906,4.915663,malignant
2.067018,1,1,1,2,1,2,1,1,benign
4,2.339524,2,1,3,2.520826,3,1,1,benign
1,1,3.642566,1,2,1,1,1,1,benign
4,1,3.154357,1,2,1,2,1,1,benign
10.317917,7.595134,8.302467,10.434914,5.062363,10,6.479725,7.941686,1,malignant
8.305408,1,1,2,2,3.525074,1,1,1,benign
5.366706,1,1,1,2,3.67478,2,1,1,benign
4,1,2,1,1,1,1,1,1,benign
2.342317,1,1,1,2,1,2,1,1,benign
5.004609,1,1,2,2,1,1,1,1,benign
1,1,1,2.685253,3.965011,3.079344,1,1,1,benign
4,3.40283,2,1,4.540945,2.67454,1,4.115909,2,benign
2.686603,2.971704,2,2,2,1,2,3.141137,1,benign
5.469959,1.944234,1,1,2,1,1,1,1,benign
4.560475,1,1,1,2,1,3,1,1,benign
2.269271,3.627558,3.916753,7.724446,8.941241,10,4.387284,1,1,benign
1.957581,1,2,1,1,1,2,2.813578,1,benign
5.396975,2.366421,2,1,2,1,3,1,1,benign
4.611283,2.482767,2,1,2,1,4.525077,1,1,benign
5.157837,9.922681,7.593938,9.555541,4.404896,7.120319,7.927149,7.82634,1,malignant
4.858401,1,1,1,2,1,3,1,1,benign
2.749169,4.676312,2,2.860708,2,3.091246,8.157336,6.801271,1,benign
2.900688,1,1,1,2,1,2,1,1,benign
4.96619,3.400144,4.32327,6.113735,3,4.775079,3,1,1,benign
4,1,1,1,2,1.989838,1,1,1,benign
7.846489,10.040622,10.194928,5.684011,7.840332,10,7.906008,10,1,malignant
5.442407,1,1,1,2,1,2,1,1,benign
3.06974,1,1,1,2,1,3,1,1,benign
3.500737,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,3,1,1,benign
5.093948,2.567946,6.002322,1,2,1,3,1,1,benign
7.613567,9.632584,8.00709,9.698069,9.947965,10,3,5.181575,2,malignant
7.428191,9.958044,2.260781,9.621937,8.51131,10,2,2.088181,1,malignant
2.539571,1,1,1,2,1,2,2.2862,1,benign
5.653064,1,1,1,2,1,1,1,1,benign
6.804722,9.752621,8.347957,1,5.768971,3.372486,7.920136,10,1,malignant
5.382581,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.792669,1,1,1,2,1,3,1,1,benign
2.254087,4.487999,7.090785,1,2,1,3,5.337528,1,benign
2.675576,1,1,1,2,1,1,1,1,benign
5.412,2.710555,2,1,2,1,1,1,1,benign
8.845933,4.841447,7.378901,7.145259,3,2.026494,2,3.384469,2,malignant
2.109381,1.702942,1,1,2,1,1,1,1,benign
2.648386,1,1,1,2,1,3,1,1,benign
2.96822,4.505245,7.003513,9.711442,8.258167,7.330745,2,7.870938,1,benign
3.212305,1,1,1,2,1,3,1,1,benign
5.758104,1,1,1,2,1,2,1,1,benign
2.704327,9.930772,9.647291,9.844652,6.981631,3.085045,8.074146,8.130221,3,malignant
4.802667,9.802816,11.076453,3.835808,8.631636,9.453816,4.508577,10,2,malignant
9.600832,6.19448,6.475111,7.360531,4.610966,10,7.962777,10,1,malignant
7.471647,9.926376,9.590135,10.172344,5.532266,10,6.06041,1,1,malignant
8.514313,8.098677,5.511047,6.631252,4.925893,10,3.351241,1,1,malignant
9.633413,2.692064,3.631537,1,5.158882,10,4.435622,10,3,malignant
4.650054,1,1,1,2,1,2,2.135041,1,benign
1,1,1,1,2,1,1,1,1,benign
5.154074,1,1,1,2,1,2,1,1,benign
8.078839,7.765214,5.411664,3.184446,3,10,3,10,3,malignant
4.590148,4.695576,6.878528,5.944772,4.543451,1,6.809545,6.174103,1,malignant
5.154133,1,1,1,2,7.214788,3,1,1,benign
4.774502,1,1,1,2,1,4.937197,1,1,benign
1,1,1,1,2,1,1,1,1,benign
8.222664,7.091788,10.153902,4.001419,5.57794,10,10.156041,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.652394,4.085596,5.564833,10.345762,3.898152,10,2,1.885489,1,malignant
7.161308,10.373004,4.724587,9.309049,6.28439,5.564049,6.981735,10,12.044924,malignant
6.931356,6.633052,10.026301,9.787497,5.443963,10,6.298439,7.868567,4.635713,malignant
1,1,1,1,2,1,2,1,1,benign
2.502668,1,1,1,2,1,1,1,1,benign
2.331725,1,1,1,2,1,3,1,1,benign
7.839643,3.491292,2.709646,3.394795,8.746732,10,3,1,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.131598,1,1,2,2,2.393507,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.978683,1,1,1,2,1,2,1,1,benign
1,1,2,1,3,1,2,1,1,benign
4,4.712567,5.841443,3.323479,7.380836,2.736597,3,8.608009,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.587478,1,1,1,1,1,1,1,1,benign
1,1,3.045585,1,2,10,1,1,1,benign
5.804012,1,1,1,2,1,2,1,1,benign
4,6.683213,6.394977,8.241093,4.736993,10,7.561297,10,1,malignant
10.542523,9.252496,5.551921,6.477986,8.349486,10,7.321621,10,6.943354,malignant
2.60622,2.214337,1,1,2,1,3,1,1,benign
4.972024,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,1,1,3,2.910034,1,benign
7.236832,8.518924,10.205199,3.145657,6.164334,10,7.241978,10,1,malignant
1,2.565151,2,1,4.788721,1,3,1,1,benign
5.237227,1,1,2,2,1,2,1.396899,1,benign
5.454036,3.722293,6.96274,3.546912,2,10,3,1,1,malignant
1,1,1,3.265598,2,1,2,1,1,benign
4,7.290969,2.924382,1,2,1,5.821123,5.090241,1,benign
2.378437,10.472036,8.887661,5.868646,6.839329,10,7.461622,10,9.196497,malignant
3.554157,1,1,1,2,1,2,1,1,benign
2.077824,4.323889,6.27975,2,3,6.602592,4.77114,1,3,malignant
2.848537,1,1,1,2,1,4.567605,1,1,benign
9.320416,2.542451,3.482393,3.925464,2,10,3,1,3,malignant
8.807002,10.048931,9.102521,6.86995,10.648794,2.462226,8.598386,4.439421,2,malignant
9.282164,3.236139,5.498039,1,2,10,2,5.274176,1,malignant
8.992021,4.244296,2.985206,9.972271,5.293365,10,7.445888,10,1,malignant
3.323626,1,1,1,2,1,2,1,1,benign
6.387764,9.808022,11.559423,9.860317,6.224522,10,5.271218,1.990489,6.112607,malignant
7.74271,2.102442,4.00418,5.359739,3,1.977104,3,8.478511,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
8.449381,2.973881,4.195558,3.645382,2,10,7.226158,5.520225,3,malignant
1,1,1,1,1,1,3,1,1,benign
1.934058,2.59029,1,1,2,1,2,7.22196,1,benign
3.328253,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,9.511716,2,1,1,benign
9.560769,3.710413,5.440351,9.344687,4.972727,10,7.553134,10.012726,2,malignant
5.730922,1,1,2,1,1,1,1.986911,1,benign
10.289892,2.436141,2,10.196655,3.701655,10,4.464575,4.594902,1,malignant
4,1,1,1,2,1,2,1,1,benign
4.624832,1,1,3.714517,3,1,2,1,1,benign
8.257741,4.740541,3.66055,9.587211,3,10,6.172604,8.310744,1,malignant
8.038557,6.187448,3.06078,6.76162,4.406691,10,6.364801,8.133824,1,malignant
5.24372,1,1,1,2,1,1,2.995133,1,benign
1,1,3.447549,2,2,1,3,1,1,benign
6.785694,9.686338,10.359677,2,8.389069,7.772481,10.237876,6.242089,4.667362,malignant
9.352744,3.353814,3.253152,5.247638,2,9.401735,4.784707,2.538524,3,malignant
1,1,1,1,2,1,3,1,3,benign
4,6.792291,3.705061,2,6.759461,10,8.958841,5.35263,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.817816,9.76362,9.980468,10.225629,6.056993,10,5.853413,7.774136,2,malignant
2.837151,1,1,1,2,1,2,1,1,benign
2.248183,1,1,1,2,1,2,1,1,benign
2.209887,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
9.053892,6.928102,3.888004,2.84082,6.966103,2.829795,8.957446,4.987183,9.335975,malignant
2.558484,1,1,1,2,1,1,1,1,benign
3.260681,1,1,1,1,1,2,1,1,benign
4,2.445634,5.256378,4.191539,3,10,2,1.911572,1,malignant
9.191744,2.841978,3.577122,1,2,1,7.838439,2.149973,1,malignant
3.64927,1,1,1,2,1,2,1,1,benign
2.893559,1,1,1,1,1,2,2.239771,1,benign
5.418047,10.087237,3.068585,8.082387,2,10,3,7.844867,1,malignant
8.658912,9.787195,10.778858,3.925432,12.207272,10,3.318335,10,7.027765,malignant
6.547974,7.572177,3.203211,5.325405,4.973535,10,3.9824,7.763486,1,malignant
4.996423,1,1,1,2,1,2,1,1,benign
10.215328,10.933095,3.894691,9.644748,4.262434,10,9.060301,10,1,malignant
5.591307,1,1,1,2,1,3,1,1,benign
8.419592,7.572713,6.921046,7.957334,11.085555,4.565606,3,8.544987,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.041592,1,1,1,2,1,2,1,1,benign
2.445862,1,1,1,2,1,2,1,1,benign
8.220506,5.916419,3.296312,10.031763,2,10,5.850864,10.365325,9.521943,malignant
7.909064,1.458494,1,3.746481,4.629486,10,1,1,5.063962,malignant
1,1,1,1,1,1,2,1,1,benign
1,2.791932,1,1,1,2.504817,1,1,1,benign
2.666805,1,1,1,2,1,1,1,1,benign
4.990355,9.512379,7.796425,3.491434,5.078507,3.040843,6.676943,10,1,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.279149,1,1,1,2,1,2,1,1,benign
2.627606,1,2,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
2.460271,1,1,6.397659,4.455809,3.349403,1,2.368629,1,benign
4,3.884578,5.294602,3.372588,2,1,9.39137,5.123375,1,benign
4.49228,1,1,1,2,1,1,1,1,benign
5.137527,1,1,1,2,1.942538,1,1,1,benign
1,4.344825,2,1,3,1,7.65002,7.828768,9.799843,benign
4,2.426948,2,2.925551,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.707036,1,1,1,2,1,2,1,1,benign
6.444818,2.566105,3.72646,1,3,2.825609,3.035387,9.112126,2,malignant
5.387437,7.277779,7.152877,7.136391,3.638978,2.178573,5.060025,7.540773,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.079103,6.379642,10.160989,6.110929,3,2.415656,6.746611,8.720175,2,malignant
10.188202,2.941185,2.752865,2,3.743744,1,3,1,2,benign
1,4.217348,3.809257,2.764727,8.681263,10,5.121907,5.983926,2,malignant
4.549204,1,1,1,2,1,3,1,1,benign
8.802712,7.444966,6.926093,1,4.58756,10,10.317028,2.642217,3,malignant
1,1,1,1,8.177578,1,2,1,1,benign
3.486106,2.670118,3.161008,2,2,1,1,1,1,benign
5.900857,1,2,1,1,1.500083,2,5.048801,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,3.044792,2,2,4.932235,1,1,1,1,benign
5.228713,1,2,1,2,1,1,1,1,benign
5.392935,6.425434,2.724432,9.85124,3.931649,10,3,10,1,malignant
2.931385,3.006718,2,1,2,1,3,1,1,benign
4,1,1,1,3,1,1,1,1,benign
4.978355,1,1,1,2,1,2,1,1,benign
8.177027,6.614898,7.869633,3.119286,4.652243,10,3.167404,4.897459,2,malignant
1,1,1,1,2,1,1,1,1,benign
10.27063,2.057693,3.130882,3.738859,3,1,1,4.726032,1,malignant
4,1,1,1,2,1,3,1,1,benign
8.146918,9.89244,9.293821,10.117347,4.387229,10,4.376318,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.179562,2.813982,3.173023,1,2,5.812355,4.584084,10,1,malignant
8.790048,10.247506,9.824984,1,4.458516,10,7.476407,10,8.802997,malignant
11.279528,9.655325,10.092982,10.226901,7.740302,10,6.486953,2.917198,3,malignant
9.546803,9.625568,9.088054,9.975366,8.198391,1.794388,8.210984,7.120601,1,malignant
6.825989,7.606357,7.819492,3.290704,4.741418,4.683739,3,4.997771,1,malignant
2.219875,1,1,1,2,1,3,1,1,benign
8.990854,6.059891,10.295003,5.860292,5.225503,10,3.731041,8.406966,1,malignant
1,1,1,2,2,1,2,1,1,benign
2.617089,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3.819179,1,1,benign
5.415169,1,1,1,2,1,2,1,1,benign
5.019468,1,1,1,2,1,3,3.281248,1,benign
10.469031,4.161233,6.356735,4.839979,6.863722,8.712233,5.914244,7.187676,4.05142,malignant
2.62125,1,1,1,2,1,3,1,1,benign
4,1,3.054884,1,1,1,3,1,1,benign
6.436946,6.404253,10.691291,3.655614,7.919681,7.50752,7.813796,1,2,malignant
4.546743,10.307659,9.003636,3.46093,5.94539,8.043359,5.160551,10,1,malignant
2.354627,1,1,1,1,1,3,1,1,benign
4,1,1,1,2,1,2,2.761056,1,benign
2.58969,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.702201,1,1,1,2,1,1,1,1,benign
5.627759,8.113433,6.295696,7.721268,8.336597,8.150896,2,9.853746,5.869065,malignant
5.427565,3.103002,2,2.633883,2,3.688698,3,7.587913,1,benign
5.757457,1,1,1,2,1,1,3.54165,1,benign
3.982585,10.278306,6.297939,1,6.243623,10,6.888789,5.537162,1,malignant
9.063707,8.615538,11.20225,7.795772,4.813578,10,6.912536,10,8.428114,malignant
9.376639,2.724372,5.695803,6.813524,3.996903,2.496825,4.107111,1,5.667753,malignant
1,2.545062,2,2.933082,2,1,2,1,1,benign
2.872627,1,2,1,4.066174,1,4.602633,1,1,benign
7.380466,4.405433,7.046756,10.532433,2,10,3,5.52038,1,malignant
5.743884,7.963261,10.995322,10.326227,8.338177,10,7.619188,4.798575,3.502341,malignant
5.739302,3.695467,6.834767,1,3,10,8.133021,7.900537,2,malignant
3.430548,1,1,1,2,2.667075,1,2.511239,1,benign
8.777222,4.610394,2.958202,3.03968,3,10,6.912506,1.798998,1,malignant
3.065406,1,1,1,1,1,3,5.345868,1,benign
1,1,3.654784,1,2,1,2,1.555441,1,benign
11.019278,4.807211,3.447687,1,7.972471,10,4.410067,3.043161,1,malignant
4.477924,1,1,1,1,1,3,2.972634,1,benign
4.991166,9.810418,8.528001,1,4.882407,10,8.349543,10,7.327043,malignant
4,1,1,1,2,0.67535,1,1,1,benign
1,1,1,2,3,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.620625,10.009687,10.040712,2,5.138229,8.256846,3.997049,2.561111,1,malignant
1,1,1,1,2,3.247935,3,1,1,benign
10.741046,4.667344,6.473925,9.666962,3,3.885539,7.791376,1,1,malignant
1,1,1,1,1,1,3,1,1,benign
1,2.684655,3.513978,1,2,1,1,1,1,benign
10.389368,6.258096,3.817799,2,7.294545,10,6.304507,4.637154,1,malignant
2.110742,1,1,1,2,1,2,1,1,benign
2.357981,1,1,1,2,10,1,1,1,benign
9.703573,9.852018,6.439424,6.685758,8.180618,10,3,1,4.418941,malignant
5.399523,4.134807,7.67808,2,3,10,3.075614,5.007837,1,malignant
4,1,1,3.605328,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
3.622447,3.694998,5.783541,1,2,1,6.711655,1,1,benign
1,1,2,1,3,1,2,1,1,benign
2.528172,1,1,1,2,1,2,1,1,benign
4.629092,1,1,1,1,1,1,1,1,benign
5.282122,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,3.891974,1,benign
5.243526,1,1,1,2,1,3,1,3,benign
1,1,1,1,2,1,2,1,1,benign
2.683331,1,1,1,2,1,3,1,1,benign
9.100255,4.989094,6.713229,6.745032,5.57821,10,3.784377,2.264489,3,malignant
5.073062,1,1,1,2,10,2,1,1,benign
2.249819,1,1,1,2,9.074652,3,1,1,benign
1,2.356661,3.220516,1,2,1,3,1,1,benign
9.908982,6.859051,11.679514,2.694798,3,4.625718,8.783488,4.662043,1,malignant
1,4.222209,1,6.202967,2,1,5.001652,3.999204,1,benign
1,7.791313,3.448498,3.021833,6.534794,7.733243,4.868438,1,2,malignant
2.291888,1,1,1,2,1,1,1,1,benign
1,2.692471,2,1,2,1,1,1,1,benign
4,1,1,1,2,10,3,1,1,benign
6.761252,1,4.269344,1,3,3.45675,8.728865,10,2,malignant
1,1,2,1,2,1,2,1,3,benign
1,1,1,1,2,1,3,1,1,benign
9.139324,4.4418,5.253841,3.326284,3.851382,4.512354,4.857233,5.509994,1,malignant
10.649352,3.241165,4.076735,3.248081,2,10,3,6.084396,1,malignant
2.42217,2.82312,3.54288,1,1,1,2,2.604922,1,benign
9.273969,4.299688,2.364033,9.765579,1,10,4.3043,4.470787,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.221052,1,1,1,1,1,1,1,1,benign
2.580904,1,3.509151,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
5.52352,1,1,1,2,1,2,1,1,benign
9.088346,9.822358,9.166194,10.003293,7.055843,10,2,10,1,malignant
4.659639,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.543329,2.217827,2,1,2,1,1,1,9.494837,benign
5.212763,3.328343,6.640542,1,2,1,3,2.880211,1,benign
9.908216,1.966753,2.624479,2,3.770813,3.651585,3,2.723864,8.697995,malignant
1,1,1,1,2,1,1,1,1,benign
5.278575,9.84597,8.979175,4.1397,1,7.051992,3.686117,5.44086,1,malignant
5.235023,1,1,1,2,3.072469,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.590448,1,3.055916,1,1,1,1,1,1,benign
9.791991,7.220326,8.114146,6.2627,6.356445,3.011351,3,7.212924,1,malignant
7.72553,6.374486,3.923406,2.969601,3,10,4.936317,7.624119,1,malignant
2.873631,2.718843,2,1,4.691328,1,3,1,1,benign
9.829554,9.644998,9.251874,3.178057,7.839037,6.14215,8.265297,10,1,malignant
5.327592,4.814768,3.865211,3.33431,2,1,7.386973,5.76445,1,benign
5.474582,1,1,1,1,1,3,1,1,benign
3.685594,2.649052,1,1,3,1,3,2.893951,1,benign
10.120427,4.654605,6.604716,3.470769,4.34147,10,5.555135,4.819089,3,malignant
4,9.715966,3.684039,4.328068,8.808436,10,9.995479,10,1,malignant
3.353766,1,3.897234,1,2,9.329863,3,1,1,benign
7.468791,7.628626,8.478083,6.338118,3.622903,8.651379,3,8.540957,1,malignant
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,8.146317,benign
7.388252,2.569515,3.171217,2.846066,3.073491,3.577164,7.616863,1.741234,3,malignant
9.284991,10.295532,9.229768,6.943523,8.961332,10,6.976686,10,3,malignant
7.985632,9.640517,9.755708,2.835911,3.777447,3.538055,6.538365,1,1,malignant
8.18289,1.925133,6.178514,2,2,10,11.362001,1.973208,1,malignant
7.164168,2.302939,2,9.741817,2,10,3,1,8.665222,malignant
2.723955,1,1,1,2,1,2,1,1,benign
1,1,1,2.949077,2,1,1,1,1,benign
1,1,1,2,1,2.446639,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
7.511894,9.531071,9.383293,6.406105,2,10,8.05926,10,5.502067,malignant
5.366861,2.494344,1,1,3,1,3,1,1,benign
6.897904,6.380566,5.733885,9.574985,9.0196,10,4.502707,1.876394,1,malignant
4,1,1,1,2,3.455808,3,1,1,benign
1,1,1,1,1,4.226389,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.736229,1,2.446944,2,2,1,2,1,1,benign
9.074106,4.58193,5.906186,10.209915,3,3.90457,8.271663,10,1,malignant
2.527615,8.220939,5.767887,2,3,8.867249,8.356262,5.972443,1,malignant
4,10.091771,9.963001,9.969065,2,1,7.796601,10,1,malignant
4,1,1,2.86294,1,1,1,1,1,benign
4,1,3.552807,1,2,2.953326,1,1,1,benign
8.106382,6.48905,6.796475,4.184317,3,8.026434,8.562163,7.287562,1,malignant
1.7294,1.744772,4.543596,3.412979,2,1,2,1,1,benign
6.829927,4.569192,3.82537,9.661784,2,10,1,3.608476,1,malignant
7.614153,1,1,3.723435,2,1,3,1,4.335871,benign
8.520185,9.721781,9.286138,3.205447,3,8.384487,8.602791,6.815713,1,malignant
1,1,1,1,3,1,1,1,1,benign
3.14995,1,3.642788,1,2,1,2,1,1,benign
3.006301,1,1,1,2,6.941345,1,2.668836,1,benign
8.68575,9.766268,9.966561,5.417676,5.79478,10,8.129754,10,1,malignant
1,5.816236,6.340448,1,8.362335,3.24044,1,10,1,benign
3.055329,3.0436,1,1,4.342128,1,2,1,1,benign
4.67918,2.295764,2,3.521869,2,1,5.666261,1,1,benign
2.930866,1,2,1,2,1,1,2.779451,1,benign
3.133635,1,2,1,2,1,2,1,1,benign
4.703256,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,1,1,1,benign
1,9.915629,2,7.095861,8.841206,3.706622,9.293767,10,1,malignant
4.693379,6.41795,3.22569,2,4.034107,7.664347,7.8449,5.363613,1,malignant
4,1,1,1,2,1,1,1,1,benign
7.873868,9.779247,5.833234,3.34722,4.599395,1,8.680394,1,1,malignant
5.334569,9.580915,9.47498,3.426322,7.232045,3.523971,6.065501,4.551557,6.06501,malignant
11.089669,8.939011,8.76234,9.431783,9.159406,10,7.000842,6.44234,1,malignant
1,7.928293,4.680782,9.740941,10.422408,1,3,7.68426,1,benign
1,1,2,1,2,1,2,1,1,benign
5.764644,1,1,1,2,1,1,1,1,benign
6.26204,7.450335,8.551533,1,6.036524,1,3,6.366027,1,malignant
1,1,1,1,2,5.636934,2,1,1,benign
10.32072,9.744544,9.733291,10.497121,5.120272,10,4.676881,10,1,malignant
5.061601,1,1,1,2,1,1,1,1,benign
5.121501,1,3.303798,1,2,1,3,1,1,benign
9.403946,9.946765,9.391529,2.176972,5.026565,10,1,10,2,malignant
2.751497,1,1,1,2,1,2,1,1,benign
5.678648,1,1,1,2,1,2,1,1,benign
3.121947,2.420844,1,2,2,1,3,1,1,benign
1,1,3.335561,1,2,1,1,1,1,benign
2.11211,1,1,1,2,1,3,1,1,benign
5.491726,1,1,1,3,1,3,1,1,benign
2.045114,1,1,1,2,1,3,2.845998,1,benign
2.08152,7.203371,9.241364,7.984561,5.082337,10,8.58098,1,4.907493,malignant
7.298363,6.371122,8.180153,6.14083,2,10,7.482744,10,1,malignant
7.714519,7.094748,2.933622,6.448465,9.024906,1.516696,6.556231,4.124654,1,malignant
7.801592,9.731466,8.809832,10.251318,4.714224,10,8.476647,2.941461,1,malignant
5.364893,9.759142,10.613906,9.968648,6.552851,8.418142,8.768149,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.581878,1,3.023671,1,2,1,2,2.918503,1,benign
2.833905,1,1,1,1,6.647006,1,1,1,benign
2.530901,1,1,1,2,1,6.650411,1,1,benign
7.80374,9.497027,10.401137,9.585408,9.356491,3.480167,3,2.223693,1,malignant
2.750091,2.573463,5.541573,3.282118,2,2.825691,2,1.467505,1,benign
5.116882,9.521276,5.113498,7.07916,11.865767,10,5.91415,10,1,malignant
6.145007,6.146604,3.116927,6.409938,7.269434,10,8.745319,10,1,malignant
1,1,2,1,1,1,3,1,4.213579,benign
5.338794,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
3.205217,2.785659,2,1,4.386312,8.181045,2,7.223307,1,benign
4,1,1,1,2,1,1,1,1,benign
3.507745,1,1,1,2,1,1,1,1,benign
1,1,3.815918,1,1,1,2,1,3,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,2,1,1.949795,2,1,1,benign
3.347437,1,2,1,2,1,2,1,1,benign
11.131623,9.894304,10.387832,1,6.921691,1,7.345005,10,1,malignant
10.647494,7.122366,9.770831,3.382406,4.953871,10,3.823412,5.254112,2,malignant
2.309292,1,1,2,2,1,3,1,1,benign
4.865329,2.59394,1,2.432059,2,2.632725,1,1,1,benign
5.844455,4.83603,6.902559,5.721498,4.860404,10,7.892538,10,1,malignant
1,3.060967,2,1,3,1,1,4.676571,1,benign
2.930283,1,1,9.574771,2,1.978553,3,1,1,benign
5.623001,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.186392,1.027491,3.829437,1,2,2.174888,1,1,1,benign
6.746673,9.776813,9.750127,4.961987,6.998374,7.061515,7.211558,2.263125,2,malignant
5.533523,1,1,2,1,1,3,1,1,benign
4,1,3.343011,9.80833,2,1,1,1,1,benign
8.456754,7.326215,4.085641,7.410261,5.041183,10,4.715155,6.16513,2,malignant
2.423004,1,1,3.61627,2,1,8.626957,1,1,benign
1.905488,1,1,3.832426,2,1,2,1,1,benign
1,1,4.400198,1,2,1,1,1,1,benign
10.203651,4.421978,10.139516,2,7.755899,10,8.108646,3.605297,1,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.52875,2.608335,1,2,2,1,1,1,1,benign
4,2.04074,2,1,3,1,3,1,1,benign
1,1,1,1,2,1,1,2.761854,1,benign
1,1,1,1,2,1,1,1,1,benign
5.723833,1,3.427957,2.733966,2,1,2,1,3,benign
8.544331,8.61084,2.592019,3.591279,7.918857,7.605361,9.507577,10,3,malignant
1,1.750055,2,1,3,1,3,1,1,benign
9.78032,6.981853,5.580685,3.211543,7.291058,4.388469,3,4.38824,1,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,2,2,1,2,1,1,benign
2.833456,3.549052,8.840079,1,10.359845,2.468981,4.414475,3.986812,1,benign
7.408895,9.605122,8.636015,7.807231,5.471947,10,6.671558,7.767612,1,malignant
2.179235,1,1,1,2,1,2,1,1,benign
3.233302,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,3.012524,1,2,1,2,2.904814,1,benign
9.023014,4.705451,7.119172,9.851028,2,10,8.209048,10,3,malignant
1,1.743033,1,2,2,1,3,1,1,benign
9.215392,10.021602,8.944293,4.326584,3,2.286862,6.114697,8.338799,1,malignant
4,1,1,1,2,2.348238,3,1,1,benign
5.307742,1,1,1,2,1.047335,3,1,1,benign
7.319156,3.9063,5.54395,1,3.947983,7.27332,3,1.86536,1,malignant
2.024885,1,1,1,2,1,2,1,1,benign
0.73546,1,2,1,2,1,1,1,1,benign
3.359037,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.212473,1,1,3.57942,2,1,2,1,1,benign
3.088278,7.015096,6.400466,5.952362,8.584005,10,7.823437,1,2,malignant
1,2.862529,2,3.189123,2,1,1,1,1,benign
1,1,1,1,2,5.721379,3,1,1,benign
9.776672,3.919553,3.307544,9.767224,3,10,4.704149,9.000745,1,malignant
9.429045,4.369106,4.070141,2.319422,3,10,3,10,1,malignant
8.374102,6.319471,5.489698,6.346944,7.935255,1,4.576776,5.553591,2,malignant
1,1,1,1,2,1,3,1,2,benign
9.245582,9.659033,8.527665,6.153001,4.436713,1,7.141216,10,1,malignant
5.56978,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.142039,1,1,1,2,1,2,1,1,benign
8.248974,3.577416,7.368053,2,3,10,2,4.616031,1,malignant
4,1,1,1,1,3.428613,2,1,1,benign
2.597802,1,1,1,2,1,3,1,1,benign
9.473399,9.864227,8.347735,9.925414,1,1,1,8.841504,1,benign
9.331116,4.833065,10.561205,9.957831,4.420806,10,8.291205,3.480878,1,malignant
8.466813,8.297911,8.675358,5.973608,4.4015,4.089122,3,7.601351,1,malignant
8.211221,4.138786,7.215606,4.694664,4.505397,10,5.72507,2.580464,1,malignant
4,1,1,1,2,1,2,3.007109,1,benign
9.370041,6.05137,6.254319,2,8.566624,2.887305,3,10,2,malignant
1,1,1,1,2,1,1,1,1,benign
5.049292,10.389512,11.54492,5.55215,4.329936,10,8.04031,2.919356,1,malignant
2.625821,1,1,1,2,1,1,1,1,benign
8.965163,4.464803,6.930164,3.774697,7.170896,6.690098,7.745601,2.527147,1,malignant
7.893837,7.42005,2.413677,3.048762,3,10,2,8.645218,1,malignant
5.525227,1,2,1,2,1,2,1,1,benign
4.868015,2.388042,2.961413,2.867642,7.262253,4.257787,3,1,3,malignant
9.078223,4.655459,5.787015,9.945322,10.050233,10,7.150039,7.190298,2.785621,malignant
1,1,1,1,2,1,3,1,1,benign
4,1.751529,3.838751,1,2,1,2,1,1,benign
5.020512,1,1,1,2,4.395579,1,1,1,benign
9.520889,5.464995,4.024953,4.508426,2,5.603079,6.720354,1.473595,1,malignant
4,1,1,1,2,2.010281,2,1,1,benign
4,7.599269,2,1,2,1,7.601618,1,1,benign
6.982511,7.880926,5.207735,3.151342,4.461922,10,6.208411,1,1,malignant
1,2.600249,1,1,3,2.072503,2,2.529781,1,benign
2.33216,1,1,2.895976,2,10.101667,2,1,1,benign
5.368008,1,2,1,2,1,1,1,1,benign
4.683036,1,1,1,2,1,3,1,1,benign
5.619627,1,1,1,2,1,3,1,1,benign
5.337652,7.790374,9.035099,8.480212,5.647945,10,3,6.935419,9.458307,malignant
1,1,1,1,2,1,1,1,1,benign
2.48921,1,1,3.07912,2,1.424304,3,1.665043,1,benign
1,1,1,2,1,1,1,1,1,benign
4,6.157099,3.807404,3.420666,7.207281,10,3,7.849429,1,malignant
9.173543,1,1,2.650981,4.323945,10,3.910575,1,2,malignant
3.055726,1,1,1,2,1,1,1,1,benign
4,7.736971,5.670627,7.691122,6.087283,10,7.517984,10,1,malignant
6.468416,7.816105,9.025485,3.995142,5.123254,3.14215,4.63699,10,10.643759,malignant
7.53426,8.365195,3.429363,5.052431,7.332785,8.093808,6.79119,7.92528,2,malignant
1,1,1,1,1,1,3,1,1,benign
9.293732,2.225629,2.724831,2,5.977508,10,6.637988,2.553157,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.825234,1,2.765714,1,2,1,1,3.507207,1,benign
2.679643,1,3.141757,1,2,1,2,1,1,benign
3.0428,4.442729,5.785083,5.790536,11.534196,1,2,1,1,benign
2.211575,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,1,1,1,benign
2.248586,1,1,1,2,1,3,1,1,benign
7.777058,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.889455,10.012705,8.921641,9.555085,9.801732,10,7.151522,7.728487,10.330908,malignant
5.30687,2.241115,2,6.44388,3,5.481241,3,1,1,malignant
1,1,3.91398,1,2,1,2,1,1,benign
9.277474,4.364816,7.494404,2,3,3.682602,3.964924,4.05849,3,malignant
2.663253,1,1,1,2,1,2,1,1,benign
1,1,3.143089,1,2,1,3,1,1,benign
4.952634,3.191287,5.407784,1,4.41266,10,8.773324,1.799697,1,malignant
5.09456,1,2,1,2,1,1,1,1,benign
2.220105,1,1,1,2,1,1,1,1,benign
9.59611,10.046899,8.511556,9.961741,9.194989,10,7.330866,4.709523,6.423,malignant
4.439059,5.456495,4.143609,5.801984,8.730533,6.259348,9.116772,5.454112,3,malignant
3.152211,10.08889,9.331682,9.521502,8.838005,10,5.665094,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
4.616527,9.565631,9.99206,1,12.12863,3.266307,7.698446,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
1.914566,1,1,1,2,1,1,1,1,benign
2.574448,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.839988,4.513603,5.319691,1,3,1,5.259392,6.293142,2,malignant
1,1,1,1,3,3.303188,3,1,1,benign
9.830924,1,2,2,2,10,10.40037,10,8.016708,malignant
4.224692,1,2,1,2,2.271848,1,1,1,benign
1,1,1,2,1,1,4.81593,1,1,benign
5.27133,4.321743,3.755243,1,10.050851,1,5.34306,1,1,malignant
3.053646,1,1,1,2,7.78189,1,1,1,benign
9.203906,7.89483,6.28812,10.060595,7.276062,4.707682,8.255692,10,1,malignant
5.835416,1,2,9.21031,2,10,7.010326,1,1,malignant
4.503545,2.861715,2.480541,1,2,1,4.226012,1,1,benign
2.864758,1,1,3.285892,2,3.289755,2,1,1,benign
2.242756,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.928594,6.140253,6.160242,5.577733,6.69602,1,4.158884,1,1,malignant
5.32879,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.481149,1,1,1,2,6.028598,3,3.036378,1,benign
2.199967,1,1,1,2,1,2,1,1,benign
2.425041,1,1,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.025756,1,1,1,2,1,1,1,1,benign
2.561409,1,1,1,2,1,2,1,1,benign
4.914071,1,1,1,2,1,2,1,1,benign
5.80258,1.957112,2.778728,1,4.709405,10,5.437106,1,1,malignant
10.206725,9.192153,5.794501,8.17666,7.558619,10,9.51802,10,1,malignant
9.782925,4.988066,3.802984,1,3,6.056693,7.08684,1,1,malignant
1,2.266235,1,1,2,1,1,1,1,benign
4,1,2,2,2,1,1,1,1,benign
1,6.568385,3.57811,5.689509,8.357576,10,6.706144,8.626934,1,malignant
2.936524,1,1,1,2,1,2,1,1,benign
8.602507,6.276217,4.164439,2.317621,5.590755,3.701542,6.627767,3.320525,1,malignant
9.701248,3.495101,2.945689,1,3,2.653418,3,10,2,malignant
2.796408,1,1,1,2,1,2,1,5.588911,benign
4.648503,9.72434,10.911865,10.166671,4.808042,1,8.592477,2.968076,1,malignant
5.029092,1,1,1,2,1,1,2.891094,1,benign
4,2.90649,2,2,2,1,3,2.86735,1,benign
3.48424,1,1,1,2,1,3,3.330381,1,benign
3.149931,7.702508,3.499931,6.69764,4.714188,10,9.356277,1,2,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,2,2,3.765172,3,1,1,benign
2.457255,1,1,2,2,1,2,1,1,benign
7.792665,2.109643,3.532169,2,4.529857,10,4.939328,7.91893,2,malignant
1,10.146049,3.334449,9.889118,4.581931,10,4.220967,1,1,benign
5.042722,6.63965,4.485514,6.747496,7.146901,10,8.827149,8.12915,4.373346,malignant
3.027354,1,1,1,2,1,2,1,1,benign
6.204828,1,1,1,2,1,1,1,1,benign
4,1,1,3.476561,1,1,2,1,1,benign
2.17855,10.048462,5.544598,6.356773,8.918474,3.143187,8.391562,2.005789,1,malignant
4.887288,1,1,4.144244,2,7.600838,3,1,1,benign
5.959453,4.731735,6.992108,3.347534,3,10,9.134863,2.711188,1,malignant
4,10.615955,9.732835,5.403701,5.555048,2.112913,8.207925,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.399696,1,1,1,2,1,2,3.283302,1,benign
1,1,3.728455,1,2,1,3,1,1,benign
5.623697,2.251474,3.690098,5.21954,2,3.15031,6.948416,6.488698,1,malignant
2.51982,1.919883,1,1,2,1,3,1,1,benign
9.379823,10.079001,9.28925,3.423662,4.258841,10,9.179364,4.567111,5.126423,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.314266,9.734339,9.284881,7.186264,3,10,6.145869,10,1,malignant
5.335741,1,1,1,2,1,3,1,1,benign
7.716427,5.714827,9.342054,9.896912,4.177473,2.486375,3,10,6.145173,malignant
4,4.947683,7.345798,10.536249,4.744682,10,5.76434,1,1,malignant
1,2.616969,3.427436,1,3.579247,1,2,1,1,benign
1,5.082401,3.770811,10.309628,9.264401,7.137923,9.317914,1.516424,1,benign
4,1,1,1,2,1,3,1,1,benign
5.804178,1,1,1,2,1,1,1,1,benign
2.358462,1,1,1,2,1,1,1,1,benign
9.454017,8.353475,7.051891,7.540481,2,5.930232,10.29641,5.339231,1,malignant
2.92642,1,1,1,2,5.628161,3,1,1,benign
5.054082,1,1,1,2,1,3,1,1,benign
7.978384,8.658904,10.397725,10.137468,9.647139,1,6.702379,5.492652,1,malignant
1,1,1,2,2,1,2,1,1,benign
8.251596,2.225357,2.6609,9.450089,3,10,3.658243,8.492828,1,malignant
1,2.223045,3.509597,2.715813,2,10,3.659914,4.44345,5.981561,malignant
10.647995,9.807408,10.337277,10.109006,4.314675,4.515261,6.254163,5.626138,1,malignant
2.806882,1,1,2,1,1,3,1,1,benign
3.460137,1,1,1,2,1,3,1,1,benign
2.735273,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.037686,10.036722,10.03149,9.918355,7.898236,10,9.409683,4.608101,1,malignant
5.125918,9.614048,2,10.024814,7.751993,10,6.888253,2.925247,1,malignant
1,1,1,1,2,1,3,1,1,benign
4.939407,1,1,1,2,1,1,1,1,benign
5.117618,9.767699,9.531423,9.247091,3,10,3,2.078928,3.68233,malignant
4,1,1,1,2,1,1,1,1,benign
5.480083,1,1,1,2,1,2,1,1,benign
6.575661,2.401124,3.949563,3.628671,5.772511,10,3,5.326575,1,malignant
7.251361,4.313181,5.863551,2,4.584274,10,7.533488,1.95511,1,malignant
1,1,1,2,2,1,3,1.80541,1,benign
8.65281,2.891142,5.41498,1,2,2.367818,3,1,1,malignant
4,3.138517,2,2,2,1,2,1,1,benign
7.512866,2.255468,5.431248,2,4.432369,7.295498,1,4.780273,1,malignant
5.272105,1,1,1,2,1,3,1,1,benign
1.648286,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
6.147589,1,2.854636,1,2,1,2,1,1,benign
4,1,1,3.222146,1,1,1,1,1,benign
3.234346,1,4.007524,1,2,1,2,1,1,benign
5.600821,1,3.268474,3.229553,3,2.571024,2,8.501176,1,benign
1,3.952253,2.924814,2,8.893892,1,2,4.89746,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.720435,1,1,1,2,1,3,1,1,benign
2.635994,2.959363,1,1,3,1,2,1,1,benign
4.872312,4.300599,6.265919,9.882235,4.476027,10,3,2.248466,1,malignant
1,2.142862,2,2,2,1,5.771114,2.647595,1,benign
2.129823,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.36954,1.905291,2,2.878379,4.194876,1,1,1,1,benign
4.96085,1,1,1,2,3.767952,2,1,1,benign
1,1,1,1,3,1,1,1,1,benign
8.736783,7.649851,6.184449,3.957613,6.416641,10,4.587436,10,1,malignant
4,4.692358,3.752949,9.674364,8.39166,10,4.173138,5.887513,3,malignant
2.157934,1,3.485402,1,2,1,1,1,1,benign
2.65259,2.881884,2.254749,1,3,1,6.443026,4.608978,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,4.185059,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.692822,1,1,2,1,10,3.84324,3.416737,6.156792,malignant
4.560561,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.668989,1,1,2,2,1,2,1,1,benign
12.550362,5.652071,2.748668,5.80687,3.719229,8.544773,3,1,3,malignant
5.537084,4.474907,2,1,2,5.584526,6.762467,10,8.903117,benign
4.565342,3.812725,5.570407,5.556604,6.690114,5.510345,4.472014,1,1,malignant
5.697843,7.263679,8.782303,5.461343,4.881604,6.406925,7.928174,10,1,malignant
4.870022,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4,2.789758,1,2,2,1,1,2.857792,2,benign
1,1,1,1,2,1,3,3.012499,1,benign
5.020364,1,1,1,2,1,2,1,1,benign
7.769521,4.61794,3.308326,5.152773,7.85223,4.254768,5.444012,4.626693,3.760487,malignant
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
5.869852,1,1,1,2,1,2,1,1,benign
5.237879,3.273497,2,7.073813,2,3.874142,6.345312,5.381651,1,malignant
1,1,1,1,2,1,3,1,1,benign
9.348927,4.062979,3.504545,3.533557,10.539323,10,7.084759,9.078061,1,malignant
2.256776,1,1,1,2,1,2,1,1,benign
2.222367,1,3.416116,1,1,1,2,1,1,benign
3.053647,1,1,1,2,1,3,1,1,benign
3.268538,9.673291,10.626969,7.396137,3,10,8.095304,2.007909,2,malignant
4.352859,2.617013,3.380877,3.462776,5.191974,10,6.059326,1,1,malignant
5.394569,1,3.212279,2,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.29795,2.779168,3.917659,1,3,1,3,1,2,malignant
4,4.327441,6.017316,1,5.479112,1,3,3.757777,1,benign
8.100807,10.093251,8.756399,7.438974,7.348993,10,7.286139,2.654978,1,malignant
7.558894,5.621226,9.873961,6.955915,4.659919,10,4.170254,9.473714,5.142476,malignant
1,1,1,1,2,1,1,1,1,benign
1,2.812241,6.459728,1,2,1,1,1,1,benign
6.263888,10.03013,9.619648,9.768701,6.135,10,8.392807,6.958779,9.394692,malignant
4,1,1,1,1,1,2,1,1,benign
8.097232,4.651055,4.301583,9.058131,4.207943,4.162256,7.519521,2.864614,1,malignant
5.786189,1,2,1,2,1,1,1,1,benign
5.178662,1,1,1,2,1,1,1,1,benign
9.333684,6.323665,5.696608,2,5.711544,7.569781,1,5.052508,1,malignant
8.324111,7.259851,6.891097,2,5.156011,5.397082,3,2.683606,1,malignant
1.921232,4.194601,3.07805,7.592803,6.141182,2.73905,2,3.351001,1,benign
4,1,1,1,2,1,1,1,7.951227,benign
4,2.069591,2,1,3,1,1,1,1,benign
2.889831,1,1,1,2,1,2,1,1,benign
1,7.8091,2,3.228112,3,10,3,7.549827,1,benign
5.306274,6.779757,10.402845,10.154426,4.961513,10,2,4.500226,3,malignant
8.641695,9.567457,10.481543,1,4.161309,4.55792,8.080179,10,1,malignant
4.985303,6.392396,9.448397,5.849434,3,1,8.275935,8.840181,2,malignant
2.431901,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.354997,1,1,1,3,1,1,1,1,benign
2.313598,1,1,1,1,1,1,1,1,benign
9.44072,9.908539,8.692093,9.779579,5.113355,10,2,1,2,malignant
1,1,1,1,2,1,1,1,3,benign
4,1,1,1,2,1,2,1,1,benign
3.450768,1,1,1,2,1,2,1,1,benign
5.791827,1,1,1,2,1,2,1,1,benign
1.591361,2.441423,2,2,3,3.395902,3,2.98456,6.968484,malignant
2.503065,1,1,1,2,1,2,1,1,benign
8.893291,4.049468,6.89876,2.141883,3,10,3,2.351576,1,malignant
9.628322,1,1,3.953402,2,2.428443,3,9.060284,1,malignant
4.366224,1,1,1,2,1,2,1,1,benign
2.533437,1,1,1,2,1,3,1,2,benign
9.281864,4.700556,6.603347,2.213488,4.885957,2.75792,8.695244,1,1,malignant
2.621646,1,1,1,2,1,3,1,1,benign
4.451655,1,1,1,2,1,2,1,1,benign
7.96406,9.695264,9.233149,9.842117,7.707735,5.130892,8.737006,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
9.581285,2.646521,2,2.621892,4.131288,10,3,10,5.180922,malignant
8.746221,6.912432,5.614517,3.46387,4.788558,9.853361,4.087107,2.19487,4.519863,malignant
1,1,4.036158,1,2,1,1,1,1,benign
2.811426,1,1,2.503643,3,9.05374,1,1,1,benign
1,1,1,2.767785,2,4.242878,2,1,1,benign
9.166633,7.831191,1,1,5.931216,10,3,1,2,malignant
4.973298,1,1,1,2,1,2,1,1,benign
2.566515,3.175836,3.981292,8.216963,1,2.864118,1,2.759439,1,benign
8.455629,9.407702,10.831941,10.269945,8.801216,10,6.97206,10,1,malignant
5.432729,8.452901,5.352342,1,4.387149,2.428795,9.583046,7.797972,1,malignant
3.14831,1,1,1,2,3.136633,1,1,1,benign
1,1,1,1,2,1,1,2.759379,1,benign
2.863637,1,3.640023,1,2,1,3,1,1,benign
5.270168,1,1,1,2,1,3,1,1,benign
4,1,2,1,3,1,1,1,1,benign
3.364747,6.764507,2,2.7579,6.240897,1,3,8.064621,1,benign
4,10.006495,5.007621,2,6.594786,7.260734,3,9.403017,1,malignant
9.11174,9.961113,9.771122,9.756374,9.925077,10,7.29366,3.442844,1,malignant
5.089934,1,1,1,2,1,3,1,1,benign
3.437372,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.549283,10.211838,8.864121,6.983623,10.160103,2.672115,3.916637,4.132023,3,malignant
7.836351,6.959802,8.959151,1,3.722016,5.52521,3,8.088418,1,malignant
2.349634,1,1,1,2,1,2,1,1,benign
1,3.166991,3.169793,1,2,1,7.885718,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.649534,1,1,1,2,1,1,1,1,benign
5.665336,4.051555,7.638425,1,2,1,9.378817,10,1,malignant
5.280571,7.665408,6.278648,6.618275,5.211085,2.321238,5.578718,10,10.096227,malignant
2.626762,1,1,1,4.839423,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
5.064515,1,2,1,2,1,3,1,1,benign
4,7.453853,6.614291,10.36853,6.943357,1,3,5.020958,1,benign
4.895448,4.50109,7.051941,6.559589,2,6.516143,2,2.306722,4.259265,malignant
6.58635,9.98414,10.535505,6.203155,9.028138,8.861798,7.165243,10,1,malignant
2.666722,2.766382,1,1,2,1,3,10,1,benign
1,1,1,1,3.872608,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.01054,4.57317,6.29317,5.77974,4.360263,9.723792,5.552559,8.518187,11.563675,malignant
1,1,1,1,2,1,2,1,1,benign
3.129807,1,1,1,2,1,1,1,1,benign
5.428775,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.502484,3.252479,2.993818,9.803861,5.173805,10,1,5.932332,1,malignant
7.737354,2.123713,2,2,3,10,2,5.098209,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,2,2,2,1,2,1,1,benign
2.837998,1,1,1,2,1,1,1,1,benign
4,1,3.640171,1,1,1,2,1,1,benign
1,1,1,1,3.648365,1,1,1,1,benign
4,1,1,1,1,1,1,1,1,benign
3.350776,1,1,1,2,1,1,3.841244,1,benign
5.274248,2.777677,2,1,3,1,1,2.770348,1,benign
8.243178,10.009371,6.457604,6.434852,5.314251,6.684102,7.802453,8.856701,9.420723,malignant
4,5.858341,4.891305,2,4.515336,10,8.635167,10,3,malignant
5.417892,4.357191,4.274498,7.514047,3.985029,10,6.546104,3.883409,1,malignant
3.188477,1,1,1,2,1,1,1,1,benign
5.598814,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.451684,4.142102,7.641523,10.033745,3,10,7.732477,1,1,malignant
11.058487,1.746774,3.703284,1,3,10,3,5.296129,7.879005,malignant
1,1,1,1,2,1,3,1,1,benign
5.237686,3.156571,2,1,2,1,3,1,1,benign
1,2.3902,3.810907,1,3,1,1,1,1,benign
7.280095,9.745317,10.109202,3.118738,2,8.619316,3.941948,5.649973,1,malignant
2.766153,1,1,1,2,1,3,1,1,benign
2.121172,1,1,4.698592,4.617723,1.713295,1,1,1,benign
7.595675,10.308938,10.148102,4.103743,3.859815,10,3.857581,2.450903,1,malignant
3.410883,1,1,3.482693,2,1,1,3.039941,1,benign
4,2.453031,3.864188,3.79866,4.307578,10,6.313351,1,2,malignant
9.230515,1,1,1,2,4.895904,2,1,1,benign
2.561896,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
9.882106,9.604016,10.211873,2,5.806525,2.968138,8.484474,1,1,malignant
4.833107,1,1,1,2,1,3,1,1,benign
2.707999,3.13258,2,1,4.379027,1,1,1,1,benign
6.864859,6.286509,5.577315,8.980332,8.404936,10,7.817511,1,9.361712,malignant
5.465423,1,1,1,2,1,3,1,1,benign
5.509994,1,1,3.063796,3,1,1,1,1,benign
8.826307,1,1,2,2,1,2,1,1,benign
5.329388,1,1,1,2,1,2,1,1,benign
10.085069,6.909921,10.480975,3.895307,6.63537,7.25183,4.336034,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
2.937258,1,1,1,2,1,1,1,1,benign
2.50848,1,1,1,2,1,3,1,1,benign
9.452008,3.723637,6.05356,2.74196,3,10,2,10,1,malignant
4,1,1,1,1,1,3,1,1,benign
8.215661,1,2,3.513924,10.713444,2.19894,8.434941,7.967019,1,malignant
5.277178,10.544316,8.722958,5.469206,6.891534,1,3.673773,2.32664,6.711905,malignant
4.666922,4.634495,3.588615,4.843965,3,10,4.599304,2.101992,8.052005,malignant
11.315063,10.261145,8.373074,5.7911,3.884019,10,7.517712,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.504812,1,1,1,1,2.535396,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.805224,2.384203,5.681385,10.059563,2,10,4.96811,5.128869,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.125892,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.642301,4.316579,4.163051,10.221056,3,1,2,3.558064,5.783464,malignant
1,1,1,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.381444,1,1,1,2,1,3,1,1,benign
9.970857,10.225977,10.820217,6.338676,3,6.02307,6.159048,10,3,malignant
4.565273,6.840669,4.49679,9.011715,3,10,8.092911,10,1,malignant
4,1,2,1,2,1,3,1,1,benign
7.717992,2.872843,4.819675,1,6.750819,2.158838,3,4.511313,1,malignant
2.610317,1,1,1,2,1,3,1,1,benign
1,2.975809,3.530572,1,2,1,1,2.35828,1,benign
1,1,1,1,2,1,3,1,1,benign
3.002753,1,1,1,2,1,4.680306,1,1,benign
5.684242,3.562126,6.570557,9.74636,7.961655,10,7.866233,2.266821,4.876349,malignant
5.02803,1,3.949753,2,2,1,2,1,1,benign
10.650039,6.329382,8.320922,3.390631,3,10,7.946537,1,3,malignant
5.578228,1,1,1,2,3.296825,1,1,1,benign
4.905799,1,1,1,3,1,1,1,1,benign
1,2.233765,2,2.739125,3,1,3.848366,1,1,benign
3.29891,1,1,1,3,1,2,1,1,benign
2.193304,1,3.786597,1,2,1,1,1,1,benign
9.773251,4.440399,8.808793,1,8.467353,10,7.921414,3.705937,1,malignant
5.050999,1,1,1,2,1,2,1,1,benign
5.330338,6.714841,5.662574,3.491386,4.853749,7.212504,5.866646,4.682072,2,malignant
1,1,1,1,2,1,3,1,1,benign
1.891024,1,1,6.563369,2,1,1,1,1,benign
2.996633,1,1,1,2,1,1,1,1,benign
9.087739,10.416036,10.019649,7.244462,9.839803,10,6.314856,2.588184,2,malignant
1,1,1,1,2,1,1,1,1,benign
4.6001,1,1,1,2,1,1,1,1,benign
9.17816,9.383719,8.914309,3.185581,6.256133,10,7.280112,2.500621,5.680999,malignant
2.217334,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,2.546444,2,2,2,1,9.250852,2.454202,1,benign
4,1,1,4.322251,2,2.750249,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
8.916574,4.779883,7.264763,5.734845,4.601752,10,7.27076,5.736499,3,malignant
2.430496,1,1,1,2,1,3,1,1,benign
4,2.129832,4.979689,1,3,1.323353,7.13365,5.433904,2,malignant
4,1,1,1,1,1,2,1,1,benign
2.070959,7.781523,5.652517,1,8.133834,1,4.382158,10,1,malignant
4,2.013606,2,1,2,1,3,1,1,benign
1,3.894569,3.867314,6.569021,5.499398,10,2,3.159241,1,benign
3.396436,7.11973,3.258011,2,3.625667,10,5.596588,7.953685,8.224951,malignant
9.796885,4.934118,3.887613,2,7.354611,1,4.798956,5.231999,1,malignant
2.808135,1,1,1,2,1,2,1,1,benign
8.563104,6.56728,3.919713,10.088969,4.261546,10,8.581218,8.015865,1,malignant
1,1,1,2,2,4.24657,2,1,1,benign
9.09007,4.044753,4.619621,5.398978,2,10,6.018035,4.348939,1,malignant
1.428479,1,2.681239,1,2,1,1,1,1,benign
4.648581,1,1,1,2,1,1,1,1,benign
2.697682,1,1,1,2,1,3,1,4.364652,benign
1,1,1,1,2,1,3,1,1,benign
2.610598,2.660615,2,10.435383,2,10,7.152454,4.397555,1,malignant
8.461461,4.021113,3.993439,3.480038,2,6.016498,8.971513,7.821014,9.087121,malignant
5.423481,2.188645,3.032309,1,7.085434,8.231154,7.704153,10,1,malignant
10.243379,2.110999,2.599804,1,7.575469,1.471332,3.904293,7.677485,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.142222,1.563005,1,2.798615,3,1,2,1,1,benign
9.107143,8.206534,6.261098,2,3,10,7.710232,7.634176,1,malignant
1,1,1,1,2,1,2,1,1,benign
4.183721,1.992472,1,1,3,1,1,1,1,benign
5.172911,5.567161,9.288239,9.875451,4.895048,10,4.892356,3.988168,11.451686,malignant
4.817641,1,1,1,2,1,1,1,2,benign
8.601478,6.499208,5.831527,5.906135,3,7.42756,9.508897,1,2,malignant
5.332808,4.778159,9.30068,10.039749,2,10,6.398846,7.180946,1,malignant
7.775961,7.341164,5.521206,5.613492,3,10,8.750505,9.094644,6.912749,malignant
3.101748,1,1,1,2,1,2,1,1,benign
4,1,1,3.411986,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.523044,1,2,1,2,1,1,1,1,benign
3.11,1,2,1,2,1,1,1,1,benign
2.963679,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.732526,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.001783,5.342566,4.527728,10.62906,3.443723,10,8.759388,2.630956,2,malignant
1,1,2,1,2,1,2,1,1,benign
2.427577,1,1,2,3,1,3,1,1,benign
8.498941,4.426537,4.954768,2,4.030538,10,8.120346,7.479161,1,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
5.375956,2.637285,9.627599,2,2,1,1,1,1,benign
8.346346,9.444888,8.240016,10.014604,8.532428,10,4.10716,7.509263,1,malignant
4,1,1,3.624585,1,1,2,1,1,benign
9.051839,4.128359,6.686107,2,9.466859,6.330945,5.291983,3.921917,1,malignant
1,1,1,1,2,1,2,1,1,benign
8.046134,1.971031,3.245525,2,3,1,5.299515,10,1,malignant
1,1,1,1,1,1,3,1,1,benign
9.082084,6.33998,10.071763,5.604036,3.872811,3.091117,6.757546,4.674674,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.918116,1,3.251417,1,2,1,3,1,1,benign
8.964385,7.04227,8.714656,2.960039,6.164994,10,7.15682,1,1,malignant
4.980582,1,2,1,2,1,1,1,1,benign
7.949274,7.165286,5.942432,3.371704,4.39246,10,6.195963,1,10.029338,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.123023,1,1,1,2,1,2,1,1,benign
2.47552,2.850779,10.630916,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.981504,1,1,1,2,1,2,1,1,benign
9.434675,6.009259,11.650221,1,4.696865,1,7.297491,10,1,malignant
8.076905,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.496148,1,1,1,3,6.771836,2,1,1,benign
6.396131,7.641424,4.913607,5.880189,6.529533,10,8.129299,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.346464,6.358118,3.052304,9.812692,9.682288,10,8.017718,4.309257,2,malignant
2.5565,1,1,1,2,3.405636,1,1,1,benign
5.906718,1,1,1,2,1,1,1,1,benign
2.267999,3.441045,2,1,4.146723,1,2,1,1,benign
5.036406,1,1,1,3,1,1,1,1,benign
1,1,1,2,2,2.370019,1,1,1,benign
5.413787,1,1,2.728825,2,1,2,1,1,benign
4.787877,1,3.234066,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.188586,7.436387,4.785073,1,7.451299,3.92589,4.530797,8.085655,1,malignant
1,1,1,1,2,1,1,1,1,benign
8.596238,7.602012,6.048442,2,9.352467,3.020308,7.121099,10,6.966461,malignant
5.373316,2.99651,6.400629,1,2,4.356695,3.481479,1.904971,3,malignant
1,1,1,1,2,1,2,1,1,benign
2.597434,1,2,2,2,1,1,1,1,benign
5.1934,1,1,1,2,5.246775,1,1,1,benign
3.459962,1,1,2,2,1,2,1,1,benign
10.228488,10.130239,1,9.48455,5.495445,10,8.618164,1,3,malignant
2.278706,2.787644,2,1,3,1,2,2.957274,1,benign
1,1,2,1,2,1,3,1,1,benign
1.526383,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,3,benign
8.954198,10.486174,8.042185,3.570724,3.783569,9.296785,4.1412,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,3.555249,1,2,1,3,1,1,benign
1.815608,1,1,1,2,1,3,1,1,benign
4.868371,1,1,1,2,1,1,1,1,benign
4,4.411031,3.460169,1,1,1.989869,4.995746,2.454282,1,malignant
9.192309,2.682709,9.445295,1,6.501072,3.361687,3.901508,8.128838,5.901805,malignant
1,1,1,1,2,1,3,1,1,benign
4,6.684697,4.794668,1,2,1,3,7.860321,1,benign
9.186114,10.038724,9.693204,9.872687,4.534634,10,7.688861,3.740559,10.672617,malignant
5.399407,1,1,2,2,1,3,1,1,benign
4.439751,1,1,1,2,1,3,1,1,benign
5.487609,1,1,1,1,1,2,1,1,benign
5.377236,10.2442,10.100497,1,10.969243,3.578577,3,7.233615,9.701137,malignant
9.639276,6.826224,3.889691,6.72248,6.628728,10,6.48812,4.842301,4.928306,malignant
2.020019,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.277526,3.487122,2,1,2,1,1,8.426004,1,benign
4,1,1,1,2,1,2,1,1,benign
2.515618,2.712894,1,2,2,1,1,1,1,benign
1,1,1,1,2,9.02941,1,1,1,benign
2.566892,1,1,1,2,1,2,1,1,benign
1,3.439384,3.835558,2,2,1,3,1,1,benign
3.39391,1,1,2,2,1.710993,3,1,1,benign
2.423063,2.189721,1,1,2,1,3,1,1,benign
1,10.220555,5.912317,10.343145,3,3.390489,5.112458,2.529476,1,benign
11.462868,4.290089,5.896462,6.203296,4.702225,7.062474,7.537525,1,3,malignant
2.62237,7.95091,5.955778,3.433316,4.396342,10,3,1,1,malignant
2.498815,1,1,1,2,2.640592,3,1,1,benign
2.829666,1,2,1,2,1,1,1,1,benign
5.392371,7.697061,6.77598,4.177342,3.325326,4.48986,9.42779,1,8.030023,malignant
3.557594,1,1,1,2,1,2,1,1,benign
1,1,1,2.440613,2,1,3,1,1,benign
5.782958,1,1,1,2,1,2,1,1,benign
5.258192,2.55856,1,1,2,2.773158,2,2.644672,1,benign
2.719206,1,1,1,2,1,3,1,1,benign
10.436699,7.278086,3.898276,2,6.44068,2.698551,3,5.232141,3,malignant
5.469158,1,1,2,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.290798,10.149965,8.27415,8.293337,3,6.395095,4.964867,8.295963,3,malignant
5.149359,1,1,1,2,1,2,1,1,benign
6.016122,1,2.591699,1,2,1,1,4.929774,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,1,1,2,1,1,benign
3.072914,1,1,1,2,3.712639,2,1,1,benign
4,2.185384,2,1,2,1,3,1,1,benign
2.595645,2.363722,5.983426,10.236041,2,10,3,5.299039,1,malignant
1,1,1,1,1,1.689718,3,1,1,benign
7.748696,10.552373,9.24555,5.705918,8.200996,1,7.194742,2.639746,1,malignant
1,1,2,1,2,1,3,1,1,benign
9.126821,3.697696,5.232495,4.349944,9.995187,2.463071,6.79045,8.221487,7.728142,malignant
1,1,1,1,1,1,1,1,1,benign
2.506571,1,1,1,2,1,3,1,1,benign
5.223459,3.093811,3.010035,2,4.2861,10,4.461812,1,7.551103,malignant
1,1,3.055259,1,3,1,1,1,1,benign
6.163858,1,3.387528,1,2,1,2,1,1,benign
1,3.890521,2.982475,2,9.396772,1,3,2.633342,1,benign
10.932843,1,7.647499,9.595212,4.582785,4.974095,3,1,1,malignant
1,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,2,1,2,1,3,1,1,benign
4,1,3.598197,1,3,1,1,1,1,benign
4,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,3.120807,3,1,1,benign
4,2.852869,3.196488,1,1,1,3,1,1,benign
1.975092,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.726602,1,1,3.31094,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.716784,9.839778,2,9.799315,6.150626,10,6.769171,10,3,malignant
9.813625,9.680014,10.466846,3.224198,3,4.37723,7.769926,10,1,malignant
5.069648,7.359609,8.238553,8.875149,3,10,5.55057,1,2,malignant
2.6847,2.521169,3.715771,1,2,3.069519,4.428252,10,1,malignant
3.119934,1,1,1,2,1,1,1,1,benign
3.048124,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.446875,9.23342,3.970174,2,1,5.019849,8.447759,3.072857,1,malignant
1,1,1,1,2,1,2,1.946201,1,benign
3.090046,1,1,1,2,1,3,1,1,benign
1,1,1,3.048784,2,3.080096,1,1,1,benign
5.319417,3.043759,2,1,2,1,1,1,1,benign
1.112652,2.295675,1,1,2,1,2,1,1,benign
5.28821,1,1,1,1,1,1,1,1,benign
9.230698,4.727973,3.933428,1,4.618064,2.014609,6.866568,1.996725,1,malignant
2.363238,1,1,1,2,1,1,1,1,benign
2.524824,1,1,1,2,1,3,1,1,benign
1,2.569057,7.392394,3.770898,3,10,3,2.609703,1,malignant
4.826256,3.022023,2,2,3.676484,2.495246,4.861465,6.757524,1,benign
5.275597,1,1,1,2,1,1,1,1,benign
3.102681,1,1,2,2,3.043023,1,2.870899,1,benign
3.077508,2.616629,2,1,2,1,1,2.443553,1,benign
3.079724,1,1,1,2,1,1,1,1,benign
5.010402,1.73194,2,1,2,1,2,3.033518,1,benign
4.625129,1,1,1,2,6.194355,2,1,1,benign
2.832147,1,2,1,2,1,3,1,1,benign
5.256745,7.056665,1,3.938237,8.204358,5.147376,9.217865,1,3,malignant
6.231807,6.707015,5.930022,2.872239,3,2.719909,3,8.929383,1,malignant
4.820019,1,1,1,2,1,1,1,10.799169,benign
5.320352,10.188064,3.981915,3.990056,3.645161,6.574483,7.361906,9.012192,2,malignant
4,1,1,1,2,1,3,1,1,benign
1,3.112859,2,2,4.189499,8.208772,3,1,1,benign
3.225292,1,1,3.63041,3,1,2,1,1,benign
4.943138,1,1,1,2,1,3,1,1,benign
4,1,1,2.524269,2,1,1,1,1,benign
9.534376,6.614104,3.617555,7.738147,3,10,4.283394,8.456235,1,malignant
7.669591,4.518038,4.296981,10.357777,7.257324,10,5.171488,2.419417,1,malignant
3.556307,1,2,1,2,1,1,1,1,benign
10.216202,4.024644,6.826589,3.709282,2,5.285562,2.636826,2.114625,3,malignant
1,1,1,1,2,1,2,1,1,benign
5.584375,5.344495,1,10.254099,3,10,3,6.957023,2,malignant
7.203902,9.764042,9.805996,6.727098,5.079019,10,8.980491,10,1,malignant
9.909928,4.388217,8.908594,2,7.702584,10,4.282557,7.976812,7.628432,malignant
1,1.961858,2,2.761955,2,1,1,9.620015,1,benign
10.167149,2.448949,4.40031,1,4.305853,10,3,1,6.762326,malignant
2.358319,5.010481,4.950605,6.750347,3.747285,10,4.926094,2.116419,6.574267,malignant
5.709782,1,1,1,2,1,1,1,1,benign
2.177887,1,1,1,2,1,3,1,1,benign
8.928339,5.33302,3.681099,8.306851,5.592418,10,7.37456,2.913163,1,malignant
8.579291,10.222335,9.339095,3.183856,2,10,9.62339,8.324525,1,malignant
4,1,1,1,1,1,2,1,1,benign
2.614898,1,1,1,2,1,1,1,1,benign
1,1,2,1,3,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.85289,4.934746,4.980834,6.753498,7.879078,2.522579,6.568211,1,1,malignant
5.160195,1,1,1,2,1,2,1,1,benign
3.03782,2.325909,6.61749,1,2,1,1,1,1,benign
2.901275,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.98168,1,1,1,2,10,3,10,2.680366,malignant
7.96157,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
8.11295,1,2,1,2,1,2,1,1,benign
2.936167,1,4.035419,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.389674,6.366804,5.433497,8.200852,6.228179,5.879954,9.777322,4.699058,3,malignant
2.842519,3.109946,9.536919,1,2,1,2,1,1,benign
2.444744,1,1,1,2,1,2,1,1,benign
1,1,3.448955,1,3,1,5.35427,1,1,benign
2.952881,1,1,3.401045,2,2.735573,1,1,1,benign
5.058992,1,2,1,2,1,2,1,1,benign
2.200307,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1,1,benign
10.009509,4.119438,5.143116,1,3,10,4.181278,10,1,malignant
7.532965,7.172251,5.599653,3.756414,8.436844,8.221894,7.564079,2.267368,3,malignant
4.938483,10.036261,9.434237,9.637553,10.640216,10,8.206393,10,3,malignant
1,2.898629,1,1,4.337096,1,2,1,1,benign
5.292246,6.52816,8.457324,6.295121,4.332598,10,4.114359,1,1,malignant
4.553142,1,1,1,2,1,3,1,1,benign
7.662972,9.909577,8.012794,7.900992,6.654057,5.265798,4.827803,1,7.95444,malignant
5.171411,7.19157,9.040958,1,8.664539,10,3,10,9.577915,malignant
5.445306,1,1,1,2,1,1,1,1,benign
3.160468,1,1,1,3,1,1,1,1,benign
4.770229,1,1,1,2,1,1,1,1,benign
8.367895,3.060594,3.737176,4.066011,2,10,4.040449,10,6.86574,malignant
3.400605,1,1,1,1,1,1,1,1,benign
2.409293,2.610124,2.969338,3.845103,2,1,1,1,1,benign
5.223538,1,1,1,2,1,1,1,1,benign
6.963335,7.089853,4.880396,3.546207,7.763071,4.781644,4.109209,10,5.799847,malignant
1,1,1,1,2,1,1,1,1,benign
2.823839,3.224676,1,1,2,3.642538,1,1,1,benign
10.980959,9.508607,3.479425,7.600033,7.432176,3.893408,6.956046,2.524813,1,malignant
10.093417,7.630701,5.911074,7.608652,6.7111,10,7.407042,1,1,malignant
5.1241,2.413307,2,1,4.266775,1,1,1,1,benign
5.029439,1,1,1,3,1,1,1,1,benign
9.773708,5.057992,8.334396,9.429065,3.453153,2.591264,8.723997,2.142731,1,malignant
4.975198,1,1,1,1,1,1,1,1,benign
5.168696,1,1,1,2,1,2,1,1,benign
5.487887,4.5536,6.03268,2,5.02601,10,8.058161,2.548753,1,malignant
5.427682,5.936735,3.665346,6.970475,3.593161,10,7.638635,10,1,malignant
1,1,1,3.657741,2,1,2,1,1,benign
5.748338,7.490102,5.287325,5.019865,3,1,3,7.649147,3,malignant
2.593198,1,1,2,1,1,1,1,1,benign
9.831196,7.277724,3.513435,5.182908,3,10,5.169142,1,9.7735,malignant
1,1.809828,3.164549,1,2,1,3,1,1,benign
5.074923,1,1,2,3,1,1,3.08847,1,benign
3.396372,10.378128,5.204469,10.282743,8.516165,10,7.935172,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.403271,1,1,2.665467,2,1,1,1,1,benign
2.730452,1,3.278846,1,3,1,3,1,1,benign
1,1,1,1,2,2.235589,1,1,1,benign
5.04831,4.292915,4.679559,2.957451,7.664372,10,4.824634,4.991086,2,malignant
4.757718,2.812628,1,1,1,1,2,2.832909,1,benign
3.404622,1,1,1,2,1,2,1,1,benign
4.44469,1,2,1,1,1,1,1,1,benign
4.833287,1,1,2,2,1,3,7.611756,1,benign
1,1.726159,4.414562,1,4.607276,1,2,4.89161,1,benign
4.890957,1,1,1,2,1,1,1,1,benign
4.910165,2.516933,1,1,2,1,1,2.613636,1,benign
1,1,1,1,5.222423,1,3,1,1,benign
5.383009,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.007487,8.399648,10.066302,6.665867,4.263122,10,3,10,1,malignant
2.455943,1,1,3.818928,2,1,2,1,1,benign
9.978284,6.436656,5.80174,3.521461,4.33716,10,10.068643,8.616494,8.583187,malignant
9.114474,4.466505,5.933735,2,2,3.059158,6.920764,8.638366,1,malignant
3.604893,1,1,1,2,1,3,1,1,benign
9.121993,7.239197,9.656542,5.185825,4.616787,7.907594,8.713578,2.889113,3,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,2.281441,1,benign
5.918925,6.748059,3.194015,6.526625,3,10,5.360839,10,1,malignant
2.97303,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.698114,1,1,1,2,1,2,1,1,benign
1,2.400688,2,1,2,5.574622,2,1,1,benign
2.333563,1,1,1,2,2.10238,2,1,1,benign
4,1,1,1,2,1,3,2.604623,1,benign
1,1,1,1,2,1,3,3.026539,1,benign
1,1,1,1,2,1,3,1,1,benign
2.68569,1,1,6.941489,2,10,1,1,1,benign
1,9.698557,8.866593,10.037494,4.489113,3.09965,8.239987,2.558582,1,malignant
4,1,1,1,2,1,1,2.358861,1,benign
9.292988,8.786415,9.515578,5.7146,5.55614,3.16819,5.529947,2.140358,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,4.356337,2,1,2,1,1,benign
3.113047,1,1,1,3,1,1,1,1,benign
1,1,3.306991,1,2,2.661429,1,1,2,benign
8.910159,6.830333,6.106123,6.480247,3.452914,3.95754,8.89283,10,1,malignant
7.798401,10.045214,2,3.173917,4.015631,2.860406,3.675631,2.652025,1,malignant
2.834946,1,1,3.294973,2,1,2,1,1,benign
2.760261,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
8.718414,9.883785,3.348714,6.101665,8.286569,3.046763,8.472477,4.140082,1,malignant
4,1,3.530395,2,2,1,1,1,1,benign
2.381458,3.179256,2,1,5.087319,1,3.583414,1,1,benign
5.365704,9.906292,3.779758,2,5.307651,10,8.644735,10,8.035107,malignant
5.2773,1,1,1,1,1,3,1,1,benign
3.301828,1,1,1,1,1,1,1,1,benign
2.763585,1,1,1,2,1,1,1,1,benign
11.603691,5.661243,6.530565,2.912663,4.376163,10,3.50319,6.783288,9.523446,malignant
2.703953,1,1,1,2,1,3,1,1,benign
8.732456,7.254012,1,3.589941,6.893215,2.585166,3,1,1,malignant
5.179989,1,1,1,2,1,1,1,1,benign
1,2.462793,1,2,1,1,3.56282,1,1,benign
10.257027,10.035085,10.040481,5.979462,7.749149,10,6.675356,10,1,malignant
1,1,1,1,2,1,3,1,1,benign
5.375742,1,1,7.808667,2,2.309393,1,1,1,benign
8.77534,4.52057,1,5.844326,8.253664,10,7.467768,2.231512,2.608818,malignant
4.955942,7.044562,9.281874,6.962219,8.002803,5.98649,7.506018,1,3,malignant
9.197185,7.698829,9.174766,5.701689,8.300453,10,3,3.619291,1,malignant
5.33225,8.544198,8.749128,10.225222,5.549271,10,8.205749,10,4.896218,malignant
9.94331,4.482276,5.62781,1,3,1.787728,7.055581,4.768452,1,malignant
4,10.051804,9.664028,2,3,10,5.675182,4.725781,8.987926,malignant
2.230923,1,4.066122,1,2,1,1,1,1,benign
7.937782,1,2,1,1,1,3,1,1,benign
4,1,2,1,2,1,3,1,1,benign
2.436345,1,1,1,2,1,3,1,1,benign
1,2.303495,2,1,2,1,2,4.101788,1,benign
3.16668,1,2,1,2,1,2,1,1,benign
1,1.978153,2.979417,1,2,1,2,5.774309,1,benign
10.350129,2.652101,3.59451,2,4.576884,2.629591,4.466363,5.046655,1,malignant
4,1,1,1,2,1,2,2.598135,1,benign
2.376339,1,1,1,3,1,3,1,1,benign
1,1,1,1,1,1,2,1,1,benign
3.061806,1,1,1,1,1,1,1,1,benign
5.039209,1,1,1,2,1,1,1,1,benign
5.436183,1,8.80403,9.441814,2,10,2,1,1,benign
8.533015,6.873584,3.975116,6.441382,8.265079,10,7.872259,6.75547,1,malignant
4.897046,1,1,2,2,2.452875,1,1,1,benign
4.907584,9.922222,11.160581,5.238412,5.9617,10,4.735241,7.107166,1,malignant
10.353432,5.765539,7.995156,7.530592,4.227835,6.722012,4.914495,1,7.875599,malignant
1,1,1,1,2,1,2,1,1,benign
2.287191,1.892414,2,1,2,1,3,1,1,benign
2.442001,1,1,4.113443,2,1.909116,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.777698,1,1,1,2,1,2,1,1,benign
8.677641,9.693028,9.860273,10.111548,6.977855,10,9.154984,7.6894,1,malignant
5.755716,1,3.32002,3.449286,1,1,1,1,1,benign
4.508187,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,4.713151,2,1,1,benign
5.250348,1,1,1,2,1,3,1,1,benign
9.943747,7.760037,10.034964,7.086903,7.879855,10,9.826919,10,1,malignant
8.102153,4.601755,5.344734,1,4.882917,2.45924,8.555409,5.521584,3,malignant
1,1,1,1,2,1,2,1,1,benign
4.026407,1,1,1,2,1,2,1,2,benign
2.805381,9.69765,9.415691,10.294816,4.927794,10,8.654509,2.179946,1,malignant
6.077092,6.203091,9.560645,3.993111,4.380364,4.792773,9.609572,1,3,malignant
6.744126,10.037715,8.684381,9.989838,5.19658,10,5.015511,2.279829,1,malignant
1,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
5.022137,4.341506,5.633457,4.034153,4.065699,8.100034,4.919503,10,2,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1.92588,2,1,1,benign
4.748358,1,1,1,2,1,3,1,1,benign
5.668189,1,1,1,2,1,1,1,1,benign
2.617163,1,1,1,1,1,2,1,2,benign
2.271731,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
4.432788,2.3138,2,3.587701,4.6168,10,3,4.867257,2,malignant
4,1,1,1,2,1,3,1,1,benign
5.623654,1,1,1,2,1,3,1,1,benign
5.329496,1,1,1,2,1,3,1,1,benign
2.935246,6.713184,9.378499,6.525911,4.795689,10,4.255474,7.597959,1,malignant
7.283649,7.818393,3.966072,4.757602,9.705671,7.284493,2,10,1,malignant
1,1,1,1,2,1,1,1,4.9592,benign
10.000211,6.448515,6.283173,6.072049,8.270667,10,5.535126,6.931365,1,malignant
4.678102,8.241173,9.506318,2.945552,9.523007,6.761819,3,4.009235,8.780191,malignant
4,1,1,1,2,1,1,1,1,benign
9.141227,10.010827,2,6.121777,9.800788,3.484949,3,10,1,malignant
4.38688,4.756393,5.587414,7.589111,3,6.953827,2.861998,8.041426,1,malignant
6.542556,4.163709,2.542191,6.99275,10.492909,10,6.932881,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,3.094942,2,2,2,1,1,1,1,benign
7.19658,7.768363,5.684596,8.020115,8.883914,10,8.074977,6.534026,3,malignant
8.019301,4.698963,2.982314,3.691683,2,9.748516,8.48946,2.181229,1,malignant
5.164033,10.208987,10.074475,7.729385,4.900564,10,7.984821,10,1,malignant
2.726351,3.037922,2,1,2,1,2,1,1,benign
2.814657,1,1,1,2,1,1,1,1,benign
4.995336,4.797498,6.316457,9.463697,2,10,3.433788,4.717675,1,malignant
2.505485,1,1,1,2,1,2,1,1,benign
2.205326,4.190083,9.669608,9.76458,3,1,4.57372,2.446944,2,malignant
8.120842,4.460766,3.296031,9.792295,5.652321,10,7.343278,1,1,malignant
4,1,2.750863,1,2,1,3,1,1,benign
7.53103,2.139099,5.343787,3.330016,2,10.023677,1,3.193634,1,malignant
5.218125,1,1,1,2,1,1,1,1,benign
5.543664,1,1,1,2,1,3,1,1,benign
10.359494,10.017475,7.700214,10.1323,5.166221,10,3,3.498839,1,malignant
5.122579,2.471503,5.802934,2,3,10,3,7.184646,1,malignant
5.438984,1,1,4.49148,2,1.893269,3,1,1,benign
3.139714,1,3.365595,1,2,2.791601,1,1,1,benign
5.42368,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,3,1,1,benign
9.887183,7.324512,2.838129,9.799508,4.109438,1,3.772786,7.503298,1,malignant
4.510201,1,3.761832,1,2,1,1,1,1,benign
2.662541,1,1,1,2,1,1,1,1,benign
3.527994,1,1,1,2,1,2,1,1,benign
4.904979,2.007899,3.252447,2,11.301545,10,4.283459,2.651454,1,malignant
3.172037,1,2.873332,1,2,1,3,1,1,benign
4.798884,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.908024,10.223393,4.046044,5.888159,4.680752,10,7.008764,2.376897,8.206772,malignant
1,1,2,1,2,1,1,1,1,benign
7.385581,6.833837,6.54303,2.66906,5.208738,1.83372,6.918858,10,1,malignant
3.130136,1,1,1,2,5.201776,1,1,1,benign
7.656436,4.705733,8.078078,1,7.478121,10,7.210006,2.676306,2,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,1,1,1.944825,1,benign
6.051777,2.65891,4.104683,2.307543,7.725204,2.862587,3,1,1,malignant
9.144214,7.21738,3.180331,7.259025,4.775029,7.525016,7.49515,8.465391,1,malignant
4,1,1,1,2,1,2,1,1,benign
2.127212,1,1,1,2,1,2,1,1,benign
5.008469,6.84962,5.192356,6.737916,1,5.277948,5.670357,4.022549,2,malignant
5.172237,4.855611,6.614686,4.481277,6.497607,1.1911,8.311437,7.99555,3,malignant
3.250561,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
7.66011,6.216247,5.746828,1,4.638938,1,8.453647,7.875076,9.761281,malignant
4,1,1,1,2,1,2,1,1,benign
4,1,2,4.969347,2,10,3,1,1,benign
5.376518,1,1,1,1,1,2,1,1,benign
8.891964,10.115506,5.406103,3.520526,11.328682,10,10.105946,10,1,malignant
5.750382,1,1,1,2,3.345402,1,3.537991,1,benign
5.534316,1,1,1,2,1,2,1,1,benign
2.112329,1,1,1,2,1,3,1,1,benign
2.776254,1,1,1,2,1,3,1,1,benign
1,1,2.761861,1,2,1,1,1,1,benign
7.660383,9.35335,9.348418,3.751952,6.954981,10,8.403156,10,3,malignant
3.416214,1,1,1,2,1,1,1,1,benign
8.477988,6.266971,9.905345,2,2,10,5.367328,10,1,malignant
1.883766,1,2,1,2,1,2,4.91006,1,benign
7.987137,9.721544,9.848947,10.109389,4.545212,10,9.009327,3.080104,2,malignant
8.801174,9.789671,9.57134,10.082955,7.253856,2.257976,9.494104,10,9.418698,malignant
1,1,1,1,2,1,2,1,1,benign
4.9009,1,1,1,2,1,2,1,1,benign
3.240988,1,1,1,2,1,2,1,1,benign
9.76962,10.15411,10.697484,3.106976,3,10,6.751368,6.224334,1,malignant
8.741629,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,2.645719,3.34342,2,2,1,2,1,1,benign
9.730937,10.459722,8.567891,9.994921,10.080848,10,3.516101,10,1,malignant
5.0699,1.696084,1,1,2,1,1,2.182943,1,benign
2.591118,2.89137,1,2.802703,2,3.069681,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.582788,4.47881,5.97045,6.561474,2,10,9.888691,2.334435,3,malignant
4,1,1,1,2,10,3,1,1,benign
3.105219,1,1,1,2,2.861946,1,1,1,benign
2.048997,1,1,1,2,10,2,1,1,benign
5.359807,1,1,1,2,2.989423,3,1,1,benign
2.299081,7.395394,4.521714,6.96049,4.136598,7.189354,5.487514,5.524822,2,malignant
5.369006,7.194444,4.794489,1,3,10,2,10,1,malignant
9.408166,7.085173,6.966552,3.205798,4.60491,10,8.314057,4.114079,1,malignant
4,9.978701,8.443444,7.020516,9.202687,10,8.89995,9.210194,6.638077,malignant
11.227309,9.696908,8.123706,5.723855,6.196962,10,8.492797,2.297646,6.777632,malignant
5.412781,4.296564,9.602376,10.375838,3,2.263753,7.456019,6.409912,5.189351,malignant
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,3,1,2,1,1,benign
4,1,1,2,2,3.631811,1,1,1,benign
1,1,1,2,2,1,3,1,1,benign
1,4.616282,3.356643,9.707674,3,1,7.464113,10,2,malignant
1,1,1,2,2,3.599988,1,1,1,benign
1.994513,1,1,1,1,2.381406,1,1,1,benign
1,2.631799,2,1,2,1,2,1,1,benign
2.598991,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.413595,4.267764,6.572803,2.6203,4.831401,10,6.752048,6.451856,3,malignant
4.849142,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.832688,4.388072,5.928367,6.408796,4.406625,10,3,1,2,malignant
1,2.243924,1,2,2,2.595493,1,2.057086,1,benign
4,1,2,1,2,1,1,1,1,benign
2.397439,2.262033,2,3.274674,2,4.740841,2,7.27524,1,benign
4,3.516459,8.928637,7.900766,3,1.984111,10.484134,1,3.776885,malignant
2.779436,2.722616,1,1,2,1,7.499091,1,1,benign
2.247785,3.790465,3.044789,1,3,5.070118,2,1,2,malignant
5.972914,2.792851,1,1,2,1,3,1,1,benign
1,1,1,1,2,0.223955,3,1,1,benign
2.888676,1,3.755222,1,1,1,3,1,1,benign
2.148612,1,2,1,2,1,1,1,1,benign
2.564836,1,1,1,2,1,3,1,1,benign
6.21583,5.383321,4.47025,2.527713,2,0.788561,4.696912,6.252618,1,malignant
4.943589,1,1,1,2,4.388206,2,2.864504,1,benign
6.917185,5.089455,5.442017,10.621912,3,10,4.783412,8.663394,8.218852,malignant
9.080415,10.376627,9.392679,3.368456,9.66767,10,4.797531,5.113319,1,malignant
4.657503,3.061223,3.699886,1,2,1,3,1,1,benign
8.261901,2.811188,2.657832,1,2,3.946215,3,4.911111,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
10.335613,3.401289,2,1,4.870064,10,3,4.102047,2,malignant
4,1,8.433455,1,2,1,3,1,1,benign
2.42573,1,1,1,1,1,2,1,1,benign
10.412461,9.879842,10.975501,9.988459,4.675429,10,9.82323,4.948327,1,malignant
4.460512,3.833742,4.725096,3.948991,3,4.177202,2,3.557322,1,benign
9.374671,7.466759,3.443846,2,9.214435,10,4.338521,4.38649,1,malignant
5.271548,1,1,1,2,1,2,1,1,benign
2.453318,1,1,1,2,1,3,1,1,benign
7.810657,10.061975,10.25864,10.052505,4.338636,10,3,9.058245,3,malignant
1,1,1,1,2,1,2,1,1,benign
6.302818,1,1,1,2,1,3,2.599477,1,benign
5.728764,1,1,1,2,1,1,1,1,benign
2.554354,5.369234,4.105227,9.768172,4.039947,2.133032,4.350018,5.501435,1,malignant
4,1.963656,2.942131,7.156878,4.577994,5.237976,3,3.459867,2,malignant
1,1,2,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.260561,6.75151,1,3.623386,4.453257,7.234777,3,10,3,malignant
5.515509,1,1,1,2,1,3,1,1,benign
1,3.257051,2,2,2,1,2,2.655997,1,benign
5.311649,2.441846,3.432022,1,4.376235,1,3,4.777152,1,malignant
3.197424,3.305445,1,3.122795,2,10,7.743257,1,1,benign
1,1,1,1,2,1,1,1,1,benign
10.424002,6.535804,9.447297,5.569254,9.155269,5.188738,7.2849,5.422706,6.63184,malignant
4,1,1,1,1,1,1,1,1,benign
8.328366,7.175874,6.57223,4.106824,3.728434,10,3,10,3,malignant
4,1,1,1,2,1,3,1,1,benign
8.76658,5.959302,9.780686,2.396432,4.427518,5.966683,3,8.287403,1,malignant
1,2.618028,2,1,8.422855,1,2,1,1,benign
5.102294,1,1,2,2,1,3,1,1,benign
2.352452,1,2,1,2,1,2,1,2,benign
5.724278,1,2,1,2,1,2,1,1,benign
6.912567,4.737836,4.912267,4.904202,6.016798,10,7.693799,2.655352,1,malignant
11.079292,8.155079,3.716707,1,4.293055,4.471949,8.332887,1,2,malignant
5.315675,1,1,1,2,10,3,1,1,benign
2.917192,1,1,3.323331,2,1,3,1,1,benign
9.195,1,1,7.523938,4.507014,10,2,4.997329,1,malignant
4.653429,3.811957,3.547446,4.982741,4.673039,2.838402,4.61014,5.969924,1,malignant
8.550261,6.612725,9.508409,3.260935,3.852231,2.530055,6.919843,10,1,malignant
9.079511,4.308315,10.843933,2,4.377265,10,8.199431,2.490704,2,malignant
4,7.053317,6.914418,9.980308,4.773382,10,5.868408,5.981057,2,malignant
9.329065,4.552444,5.282208,1,2,10,4.91996,1,1,malignant
6.461253,6.35756,5.085359,4.195012,5.699523,10,3,10,1,malignant
2.432487,1,1,2,2,3.89107,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,1,1,1,benign
2.041892,1,1,1,2,1,1,1,1,benign
3.157048,2.656028,2,2.657323,2,1,4.254916,7.43285,1,benign
1.882189,1,2.581755,1,2,1,1,1,1,benign
4,1,1,2,1,1,3,1,1,benign
5.307204,1,1,1,2,1,3,2.117135,1,benign
7.97598,10.146968,7.268417,9.328471,8.614416,5.893952,9.317256,4.635325,1,malignant
2.899374,1,1,4.089545,2,1,2,1,1,benign
10.649562,2.843991,5.426203,3.688537,2,10,3,10,1,malignant
1,5.601663,10.373949,9.563203,4.641698,7.292817,3,10,1,benign
5.882615,10.104452,8.316016,10.12073,9.401268,10,7.842597,10,3,malignant
4.704953,1,2,1,2,1,1,1,1,benign
4.347964,7.063103,7.160641,8.830887,7.168133,10,7.222032,7.959453,1,malignant
9.76337,10.262352,9.167054,9.918767,4.488511,5.948032,6.25712,3.14417,1,malignant
11.931497,3.709823,4.595222,9.860347,3,10,8.828132,2.5797,6.715257,malignant
4,1,1,1,2,1,1,1,1,benign
2.098861,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.277307,1,1,1,2,1,1,1,1,benign
2.332749,1,1,1,2,1,1,1,1,benign
5.030963,4.421319,3.879385,1,2,1,2,1,1,benign
2.24249,2.583473,3.133071,1,3,1,6.28077,1,1,benign
9.302484,3.930916,6.130999,6.134079,3,10,4.679882,2.479985,1,malignant
2.434047,2.032459,2,1,2,1.836411,1,1,1,benign
9.10773,1,1,1,2,1,2,1,1,benign
5.656827,1,1,3.750227,2,1,3,1,1,benign
5.213977,2.760065,10.124428,1,2,1,1,1,1,benign
4,6.25437,6.548467,9.965121,1,1,5.251865,1,1,benign
4,1,1,2,1,1,2,1,1,benign
7.947045,7.571388,7.433189,1,4.415104,1,3,5.844003,1,malignant
1,1,1,3.761984,2,1,2,1,1,benign
5.310874,1,2,1,2,1,2,1,1,benign
3.364356,1,1,1,1,1,2,1,1,benign
4.737792,1,1,1,2,1,2,1,1,benign
5.269237,1,1,1,2,1,2,1,1,benign
1,2.535766,3.037577,1,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
7.991401,6.711901,8.63135,3.889301,5.117355,10,8.138886,6.630723,1,malignant
1,1,2.694231,1,1,1,2,1,1,benign
5.388541,2.459779,2,1,2,1,3,1,1,benign
7.96045,9.512138,10.850434,9.548655,8.988964,1.659809,7.940264,10,1,malignant
1,1,1,1,2,2.651991,1,2.25216,1,benign
1,6.86258,6.433331,1,4.324596,1,5.746317,10,1,benign
9.743285,4.008621,3.237606,2.944986,3,10,4.268455,7.538349,1,malignant
9.963269,5.21398,2,10.35866,2,10,8.910143,10,1,malignant
5.066188,7.126663,3.055761,6.958978,3,10,8.884234,10,4.145793,malignant
1,1,2,1,2,1,1,1,1,benign
4,1,1,3.175162,8.485757,1,2,1.856617,1,benign
2.152452,6.454547,5.24716,1,3.638852,1,4.604113,7.100472,1,benign
2.644316,1,3.78656,1,2,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.511263,4.505861,5.868609,9.909159,3.910097,10,3.873934,5.07374,2,malignant
1,2.025627,2,2,2,2.328533,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.27963,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.912474,2,1,1,benign
2.131567,1,1,1,1,1,1,1,1,benign
3.277773,1,1,1,1,1,3,1,1,benign
5.227022,2.820814,3.030278,1,3,4.099643,3.964169,9.330472,1,malignant
10.587488,9.815833,10.79704,7.899172,3.939562,6.252513,7.767426,10,8.82083,malignant
1,1,1,1,2,1,1,3.141269,1,benign
10.817464,9.461361,6.143525,5.809168,6.602568,10,7.949582,7.287212,1,malignant
1,1,1,1,3,1,2,1,1,benign
2.805393,1,1,1,2,1,2,1,1,benign
2.883245,1,1,1,2,1.969008,1,1,1,benign
3.41053,1,1,1,2,1,2,1,1,benign
1,2.779158,2,1,2,1,1,1,1,benign
4.526333,2.705637,2,1,3,10,9.005927,4.111488,1,malignant
4,1,1,1,2,1,3,1,1,benign
4.959471,1,1,2.142119,2,1,1,1,1,benign
1,1,1,2,1,1.904827,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.443438,2.625797,1,1,1,1,2,2.243409,1,benign
5.193935,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1.415686,3,1,1,benign
5.072287,4.883004,4.882554,9.834649,4.846076,10,4.479172,10,1,malignant
2.325212,1.862383,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
8.943659,3.873346,2.763906,3.278623,2,5.97963,5.512066,5.687494,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.69152,2.803731,1,3.389416,1,1,1,8.292099,1,benign
5.537308,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
2.980181,1,1,1,2,1,2,1,1,benign
2.633811,1,1,1,2,1,3,1,1,benign
4,1,2.79115,1,2,2.043265,2,1,1,benign
10.162242,7.315829,9.221132,6.290541,7.805658,10,6.946472,8.336881,1,malignant
10.155606,7.467815,8.722975,5.694698,6.309815,10,7.101976,6.415007,2,malignant
9.886066,10.194145,6.707543,10.043534,9.365287,10,8.075368,2.618424,1,malignant
2.77916,2.813361,2,2.993113,2,2.267673,1,1,1,benign
2.955021,1,1,1,2,1,3,1,2,benign
2.481706,1,1,1,2,1,2,1,1,benign
4,1,1,4.000404,2,7.308102,1,1,1,benign
8.95689,6.432185,6.055191,7.107735,4.609348,10,2,5.296824,7.204929,malignant
4,7.955504,5.81762,2,3,1,4.784902,8.071104,1,benign
2.188565,1,1,1,2,1,1,1,1,benign
7.902257,10.110426,9.975208,8.091143,6.78147,3.254659,9.68327,3.802393,2,malignant
4.27238,1,1,1,2,1,2,1,1,benign
4,1,1,2.842938,2,2.633803,1,1,1,benign
5.162755,1,1,1,4.896984,1,3,1,1,benign
1,5.840461,8.560925,4.665022,3.492081,3.324797,3,10,1,benign
4,1,1,1,1,1,3,2.078779,1,benign
8.076075,6.676001,10.129114,2,4.554523,10,3.801245,4.128199,1,malignant
8.89765,6.410157,6.35269,10.018342,7.704,4.810318,6.452779,1,1,malignant
8.235906,10.104159,8.258503,2,10.436241,10,9.074454,10,1,malignant
2.592675,2.315244,2,3.530238,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,1,benign
7.363168,7.464749,6.240769,1,4.281278,10,3,7.739554,2,malignant
9.496509,9.734218,9.279936,10.61451,3,10,8.425896,10,5.193776,malignant
10.368891,10.051978,9.543561,9.891687,6.560941,10,8.281099,2.206596,2,malignant
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
3.079107,1,1,1,2,1,3,1,1,benign
4.987783,2.068724,1,1,3,1,6.061801,1,1,benign
4,1,1,1,2,1,1,1,6.106885,benign
5.804659,1,1,1,2,1,1,1,1,benign
2.750413,1,1,10.190671,2,10,3,1,1,benign
6.200101,9.153029,4.615569,6.192346,8.340056,10,5.452989,10,1,malignant
5.563714,1,1,1,2,1,1,1,1,benign
3.796327,1,1,1,2,1,1,1,1,benign
4,1,1,1,2,3.40143,1,1,1,benign
5.708387,1,1,1,9.595184,1,1,1,1,benign
4,8.526572,9.332847,7.717121,6.483347,10,9.53047,10,1,malignant
5.376461,9.792721,7.919275,3.872391,8.608585,10,6.839674,10,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.394908,4.431276,5.20061,10.064856,5.936237,10,11.036809,7.554198,3,malignant
4,1,1,1,2,1,1,1,3,benign
6.617486,2.202631,2.717025,1,3,7.442593,7.782928,1,5.74387,malignant
5.497414,1,1,1,2,6.117311,5.196237,1,1,benign
4.917759,1,1,1,2,1,2,1,1,benign
4.888649,1,4.003832,1,2,3.41536,1,1,1,benign
4.715734,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,4.173743,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
5.355918,5.951504,6.111548,9.931874,4.536603,10,3.476268,4.392248,4.945143,malignant
1,1,1,1,2,1,2,1,1,benign
3.161121,1,1,1,2,1,1,1,1,benign
5.098058,1,3.915925,1,2,1,2,1,1,benign
1,1,3.334231,1,8.066497,1,1,1,1,benign
9.080005,5.538292,6.809224,7.119695,4.525914,7.501214,7.503641,8.956951,2,malignant
5.399779,9.750897,10.342922,1,3,1,8.58853,10,8.761144,malignant
4,1,1,1,2,1,2,1,1,benign
1,1,1,2.753798,8.893023,1,2,1,1,benign
8.493174,4.645708,3.159889,6.873327,4.090277,10,3,1,1,malignant
10.40809,9.674529,7.709697,6.28041,9.592454,5.390299,3,2.955347,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,6.324894,2,1,1,benign
4,2.871725,3.522879,1,2,1,1,2.488098,1,benign
1,1,1,1,3,1,3,1,1,benign
1,1,1,3.467933,2,1,2,1,1,benign
1,1,1,1,1,1,3,1,1,benign
1,2.636235,1,3.665268,3,3.062239,2,5.287426,1,benign
10.953877,8.042801,8.426777,2,3,4.131171,4.125396,4.736697,1,malignant
8.859353,7.316395,6.776433,2.657497,4.652717,2.585155,7.641575,9.011301,1,malignant
1,1,1,3.887441,2,1,3,1,1,benign
4,1,1,1,3,1,2,1,1,benign
1,2.898299,2.56491,4.009875,2,2.195063,2,2.575614,1,benign
7.656687,2.682955,2.577394,1,4.791051,5.926231,2,5.236883,3,malignant
2.204687,2.750074,3.97247,1,3,3.063712,6.81065,4.17937,7.334573,malignant
2.289199,1,1,1,1,1,2,1,1,benign
1,3.362952,2,1,2,1,2,1,1,benign
4,4.149775,6.813598,3.31013,5.267109,3.984573,8.405984,5.078241,5.513614,malignant
4,3.954759,7.283966,2,3,3.073618,4.824426,10,1,malignant
1,1,3.361188,1,2,1,3,1,1,benign
1,1.044486,1,2,2,3.392676,1,1,1,benign
11.120093,1,1,1,2,1,1,1,1,benign
4,1,1,1,3,1,1,1,1,benign
5.380353,1,3.999606,1,2,5.268499,1,1,1,benign
4,1,1,3.639337,2,7.597451,1,1,1,benign
8.0482,6.0486,8.051344,7.146866,8.461812,1,3,2.318544,2,malignant
1,1,1,1,2,1,3,1,1,benign
2.884932,1,1,2,2,1,3,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.083921,5.166855,6.22916,10.129377,4.845267,6.480663,3.648953,1,1,malignant
8.798263,10.070484,10.43522,9.85479,3,10,3.901162,10,1,malignant
8.743933,7.461949,5.479744,3.787432,4.252254,10,8.588609,9.14588,2,malignant
4,4.840047,4.838442,3.189107,2,7.786234,2,1.721714,1,malignant
9.933402,3.105079,5.271251,1,7.380107,2.593559,8.463452,1,2,malignant
5.351069,2.618189,6.817437,6.759169,6.744393,8.592099,1,1,9.007984,malignant
5.860547,9.721022,10.082871,3.020973,6.715206,10,6.551869,10,1,malignant
5.445044,1,1,1,2,1,1,1,1,benign
4,4.094551,6.815521,2,3,6.403927,2,1.842632,1,malignant
3.325669,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.428486,1,1,1,2,1,2,1,1,benign
10.379179,10.205313,9.042381,4.479929,7.775401,10,3,5.346166,1,malignant
2.808269,1,1,1,2,1,1,1,1,benign
3.224375,1,1,1,2,1,2,1,1,benign
9.125882,7.013388,5.135758,6.053326,4.230193,10,7.253589,5.804983,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.923639,5.975502,8.382886,6.140745,3,10,9.869387,3.426845,1,malignant
9.042414,9.876344,9.482467,9.64677,7.002433,10,7.127589,10,1,malignant
2.172365,4.664161,3.362785,2,2,8.793543,7.965514,2.365744,1,malignant
8.889966,9.618818,1,3.591875,8.97549,10,9.352918,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,2,4.258977,1,benign
3.008999,1,1,1,2,1,3,1,1,benign
8.844733,8.445343,6.599381,4.520389,4.830421,5.501002,10.076463,1,1,malignant
1,1,1,1,2,1,1,1,1,benign
5.252856,1,1,1,2,1,1,1,1,benign
5.095789,7.805417,8.503383,6.281001,3.470592,7.566852,5.467855,1,2,malignant
1,1,1,2,2,1,2,1,1,benign
5.446258,1,1,1,1,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
2.423466,1,2.947263,2,1,1,2,1,1,benign
2.524582,5.155853,3.470132,9.543394,2,6.935988,3,1,1,benign
5.18876,1,1,1,2,1,1,1,1,benign
9.809738,3.028746,3.327922,1,3,2.052021,4.421689,4.254246,1,malignant
5.146233,1,3.185731,1,2,1,3,1,1,benign
2.741825,10.070481,8.009581,6.394173,9.265143,4.565212,8.377518,10,1,malignant
4,1.562072,1,1,1,1,1,6.261555,1,benign
1.774428,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,1,2.429585,1,benign
5.8217,2.332973,3.165344,2.941867,3,10.703866,4.756265,4.057183,9.887183,malignant
2.482961,1,1,1,2,1,2,1,2,benign
1,1,1,1,2,1,1,1,1,benign
1,1.735646,3.142044,1,2,1,1,1,1,benign
3.251095,1,1,3.672041,2,1,2,1,1,benign
2.963276,2.862926,1,1,2,1,4.441794,1,1,benign
2.992368,1,1,1,2,1,2,1,5.361608,benign
2.213038,1.851769,2,2,5.040533,1,1,1,1,benign
4,2.731637,11.257534,1,1,10,3,1,3,malignant
5.774379,1,1,1,2,1,1,1,6.682707,benign
2.507903,1,1,3.388312,2,1,1,1,1,benign
7.467912,9.999349,6.672382,5.791123,10.665722,1.725222,7.174989,10,6.055906,malignant
7.193493,5.819213,7.354431,3.016361,9.648135,7.403175,8.57338,8.143304,1,malignant
9.52746,9.530594,10.32374,6.136592,6.348196,6.87204,8.480709,8.31954,5.37741,malignant
2.844674,1,1,1,1,1,3,1,1,benign
8.034122,6.542311,3.708591,10.38879,4.446517,10,8.035646,7.198692,1,malignant
4.867091,1,1,1,2,1,1,1,1,benign
5.490598,1,1,1,1,1,4.258147,1,1,benign
4,3.057695,2,1,2,1,7.160002,1,1,benign
5.677877,10.056472,10.443367,5.397287,5.580039,1,5.889199,1,1,malignant
5.217512,1,1,1,1,1,3,1,1,benign
2.852695,1,1,1,2,1,1,1,1,benign
5.32812,9.820922,9.267422,9.939719,6.214544,1.819133,3,8.466497,1,malignant
2.224754,1,10.2657,1,1,1,3,1,1,benign
4,1,1,2.991601,2,1,1,1,1,benign
7.30744,2.33906,3.018273,1,3,1,5.344043,1,3,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,3.351962,2,3.6823,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
8.389106,6.943099,3.799868,10.137012,4.753702,4.940344,7.376974,5.13785,5.07663,malignant
1.587606,1,1,1,2,1,3,1,1,benign
7.694512,9.796493,5.446228,3.471955,7.976892,1.480866,5.09888,1.515296,3,malignant
1,1,1,1,1,1,2,1,1,benign
1,1,2.860137,1,2,1,3,1,1,benign
1,1,1,6.809739,2,10,1,1,1,benign
8.367563,7.219822,6.850475,7.619162,7.030962,6.333882,3,10,2,malignant
2.529866,1,1,1,2,1,1,1,1,benign
1,1,2,3.630811,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,3.405552,2,1.564313,1,8.984813,1,benign
2.674129,2.275839,2,4.447938,4.700088,2.210853,2,2.392986,1,benign
2.6856,2.125491,2,1,4.372191,1,4.128401,1,3,benign
1,1,2.222766,1,2,1,1,1,2,benign
9.303133,8.180853,3.682948,5.499619,4.464439,10,8.610556,4.61273,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.51013,1,1,1,2,1,2,2.902072,1,benign
5.106925,1,1,3.180518,2,1,2,1,1,benign
1,1,1,1,1,1,2,1,1,benign
4.832702,1,1,1,2,3.359792,3,5.222871,1,benign
4.771563,9.487396,5.674264,9.776958,4.321662,1,7.396482,5.650216,2,malignant
4,6.508769,10.457988,4.829823,4.476805,5.963122,4.41075,10,1,malignant
1,1,1,2,2,1,3,1,1,benign
1,1,2.620304,1,7.324833,1,1,1,1,benign
5.513423,1,1,1,2,3.04342,1,1,1,benign
4,2.313619,2,1,2,1,3,1,1,benign
8.404226,4.395959,3.011175,3.812871,3.88746,8.063515,6.907705,2.281217,1,malignant
8.491439,7.512749,7.126678,3.188552,4.46443,10,7.651477,5.351564,1,malignant
1,2.969789,2,1,2,1,1,2.411977,1,benign
11.063326,3.484228,3.101483,1,3,3.884302,9.090657,1,3,malignant
4.815521,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.740682,1,3.011442,1,1,2.050943,3,1,1,benign
10.103077,1,3.817713,4.913749,2,10,2,1,1,benign
2.811909,1,1,1,2,1,1,1,1,benign
2.950312,1,3.05463,1,1,1,1,1,1,benign
8.89572,3.913328,6.909966,4.142677,3.82983,7.357469,8.198857,8.739554,1,malignant
2.85735,1,1,1,2,1,3,1,1,benign
4,7.95909,10.692338,2,3.846573,10,5.068717,8.026071,3,malignant
1,1,1,2,3,1,1,1,1,benign
5.337135,3.757125,10.294478,9.610871,2,10,4.93944,2.015648,1,malignant
3.083734,1,1,1,2,1,3,1,1,benign
7.58599,9.635826,2,5.483596,8.849705,4.421834,4.377169,2.704406,1,malignant
5.969589,4.674688,4.98402,10.069718,3.951958,1,3.906228,6.494221,1,malignant
5.240393,7.774897,7.163039,7.445861,6.862372,10,4.722347,1,1,malignant
4.904299,4.282786,3.480794,3.554983,2,6.261664,7.053905,7.053088,1,malignant
3.469452,1,1,1,2,1,2,1,1,benign
3.476383,1,1,1,2,1,2,1,1,benign
2.442478,1,2,1,2,1,1,1,1,benign
1,1,2,1,1,1,3,1,1,benign
5.120786,5.015533,2,7.968656,3,5.859818,2,7.770338,1,malignant
2.202839,1,2,1,2,1,2,1,9.68477,benign
5.367345,4.162241,6.485822,9.627984,3,10,2,2.790441,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.285224,1,1,1,2,1,1,1,3,benign
1,1,1,1,2,1,1,1,1,benign
5.417046,4.045229,8.75439,1,1.940091,1,3,1,1,benign
9.7634,9.47384,9.600171,10.007504,2,10,8.845698,7.964939,1,malignant
4,1,1,2,2,1,2,1,1,benign
9.503803,6.857846,9.489509,10.072262,1,10,5.955734,1,2,malignant
5.855177,9.642506,10.049509,9.487795,3.285815,10,7.67452,8.352552,1,malignant
4.932261,9.754854,8.861248,2,6.248104,10,1,10,5.526415,malignant
4,5.248378,3.559225,9.668816,2,10,7.208303,5.373423,1,malignant
5.563112,10.319612,9.032519,2,6.760945,10,4.045436,10,2.954718,malignant
1,1,1,1,2,1,1,1,1,benign
4,7.413027,6.594974,6.943886,9.068301,4.82937,4.945247,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
3.510529,1,3.294123,1,2,1,1,1,1,benign
1,2.776073,3.872581,1,3,1,3,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.94462,1,1,1,1,1,1,1,1,benign
9.383753,5.361524,2.71959,5.929786,4.544398,5.080121,4.512696,7.489924,5.823734,malignant
1,3.020221,2,1,2,1,1,8.232386,1,benign
10.808602,4.163811,4.473137,3.954037,5.580557,10,7.426041,2.798429,1,malignant
4.608247,9.623159,10.1773,9.815617,8.908914,1,5.628284,10,1,malignant
5.101264,10.139913,9.680775,9.36131,5.666238,10,9.148254,10,1,malignant
2.639477,2.109837,2,1,2,1,2,1,1,benign
5.226738,3.745988,6.140941,6.01694,3,10,8.92321,2.000662,9.483137,malignant
5.148834,9.815009,9.235571,9.904588,3.84204,10,7.803139,5.404464,7.296392,malignant
1,1,1,2,2,3.640884,3,1,1,benign
1,1,2.463091,1,2,1,2,1,1,benign
4.593529,1,1,2,2,1,1,1,1,benign
3.383134,1,1,1,2,1,1,1,1,benign
5.6872,2.856378,2.52008,1,2,1,2,7.259073,1,benign
4.574156,1,1,1,2,1,3,1,1,benign
4,6.499753,4.550807,3.610268,9.14179,7.241012,3,7.838806,1,malignant
3.545159,1,1,2.796265,2,3.807752,2,1,1,benign
8.81216,7.915834,9.765285,9.064512,4.495886,10,8.271036,10,3,malignant
1.7274,1,1,3.129085,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
10.727537,9.705931,8.967963,9.399911,6.412389,10,4.344469,10,3,malignant
2.798038,1,1,1,2,1,2,1,1,benign
2.559005,1,1,1,2,1,1,1,1,benign
5.21568,2.299058,3.229392,2.632453,7.912426,10,3.457184,3.289307,1,malignant
5.169621,5.141435,5.125268,3.217669,8.849845,3.890947,8.882256,2.650796,1,malignant
3.078349,1,1,1,1,1,1,1,1,benign
1,1,1,3.80382,2,1,1,1,1,benign
4.753641,4.629728,3.487904,9.808733,5.905264,5.53493,9.479488,2.953405,1,malignant
1,1,4.927976,1,2,1,3,1,1,benign
5.645843,2.194531,3.874685,1,4.623771,2.354523,3,6.272907,1,malignant
1,1,1,1,1,1,3,1,1,benign
5.540769,9.989752,10.303943,9.677014,4.895125,10,3,10,1,malignant
1,1.691036,2.575057,1,2,1,3,1,1,benign
4.98147,1,1,1,2,1,1,1,1,benign
4.833544,7.346466,6.924294,6.83758,4.336968,10,7.133058,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
4.49198,1,1,1,2,1,2,1,1,benign
4.831714,3.234033,2,7.990896,3,10,3.972092,10,1,malignant
5.51104,1,3.402335,1,2,10,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
1,2.761941,1,1,2,1,3,1,1,benign
1,1,1,1,2,2.432301,1,1,1,benign
7.694538,2.843941,2.719194,1,3,2.565769,3,2.147423,2,malignant
4,1,2,1,2,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
5.754959,1,1,1,1,1,3,1,1,benign
8.867322,7.45013,4.087735,3.528375,5.208454,10,7.10533,6.048317,1,malignant
6.980072,3.882649,6.07935,3.863232,5.084575,7.070342,3,7.294618,1,malignant
8.763399,5.291464,9.460335,1,2,8.19822,2,4.603743,6.268543,malignant
4.874602,3.62892,3.308156,3.341134,4.754283,10,1,8.418123,1,malignant
5.295705,4.907524,5.019208,5.623693,3,6.721512,8.964094,10,3,malignant
3.168683,1,1,1,1,3.295322,1,1,1,benign
5.340089,1,1,1,2,1,9.026613,1,1,benign
10.028254,5.523512,5.720105,5.790489,4.452874,1,5.163224,10,1,malignant
3.71689,1,1,1,2,1,1,1,1,benign
1,4.578556,3.345763,2,5.879107,10,5.527546,10,1,malignant
1,1,1,1,2,1,2,1,1,benign
5.295655,1,1,2,2,1.392315,3,1,1,benign
8.911292,7.434452,4.265452,9.656739,4.85645,10,8.062483,5.623724,1,malignant
2.294231,1,1,1,2,3.498728,1,1,1,benign
8.452303,6.502376,5.205816,10.430785,4.40029,10,6.88649,1,5.546675,malignant
1,10.212873,6.312406,2,1,10,5.504648,1.90325,1,benign
4,1,1,1,2,1,3,1,1,benign
3.289362,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,3.591602,2,benign
1,1,1,1,2,1,2,1,1,benign
4,3.997633,3.197564,2,2,1,7.225679,6.709851,1,benign
9.682294,4.252249,2,9.811384,3,10,2,1,1,malignant
7.768605,4.063753,6.74943,9.891937,8.458577,10,7.984782,10,3,malignant
4.999293,4.597149,5.700545,6.618424,3,10,4.507049,2.953369,1,malignant
3.168512,1,1,1,2,1,2,1,1,benign
10.346666,10.363246,2.621151,9.951313,8.497084,10,8.831155,2.426864,3.751916,malignant
5.881657,10.176355,10.174938,5.860719,4.558603,8.533124,7.980713,10,3,malignant
1,1,1,1,2,1,2,1,2,benign
9.907257,9.537676,9.68751,3.397603,6.753147,10,7.802165,8.455913,3,malignant
8.800617,4.971556,4.259597,3.401446,8.664422,2.185249,3.942006,1,1,malignant
1,1.455528,1,1,2,1,3,1,1,benign
4.669342,2.70851,2,3.104208,2,2.234738,1,1,1,benign
3.795618,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
3.375083,1,1,1,2,1,3,1,1,benign
2.204219,1,1,1,2,1,1,1,1,benign
1,1,3.905713,1,2,1,1,1,1,benign
3.265659,8.438336,2.957361,6.054203,7.576262,10,5.979455,1,3,malignant
8.586571,3.507474,4.383817,10.123775,3,10,3,8.621248,1,malignant
8.105694,10.229602,9.268559,7.545843,7.828714,10,6.969966,7.900882,1,malignant
4.836155,3.492013,2.822139,6.087715,2,1,2,1,1,benign
9.853611,4.485376,5.296852,9.954693,2,10,3.048226,2.420808,1,malignant
4.643169,1,1,1,2,1,1,1,1,benign
5.096632,2.834713,2,2,2,1,2,1,1,benign
6.631097,4.848212,8.550521,9.568742,7.466366,10,7.795238,1,1,malignant
11.727009,9.588139,6.645417,9.387681,10.416544,10,4.438148,2.496334,1,malignant
1,2.07433,3.916793,1,2,1,2,8.603385,1,benign
5.774165,3.287245,5.334182,1,3,3.399187,7.81761,1,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.145739,9.967468,9.51742,10.22581,6.572275,1,3,5.468688,2,malignant
3.790375,1,4.143229,1,2,1,8.296176,1,1,benign
9.281259,10.743348,12.037991,6.503209,6.798612,7.247775,8.185093,6.147378,1,malignant
9.384061,5.45842,5.431525,10.085239,8.95532,10,8.754423,1.927661,5.714479,malignant
9.068576,10.289832,10.031765,9.787238,6.727575,10,9.244131,1,5.760036,malignant
10.321168,6.923223,8.544681,9.559193,4.198524,1,10.042818,2.260424,3,malignant
5.206706,1,6.203674,1,2,1,3,1,2,benign
1,1,1,1,2,1.365372,2,1,1,benign
1,1,1,1,2,2.72243,1,1,1,benign
2.791195,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
1,2.154124,1,1,4.860579,1,1,1,1,benign
2.80357,1,1,3.405613,2,1,3,1,1,benign
9.934684,3.716027,3.794835,1,3,6.057795,3,8.358008,2,malignant
4,1,1,1,1,1,1,1,1,benign
2.875324,1,1,1,2,1,2,1,1,benign
10.541946,6.862914,8.431678,2.958541,4.65142,2.591025,3,10,1,malignant
5.121897,9.711391,10.041378,1,3.712535,10,8.612059,8.767299,1,malignant
5.553339,1,1,2.916138,1,10,5.0257,4.089288,2,malignant
2.577463,2.58325,1,1,4.370425,1,2,1,1,benign
5.314087,1,1,1,2,1,2,1,1,benign
10.181786,4.657773,9.169316,9.916402,4.37582,7.756551,6.796426,10,1,malignant
1,1,2,1,2,1,2,1,1,benign
9.252283,2.606429,4.255605,3.153879,5.546729,10,8.913976,3.157729,1,malignant
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,7.659562,benign
5.294234,1,1,1,2,1,3,1,1,benign
4.649982,10.071574,7.497532,10.278122,4.627184,10,9.666641,10,2,malignant
1,1,1,4.166822,2,2.829636,3,1,1,benign
4.361699,1,1,1,3,1,2,1,1,benign
1,1,1,2,2,1,1,1,2,benign
2.982461,1,1,1,2,1,1,1,1,benign
4,3.717967,2.606,2,3,10,8.797754,10,3,malignant
4,1,1,1,2,1,1,1,1,benign
4,3.595535,5.979753,1,2,10,7.028276,5.509245,3,malignant
1,1,1,1,2,1,2,1,1,benign
1,1,1,2.900788,1,1.984272,1,1,1,benign
1,1,1,1,2,2.477895,1,1,1,benign
4,1,1,1,1,1.869446,3,1,1,benign
4.585586,1,1,1,2,1,1,1,1,benign
9.306742,10.397932,9.390244,9.836804,4.073169,4.703946,3,2.574071,1,malignant
1,1,1,1,2,1,2,1,1,benign
10.575299,1.835121,2,10.242365,2,6.784704,3,3.690704,1.975334,malignant
2.881712,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.436365,9.544008,6.380169,10.061534,5.094793,10,7.737289,10,1,malignant
7.474229,4.914657,5.703341,5.774958,3,10,6.268412,3.983082,1,malignant
8.907098,2.627984,5.965454,6.091607,7.936802,6.336303,3.60502,1,1,malignant
5.623159,1,1,3.961823,2,1,2,7.939637,1,benign
3.093235,1,1,1,2,1,3,7.012601,1,benign
2.028525,1,1,2,2,1,2,1,1,benign
5.135942,1,1,1,2,1,2,1,1,benign
2.445721,1,1,1,2,2.422581,3,1,1,benign
4.744963,10.15029,8.937208,3.369496,6.108604,1.969558,9.595428,10,1,malignant
4,4.270115,4.491974,1,3.94856,10,5.152059,10,1,malignant
2.983126,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.766321,2.424994,3.137686,2.984594,3,6.965361,3.079855,10,7.63504,malignant
5.18977,9.867601,9.945144,9.873145,7.886244,10,7.498704,1,2,malignant
8.412515,5.124987,3.560142,6.567283,4.904233,8.394263,4.572112,3.135859,1,malignant
2.288967,1,1,2,2,1,1,1,1,benign
1,1,2,1,2,1,2,1,1,benign
2.386031,1,1,1,2,1,1,1,1,benign
4.77036,9.896347,7.292177,9.503576,7.495114,10,5.325982,10,1,malignant
5.470631,2.410374,6.715524,1,2,1,4.857201,1,1,benign
8.712913,7.011535,8.982322,9.746769,3.725096,10,3.95851,1,3.594148,malignant
4,1,1,1,2,1,2,1,1,benign
5.393899,1.965056,3.389591,1,2,1,2,1,1,benign
1,4.441009,2.973451,6.029106,2,10,2,5.379747,1,benign
2.887792,1,1,1,2,1,1,1,1,benign
5.137742,1,1,1,2,1,1,1,1,benign
3.252721,1,1,1,2,1,3,1,1,benign
5.550418,10.04765,9.503622,9.96622,3.951422,10,7.916809,7.768921,1,malignant
2.723506,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
7.647672,10.30914,9.084531,7.201022,3,1.406643,3,2.208967,3,malignant
5.564808,1,1,1,2,1,1,1,1,benign
5.378638,3.061887,3.088068,1,1,1,3,1,1,benign
1,5.219282,5.485332,6.944934,4.886291,1.646628,3,2.616935,1,benign
8.422031,5.832152,5.951994,5.791937,5.950898,10,8.634313,5.272134,1,malignant
2.252218,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
9.506082,6.690541,3.581433,9.573681,4.211557,10,5.203322,7.304887,1,malignant
1,1,1,1,2,1,3,1,1,benign
2.83429,6.583468,8.579882,2,4.828143,8.320526,8.187459,7.655749,1,malignant
8.461964,4.902614,6.344376,3.266091,4.913559,2.684422,4.438105,9.678359,1,malignant
8.896815,7.527807,6.222839,10.066965,4.264585,10,5.506017,3.819083,1,malignant
4.917693,9.983299,9.31967,5.081745,4.23945,2.798357,4.885142,1,1,malignant
3.226231,1,1,1,2,1,1,1,1,benign
2.63224,1,1,1,2,1,2,1,1,benign
2.061484,1,1,1,2,1,3,1,1,benign
8.677468,5.019084,2,2,3.929332,10,4.503045,7.777158,2,malignant
5.254115,1,1,1,2,1,2,1,1,benign
2.328782,1,1,1,2,1,1,1,1,benign
5.347891,1,1,1,2,3.355481,2,2.821315,1,benign
1,1,1,3.211619,2,5.738832,1,1,1,benign
10.204905,9.654716,8.943035,9.443484,5.467343,10,8.333384,10,3,malignant
1,1,1,1,5.075087,1,3,1,1,benign
5.254938,1,1,1,2,1,2,1,2,benign
5.208425,9.628653,5.375055,2.596538,1,8.054026,2,5.422018,1,benign
9.142546,9.905993,10.059251,3.927485,8.088095,9.09468,7.134271,4.556374,3,malignant
7.806106,4.313871,3.538982,3.005415,2,5.753523,4.534404,5.89308,4.499226,malignant
4.8366,1,1,1,2,1,5.438163,1,1,benign
5.079298,10.266792,8.114383,5.192585,8.701967,6.896669,8.56992,10,3,malignant
1,1,1,1,2,1,1,1,1,benign
4.828505,4.163103,5.014903,3.396981,3,2.915121,3,5.557351,1,malignant
1,1,1,1,2,1,2,3.026389,1,benign
7.582383,3.572413,5.239337,6.458038,4.190331,10,3,1,1,malignant
1,1,1,2,2,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4.536207,1,2.39662,1,2,1,2,1,1,benign
1,1,1,3.588799,2,1,3,1,1,benign
10.752219,9.930601,9.076418,9.901307,9.511159,10,9.309705,3.080053,1,malignant
8.225261,9.827554,3.316099,6.860091,4.780177,7.167136,4.895664,2.139554,1,malignant
4,2.12382,1,1,2,1.72766,1,8.926237,1,benign
1.734386,1,1,2,2,1,2,1,1,benign
4.775582,10.143541,10.193281,1,9.216668,10,6.130765,10,4.432325,malignant
7.785827,7.300529,7.189681,2.571491,4.860752,10,8.009683,8.995461,1,malignant
4,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,1,2,benign
5.906733,6.743946,6.029675,2,7.691488,10,3,4.273646,1,malignant
6.620382,6.788301,5.214986,9.907646,4.729775,7.208774,8.550111,3.254832,1,malignant
10.778319,10.09009,10.593837,10.24613,7.024446,10,6.615876,10,2,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,1,1,1,1,1,benign
5.747537,6.286771,10.367378,9.579364,8.407279,10,3.467331,1,4.974651,malignant
5.378921,1,1,1,2,1,3,1,1,benign
8.948974,10.07909,9.229089,2,7.801776,2.562603,5.574214,10,1,malignant
3.308857,1,1,1,2,1,1,1,1,benign
2.755082,1,3.815109,1,2,2.588013,1,1,1,benign
9.875635,5.028599,5.589648,2,5.52811,10,3,1,2,malignant
4,1,3.160466,1,2,1,3,1,1,benign
3.130967,1,3.74907,1,3,1,1,1,1,benign
2.031423,1,1,3.083228,2,2.911864,1,1,1,benign
3.430856,1,1,1,2,1,2,1,1,benign
4,2.123829,2,2,2,1,1,1,1,benign
9.539056,3.127902,3.368534,2.126543,2,10,3,5.093778,1,malignant
1,1,1,1,2,1,1,1,1,benign
10.116161,4.844911,3.282416,10.236022,4.816877,10,7.551754,2.599044,2,malignant
5.362815,2.464955,2,2,3,1,3,7.726089,1,benign
5.252537,2.22915,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.603696,7.120752,7.588093,4.331143,4.619946,10,5.495776,8.053121,3,malignant
1,1,1,1,2,3.187052,3,1,1,benign
1,1,1,2,2,1,4.712563,1,1,benign
2.42977,1,1,1,2,5.776456,3,1,1,benign
4,1,3.284969,1,2,1,3,1,1,benign
2.370251,4.8148,3.43314,3.491281,1,1,2,7.398181,1,benign
2.639548,2.329941,2,1,3,7.7321,1,1,1,benign
4.532307,5.470268,4.413768,5.605775,10.210062,3.355786,8.200565,4.990841,1,malignant
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
5.38275,1,1,1,2,3.289674,1,1,1,benign
4,9.766061,4.821411,3.686557,7.140864,10,8.624505,10,1,malignant
10.406684,6.10541,5.736666,2.660936,3,10,7.846434,8.379407,1,malignant
5.26072,1,1,1,1,1,2,1,1,benign
8.461786,10.017669,9.072188,3.507656,4.087754,10,7.652318,7.575393,3.711382,malignant
4,1,1,1,2,1,3,1,1,benign
5.142288,1,1,1,2,5.396633,3,1,1,benign
5.306803,1,2,1,2,4.929885,2,1,1,benign
4.781616,1,1,1,2,1,3,3.068219,1,benign
4.840138,1,1,3.567874,2,1,3,1,1,benign
5.544898,1,1,1,2,1,2,1,1,benign
5.324666,4.562201,3.256692,3.764155,9.202705,2.933132,6.343995,2.35443,1,benign
4.773124,1,1,1,2,1,1,1,1,benign
5.428907,6.387835,8.933943,2,10.253602,10,7.977896,5.670077,1,malignant
1,1,1,1,2,1.900009,1,1,1,benign
1,1,3.616913,1,2,1,1,1,1,benign
1,1,1,2,2,4.924494,1,1,1,benign
9.452721,5.935735,9.53445,9.94366,4.026422,10,10.525191,1,1,malignant
5.279779,1,1,1,2,1,1,1,1,benign
9.379337,9.790635,10.42797,7.648817,4.77153,1,5.833194,5.677321,8.8689,malignant
10.490419,9.978837,9.868791,10.380619,6.995499,10,9.131815,7.923677,1,malignant
8.540536,6.664159,6.391326,2,3,10,6.64041,7.683221,1,malignant
4,4.871498,6.342419,7.772899,3.161327,5.042425,8.551275,9.750165,1,malignant
8.348747,9.942246,8.467529,4.427306,7.729421,10,5.4379,6.28545,1,malignant
8.011688,9.889713,2.190321,1,2,10,6.116043,2.027878,5.544091,malignant
9.546593,2.026578,2,3.181419,6.92917,10,3,5.620015,1,malignant
10.093513,7.764612,6.907135,2,7.59107,10,1,6.225179,1,malignant
1,1,1,1,2,3.327334,1,1,1,benign
4.977672,9.034698,4.775849,5.494997,8.424554,3.564827,5.733922,1,3,malignant
2.763768,1,1,1,2,1,1,1,1,benign
7.774502,1,4.345586,1,2,3.102915,2,1,1,benign
1,1,1,1,3,1,2,1,1,benign
6.310942,2.179229,2,2,2,1,1,1,1,benign
5.171562,1,2,1,1,1,1,1,1,benign
4,1,1,1,2,1,2,1,1,benign
8.331947,9.805956,10.8209,10.00351,6.98644,10,6.85138,10,3,malignant
3.224195,1,1,10.636274,2,7.992518,5.48694,1,1,benign
2.610249,9.845564,4.606353,5.379699,3,1,3,2.565041,1,benign
4,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1.939292,1,benign
5.681683,1,2,1,2,3.806559,1,1,1,benign
1,1,1,1,8.973764,1,2,1,1,benign
4,1,1,2,2,1,2,1,1,benign
2.600559,2.33435,2,6.275554,1,1,2,1,1,benign
8.518415,10.439816,9.045896,5.834418,4.002653,10,4.026249,10,2,malignant
4,1,1,1,2,1,1,1,1,benign
5.244517,2.494829,1,2,2,3.883583,1,1,1,benign
5.557362,3.130212,2,3.942075,2,1,2,1,1,benign
5.372465,1,1,1,2,1,1,1,1,benign
2.317176,1,1,1,2,1,2,1,1,benign
1,1,1,1,8.093118,1,3,1,1,benign
10.717064,1,10.134658,1,1,4.472662,8.726409,7.676372,2,malignant
4,1.572006,3.881558,3.311921,9.285937,5.94411,4.004585,1.395024,1,malignant
1,1,1,1,4.856401,1,2,1.352179,1,benign
1,1,1,1,2,1,3,1,1,benign
3.133078,1,1,1,2,1,3,1,1,benign
8.203446,3.931005,3.229559,2.897102,8.226919,10,6.67399,4.534039,1,malignant
2.851757,1,1,1,2,1,1,1,1,benign
1,1,2,1,2,1,3,1,1,benign
9.42123,6.349667,9.459852,7.730157,8.402103,10,4.115872,9.507857,1,malignant
1,1,1,1,2,1,2,1,1,benign
2.510037,1,1,1,2,1,2,1,1,benign
4.693279,1,1,1,2,1,2,1,1,benign
10.157939,10.219469,9.626854,1,7.203165,2.976031,6.112234,8.412237,3,malignant
7.911267,10.239011,9.549441,6.709989,8.604126,10,4.313317,5.672485,1,malignant
5.229859,9.496775,9.750186,1,7.325779,1,2,4.703043,1,malignant
3.266323,1.965056,1,1,3,1,2,1,1,benign
2.105384,1,1,1,2,1,3,1,1,benign
5.113968,4.509143,8.270751,3.521751,2,3.918809,6.912604,1,3,malignant
4.59602,4.169032,4.532985,1,8.652742,1,2,3.142954,1,benign
4,1,1,1,3,1,1,1,1,benign
7.706468,4.812006,10.451567,9.591472,6.532568,10,5.292577,7.420751,1,malignant
4,5.151333,2,5.464737,2,10,8.47378,1.853544,1,malignant
2.763867,1,1,1,2,1,1,1,1,benign
1,1,1,2,2,1,1,1,1,benign
1,1,1,1,1,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4.959695,1,1,1,2,1,3,1,1,benign
2.713739,1,1,1,3,1,1,2.172981,1,benign
10.71253,7.448362,3.940506,6.162619,8.827977,10,3,1,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,5.643295,2,1,1,benign
8.228351,9.587291,9.065282,2,8.519719,5.243237,8.749807,10,2,malignant
5.938006,2.939681,3.038648,3.369157,3,5.661017,3,1,1,malignant
2.794361,2.760719,1,9.860402,1,1,1,1,1,benign
12.398892,1,4.42142,7.509467,2,2.040883,7.506618,3.123937,1,malignant
4.835691,1,1,1,3,2.067607,3,1,1,benign
5.965362,1,1,3.172686,2,1,1,1,1,benign
8.220853,6.473965,9.606223,2.963349,4.540632,6.90225,9.447908,4.565096,3.691678,malignant
4,1,1,1,2,1,3,1,1,benign
2.532742,2.237974,1,1,2,1,2,1,1,benign
9.888939,6.025517,5.412627,2,2,10,8.551081,4.344481,2,malignant
5.527651,1,1,1,2,1,3,1,1,benign
2.367289,1,1,1,2,1,1,1,1,benign
5.740377,6.344808,3.266006,2,6.359016,10,5.070698,8.281324,8.48331,malignant
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
3.007824,1,2,1,2,1,2,1,1,benign
1,2.227957,2,1,2,1,3,1,1,benign
8.602027,2.117687,5.101758,4.308213,4.849228,5.57078,7.055528,1,2,malignant
4,1,1,1,2,1,1,1,1,benign
10.13238,10.101744,9.271809,9.521958,7.179531,6.393775,6.853326,4.82,1,malignant
5.427193,9.596784,9.340744,9.741449,4.490514,10,8.417608,2.291477,1,malignant
9.65804,4.840716,2.604577,3.757548,3,10,8.228443,2.625728,1,malignant
2.87296,1,1,1,2,1,1,1,1,benign
5.000967,7.504378,5.438449,6.636884,4.588211,10,7.811413,10,2,malignant
2.269802,1,1,1,2,1,2,1,1,benign
9.05403,9.744666,8.068493,6.047498,6.414947,10,9.980051,10,1,malignant
2.737144,1,1,1,2,1,2,1,1,benign
8.837406,3.509276,5.943145,1,2,10,8.324632,4.715879,1,malignant
1,2.577943,1,1,1,1,3,1,1,benign
2.669529,1,1,1,2,1,1,2.547091,1,benign
5.226345,7.29712,5.857166,3.74455,4.130101,1.453853,8.500898,7.618541,1,malignant
4,2.957266,3.770698,1,2,1,3,1,1,benign
1,1,1,2,2,1,3,1,1,benign
9.482693,6.58213,4.771847,10.459677,4.574822,6.272766,5.091897,4.742713,2,malignant
8.209224,6.962882,3.625507,8.264912,4.840966,5.575328,7.748236,5.288968,1,malignant
5.522549,9.97181,8.53324,2,4.621642,10,8.08843,5.071598,1,malignant
4,1,1,1,1,1,2,1,1,benign
4.311086,4.475162,2.714803,3.530901,3.777228,6.976293,9.34147,3.997985,9.495078,malignant
1.935344,1,1,1,2,1,1,1,9.658815,benign
1,1,1,1,2,1,3,1,1,benign
7.335462,6.38515,6.052972,7.915766,5.0287,6.477945,4.966925,5.261147,2,malignant
1,7.701282,8.190917,3.379904,7.15079,5.511546,5.571666,10,3,malignant
1,1,1,1,2,3.126493,2,1,1,benign
4,4.484161,7.885992,9.670352,2,1,4.878989,10.09863,2,malignant
10.118695,9.820492,8.517868,10.103418,3.744056,10,6.282943,10,1,malignant
2.982334,1,3.38984,2.211565,1,2.677234,3,1,1,benign
5.155791,10.081746,8.293292,9.842848,7.464282,10,6.994915,5.979824,1,malignant
5.268911,2.913489,1,2,2,2.51254,2,2.27561,1,benign
8.226559,4.986395,5.345962,2,3,10,3,1,1,malignant
7.604398,4.638304,9.372118,3.89869,3,10,5.106705,5.740022,1.534905,malignant
1,1,1,2,2,1,3,3.939179,1,benign
1,1,2,1,1,1,1,1,1,benign
2.384481,1,1,1,2,1,2,1,1,benign
2.379298,1,1,2.556846,2,10,1,1,1,benign
10.151099,9.758575,5.378474,9.802157,10.12805,10,9.713254,1,2.229023,malignant
8.470099,2.763309,5.475377,4.340563,2,4.786101,4.747102,3.634728,9.250323,malignant
9.329771,4.154801,5.85649,3.705309,4.265393,10,3,10,7.80306,malignant
1,1,1,1,2,1,2,1,1,benign
2.356214,3.010205,3.285767,3.189589,5.238002,1.815887,4.342745,5.611791,2,malignant
4,1,1,1,2,3.563897,3,1,1,benign
8.154586,9.2242,10.797208,6.223698,3,10,3.115644,1.738456,1,malignant
4.759948,1,1,1,2,1,2,1,1,benign
6.508982,6.767435,9.872018,5.427114,4.527932,2.429384,3,5.038299,1,malignant
3.130212,9.537746,5.611519,7.096004,7.16524,10,7.017805,1,1,malignant
1,1,1,2.725748,2,1,3,1,1,benign
2.346794,3.157001,3.901342,1,2,1,3,1,1,benign
2.926637,1,1,3.681057,1,1,3,1,1,benign
3.197868,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,2,1,2,1,2,1,1,benign
5.788103,1,1,1,2,1,3,1,1,benign
2.384473,1,2,1,2,1,3,1,1,benign
5.66226,4.814599,8.935038,9.92208,4.69861,6.979372,8.384341,7.685874,9.819826,malignant
5.331653,1,1,3.642798,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
2.578921,1.156819,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,1,1,benign
4,1,1,1,2,1,2,3.605015,1,benign
1,2.079341,2,8.809075,2,9.010384,2,1,1,benign
1,2.133383,2,1,2,1,1,2.716195,1,benign
5.272739,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,1,3.67897,1,benign
5.34161,1,1,1,2,1,1,1,1,benign
1,3.730989,2.806366,2.987468,3,1,8.323564,3.357817,1,benign
10.68817,10.215881,7.787444,2.711417,6.239927,7.666182,5.184148,10,1,malignant
2.071,1,3.47197,1,1,1,1,1,1,benign
4,1,1,1,2,1,3,1,1,benign
2.223903,1,1,2,2,1,2,1,1,benign
4.780481,1,1,1,2,1,3,1,1,benign
5.170294,9.987699,8.272072,9.914129,7.566577,10,8.491755,5.432011,1,malignant
1,1,1,1,2,1,2,2.947129,1,benign
7.168606,9.831734,8.902277,7.294517,6.484664,10,4.768633,10,1,malignant
5.546483,1,2,1,2,1,2,2.474503,1,benign
4,9.535853,4.965623,10.428705,7.497046,10,7.929175,8.604737,2,malignant
2.402531,6.987952,8.050171,6.394463,2,10,3,10,1,malignant
5.468905,1,3.437023,1,2,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.686826,1.707535,3.580693,1,2,1.853282,1,1,1,benign
5.576831,1,1,1,2,1,2,1,1,benign
10.0605,2.681716,4.322233,10.200126,3.802388,10,2,4.326305,2,malignant
9.347732,2.496945,3.29188,1,2,5.767556,3,1,1,malignant
4,2.452498,3.259762,10.640399,7.601451,6.34888,4.48672,10,1,malignant
2.917239,1,1,2.62397,2,2.682423,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
2.635655,2.984698,2,2,4.297651,1,4.781291,1,1,benign
4.440131,2.58338,1,1,2,1,3,2.735437,1,benign
4,1,1,1,2,3.797856,2,1,2,benign
2.41509,1,1,1,2,1,3,1,1,benign
5.338475,1,1,1,2,1,1,4.122476,1,benign
5.494147,3.603329,2.815426,3.890105,3.931809,1,4.37667,2.671592,1,benign
5.656561,10.082405,9.379765,3.597154,3.660714,7.566639,5.116686,8.46063,1,malignant
2.994454,1,1,2,2,1,2,1,1,benign
5.160036,1,1,1,2,1,2,1,2,benign
4,1,1,1,2,1,3,1,1,benign
2.984862,1,1,1,1,1.62766,2,1,1,benign
2.045809,1,1,1,2,2.713622,1,1,1,benign
5.051429,7.701916,5.961019,2,8.873253,6.658802,5.768008,1,1,malignant
1,1,1,1,1,1,2,1,1,benign
4,1,1,1,2,1,2,1,1,benign
2.409899,1,2.538211,1,2,1,1,1,1,benign
1,4.391106,3.444833,6.459052,4.794697,2.276603,2,2.414659,1,benign
4.230689,1,1,1,3,1,3,1,1,benign
2.535955,1,1,1,2,1,2,1,1,benign
2.259515,1,1,1,2,1,3,1,1,benign
8.159162,4.591957,9.472428,5.807316,2,10,3.479692,3.683079,1,malignant
4,1,1,1,2,1,2,1,1,benign
5.052501,7.498692,8.469068,8.362249,7.914808,3.737752,4.399282,10,2,malignant
3.065294,1,3.171491,1,2,1,1,1,1,benign
3.121379,1,1,1,2,1,3,1,1,benign
5.489852,10.000743,2,4.009689,8.511906,10,4.402915,10,3.273213,malignant
2.263552,1,1,1,2,1,2,1,1,benign
2.290947,1,1,1,3,1,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
4,1,3.010519,1,1,1,2,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4,1,2,1,2,1,2,1,1,benign
4.75128,2.607867,2,1,4.632255,1,2,1,2,benign
1,1,1,1,2,1,1,1,2,benign
9.882913,2.618209,3.631341,9.985676,2,10,4.278535,4.436938,2,malignant
9.433297,4.407361,5.946286,9.572787,3,10,4.268285,2.951913,7.653533,malignant
1,1,1,3.778506,2,1,2,1,1,benign
5.120973,2.648952,2,2,2,1,1,1,1,benign
6.790925,5.895757,5.218221,3.649482,3,5.812154,4.702997,8.483747,1,malignant
5.268516,4.976744,5.196699,9.945054,6.591993,10,9.467359,1,6.480996,malignant
8.058873,10.277204,9.918642,9.791031,4.100383,10,8.590862,2.989646,3,malignant
5.521754,1,1,1,2,1,1,1,1,benign
7.642312,2.370691,3.04777,3.980772,2,7.696603,5.673521,8.87536,1,malignant
8.804996,7.632625,8.085926,9.713562,7.494199,7.649625,7.369454,7.963051,3,malignant
7.463239,1,1,1,2,1,3,1,1,benign
10.362368,10.310449,10.218628,2,4.990237,10,8.031572,10,2,malignant
9.647797,9.668579,10.781026,9.849062,6.722684,10,9.491974,10,4.880701,malignant
2.202464,1,4.238202,1,2,1,1,1,1,benign
1,1,1,2,2,3.410686,3,1,1,benign
9.110564,9.324126,9.598932,10.169229,3,10,3,5.243681,1,malignant
1,2.386333,2.745466,1,2,1,1,1,1,benign
4.807955,8.996672,10.367377,6.500682,6.227045,10,9.468044,8.237492,1,malignant
5.044739,1,1,1,2,1,4.986484,1,1,benign
1,2.799775,2,1,2,1,1,1,1,benign
1,1,1,1,3,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
4.94858,1,2,1,3,1,1,1,1,benign
1,1,1,1,2,1,1,1,1,benign
1,1,1,1,2,1,3,1,1,benign
7.746653,10.137172,10.526997,4.354273,7.380771,0.865885,9.083319,8.295377,3,malignant
5.031335,1,1,1,2,1,2,1,1,benign
4.835017,1,1,2,2,1,2,1,1,benign
2.394365,1,1,1,2,1,2,1,1,benign
4.895849,1,1,1,2,1,2,1,1,benign
4,1,1,1,2,1,3,1,1,benign
1.875063,1,1,1,2,1,3,1,1,benign
1,1,2,2,2,1,3,3.099213,1,benign
3.002598,7.149633,8.137751,10.314714,4.911513,10,5.307596,7.150422,3,malignant
5.322043,1,1,2,2,1,1,1,1,benign
4.555996,1,2.944038,1,2,1,1,1,1,benign
1,1,3.546171,1,2,1,2,1,1,benign
9.549168,6.530659,8.739753,5.435626,4.740259,8.425745,4.595827,2.586388,1,malignant
1,1,1,1,2,1,1,1,1,benign
2.629414,7.785326,4.605309,3.861083,3,10,3,8.267043,3.952597,malignant
10.005342,9.694538,8.879876,6.370571,4.083398,10,8.48817,1,1,malignant
5.400303,2.628771,3.28875,1,4.641167,1,6.646683,8.315297,8.04537,malignant
1,1,1,1,2,4.172137,2,1,1,benign
1,1,1,1,2,1,2,1,1,benign
9.042613,4.413011,6.820278,10.207998,5.60918,1,4.526062,1,1,malignant
1,1,1,2,2,1,3,1,1,benign
5.10106,3.396284,2.782698,3.405243,2,10,8.679116,4.106469,1,malignant
1,1,1,1,2,1,2,1,1,benign
7.82642,10.204901,9.158166,9.417975,5.909236,10,8.748162,2.712123,4.787863,malignant
9.832378,7.191943,4.027366,2.806077,8.199517,8.344249,4.766743,4.068803,3,malignant
1,1,1,1,2,1,1,1,1,benign
5.602372,1,1,1,2,1,3,1,1,benign
9.587742,7.992591,5.940404,6.607529,3.914226,2.192808,7.025786,7.048947,3,malignant
4,9.991095,9.124939,2,9.090383,3.844666,4.800094,1,1,malignant
2.680844,1,1,1,2,1,3,1,2,benign
5.584255,1,1,1,2,1,2,1,1,benign
10.902248,2.755816,6.345867,9.926648,7.806395,1,4.870118,1,1,malignant
2.126562,3.283102,3.411819,3.706223,9.789023,4.468099,4.216043,1,1,malignant
1,1,1,1,2,1,3,1,1,benign
4,1,3.411812,2,2,2.1863,2,1,1,benign
6.8622,7.177866,9.7548,7.764508,4.062085,1,3,5.910786,1,malignant
3.57192,1,1,1,2,1,1,1,1,benign
5.328696,1,1,1,2,1,1,1,1,benign
5.044732,9.900635,9.27932,3.059591,8.427234,6.61316,8.725125,10,8.514327,malignant
1,1,1,1,2,1,2,1,1,benign
1,6.653743,3.310775,3.267441,4.49356,10,6.032562,1,1,malignant
2.71333,1,1,1,1,1,1,1,2,benign
4.561676,1,1,2,2,2.921199,2,1,1,benign
9.239889,7.628741,10.065662,4.023883,7.343257,5.210779,3,6.934944,1,malignant
2.457828,1,1,1,2,1,3,1,1,benign
10.850797,5.839483,2.962265,5.021241,7.296923,10,5.37011,1,4.178143,malignant
4.794592,1,1,1,2,1,2,1,1,benign
3.294694,1,1,1,2,2.566614,2,1,1,benign
2.576431,2.335681,5.155268,1,4.445879,1.78787,8.447151,2.321659,3,malignant
1,1,1,1,2,1,1,1,1,benign
9.243082,7.026088,11.296241,1,4.776232,3.356133,7.372223,6.222726,2,malignant
2.549637,1,1,1,2,1,1,1,1,benign
1,1,4.058407,1,1,1,3,1,1,benign
2.710081,1,4.418305,1,2,1,1,2.311917,1,benign
1,1,1,1,2,1,1,1,3,benign
7.082758,7.285873,9.822764,3.560338,7.903862,3.882578,8.514656,8.086794,1,malignant
2.298174,7.67075,4.385933,2.693001,4.786756,7.592769,4.070332,3.939586,9.42479,malignant
2.589843,1,1,1,2,1,2,1,1,benign
8.436227,2.033283,2.408879,1,4.93875,2.607285,5.674245,3.310383,1,malignant
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,2,1,2,1,1,benign
1,1,1,1,2,1,3,3.227989,1,benign
1,1,1,1,2,1,3,1,1,benign
1,1,1,1,3,1,2,1,5.65322,benign
8.981261,2.08073,5.778863,3.266157,2,1,3,1,1,malignant
5.232923,1,1,1,2,1,2,1.770435,1,benign
4,1,1,4.0697,2,10,2,1,1,benign
4,1,2,1,2,1,1,2.455609,2,benign
2.67984,1,1,2,1,3.584441,3,1.622394,1,benign
1,2.583462,1,1,1,1,3,3.333749,1,benign
2.647166,6.498892,3.782736,2,3.618101,10,3,1,1,malignant
2.759398,1,1,1,2,1,1,1,1,benign
9.600834,3.565309,7.647484,2,2,10,6.876991,8.828801,1,malignant
2.197194,1,1,1,2,1,3,1,1,benign
9.203448,1,1,1,2,1,3,1,1,benign
5.515871,4.953302,6.485145,3.166296,10.135047,10,4.003713,4.127292,1,malignant
4,1,1,1,2,1,3,1,1,benign
1,1.683846,1,1,1,1,2,2.880478,1,benign
5.280521,1,1,1,2,1,3,1,1,benign
5.01243,1.899603,2,10.419117,5.797901,7.600027,4.133085,1,1,malignant
10.79801,2.265464,4.206357,3.400211,2,1,1,1,1,benign
2.800566,1,1,1,3,1,2,1,1,benign
5.527186,4.089602,9.534943,10.048328,3.896491,10,3,2.111802,1,malignant
5.313608,4.625022,5.729719,3.022285,7.483264,3.789821,5.44245,1,2,malignant
4.856602,1,3.165528,1,2,1,1,2.273826,1,benign
1,1,1,1,1,3.871788,1,1,1,benign
2.493444,1,1,1,2,1,2,1,1,benign
5.040356,2.387734,1,1,1,1,3,1,1,benign
2.255691,1,1,1,2,3.387856,3,1,1,benign
1.706024,1,1,1,2,2.435021,2,1,1,benign
1,2.859747,2,1,2,1,1,1,1,benign
7.201465,3.927301,3.834177,5.882283,3.578154,10,2,6.979611,2,malignant
5.453303,1,1,1,2,1,2,1,1,benign
5.175262,1,1,1,2,1,1,1,1,benign
2.724234,1,2,1,3,1,2,1,1,benign
5.116018,1,1,1,2,1,1,2.892966,1,benign
1.799097,1,1,1,3,1,2,1,1,benign
8.448598,8.25287,6.987394,9.824119,3,10,4.70474,10,2,malignant
1,6.81722,8.885508,2,4.71164,10,9.199368,1,9.610245,malignant
1,1,1,2,2,1,1,1,1,benign
5.900333,3.759734,3.888563,3.419496,9.268038,1,6.412964,5.578797,1,benign
2.080184,1,1,2.826798,2,1,1,1,1,benign
3.103786,1,1,1,2,1,3,1,1,benign
8.335625,4.605734,2.936938,1,3,1,1,10,3,malignant
4,1,1,1,2,1,2,1,1,benign
4,6.754293,5.461576,1,5.35121,9.3208,4.518365,1,3,malignant
7.605618,3.229412,4.474002,1,2,3.182989,6.952819,2.270927,1,malignant
7.003875,5.166629,7.769805,1,2,1.926835,3,2.348384,3,malignant
5.228664,1,2,1,4.572619,10,5.416034,10,2,malignant
9.32005,10.026792,8.770642,1,7.250318,5.659085,5.268265,8.889831,1,malignant
4,1,1,3.12321,5.807835,1,2,1,1,benign
1,1,1,2,2,3.806206,1,1,1,benign
8.950919,4.124282,3.030195,9.732066,2,10,4.35875,4.596139,9.959341,malignant
2.661084,1,1,1,1,1,3,1,1,benign
1,1,1,1,2,1,3,3.022758,1,benign
2.480204,1,1,1,2,1,1,1,1,benign
8.628543,4.389691,2.504922,2,1,10,7.745542,10,7.393754,malignant
4.704648,9.642486,9.244801,1,2,10,3.979836,10,3,malignant
1,1,1,1,2,1,3,1,1,benign
6.917722,5.85969,6.097785,5.886209,4.053192,6.841394,3,2.866781,3,malignant
4,1,1,1,2,1,2,1,1,benign
2.597742,1,1,1,2,1,1,1.703139,1,benign
1,1,1,2,2,1,3,1,1,benign
2.686144,1,1,1,2,1,3,1,1,benign
9.377925,1,1,1,2,5.35678,3,1,1,benign
11.089136,7.78862,6.26434,7.220436,3.699652,10,1,10,3,malignant
2.92398,4.705386,4.835817,1,2,1,2,4.318573,1,benign
2.406955,2.180238,3.111847,1,3,1,2,1,1,benign
1,2.282072,1,2,3,1,3,1,1,benign
8.614165,4.117094,5.064645,2.496989,4.619977,7.602609,7.656237,4.359444,1,malignant
5.398722,4.3421,5.75304,6.473517,4.678939,5.736726,8.52615,1,3,malignant
5.779294,1,1,1,3,1,1,1,1,benign
3.915372,1,1,1,2,1,3,1,1,benign
2.880704,1,1,1,1,1,3,1,1,benign
5.976139,1,1,1,2,1,3,1,1,benign
2.59774,1,1,1,2,1,1,1,1,benign
9.927819,9.356578,8.735863,9.857325,7.899676,10,2,7.783836,3,malignant
4.781275,1,1,1,2,1,3,1,1,benign
5.479501,9.688672,2,3.415991,5.915206,10,7.930997,5.689254,5.650542,malignant
4,1,1,1,2,2.071265,3,1,1,benign
9.761903,9.817482,4.27946,9.33789,10.617945,5.960952,7.66613,10,1,malignant