wdbc.arff

This example demonstrates how to use WEKA s SVMs classifier in Matlab.

8712291,B,14.97,19.76,95.5,690.2,0.08421,0.05352,0.01947,0.01939,0.1515,0.05266,0.184,1.065,1.286,16.64,0.003634,0.007983,0.008268,0.006432,0.01924,0.00152,15.98,25.82,102.3,782.1,0.1045,0.09995,0.0775,0.05754,0.2646,0.06085
87127,B,10.8,9.71,68.77,357.6,0.09594,0.05736,0.02531,0.01698,0.1381,0.064,0.1728,0.4064,1.126,11.48,0.007809,0.009816,0.01099,0.005344,0.01254,0.00212,11.6,12.02,73.66,414,0.1436,0.1257,0.1047,0.04603,0.209,0.07699
8712729,M,16.78,18.8,109.3,886.3,0.08865,0.09182,0.08422,0.06576,0.1893,0.05534,0.599,1.391,4.129,67.34,0.006123,0.0247,0.02626,0.01604,0.02091,0.003493,20.05,26.3,130.7,1260,0.1168,0.2119,0.2318,0.1474,0.281,0.07228
8712766,M,17.47,24.68,116.1,984.6,0.1049,0.1603,0.2159,0.1043,0.1538,0.06365,1.088,1.41,7.337,122.3,0.006174,0.03634,0.04644,0.01569,0.01145,0.00512,23.14,32.33,155.3,1660,0.1376,0.383,0.489,0.1721,0.216,0.093
8712853,B,14.97,16.95,96.22,685.9,0.09855,0.07885,0.02602,0.03781,0.178,0.0565,0.2713,1.217,1.893,24.28,0.00508,0.0137,0.007276,0.009073,0.0135,0.001706,16.11,23,104.6,793.7,0.1216,0.1637,0.06648,0.08485,0.2404,0.06428
87139402,B,12.32,12.39,78.85,464.1,0.1028,0.06981,0.03987,0.037,0.1959,0.05955,0.236,0.6656,1.67,17.43,0.008045,0.0118,0.01683,0.01241,0.01924,0.002248,13.5,15.64,86.97,549.1,0.1385,0.1266,0.1242,0.09391,0.2827,0.06771
87163,M,13.43,19.63,85.84,565.4,0.09048,0.06288,0.05858,0.03438,0.1598,0.05671,0.4697,1.147,3.142,43.4,0.006003,0.01063,0.02151,0.009443,0.0152,0.001868,17.98,29.87,116.6,993.6,0.1401,0.1546,0.2644,0.116,0.2884,0.07371
87164,M,15.46,11.89,102.5,736.9,0.1257,0.1555,0.2032,0.1097,0.1966,0.07069,0.4209,0.6583,2.805,44.64,0.005393,0.02321,0.04303,0.0132,0.01792,0.004168,18.79,17.04,125,1102,0.1531,0.3583,0.583,0.1827,0.3216,0.101
871641,B,11.08,14.71,70.21,372.7,0.1006,0.05743,0.02363,0.02583,0.1566,0.06669,0.2073,1.805,1.377,19.08,0.01496,0.02121,0.01453,0.01583,0.03082,0.004785,11.35,16.82,72.01,396.5,0.1216,0.0824,0.03938,0.04306,0.1902,0.07313
871642,B,10.66,15.15,67.49,349.6,0.08792,0.04302,0,0,0.1928,0.05975,0.3309,1.925,2.155,21.98,0.008713,0.01017,0,0,0.03265,0.001002,11.54,19.2,73.2,408.3,0.1076,0.06791,0,0,0.271,0.06164
872113,B,8.671,14.45,54.42,227.2,0.09138,0.04276,0,0,0.1722,0.06724,0.2204,0.7873,1.435,11.36,0.009172,0.008007,0,0,0.02711,0.003399,9.262,17.04,58.36,259.2,0.1162,0.07057,0,0,0.2592,0.07848
872608,B,9.904,18.06,64.6,302.4,0.09699,0.1294,0.1307,0.03716,0.1669,0.08116,0.4311,2.261,3.132,27.48,0.01286,0.08808,0.1197,0.0246,0.0388,0.01792,11.26,24.39,73.07,390.2,0.1301,0.295,0.3486,0.0991,0.2614,0.1162
87281702,M,16.46,20.11,109.3,832.9,0.09831,0.1556,0.1793,0.08866,0.1794,0.06323,0.3037,1.284,2.482,31.59,0.006627,0.04094,0.05371,0.01813,0.01682,0.004584,17.79,28.45,123.5,981.2,0.1415,0.4667,0.5862,0.2035,0.3054,0.09519
873357,B,13.01,22.22,82.01,526.4,0.06251,0.01938,0.001595,0.001852,0.1395,0.05234,0.1731,1.142,1.101,14.34,0.003418,0.002252,0.001595,0.001852,0.01613,0.0009683,14,29.02,88.18,608.8,0.08125,0.03432,0.007977,0.009259,0.2295,0.05843
873586,B,12.81,13.06,81.29,508.8,0.08739,0.03774,0.009193,0.0133,0.1466,0.06133,0.2889,0.9899,1.778,21.79,0.008534,0.006364,0.00618,0.007408,0.01065,0.003351,13.63,16.15,86.7,570.7,0.1162,0.05445,0.02758,0.0399,0.1783,0.07319
873592,M,27.22,21.87,182.1,2250,0.1094,0.1914,0.2871,0.1878,0.18,0.0577,0.8361,1.481,5.82,128.7,0.004631,0.02537,0.03109,0.01241,0.01575,0.002747,33.12,32.85,220.8,3216,0.1472,0.4034,0.534,0.2688,0.2856,0.08082
873593,M,21.09,26.57,142.7,1311,0.1141,0.2832,0.2487,0.1496,0.2395,0.07398,0.6298,0.7629,4.414,81.46,0.004253,0.04759,0.03872,0.01567,0.01798,0.005295,26.68,33.48,176.5,2089,0.1491,0.7584,0.678,0.2903,0.4098,0.1284
873701,M,15.7,20.31,101.2,766.6,0.09597,0.08799,0.06593,0.05189,0.1618,0.05549,0.3699,1.15,2.406,40.98,0.004626,0.02263,0.01954,0.009767,0.01547,0.00243,20.11,32.82,129.3,1269,0.1414,0.3547,0.2902,0.1541,0.3437,0.08631
873843,B,11.41,14.92,73.53,402,0.09059,0.08155,0.06181,0.02361,0.1167,0.06217,0.3344,1.108,1.902,22.77,0.007356,0.03728,0.05915,0.01712,0.02165,0.004784,12.37,17.7,79.12,467.2,0.1121,0.161,0.1648,0.06296,0.1811,0.07427
873885,M,15.28,22.41,98.92,710.6,0.09057,0.1052,0.05375,0.03263,0.1727,0.06317,0.2054,0.4956,1.344,19.53,0.00329,0.01395,0.01774,0.006009,0.01172,0.002575,17.8,28.03,113.8,973.1,0.1301,0.3299,0.363,0.1226,0.3175,0.09772
874158,B,10.08,15.11,63.76,317.5,0.09267,0.04695,0.001597,0.002404,0.1703,0.06048,0.4245,1.268,2.68,26.43,0.01439,0.012,0.001597,0.002404,0.02538,0.00347,11.87,21.18,75.39,437,0.1521,0.1019,0.00692,0.01042,0.2933,0.07697
874217,M,18.31,18.58,118.6,1041,0.08588,0.08468,0.08169,0.05814,0.1621,0.05425,0.2577,0.4757,1.817,28.92,0.002866,0.009181,0.01412,0.006719,0.01069,0.001087,21.31,26.36,139.2,1410,0.1234,0.2445,0.3538,0.1571,0.3206,0.06938
874373,B,11.71,17.19,74.68,420.3,0.09774,0.06141,0.03809,0.03239,0.1516,0.06095,0.2451,0.7655,1.742,17.86,0.006905,0.008704,0.01978,0.01185,0.01897,0.001671,13.01,21.39,84.42,521.5,0.1323,0.104,0.1521,0.1099,0.2572,0.07097
874662,B,11.81,17.39,75.27,428.9,0.1007,0.05562,0.02353,0.01553,0.1718,0.0578,0.1859,1.926,1.011,14.47,0.007831,0.008776,0.01556,0.00624,0.03139,0.001988,12.57,26.48,79.57,489.5,0.1356,0.1,0.08803,0.04306,0.32,0.06576
874839,B,12.3,15.9,78.83,463.7,0.0808,0.07253,0.03844,0.01654,0.1667,0.05474,0.2382,0.8355,1.687,18.32,0.005996,0.02212,0.02117,0.006433,0.02025,0.001725,13.35,19.59,86.65,546.7,0.1096,0.165,0.1423,0.04815,0.2482,0.06306
874858,M,14.22,23.12,94.37,609.9,0.1075,0.2413,0.1981,0.06618,0.2384,0.07542,0.286,2.11,2.112,31.72,0.00797,0.1354,0.1166,0.01666,0.05113,0.01172,15.74,37.18,106.4,762.4,0.1533,0.9327,0.8488,0.1772,0.5166,0.1446
875093,B,12.77,21.41,82.02,507.4,0.08749,0.06601,0.03112,0.02864,0.1694,0.06287,0.7311,1.748,5.118,53.65,0.004571,0.0179,0.02176,0.01757,0.03373,0.005875,13.75,23.5,89.04,579.5,0.09388,0.08978,0.05186,0.04773,0.2179,0.06871
875099,B,9.72,18.22,60.73,288.1,0.0695,0.02344,0,0,0.1653,0.06447,0.3539,4.885,2.23,21.69,0.001713,0.006736,0,0,0.03799,0.001688,9.968,20.83,62.25,303.8,0.07117,0.02729,0,0,0.1909,0.06559
875263,M,12.34,26.86,81.15,477.4,0.1034,0.1353,0.1085,0.04562,0.1943,0.06937,0.4053,1.809,2.642,34.44,0.009098,0.03845,0.03763,0.01321,0.01878,0.005672,15.65,39.34,101.7,768.9,0.1785,0.4706,0.4425,0.1459,0.3215,0.1205
87556202,M,14.86,23.21,100.4,671.4,0.1044,0.198,0.1697,0.08878,0.1737,0.06672,0.2796,0.9622,3.591,25.2,0.008081,0.05122,0.05551,0.01883,0.02545,0.004312,16.08,27.78,118.6,784.7,0.1316,0.4648,0.4589,0.1727,0.3,0.08701
875878,B,12.91,16.33,82.53,516.4,0.07941,0.05366,0.03873,0.02377,0.1829,0.05667,0.1942,0.9086,1.493,15.75,0.005298,0.01587,0.02321,0.00842,0.01853,0.002152,13.88,22,90.81,600.6,0.1097,0.1506,0.1764,0.08235,0.3024,0.06949
875938,M,13.77,22.29,90.63,588.9,0.12,0.1267,0.1385,0.06526,0.1834,0.06877,0.6191,2.112,4.906,49.7,0.0138,0.03348,0.04665,0.0206,0.02689,0.004306,16.39,34.01,111.6,806.9,0.1737,0.3122,0.3809,0.1673,0.308,0.09333
877159,M,18.08,21.84,117.4,1024,0.07371,0.08642,0.1103,0.05778,0.177,0.0534,0.6362,1.305,4.312,76.36,0.00553,0.05296,0.0611,0.01444,0.0214,0.005036,19.76,24.7,129.1,1228,0.08822,0.1963,0.2535,0.09181,0.2369,0.06558
877486,M,19.18,22.49,127.5,1148,0.08523,0.1428,0.1114,0.06772,0.1767,0.05529,0.4357,1.073,3.833,54.22,0.005524,0.03698,0.02706,0.01221,0.01415,0.003397,23.36,32.06,166.4,1688,0.1322,0.5601,0.3865,0.1708,0.3193,0.09221
877500,M,14.45,20.22,94.49,642.7,0.09872,0.1206,0.118,0.0598,0.195,0.06466,0.2092,0.6509,1.446,19.42,0.004044,0.01597,0.02,0.007303,0.01522,0.001976,18.33,30.12,117.9,1044,0.1552,0.4056,0.4967,0.1838,0.4753,0.1013
877501,B,12.23,19.56,78.54,461,0.09586,0.08087,0.04187,0.04107,0.1979,0.06013,0.3534,1.326,2.308,27.24,0.007514,0.01779,0.01401,0.0114,0.01503,0.003338,14.44,28.36,92.15,638.4,0.1429,0.2042,0.1377,0.108,0.2668,0.08174
877989,M,17.54,19.32,115.1,951.6,0.08968,0.1198,0.1036,0.07488,0.1506,0.05491,0.3971,0.8282,3.088,40.73,0.00609,0.02569,0.02713,0.01345,0.01594,0.002658,20.42,25.84,139.5,1239,0.1381,0.342,0.3508,0.1939,0.2928,0.07867
878796,M,23.29,26.67,158.9,1685,0.1141,0.2084,0.3523,0.162,0.22,0.06229,0.5539,1.56,4.667,83.16,0.009327,0.05121,0.08958,0.02465,0.02175,0.005195,25.12,32.68,177,1986,0.1536,0.4167,0.7892,0.2733,0.3198,0.08762
87880,M,13.81,23.75,91.56,597.8,0.1323,0.1768,0.1558,0.09176,0.2251,0.07421,0.5648,1.93,3.909,52.72,0.008824,0.03108,0.03112,0.01291,0.01998,0.004506,19.2,41.85,128.5,1153,0.2226,0.5209,0.4646,0.2013,0.4432,0.1086
87930,B,12.47,18.6,81.09,481.9,0.09965,0.1058,0.08005,0.03821,0.1925,0.06373,0.3961,1.044,2.497,30.29,0.006953,0.01911,0.02701,0.01037,0.01782,0.003586,14.97,24.64,96.05,677.9,0.1426,0.2378,0.2671,0.1015,0.3014,0.0875
879523,M,15.12,16.68,98.78,716.6,0.08876,0.09588,0.0755,0.04079,0.1594,0.05986,0.2711,0.3621,1.974,26.44,0.005472,0.01919,0.02039,0.00826,0.01523,0.002881,17.77,20.24,117.7,989.5,0.1491,0.3331,0.3327,0.1252,0.3415,0.0974
879804,B,9.876,17.27,62.92,295.4,0.1089,0.07232,0.01756,0.01952,0.1934,0.06285,0.2137,1.342,1.517,12.33,0.009719,0.01249,0.007975,0.007527,0.0221,0.002472,10.42,23.22,67.08,331.6,0.1415,0.1247,0.06213,0.05588,0.2989,0.0738
879830,M,17.01,20.26,109.7,904.3,0.08772,0.07304,0.0695,0.0539,0.2026,0.05223,0.5858,0.8554,4.106,68.46,0.005038,0.01503,0.01946,0.01123,0.02294,0.002581,19.8,25.05,130,1210,0.1111,0.1486,0.1932,0.1096,0.3275,0.06469
8810158,B,13.11,22.54,87.02,529.4,0.1002,0.1483,0.08705,0.05102,0.185,0.0731,0.1931,0.9223,1.491,15.09,0.005251,0.03041,0.02526,0.008304,0.02514,0.004198,14.55,29.16,99.48,639.3,0.1349,0.4402,0.3162,0.1126,0.4128,0.1076
8810436,B,15.27,12.91,98.17,725.5,0.08182,0.0623,0.05892,0.03157,0.1359,0.05526,0.2134,0.3628,1.525,20,0.004291,0.01236,0.01841,0.007373,0.009539,0.001656,17.38,15.92,113.7,932.7,0.1222,0.2186,0.2962,0.1035,0.232,0.07474
881046502,M,20.58,22.14,134.7,1290,0.0909,0.1348,0.164,0.09561,0.1765,0.05024,0.8601,1.48,7.029,111.7,0.008124,0.03611,0.05489,0.02765,0.03176,0.002365,23.24,27.84,158.3,1656,0.1178,0.292,0.3861,0.192,0.2909,0.05865
8810528,B,11.84,18.94,75.51,428,0.08871,0.069,0.02669,0.01393,0.1533,0.06057,0.2222,0.8652,1.444,17.12,0.005517,0.01727,0.02045,0.006747,0.01616,0.002922,13.3,24.99,85.22,546.3,0.128,0.188,0.1471,0.06913,0.2535,0.07993
8810703,M,28.11,18.47,188.5,2499,0.1142,0.1516,0.3201,0.1595,0.1648,0.05525,2.873,1.476,21.98,525.6,0.01345,0.02772,0.06389,0.01407,0.04783,0.004476,28.11,18.47,188.5,2499,0.1142,0.1516,0.3201,0.1595,0.1648,0.05525
881094802,M,17.42,25.56,114.5,948,0.1006,0.1146,0.1682,0.06597,0.1308,0.05866,0.5296,1.667,3.767,58.53,0.03113,0.08555,0.1438,0.03927,0.02175,0.01256,18.07,28.07,120.4,1021,0.1243,0.1793,0.2803,0.1099,0.1603,0.06818
8810955,M,14.19,23.81,92.87,610.7,0.09463,0.1306,0.1115,0.06462,0.2235,0.06433,0.4207,1.845,3.534,31,0.01088,0.0371,0.03688,0.01627,0.04499,0.004768,16.86,34.85,115,811.3,0.1559,0.4059,0.3744,0.1772,0.4724,0.1026
8810987,M,13.86,16.93,90.96,578.9,0.1026,0.1517,0.09901,0.05602,0.2106,0.06916,0.2563,1.194,1.933,22.69,0.00596,0.03438,0.03909,0.01435,0.01939,0.00456,15.75,26.93,104.4,750.1,0.146,0.437,0.4636,0.1654,0.363,0.1059
8811523,B,11.89,18.35,77.32,432.2,0.09363,0.1154,0.06636,0.03142,0.1967,0.06314,0.2963,1.563,2.087,21.46,0.008872,0.04192,0.05946,0.01785,0.02793,0.004775,13.25,27.1,86.2,531.2,0.1405,0.3046,0.2806,0.1138,0.3397,0.08365
8811779,B,10.2,17.48,65.05,321.2,0.08054,0.05907,0.05774,0.01071,0.1964,0.06315,0.3567,1.922,2.747,22.79,0.00468,0.0312,0.05774,0.01071,0.0256,0.004613,11.48,24.47,75.4,403.7,0.09527,0.1397,0.1925,0.03571,0.2868,0.07809
8811842,M,19.8,21.56,129.7,1230,0.09383,0.1306,0.1272,0.08691,0.2094,0.05581,0.9553,1.186,6.487,124.4,0.006804,0.03169,0.03446,0.01712,0.01897,0.004045,25.73,28.64,170.3,2009,0.1353,0.3235,0.3617,0.182,0.307,0.08255
88119002,M,19.53,32.47,128,1223,0.0842,0.113,0.1145,0.06637,0.1428,0.05313,0.7392,1.321,4.722,109.9,0.005539,0.02644,0.02664,0.01078,0.01332,0.002256,27.9,45.41,180.2,2477,0.1408,0.4097,0.3995,0.1625,0.2713,0.07568
8812816,B,13.65,13.16,87.88,568.9,0.09646,0.08711,0.03888,0.02563,0.136,0.06344,0.2102,0.4336,1.391,17.4,0.004133,0.01695,0.01652,0.006659,0.01371,0.002735,15.34,16.35,99.71,706.2,0.1311,0.2474,0.1759,0.08056,0.238,0.08718
8812818,B,13.56,13.9,88.59,561.3,0.1051,0.1192,0.0786,0.04451,0.1962,0.06303,0.2569,0.4981,2.011,21.03,0.005851,0.02314,0.02544,0.00836,0.01842,0.002918,14.98,17.13,101.1,686.6,0.1376,0.2698,0.2577,0.0909,0.3065,0.08177
8812844,B,10.18,17.53,65.12,313.1,0.1061,0.08502,0.01768,0.01915,0.191,0.06908,0.2467,1.217,1.641,15.05,0.007899,0.014,0.008534,0.007624,0.02637,0.003761,11.17,22.84,71.94,375.6,0.1406,0.144,0.06572,0.05575,0.3055,0.08797
8812877,M,15.75,20.25,102.6,761.3,0.1025,0.1204,0.1147,0.06462,0.1935,0.06303,0.3473,0.9209,2.244,32.19,0.004766,0.02374,0.02384,0.008637,0.01772,0.003131,19.56,30.29,125.9,1088,0.1552,0.448,0.3976,0.1479,0.3993,0.1064
8813129,B,13.27,17.02,84.55,546.4,0.08445,0.04994,0.03554,0.02456,0.1496,0.05674,0.2927,0.8907,2.044,24.68,0.006032,0.01104,0.02259,0.009057,0.01482,0.002496,15.14,23.6,98.84,708.8,0.1276,0.1311,0.1786,0.09678,0.2506,0.07623
88143502,B,14.34,13.47,92.51,641.2,0.09906,0.07624,0.05724,0.04603,0.2075,0.05448,0.522,0.8121,3.763,48.29,0.007089,0.01428,0.0236,0.01286,0.02266,0.001463,16.77,16.9,110.4,873.2,0.1297,0.1525,0.1632,0.1087,0.3062,0.06072
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881972,M,17.05,19.08,113.4,895,0.1141,0.1572,0.191,0.109,0.2131,0.06325,0.2959,0.679,2.153,31.98,0.005532,0.02008,0.03055,0.01384,0.01177,0.002336,19.59,24.89,133.5,1189,0.1703,0.3934,0.5018,0.2543,0.3109,0.09061
88199202,B,11.32,27.08,71.76,395.7,0.06883,0.03813,0.01633,0.003125,0.1869,0.05628,0.121,0.8927,1.059,8.605,0.003653,0.01647,0.01633,0.003125,0.01537,0.002052,12.08,33.75,79.82,452.3,0.09203,0.1432,0.1089,0.02083,0.2849,0.07087