% 1. Title: Wisconsin Prognostic Breast Cancer (WPBC) % % 2. Source Information % % a) Creators: % % Dr. William H. Wolberg, General Surgery Dept., University of % Wisconsin, Clinical Sciences Center, Madison, WI 53792 % wolberg@eagle.surgery.wisc.edu % % W. Nick Street, Computer Sciences Dept., University of % Wisconsin, 1210 West Dayton St., Madison, WI 53706 % street@cs.wisc.edu 608-262-6619 % % Olvi L. Mangasarian, Computer Sciences Dept., University of % Wisconsin, 1210 West Dayton St., Madison, WI 53706 % olvi@cs.wisc.edu % % b) Donor: Nick Street % % c) Date: December 1995 % % 3. Past Usage: % % Various versions of this data have been used in the following % publications: % % (i) W. N. Street, O. L. Mangasarian, and W.H. Wolberg. % An inductive learning approach to prognostic prediction. % In A. Prieditis and S. Russell, editors, Proceedings of the % Twelfth International Conference on Machine Learning, pages % 522--530, San Francisco, 1995. Morgan Kaufmann. % % (ii) O.L. Mangasarian, W.N. Street and W.H. Wolberg. % Breast cancer diagnosis and prognosis via linear programming. % Operations Research, 43(4), pages 570-577, July-August 1995. % % (iii) W.H. Wolberg, W.N. Street, D.M. Heisey, and O.L. Mangasarian. % Computerized breast cancer diagnosis and prognosis from fine % needle aspirates. Archives of Surgery 1995;130:511-516. % % (iv) W.H. Wolberg, W.N. Street, and O.L. Mangasarian. % Image analysis and machine learning applied to breast cancer % diagnosis and prognosis. Analytical and Quantitative Cytology % and Histology, Vol. 17 No. 2, pages 77-87, April 1995. % % (v) W.H. Wolberg, W.N. Street, D.M. Heisey, and O.L. Mangasarian. % Computer-derived nuclear ``grade'' and breast cancer prognosis. % Analytical and Quantitative Cytology and Histology, Vol. 17, % pages 257-264, 1995. % % See also: % http://www.cs.wisc.edu/~olvi/uwmp/mpml.html % http://www.cs.wisc.edu/~olvi/uwmp/cancer.html % % Results: % % Two possible learning problems: % % 1) Predicting field 2, outcome: R = recurrent, N = nonrecurrent % - Dataset should first be filtered to reflect a particular % endpoint; e.g., recurrences before 24 months = positive, % nonrecurrence beyond 24 months = negative. % - 86.3% accuracy estimated accuracy on 2-year recurrence using % previous version of this data. Learning method: MSM-T (see % below) in the 4-dimensional space of Mean Texture, Worst Area, % Worst Concavity, Worst Fractal Dimension. % % 2) Predicting Time To Recur (field 3 in recurrent records) % - Estimated mean error 13.9 months using Recurrence Surface % Approximation. (See references (i) and (ii) above) % % 4. Relevant information % % Each record represents follow-up data for one breast cancer % case. These are consecutive patients seen by Dr. Wolberg % since 1984, and include only those cases exhibiting invasive % breast cancer and no evidence of distant metastases at the % time of diagnosis. % % The first 30 features are computed from a digitized image of a % fine needle aspirate (FNA) of a breast mass. They describe % characteristics of the cell nuclei present in the image. % A few of the images can be found at % http://www.cs.wisc.edu/~street/images/ % % The separation described above was obtained using % Multisurface Method-Tree (MSM-T) [K. P. Bennett, "Decision Tree % Construction Via Linear Programming." Proceedings of the 4th % Midwest Artificial Intelligence and Cognitive Science Society, % pp. 97-101, 1992], a classification method which uses linear % programming to construct a decision tree. Relevant features % were selected using an exhaustive search in the space of 1-4 % features and 1-3 separating planes. % % The actual linear program used to obtain the separating plane % in the 3-dimensional space is that described in: % [K. P. Bennett and O. L. Mangasarian: "Robust Linear % Programming Discrimination of Two Linearly Inseparable Sets", % Optimization Methods and Software 1, 1992, 23-34]. % % The Recurrence Surface Approximation (RSA) method is a linear % programming model which predicts Time To Recur using both % recurrent and nonrecurrent cases. See references (i) and (ii) % above for details of the RSA method. % % This database is also available through the UW CS ftp server: % % ftp ftp.cs.wisc.edu % cd math-prog/cpo-dataset/machine-learn/WPBC/ % % 5. Number of instances: 198 % % 6. Number of attributes: 34 (ID, outcome, 32 real-valued input features) % % 7. Attribute information % % 1) ID number % 2) Outcome (R = recur, N = nonrecur) % 3) Time (recurrence time if field 2 = R, disease-free time if % field 2 = N) % 4-33) Ten real-valued features are computed for each cell nucleus: % % a) radius (mean of distances from center to points on the perimeter) % b) texture (standard deviation of gray-scale values) % c) perimeter % d) area % e) smoothness (local variation in radius lengths) % f) compactness (perimeter^2 / area - 1.0) % g) concavity (severity of concave portions of the contour) % h) concave points (number of concave portions of the contour) % i) symmetry % j) fractal dimension ("coastline approximation" - 1) % % Several of the papers listed above contain detailed descriptions of % how these features are computed. % % The mean, standard error, and "worst" or largest (mean of the three % largest values) of these features were computed for each image, % resulting in 30 features. For instance, field 4 is Mean Radius, field % 14 is Radius SE, field 24 is Worst Radius. % % Values for features 4-33 are recoded with four significant digits. % % 34) Tumor size - diameter of the excised tumor in centimeters % 35) Lymph node status - number of positive axillary lymph nodes % observed at time of surgery % % 8. Missing attribute values: % Lymph node status is missing in 4 cases. % % 9. Class distribution: 151 nonrecur, 47 recur % %----------------------------------------------------------------------------------------------------------- % Luis Torgo's version: (reconstructed) % - removed the four instances with unknown values of the last attribute % - exchanged the attribute position of attributes n.3 (Time) and n.35 % (Lymph node). % - removed the attribute outcome as it is the class attribute if the % problem is treated as a classification one %----------------------------------------------------------------------------------------------------------- @relation wisconsin @attribute 'lymph_node_status' numeric @attribute 'radius_mean' numeric @attribute 'radius_se' numeric @attribute 'radius_worst' numeric @attribute 'texture_mean' numeric @attribute 'texture_se' numeric @attribute 'texture_worst' numeric @attribute 'perimeter_mean' numeric @attribute 'perimeter_se' numeric @attribute 'perimeter_worst' numeric @attribute 'area_mean' numeric @attribute 'area_se' numeric @attribute 'area_worst' numeric @attribute 'smoothness_mean' numeric @attribute 'smoothness_se' numeric @attribute 'smoothness_worst' numeric @attribute 'compactness_mean' numeric @attribute 'compactness_se' numeric @attribute 'compactness_worst' numeric @attribute 'concavity_mean' numeric @attribute 'concavity_se' numeric @attribute 'concavity_worst' numeric @attribute 'concave_points_mean' numeric @attribute 'concave_points_se' numeric @attribute 'concave_points_worst' numeric @attribute 'symmetry_mean' numeric @attribute 'symmetry_se' numeric @attribute 'symmetry_worst' numeric @attribute 'fractal_dimension_mean' numeric @attribute 'fractal_dimension_se' numeric @attribute 'fractal_dimension_worst' numeric @attribute 'tumor_size' numeric @attribute 'time' numeric @data 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0,14.25,22.15,96.42,645.7,0.1049,0.2008,0.2135,0.08653,0.1949,0.07292,0.7036,1.268,5.373,60.78,0.009407,0.07056,0.06899,0.01848,0.017,0.006113,17.67,29.51,119.1,959.5,0.164,0.6247,0.6922,0.1785,0.2844,0.1132,1.5,34 1,12.68,23.84,82.69,499,0.1122,0.1262,0.1128,0.06873,0.1905,0.0659,0.4255,1.178,2.927,36.46,0.007781,0.02648,0.02973,0.0129,0.01635,0.003601,17.09,33.47,111.8,888.3,0.1851,0.4061,0.4024,0.1716,0.3383,0.1031,1.2,19 0,14.78,23.94,97.4,668.3,0.1172,0.1479,0.1267,0.09029,0.1953,0.06654,0.3577,1.281,2.45,35.24,0.006703,0.0231,0.02315,0.01184,0.019,0.003224,17.31,33.39,114.6,925.1,0.1648,0.3416,0.3024,0.1614,0.3321,0.08911,1.2,106 4,17.2,24.52,114.2,929.4,0.1071,0.183,0.1692,0.07944,0.1927,0.06487,0.5907,1.041,3.705,69.47,0.00582,0.05616,0.04252,0.01127,0.01527,0.006299,23.32,33.82,151.6,1681,0.1585,0.7394,0.6566,0.1899,0.3313,0.1339,5,70 2,13.8,15.79,90.43,584.1,0.1007,0.128,0.07789,0.05069,0.1662,0.06566,0.2787,0.6205,1.957,23.35,0.004717,0.02065,0.01759,0.009206,0.0122,0.00313,16.57,20.86,110.3,812.4,0.1411,0.3542,0.2779,0.1383,0.2589,0.103,3,26 0,19.55,15.49,128,1156,0.1079,0.1747,0.2352,0.1196,0.2616,0.06752,1.223,0.4489,7.87,168.8,0.01101,0.04272,0.08624,0.02737,0.06041,0.007503,23.73,17.21,153.4,1633,0.1534,0.3391,0.5819,0.22,0.4714,0.09721,3,97 1,19.1,26.29,129.1,1132,0.1215,0.1791,0.1937,0.1469,0.1634,0.07224,0.519,2.91,5.801,67.1,0.007545,0.0605,0.02134,0.01843,0.03056,0.01039,20.33,32.72,141.3,1298,0.1392,0.2817,0.2432,0.1841,0.2311,0.09203,3,40 0,15.06,19.83,100.3,705.6,0.1039,0.1553,0.17,0.08815,0.1855,0.06284,0.4768,0.9644,3.706,47.14,0.00925,0.03715,0.04867,0.01851,0.01498,0.00352,18.23,24.23,123.5,1025,0.1551,0.4203,0.5203,0.2115,0.2834,0.08234,1.5,91 2,20.77,22.83,137.4,1336,0.1033,0.1515,0.1637,0.1015,0.18,0.05641,0.7569,1.458,5.095,92.99,0.006852,0.04575,0.03694,0.01598,0.02958,0.004069,24.22,29.43,159.9,1816,0.1385,0.4107,0.3757,0.1881,0.3371,0.07651,4,10 1,14.42,19.77,94.48,642.5,0.09752,0.1141,0.09388,0.05839,0.1879,0.0639,0.2895,1.851,2.376,26.85,0.008005,0.02895,0.03321,0.01424,0.01462,0.004452,16.33,30.86,109.5,826.4,0.1431,0.3026,0.3194,0.1565,0.2718,0.09353,0.4,105 0,14.19,26.02,96.29,632.4,0.105,0.1836,0.2013,0.07798,0.1894,0.06625,0.4634,1.416,5.357,43.65,0.007494,0.06696,0.06789,0.01714,0.01327,0.005693,17.05,35.37,126.8,905.4,0.1521,0.6461,0.6439,0.179,0.2655,0.1061,1.4,68 0,13.11,15.56,87.21,530.2,0.1398,0.1765,0.2071,0.09601,0.1925,0.07692,0.3908,0.9238,2.41,34.66,0.007162,0.02912,0.05473,0.01388,0.01547,0.007098,16.31,22.4,106.4,827.2,0.1862,0.4099,0.6376,0.1986,0.3147,0.1405,1.5,101 4,14.87,16.67,98.64,682.5,0.1162,0.1649,0.169,0.08923,0.2157,0.06768,0.4266,0.9489,2.989,41.18,0.006985,0.02563,0.03011,0.01271,0.01602,0.003884,18.81,27.37,127.1,1095,0.1878,0.448,0.4704,0.2027,0.3585,0.1065,1.5,44 2,15.78,22.91,105.7,782.6,0.1155,0.1752,0.2133,0.09479,0.2096,0.07331,0.552,1.072,3.598,58.63,0.008699,0.03976,0.0595,0.0139,0.01495,0.005984,20.19,30.5,130.3,1272,0.1855,0.4925,0.7356,0.2034,0.3274,0.1252,3.5,104 1,17.95,20.01,114.2,982,0.08402,0.06722,0.07293,0.05596,0.2129,0.05025,0.5506,1.214,3.357,54.04,0.004024,0.008422,0.02291,0.009863,0.05014,0.001902,20.58,27.83,129.2,1261,0.1072,0.1202,0.2249,0.1185,0.4882,0.06111,3,35 17,18.66,17.12,121.4,1077,0.1054,0.11,0.1457,0.08665,0.1966,0.06213,0.7128,1.581,4.895,90.47,0.008102,0.02101,0.03342,0.01601,0.02045,0.00457,22.25,24.9,145.4,1549,0.1503,0.2291,0.3272,0.1674,0.2894,0.08456,7,108 0,24.25,20.2,166.2,1761,0.1447,0.2867,0.4268,0.2012,0.2655,0.06877,1.509,3.12,9.807,233,0.02333,0.09806,0.1278,0.01822,0.04547,0.009875,26.02,23.99,180.9,2073,0.1696,0.4244,0.5803,0.2248,0.3222,0.08009,3.5,14 15,19,18.91,123.4,1138,0.08217,0.08028,0.09271,0.05627,0.1946,0.05044,0.6896,1.342,5.216,81.23,0.004428,0.02731,0.0404,0.01361,0.0203,0.002686,22.32,25.73,148.2,1538,0.1021,0.2264,0.3207,0.1218,0.2841,0.06541,3.5,73 11,19.79,25.12,130.4,1192,0.1015,0.1589,0.2545,0.1149,0.2202,0.06113,0.4953,1.199,2.765,63.33,0.005033,0.03179,0.04755,0.01043,0.01578,0.003224,22.63,33.58,148.7,1589,0.1275,0.3861,0.5673,0.1732,0.3305,0.08465,3,88 0,16.16,21.54,106.2,809.8,0.1008,0.1284,0.1043,0.05613,0.216,0.05891,0.4332,1.265,2.844,43.68,0.004877,0.01952,0.02219,0.009231,0.01535,0.002373,19.47,31.68,129.7,1175,0.1395,0.3055,0.2992,0.1312,0.348,0.07619,1.2,104 9,20.29,21.49,132.8,1291,0.09258,0.1205,0.1523,0.08636,0.2356,0.05635,0.8309,1.14,5.459,115.5,0.004934,0.02833,0.04284,0.01587,0.03187,0.003273,26.51,28.07,171.6,2196,0.1225,0.3449,0.4509,0.1943,0.4416,0.07863,2.5,7 0,12.77,22.47,81.72,506.3,0.09055,0.05761,0.04711,0.02704,0.1585,0.06065,0.2367,1.38,1.457,19.87,0.007499,0.01202,0.02332,0.00892,0.01647,0.002629,14.49,33.37,92.04,653.6,0.1419,0.1523,0.2177,0.09331,0.2829,0.08067,1,10 8,14.95,17.57,96.85,678.1,0.1167,0.1305,0.1539,0.08624,0.1957,0.06216,1.296,1.452,8.419,101.9,0.01,0.0348,0.06577,0.02801,0.05168,0.002887,18.55,21.43,121.4,971.4,0.1411,0.2164,0.3355,0.1667,0.3414,0.07147,1.2,36 1,16.11,18.05,105.1,813,0.09721,0.1137,0.09447,0.05943,0.1861,0.06248,0.7049,1.332,4.533,74.08,0.00677,0.01938,0.03067,0.01167,0.01875,0.003434,19.92,25.27,129,1233,0.1314,0.2236,0.2802,0.1216,0.2792,0.08158,1.5,100 0,11.8,16.58,78.99,432,0.1091,0.17,0.1659,0.07415,0.2678,0.07371,0.3197,1.426,2.281,24.72,0.005427,0.03633,0.04649,0.01843,0.05628,0.004635,13.74,26.38,91.93,591.7,0.1385,0.4092,0.4504,0.1865,0.5774,0.103,1.9,43 7,17.68,20.74,117.4,963.7,0.1115,0.1665,0.1855,0.1054,0.1971,0.06166,0.8113,1.4,5.54,93.91,0.009037,0.04954,0.05206,0.01841,0.01778,0.004968,20.47,25.11,132.9,1302,0.1418,0.3498,0.3583,0.1515,0.2463,0.07738,9,44 2,19.89,16.89,130.2,1229,0.1005,0.1134,0.1498,0.1121,0.173,0.06147,1.051,0.9349,7.382,121.9,0.008231,0.03082,0.0416,0.02785,0.03763,0.003785,22.25,19.08,147.5,1508,0.1197,0.1873,0.2487,0.1679,0.2643,0.07048,6,84 0,19.59,18.15,130.7,1214,0.112,0.1666,0.2508,0.1286,0.2027,0.06082,0.7364,1.048,4.792,97.07,0.004057,0.02277,0.04029,0.01303,0.01686,0.003318,26.73,26.39,174.9,2232,0.1438,0.3846,0.681,0.2247,0.3643,0.09223,3.5,8 3,23.27,22.04,152.1,1686,0.08439,0.1145,0.1324,0.09702,0.1801,0.05553,0.6642,0.8561,4.603,97.85,0.00491,0.02544,0.02822,0.01623,0.01956,0.00374,28.01,28.22,184.2,2403,0.1228,0.3583,0.3948,0.2346,0.3589,0.09187,1,62 1,16.78,18.8,109.3,886.3,0.08865,0.09182,0.08422,0.06576,0.1893,0.05534,0.599,1.391,4.129,67.34,0.006123,0.0247,0.02626,0.01604,0.02091,0.003493,20.05,26.3,130.7,1260,0.1168,0.2119,0.2318,0.1474,0.281,0.07228,3,5 2,18.98,24.12,122,1030,0.1198,0.1612,0.2119,0.1155,0.2375,0.06542,0.8541,1.283,4.972,76.81,0.008978,0.02448,0.04385,0.01547,0.03414,0.004493,21.77,27.44,140.9,1328,0.1481,0.2397,0.355,0.1638,0.34,0.08003,2,65 1,13.43,19.63,85.84,565.4,0.09048,0.06288,0.05858,0.03438,0.1598,0.05671,0.4697,1.147,3.142,43.4,0.006003,0.01063,0.02151,0.009443,0.0152,0.001868,17.98,29.87,116.6,993.6,0.1401,0.1546,0.2644,0.116,0.2884,0.07371,2,84 1,15.46,11.89,102.5,736.9,0.1257,0.1555,0.2032,0.1097,0.1966,0.07069,0.4209,0.6583,2.805,44.64,0.005393,0.02321,0.04303,0.0132,0.01792,0.004168,18.79,17.04,125,1102,0.1531,0.3583,0.583,0.1827,0.3216,0.101,1.8,98 4,27.22,21.87,182.1,2250,0.1094,0.1914,0.2871,0.1878,0.18,0.0577,0.8361,1.481,5.82,128.7,0.004631,0.02537,0.03109,0.01241,0.01575,0.002747,33.12,32.85,220.8,3216,0.1472,0.4034,0.534,0.2688,0.2856,0.08082,4,17 7,21.09,26.57,142.7,1311,0.1141,0.2832,0.2487,0.1496,0.2395,0.07398,0.6298,0.7629,4.414,81.46,0.004253,0.04759,0.03872,0.01567,0.01798,0.005295,26.68,33.48,176.5,2089,0.1491,0.7584,0.678,0.2903,0.4098,0.1284,4,53 1,15.7,20.31,101.2,766.6,0.09597,0.08799,0.06593,0.05189,0.1618,0.05549,0.3699,1.15,2.406,40.98,0.004626,0.02263,0.01954,0.009767,0.01547,0.00243,20.11,32.82,129.3,1269,0.1414,0.3547,0.2902,0.1541,0.3437,0.08631,2,65 0,15.28,22.41,98.92,710.6,0.09057,0.1052,0.05375,0.03263,0.1727,0.06317,0.2054,0.4956,1.344,19.53,0.00329,0.01395,0.01774,0.006009,0.01172,0.002575,17.8,28.03,113.8,973.1,0.1301,0.3299,0.363,0.1226,0.3175,0.09772,1.6,81 3,18.31,18.58,118.6,1041,0.08588,0.08468,0.08169,0.05814,0.1621,0.05425,0.2577,0.4757,1.817,28.92,0.002866,0.009181,0.01412,0.006719,0.01069,0.001087,21.31,26.36,139.2,1410,0.1234,0.2445,0.3538,0.1571,0.3206,0.06938,6,91 0,14.22,23.12,94.37,609.9,0.1075,0.2413,0.1981,0.06618,0.2384,0.07542,0.286,2.11,2.112,31.72,0.00797,0.1354,0.1166,0.01666,0.05113,0.01172,15.74,37.18,106.4,762.4,0.1533,0.9327,0.8488,0.1772,0.5166,0.1446,1.2,86 4,12.34,26.86,81.15,477.4,0.1034,0.1353,0.1085,0.04562,0.1943,0.06937,0.4053,1.809,2.642,34.44,0.009098,0.03845,0.03763,0.01321,0.01878,0.005672,15.65,39.34,101.7,768.9,0.1785,0.4706,0.4425,0.1459,0.3215,0.1205,1.2,74 9,14.86,23.21,100.4,671.4,0.1044,0.198,0.1697,0.08878,0.1737,0.06672,0.2796,0.9622,3.591,25.2,0.008081,0.05122,0.05551,0.01883,0.02545,0.004312,16.08,27.78,118.6,784.7,0.1316,0.4648,0.4589,0.1727,0.3,0.08701,8,75 0,13.77,22.29,90.63,588.9,0.12,0.1267,0.1385,0.06526,0.1834,0.06877,0.6191,2.112,4.906,49.7,0.0138,0.03348,0.04665,0.0206,0.02689,0.004306,16.39,34.01,111.6,806.9,0.1737,0.3122,0.3809,0.1673,0.308,0.09333,1.2,91 1,19.18,22.49,127.5,1148,0.08523,0.1428,0.1114,0.06772,0.1767,0.05529,0.4357,1.073,3.833,54.22,0.005524,0.03698,0.02706,0.01221,0.01415,0.003397,23.36,32.06,166.4,1688,0.1322,0.5601,0.3865,0.1708,0.3193,0.09221,3,5 14,23.29,26.67,158.9,1685,0.1141,0.2084,0.3523,0.162,0.22,0.06229,0.5539,1.56,4.667,83.16,0.009327,0.05121,0.08958,0.02465,0.02175,0.005195,25.12,32.68,177,1986,0.1536,0.4167,0.7892,0.2733,0.3198,0.08762,9,5 0,13.81,23.75,91.56,597.8,0.1323,0.1768,0.1558,0.09176,0.2251,0.07421,0.5648,1.93,3.909,52.72,0.008824,0.03108,0.03112,0.01291,0.01998,0.004506,19.2,41.85,128.5,1153,0.2226,0.5209,0.4646,0.2013,0.4432,0.1086,1.5,38 0,15.12,16.68,98.78,716.6,0.08876,0.09588,0.0755,0.04079,0.1594,0.05986,0.2711,0.3621,1.974,26.44,0.005472,0.01919,0.02039,0.00826,0.01523,0.002881,17.77,20.24,117.7,989.5,0.1491,0.3331,0.3327,0.1252,0.3415,0.0974,1.5,17 0,19.37,24.03,129.9,1174,0.09866,0.1629,0.1961,0.1054,0.212,0.06246,0.631,0.9409,4.794,75.93,0.005199,0.02804,0.03108,0.01319,0.019,0.003708,23.87,28.43,165.5,1725,0.1269,0.3535,0.3607,0.1832,0.3479,0.08793,3.2,35 1,17.42,25.56,114.5,948,0.1006,0.1146,0.1682,0.06597,0.1308,0.05866,0.5296,1.667,3.767,58.53,0.03113,0.08555,0.1438,0.03927,0.02175,0.01256,18.07,28.07,120.4,1021,0.1243,0.1793,0.2803,0.1099,0.1603,0.06818,1.5,74 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1,16.34,20.81,109.4,829.8,0.1031,0.1589,0.1769,0.08451,0.1981,0.06613,0.2958,1.259,2.278,29.03,0.006518,0.025,0.04087,0.01344,0.01797,0.003626,18.88,31.95,128.9,1085,0.1543,0.3456,0.5978,0.1843,0.3584,0.09975,1,68 27,12.83,22.33,85.26,503.2,0.1088,0.1799,0.1695,0.06861,0.2123,0.07254,0.3061,1.069,2.257,25.13,0.006983,0.03858,0.04683,0.01499,0.0168,0.005617,15.2,30.15,105.3,706,0.1777,0.5343,0.6282,0.1977,0.3407,0.1243,3,77 5,17.05,19.08,113.4,895,0.1141,0.1572,0.191,0.109,0.2131,0.06325,0.2959,0.679,2.153,31.98,0.005532,0.02008,0.03055,0.01384,0.01177,0.002336,19.59,24.89,133.5,1189,0.1703,0.3934,0.5018,0.2543,0.3109,0.09061,1.5,63 24,20.51,27.81,134.4,1319,0.09159,0.1074,0.1554,0.0834,0.1448,0.05592,0.524,1.189,3.767,70.01,0.00502,0.02062,0.03457,0.01091,0.01298,0.002887,24.47,37.38,162.7,1872,0.1223,0.2761,0.4146,0.1563,0.2437,0.08328,9,67 1,23.21,26.97,153.5,1670,0.09509,0.1682,0.195,0.1237,0.1909,0.06309,1.058,0.9635,7.247,155.8,0.006428,0.02863,0.04497,0.01716,0.0159,0.003053,31.01,34.51,206,2944,0.1481,0.4126,0.582,0.2593,0.3103,0.08677,1.5,83 0,17.46,39.28,113.4,920.6,0.09812,0.1298,0.1417,0.08811,0.1809,0.05966,0.5366,0.8561,3.002,49,0.00486,0.02785,0.02602,0.01374,0.01226,0.002759,22.51,44.87,141.2,1408,0.1365,0.3735,0.3241,0.2066,0.2853,0.08496,2,31 1,19.4,23.5,129.1,1155,0.1027,0.1558,0.2049,0.08886,0.1978,0.06,0.5243,1.802,4.037,60.41,0.01061,0.03252,0.03915,0.01559,0.02186,0.003949,21.65,30.53,144.9,1417,0.1463,0.2968,0.3458,0.1564,0.292,0.07614,1.8,62 0,17.3,17.08,113,928.2,0.1008,0.1041,0.1266,0.08353,0.1813,0.05613,0.3093,0.8568,2.193,33.63,0.004757,0.01503,0.02332,0.01262,0.01394,0.002362,19.85,25.09,130.9,1222,0.1416,0.2405,0.3378,0.1857,0.3138,0.08113,1.2,76 7,19.45,19.33,126.5,1169,0.1035,0.1188,0.1379,0.08591,0.1776,0.05647,0.5959,0.6342,3.797,71,0.004649,0.018,0.02749,0.01267,0.01365,0.00255,25.7,24.57,163.1,1972,0.1497,0.3161,0.4317,0.1999,0.3379,0.0895,9,56 0,13.96,17.05,91.43,602.4,0.1096,0.1279,0.09789,0.05246,0.1908,0.0613,0.425,0.8098,2.563,35.74,0.006351,0.02679,0.03119,0.01342,0.02062,0.002695,16.39,22.07,108.1,826,0.1512,0.3262,0.3209,0.1374,0.3068,0.07957,1,58 15,19.55,28.77,133.6,1207,0.0926,0.2063,0.1784,0.1144,0.1893,0.06232,0.8426,1.199,7.158,106.4,0.006356,0.04765,0.03863,0.01519,0.01936,0.005252,25.05,36.27,178.6,1926,0.1281,0.5329,0.4251,0.1941,0.2818,0.1005,6,19 0,15.32,17.27,103.2,713.3,0.1335,0.2284,0.2448,0.1242,0.2398,0.07596,0.6592,1.059,4.061,59.46,0.01015,0.04588,0.04983,0.02127,0.01884,0.00866,17.73,22.66,119.8,928.8,0.1765,0.4503,0.4429,0.2229,0.3258,0.1191,0.8,56 0,15.66,23.2,110.2,773.5,0.1109,0.3114,0.3176,0.1377,0.2495,0.08104,1.292,2.454,10.12,138.5,0.01236,0.05995,0.08232,0.03024,0.02337,0.006042,19.85,31.64,143.7,1226,0.1504,0.5172,0.6181,0.2462,0.3277,0.1019,0.6,64 3,15.53,33.56,103.7,744.9,0.1063,0.1639,0.1751,0.08399,0.2091,0.0665,0.2419,1.278,1.903,23.02,0.005345,0.02556,0.02889,0.01022,0.009947,0.003359,18.49,49.54,126.3,1035,0.1883,0.5564,0.5703,0.2014,0.3512,0.1204,2.5,27 1,20.31,27.06,132.9,1288,0.1,0.1088,0.1519,0.09333,0.1814,0.05572,0.3977,1.033,2.587,52.34,0.005043,0.01578,0.02117,0.008185,0.01282,0.001892,24.33,39.16,162.3,1844,0.1522,0.2945,0.3788,0.1697,0.3151,0.07999,1.8,39 1,17.29,22.13,114.4,947.8,0.08999,0.1273,0.09697,0.07507,0.2108,0.05464,0.8348,1.633,6.146,90.94,0.006717,0.05981,0.04638,0.02149,0.02747,0.005838,20.39,27.24,137.9,1295,0.1134,0.2867,0.2298,0.1528,0.3067,0.07484,4,12 0,15.61,19.38,100,758.6,0.0784,0.05616,0.04209,0.02847,0.1547,0.05443,0.2298,0.9988,1.534,22.18,0.002826,0.009105,0.01311,0.005174,0.01013,0.001345,17.91,31.67,115.9,988.6,0.1084,0.1807,0.226,0.08568,0.2683,0.06829,2,62 6,17.19,22.07,111.6,928.3,0.09726,0.08995,0.09061,0.06527,0.1867,0.0558,0.4203,0.7383,2.819,45.42,0.004493,0.01206,0.02048,0.009875,0.01144,0.001575,21.58,29.33,140.5,1436,0.1558,0.2567,0.3889,0.1984,0.3216,0.0757,8.5,37 2,20.73,31.12,135.7,1419,0.09469,0.1143,0.1367,0.08646,0.1769,0.05674,1.172,1.617,7.749,199.7,0.004551,0.01478,0.02143,0.00928,0.01367,0.002299,32.49,47.16,214,3432,0.1401,0.2644,0.3442,0.1659,0.2868,0.08218,3,63 11,21.75,20.99,147.3,1491,0.09401,0.1961,0.2195,0.1088,0.1721,0.06194,1.167,1.352,8.867,156.8,0.005687,0.0496,0.06329,0.01561,0.01924,0.004614,28.19,28.18,195.9,2384,0.1272,0.4725,0.5807,0.1841,0.2833,0.08858,2.5,5 0,17.93,24.48,115.2,998.9,0.08855,0.07027,0.05699,0.04744,0.1538,0.0551,0.4212,1.433,2.765,45.81,0.005444,0.01169,0.01622,0.008522,0.01419,0.002751,20.92,34.69,135.1,1320,0.1315,0.1806,0.208,0.1136,0.2504,0.07948,1.5,59 0,19.16,26.6,126.2,1138,0.102,0.1453,0.1921,0.09664,0.1902,0.0622,0.6361,1.001,4.321,69.65,0.007392,0.02449,0.03988,0.01293,0.01435,0.003446,23.72,35.9,159.8,1724,0.1782,0.3841,0.5754,0.1872,0.3258,0.0972,1.5,55 15,19.71,19.06,129.5,1192,0.1018,0.1352,0.1696,0.1043,0.1895,0.05863,0.4352,1.049,3.157,52.6,0.004996,0.02395,0.02867,0.01117,0.02266,0.002668,23.33,29.87,157.6,1659,0.1411,0.3993,0.4645,0.1925,0.4054,0.08621,4,17 0,16.24,18.77,108.8,805.1,0.1066,0.1802,0.1948,0.09052,0.1876,0.06684,0.2873,0.9173,2.464,28.09,0.004563,0.03481,0.03872,0.01209,0.01388,0.004081,18.55,25.09,126.9,1031,0.1365,0.4706,0.5026,0.1732,0.277,0.1063,1,8 18,11.76,18.14,75,431.1,0.09968,0.05914,0.02685,0.03515,0.1619,0.06287,0.645,2.105,4.138,49.11,0.005596,0.01005,0.01272,0.01432,0.01575,0.002758,13.36,23.39,85.1,553.6,0.1137,0.07974,0.0612,0.0716,0.1978,0.06915,10,1 0,19.53,18.9,129.5,1217,0.115,0.1642,0.2197,0.1062,0.1792,0.06552,1.111,1.161,7.237,133,0.006056,0.03203,0.05638,0.01733,0.01884,0.004787,25.93,26.24,171.1,2053,0.1495,0.4116,0.6121,0.198,0.2968,0.09929,2,58 11,20.09,23.86,134.7,1247,0.108,0.1838,0.2283,0.128,0.2249,0.07469,1.072,1.743,7.804,130.8,0.007964,0.04732,0.07649,0.01936,0.02736,0.005928,23.68,29.43,158.8,1696,0.1347,0.3391,0.4932,0.1923,0.3294,0.09469,5,34 0,18.22,18.87,118.7,1027,0.09746,0.1117,0.113,0.0795,0.1807,0.05664,0.4041,0.5503,2.547,48.9,0.004821,0.01659,0.02408,0.01143,0.01275,0.002451,21.84,25,140.9,1485,0.1434,0.2763,0.3853,0.1776,0.2812,0.08198,2,70 1,20.16,19.66,131.1,1274,0.0802,0.08564,0.1155,0.07726,0.1928,0.05096,0.5925,0.6863,3.868,74.85,0.004536,0.01376,0.02645,0.01247,0.02193,0.001589,23.06,23.03,150.2,1657,0.1054,0.1537,0.2606,0.1425,0.3055,0.05933,2.5,66 2,20.34,21.51,135.9,1264,0.117,0.1875,0.2565,0.1504,0.2569,0.0667,0.5702,1.023,4.012,69.06,0.005485,0.02431,0.0319,0.01369,0.02768,0.003345,25.3,31.86,171.1,1938,0.1592,0.4492,0.5344,0.2685,0.5558,0.1024,0.4,66 2,16.27,20.71,106.9,813.7,0.1169,0.1319,0.1478,0.08488,0.1948,0.06277,0.4375,1.232,3.27,44.41,0.006697,0.02083,0.03248,0.01392,0.01536,0.002789,19.28,30.38,129.8,1121,0.159,0.2947,0.3597,0.1583,0.3103,0.082,2.5,78 0,17.06,21,111.8,918.6,0.1119,0.1056,0.1508,0.09934,0.1727,0.06071,0.8161,2.129,6.076,87.17,0.006455,0.01797,0.04502,0.01744,0.01829,0.003733,20.99,33.15,143.2,1362,0.1449,0.2053,0.392,0.1827,0.2623,0.07599,1.5,34 0,18.77,21.43,122.9,1092,0.09116,0.1402,0.106,0.0609,0.1953,0.06083,0.6422,1.53,4.369,88.25,0.007548,0.03897,0.03914,0.01816,0.02168,0.004445,24.54,34.37,161.1,1873,0.1498,0.4827,0.4634,0.2048,0.3679,0.0987,2,10 4,23.51,24.27,155.1,1747,0.1069,0.1283,0.2308,0.141,0.1797,0.05506,1.009,0.9245,6.462,164.1,0.006292,0.01971,0.03582,0.01301,0.01479,0.003118,30.67,30.73,202.4,2906,0.1515,0.2678,0.4819,0.2089,0.2593,0.07738,3.5,24 13,19.68,21.68,129.9,1194,0.09797,0.1339,0.1863,0.1103,0.2082,0.05715,0.6226,2.284,5.173,67.66,0.004756,0.03368,0.04345,0.01806,0.03756,0.003288,22.75,34.66,157.6,1540,0.1218,0.3458,0.4734,0.2255,0.4045,0.07918,1.5,33 0,15.75,19.22,107.1,758.6,0.1243,0.2364,0.2914,0.1242,0.2375,0.07603,0.5204,1.324,3.477,51.22,0.009329,0.06559,0.09953,0.02283,0.05543,0.00733,17.36,24.17,119.4,915.3,0.155,0.5046,0.6872,0.2135,0.4245,0.105,1.8,58 0,25.73,17.46,174.2,2010,0.1149,0.2363,0.3368,0.1913,0.1956,0.06121,0.9948,0.8509,7.222,153.1,0.006369,0.04243,0.04266,0.01508,0.02335,0.003385,33.13,23.58,229.3,3234,0.153,0.5937,0.6451,0.2756,0.369,0.08815,4.5,4 0,15.08,25.74,98,716.6,0.1024,0.09769,0.1235,0.06553,0.1647,0.06464,0.6534,1.506,4.174,63.37,0.01052,0.02431,0.04912,0.01746,0.0212,0.004867,18.51,33.22,121.2,1050,0.166,0.2356,0.4029,0.1526,0.2654,0.09438,2.6,5 0,20.44,21.78,133.8,1293,0.0915,0.1131,0.09799,0.07785,0.1618,0.05557,0.5781,0.9168,4.218,72.44,0.006208,0.01906,0.02375,0.01461,0.01445,0.001906,24.31,26.37,161.2,1780,0.1327,0.2376,0.2702,0.1765,0.2609,0.06735,1,61 2,20.2,26.83,133.7,1234,0.09905,0.1669,0.1641,0.1265,0.1875,0.0602,0.9761,1.892,7.128,103.6,0.008439,0.04674,0.05904,0.02536,0.0371,0.004286,24.19,33.81,160,1671,0.1278,0.3416,0.3703,0.2152,0.3271,0.07632,2.5,51 1,22.01,21.9,147.2,1482,0.1063,0.1954,0.2448,0.1501,0.1824,0.0614,1.008,0.6999,7.561,130.2,0.003978,0.02821,0.03576,0.01471,0.01518,0.003796,27.66,25.8,195,2227,0.1294,0.3885,0.4756,0.2432,0.2741,0.08574,3,2 0,20.64,17.35,134.8,1335,0.09446,0.1076,0.1527,0.08941,0.1571,0.05478,0.6137,0.6575,4.119,77.02,0.006211,0.01895,0.02681,0.01232,0.01276,0.001711,25.37,23.17,166.8,1946,0.1562,0.3055,0.4159,0.2112,0.2689,0.07055,4,54 0,11.08,18.83,73.3,361.6,0.1216,0.2154,0.1689,0.06367,0.2196,0.0795,0.2114,1.027,1.719,13.99,0.007405,0.04549,0.04588,0.01339,0.01738,0.004435,13.24,32.82,91.76,508.1,0.2184,0.9379,0.8402,0.2524,0.4154,0.1403,2,7 0,14.6,23.29,93.97,664.7,0.08682,0.06636,0.0839,0.05271,0.1627,0.05416,0.4157,1.627,2.914,33.01,0.008312,0.01742,0.03389,0.01576,0.0174,0.002871,15.79,31.71,102.2,758.2,0.1312,0.1581,0.2675,0.1359,0.2477,0.06836,3,57 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9,19.44,18.82,128.1,1167,0.1089,0.1448,0.2256,0.1194,0.1823,0.06115,0.5659,1.408,3.631,67.74,0.005288,0.02833,0.04256,0.01176,0.01717,0.003211,23.96,30.39,153.9,1740,0.1514,0.3725,0.5936,0.206,0.3266,0.09009,7,14 0,16.69,20.2,107.1,857.6,0.07497,0.07112,0.03649,0.02307,0.1846,0.05325,0.2473,0.5679,1.775,22.95,0.002667,0.01446,0.01423,0.005297,0.01961,0.0017,19.18,26.56,127.3,1084,0.1009,0.292,0.2477,0.08737,0.4677,0.07623,2.5,36 2,18.01,20.56,118.4,1007,0.1001,0.1289,0.117,0.07762,0.2116,0.06077,0.7548,1.288,5.353,89.74,0.007997,0.027,0.03737,0.01648,0.02897,0.003996,21.53,26.06,143.4,1426,0.1309,0.2327,0.2544,0.1489,0.3251,0.07625,3.5,12 0,18.49,17.52,121.3,1068,0.1012,0.1317,0.1491,0.09183,0.1832,0.06697,0.7923,1.045,4.851,95.77,0.007974,0.03214,0.04435,0.01573,0.01617,0.005255,22.75,22.88,146.4,1600,0.1412,0.3089,0.3533,0.1663,0.251,0.09445,3,38 20,20.59,21.24,137.8,1320,0.1085,0.1644,0.2188,0.1121,0.1848,0.06222,0.5904,1.216,4.206,75.09,0.006666,0.02791,0.04062,0.01479,0.01117,0.003727,23.86,30.76,163.2,1760,0.1464,0.3597,0.5179,0.2113,0.248,0.08999,5.5,11 0,13.82,24.49,92.33,595.9,0.1162,0.1681,0.1357,0.06759,0.2275,0.07237,0.4751,1.528,2.974,39.05,0.00968,0.03856,0.03476,0.01616,0.02434,0.006995,16.01,32.94,106,788,0.1794,0.3966,0.3381,0.1521,0.3651,0.1183,1,34 4,24.24,18.74,159.6,1945,0.08938,0.1136,0.1727,0.1071,0.1591,0.05175,1.73,0.8535,11.56,316,0.005137,0.01279,0.02353,0.01508,0.01615,0.002252,35.13,23.36,232.2,3903,0.1154,0.1772,0.2917,0.1795,0.2336,0.06259,3,7 1,15.46,23.95,103.8,731.3,0.1183,0.187,0.203,0.0852,0.1807,0.07083,0.3331,1.961,2.937,32.52,0.009538,0.0494,0.06019,0.02041,0.02105,0.006,17.11,36.33,117.7,909.4,0.1732,0.4967,0.5911,0.2163,0.3013,0.1067,2.5,41 8,15.05,19.07,97.26,701.9,0.09215,0.08597,0.07486,0.04335,0.1561,0.05915,0.386,1.198,2.63,38.49,0.004952,0.0163,0.02967,0.009423,0.01152,0.001718,17.58,28.06,113.8,967,0.1246,0.2101,0.2866,0.112,0.2282,0.06954,2.5,38 1,18.31,20.58,120.8,1052,0.1068,0.1248,0.1569,0.09451,0.186,0.05941,0.5449,0.9225,3.218,67.36,0.006176,0.01877,0.02913,0.01046,0.01559,0.002725,21.86,26.2,142.2,1493,0.1492,0.2536,0.3759,0.151,0.3074,0.07863,1.2,40 4,19.89,20.26,130.5,1214,0.1037,0.131,0.1411,0.09431,0.1802,0.06188,0.5079,0.8737,3.654,59.7,0.005089,0.02303,0.03052,0.01178,0.01057,0.003391,23.73,25.23,160.5,1646,0.1417,0.3309,0.4185,0.1613,0.2549,0.09136,8,41 1,24.63,21.6,165.5,1841,0.103,0.2106,0.231,0.1471,0.1991,0.06739,0.9915,0.9004,7.05,139.9,0.004989,0.03212,0.03571,0.01597,0.01879,0.00476,29.92,26.93,205.7,2642,0.1342,0.4188,0.4658,0.2475,0.3157,0.09671,1,39 1,18.45,31.39,120.8,1051,0.09889,0.1108,0.1275,0.07493,0.1855,0.05593,0.3729,2.183,2.922,43.45,0.005957,0.02474,0.04066,0.01499,0.01703,0.003462,20.36,44.46,136.5,1286,0.1289,0.249,0.3641,0.1555,0.2847,0.07684,2,1 0,15.22,30.62,103.4,716.9,0.1048,0.2087,0.255,0.09429,0.2128,0.07152,0.2602,1.205,2.362,22.65,0.004625,0.04844,0.07359,0.01608,0.02137,0.006142,17.52,42.79,128.7,915,0.1417,0.7917,1.17,0.2356,0.4089,0.1409,2.5,30 0,20.92,25.09,143,1347,0.1099,0.2236,0.3174,0.1474,0.2149,0.06879,0.9622,1.026,8.758,118.8,0.006399,0.0431,0.07845,0.02624,0.02057,0.006213,24.29,29.41,179.1,1819,0.1407,0.4186,0.6599,0.2542,0.2929,0.09873,1.5,17 0,21.56,22.39,142,1479,0.111,0.1159,0.2439,0.1389,0.1726,0.05623,1.176,1.256,7.673,158.7,0.0103,0.02891,0.05198,0.02454,0.01114,0.004239,25.45,26.4,166.1,2027,0.141,0.2113,0.4107,0.2216,0.206,0.07115,1.2,28 0,20.13,28.25,131.2,1261,0.0978,0.1034,0.144,0.09791,0.1752,0.05533,0.7655,2.463,5.203,99.04,0.005769,0.02423,0.0395,0.01678,0.01898,0.002498,23.69,38.25,155,1731,0.1166,0.1922,0.3215,0.1628,0.2572,0.06637,1,20 1,16.6,28.08,108.3,858.1,0.08455,0.1023,0.09251,0.05302,0.159,0.05648,0.4564,1.075,3.425,48.55,0.005903,0.03731,0.0473,0.01557,0.01318,0.003892,18.98,34.12,126.7,1124,0.1139,0.3094,0.3403,0.1418,0.2218,0.0782,3.5,16 1,13.86,23.83,89.6,595.8,0.1067,0.08318,0.07671,0.05627,0.1433,0.05484,0.6142,2.25,4.334,51.14,0.0142,0.01844,0.03254,0.01999,0.02719,0.001925,15.51,30,101.2,730.6,0.1467,0.1279,0.1677,0.1114,0.218,0.06057,1.5,26 2,18.11,26.17,118.7,970.2,0.09867,0.1716,0.2177,0.09718,0.2063,0.06194,0.5854,1.386,4.066,48.23,0.0078,0.04768,0.1015,0.02349,0.02759,0.004116,21.88,35.4,145.1,1251,0.1464,0.5127,0.8774,0.2603,0.3941,0.09318,2.4,27 0,21.93,30.64,146.7,1487,0.08679,0.1723,0.2053,0.101,0.1796,0.05715,0.8842,1.152,6.92,115.8,0.007661,0.05912,0.05962,0.02539,0.02899,0.004636,25.24,34.07,171.5,1951,0.1168,0.4072,0.4494,0.1886,0.2784,0.07353,3.5,29 9,17.53,25.28,114,966.6,0.09278,0.09175,0.1105,0.06741,0.1424,0.05563,0.4587,1.318,3.032,52.27,0.00454,0.01312,0.0172,0.007299,0.009783,0.001526,21.75,40.14,142.6,1483,0.1287,0.2472,0.2753,0.1372,0.2404,0.07156,10,14 4,18.11,30.99,115.8,984.4,0.08625,0.0924,0.06214,0.05598,0.1603,0.05468,0.4236,1.176,2.189,36.01,0.004733,0.01621,0.02044,0.01142,0.01411,0.002098,21.05,38.93,128,1214,0.1194,0.2088,0.2385,0.1333,0.2652,0.07006,2.7,1 0,24.29,25.48,161.8,1715,0.09374,0.2284,0.2702,0.1369,0.2307,0.06308,0.55,0.7052,3.853,76.08,0.00403,0.02513,0.04598,0.01184,0.02346,0.002403,27.53,30.44,184.8,2213,0.1247,0.3935,0.6118,0.2063,0.3983,0.07978,1.2,24 2,15.6,26.79,99.85,760,0.07885,0.0524,0.03778,0.02876,0.158,0.05395,0.3292,0.9247,2.252,33.37,0.004508,0.007347,0.01094,0.007723,0.01673,0.00131,18.16,33.64,117.2,1027,0.1097,0.09745,0.1263,0.08222,0.2805,0.06378,2,13 0,15.78,17.1,102.2,769,0.09668,0.0903,0.07268,0.04475,0.189,0.0569,0.2059,0.6052,1.153,20.04,0.00475,0.01527,0.01893,0.008301,0.01477,0.002027,17.37,22.52,111.7,921.4,0.1386,0.264,0.2901,0.1234,0.3261,0.07752,0.8,13 0,19.28,20.88,124.9,1127,0.09033,0.1197,0.06435,0.0887,0.1971,0.05417,1.347,1.874,9.142,167.9,0.002889,0.009586,0.02836,0.0366,0.02385,0.003856,20.03,22.43,130,1214,0.09273,0.1259,0.08201,0.1116,0.2147,0.05644,2.5,12 4,15.66,24.51,102,771.1,0.08886,0.08731,0.09483,0.04286,0.1995,0.05626,0.5016,1.824,4.013,52.6,0.005164,0.0231,0.03871,0.0129,0.01923,0.001897,18.47,35.09,124,1066,0.1182,0.2486,0.3508,0.1273,0.2964,0.06591,2,15 0,22.44,27.42,150.6,1504,0.1211,0.2082,0.3579,0.1842,0.2524,0.05848,1.083,3.503,7.164,123.9,0.008771,0.03241,0.07453,0.02372,0.03172,0.003287,23.99,32.51,161.2,1689,0.133,0.258,0.4741,0.2135,0.2809,0.06318,1,11 0,17.98,23.96,120,995,0.1157,0.1739,0.1954,0.1219,0.1981,0.06306,0.7937,2.595,5.639,90.08,0.007286,0.03164,0.04003,0.0205,0.02609,0.005366,20.05,32.23,135.2,1225,0.134,0.2606,0.3124,0.1753,0.2746,0.0783,2.5,17 0,13.63,24.7,89.65,569.2,0.1055,0.1312,0.1161,0.06403,0.1791,0.07058,0.3223,1.148,2.797,25.79,0.007254,0.03085,0.03225,0.01585,0.01783,0.004359,15.33,31.96,107.7,712.2,0.1554,0.3515,0.3409,0.1689,0.2739,0.09945,2,17 0,23.01,33.87,156.8,1705,0.1157,0.1948,0.2979,0.1522,0.1799,0.0634,1.819,2.708,13.28,253.8,0.008461,0.03397,0.05986,0.02232,0.03215,0.003898,28.39,41.66,197.8,2481,0.1432,0.2895,0.4937,0.211,0.2774,0.07542,4,9 1,22.41,29.95,145.5,1528,0.1119,0.1699,0.3076,0.1594,0.2099,0.06803,1.463,1.717,9.939,233.7,0.003676,0.04185,0.06688,0.01772,0.01538,0.005663,29.27,38.4,194.5,2690,0.1251,0.3832,0.5842,0.2422,0.2729,0.09391,1,10 7,12.53,30.98,80.41,490.9,0.09252,0.06271,0.06151,0.03938,0.1993,0.06554,0.3708,1.47,2.546,30.45,0.009003,0.01059,0.02372,0.01286,0.01837,0.003858,14.95,41.05,96.75,694.6,0.156,0.1358,0.2436,0.1259,0.3292,0.09406,3,15 2,19.8,20.46,130.2,1235,0.09652,0.1077,0.1599,0.08705,0.162,0.05731,0.8215,1.26,6.436,116.7,0.009331,0.02827,0.06039,0.02226,0.01728,0.002806,22.61,25.78,155.1,1623,0.1373,0.2368,0.3931,0.184,0.2382,0.06831,2.1,6 0,19.96,27.41,130.8,1238,0.09075,0.1167,0.1355,0.08397,0.16,0.05461,0.5299,1.562,3.39,66.13,0.005734,0.02089,0.04279,0.01392,0.01051,0.0037,22.75,36.88,150.3,1603,0.1293,0.2513,0.4106,0.1638,0.2245,0.07842,4,8 1,19.22,27.18,128.8,1134,0.109,0.1777,0.2138,0.1116,0.1924,0.06389,0.497,2.403,4.493,61.18,0.006133,0.04109,0.05917,0.01756,0.0218,0.004305,22.57,44.6,161,1565,0.1501,0.513,0.6841,0.2099,0.3484,0.09774,0.8,3 21,14.72,25.26,99.28,657.5,0.1174,0.2112,0.1729,0.09465,0.2079,0.07496,0.3405,1.158,2.188,26.12,0.004957,0.04553,0.05166,0.01597,0.02539,0.005548,16.67,31.97,111.6,814.8,0.1464,0.5352,0.5655,0.1974,0.3778,0.1132,1.7,3 2,22.52,21.92,146.9,1597,0.07592,0.09162,0.06862,0.06367,0.1728,0.05262,1.374,2.312,9.938,192.4,0.004422,0.02679,0.02433,0.02036,0.02486,0.003922,24.67,24.81,162.1,1902,0.08191,0.1319,0.1056,0.09378,0.2061,0.05788,6,10 0,15.44,31.18,101,740.4,0.09399,0.1062,0.1375,0.065,0.1735,0.06105,0.3235,1.839,1.971,32.61,0.006178,0.02088,0.02834,0.01079,0.02122,0.003168,17.34,41.48,112.6,929,0.1272,0.2362,0.2975,0.1286,0.2914,0.08024,1.5,8 0,17.17,29.19,110,915.3,0.08952,0.06655,0.06583,0.05068,0.1793,0.05392,0.6101,1.425,3.827,63.02,0.00689,0.01556,0.03155,0.009714,0.02734,0.001377,20.76,36.66,132.5,1295,0.1261,0.1572,0.2141,0.0952,0.3362,0.06033,3.7,12 0,16.7,28.13,110.3,885.4,0.08896,0.1131,0.1012,0.04989,0.189,0.06035,0.6052,1.235,4.243,63.91,0.007767,0.02631,0.03957,0.01411,0.01957,0.003606,19.74,34.92,128.8,1213,0.133,0.2808,0.3455,0.1317,0.3035,0.08036,3.5,6