diff --git a/examples/cs-training-1000.csv b/examples/cs-training-1000.csv
index 99cb6a0..101a335 100644
--- a/examples/cs-training-1000.csv
+++ b/examples/cs-training-1000.csv
@@ -1,1001 +1,1001 @@
-,SeriousDlqin2yrs,RevolvingUtilizationOfUnsecuredLines,age,NumberOfTime30-59DaysPastDueNotWorse,DebtRatio,MonthlyIncome,NumberOfOpenCreditLinesAndLoans,NumberOfTimes90DaysLate,NumberRealEstateLoansOrLines,NumberOfTime60-89DaysPastDueNotWorse,NumberOfDependents
-1,1,0.7661266090000001,45,2,0.8029821290000001,9120.0,13,0,6,0,2.0
-2,0,0.9571510190000001,40,0,0.12187620099999999,2600.0,4,0,0,0,1.0
-3,0,0.65818014,38,1,0.085113375,3042.0,2,1,0,0,0.0
-4,0,0.23380977600000002,30,0,0.036049682,3300.0,5,0,0,0,0.0
-5,0,0.9072394,49,1,0.024925695,63588.0,7,0,1,0,0.0
-6,0,0.21317868199999998,74,0,0.375606969,3500.0,3,0,1,0,1.0
-7,0,0.305682465,57,0,5710.0,,8,0,3,0,0.0
-8,0,0.754463648,39,0,0.20994001699999998,3500.0,8,0,0,0,0.0
-9,0,0.116950644,27,0,46.0,,2,0,0,0,
-10,0,0.189169052,57,0,0.606290901,23684.0,9,0,4,0,2.0
-11,0,0.644225962,30,0,0.30947621,2500.0,5,0,0,0,0.0
-12,0,0.01879812,51,0,0.53152876,6501.0,7,0,2,0,2.0
-13,0,0.010351856999999999,46,0,0.298354075,12454.0,13,0,2,0,2.0
-14,1,0.964672555,40,3,0.38296474700000005,13700.0,9,3,1,1,2.0
-15,0,0.019656581,76,0,477.0,0.0,6,0,1,0,0.0
-16,0,0.548458062,64,0,0.20989175399999999,11362.0,7,0,1,0,2.0
-17,0,0.061086117999999995,78,0,2058.0,,10,0,2,0,0.0
-18,0,0.166284079,53,0,0.18827406,8800.0,7,0,0,0,0.0
-19,0,0.22181277100000002,43,0,0.527887839,3280.0,7,0,1,0,2.0
-20,0,0.602794411,25,0,0.065868263,333.0,2,0,0,0,0.0
-21,0,0.20092338199999998,43,0,0.430046338,12300.0,10,0,2,0,0.0
-22,1,0.025655677,38,0,0.47584138600000003,3000.0,7,0,1,0,2.0
-23,0,0.9999998999999999,39,0,0.241103559,2500.0,4,0,0,0,0.0
-24,0,0.075426584,32,0,0.085512189,7916.0,6,0,0,0,0.0
-25,0,0.04656027,58,0,0.241621845,2416.0,9,0,1,0,0.0
-26,1,0.392248482,50,0,1.595253368,4676.0,14,0,3,0,1.0
-27,0,0.052436094,58,0,0.097672186,8333.0,22,0,1,0,0.0
-28,0,0.034421473,69,0,0.042383047,2500.0,17,0,0,0,1.0
-29,0,0.45251582799999995,24,0,0.011761246999999999,3400.0,1,0,0,0,0.0
-30,0,0.39299458600000003,58,2,0.436102527,5500.0,15,0,1,0,0.0
-31,0,0.704073982,28,1,0.155201143,4200.0,8,0,0,0,0.0
-32,0,0.9999998999999999,24,0,0.472703063,750.0,1,0,0,0,0.0
-33,0,0.083418009,62,0,977.0,,6,0,1,0,0.0
-34,0,0.18686855600000002,57,0,0.313812313,7000.0,9,0,2,0,0.0
-35,0,0.6933296809999999,42,2,0.257731959,2230.0,7,0,0,0,0.0
-36,0,0.0,64,0,0.073538769,11000.0,9,0,1,0,0.0
-37,0,0.881836362,50,3,0.567858035,4000.0,9,0,1,0,1.0
-38,0,0.9999998999999999,75,1,0.134078212,3400.0,1,0,1,0,1.0
-39,0,0.363636364,26,0,0.00999001,1000.0,1,0,0,0,0.0
-40,0,0.304490668,52,0,0.8083404740000001,3500.0,10,0,2,0,0.0
-41,0,0.71998531,41,1,0.539554464,5700.0,14,0,1,0,0.0
-42,0,0.07289757,81,0,75.0,,7,0,0,0,0.0
-43,0,0.46905684200000003,31,0,0.048211004,9250.0,4,0,0,0,1.0
-44,0,0.718705378,28,0,0.17012561399999998,3661.0,4,0,0,0,1.0
-45,0,0.368875933,68,0,1687.5,1.0,31,0,1,0,0.0
-46,0,0.000602723,70,0,0.177787036,16800.0,12,0,1,0,2.0
-47,0,0.061440132,62,0,0.011167837,3133.0,2,0,0,0,0.0
-48,0,0.140110634,31,0,0.689370485,1937.0,4,0,2,0,0.0
-49,0,0.834048027,38,0,0.393662026,13000.0,13,0,2,0,2.0
-50,0,7.96e-05,70,0,0.256339661,6900.0,21,1,1,0,0.0
-51,0,0.818977517,73,0,3095.0,0.0,9,0,1,1,0.0
-52,1,0.728150491,31,0,0.824725092,3000.0,10,0,2,0,1.0
-53,0,0.9999998999999999,62,0,0.0,,1,0,0,0,0.0
-54,0,0.028562367,51,0,0.306381499,5750.0,5,0,1,0,0.0
-55,0,0.9920159679999999,29,0,0.008064515999999999,2231.0,1,0,0,0,0.0
-56,0,0.070853769,55,0,0.073147745,13793.0,4,0,1,0,0.0
-57,0,0.454971915,46,1,0.016921775,13000.0,10,0,0,0,1.0
-58,0,0.401199782,64,0,0.35125893700000005,3216.0,4,0,1,0,0.0
-59,0,0.5411088039999999,43,0,2477.0,,3,0,1,0,2.0
-60,0,0.655569945,35,0,0.261609907,5813.0,10,0,0,0,2.0
-61,0,0.651603452,58,0,0.241135663,7783.0,11,0,1,0,0.0
-62,0,0.027399502000000003,69,0,0.00803428,5600.0,3,0,0,0,0.0
-63,0,0.10115582099999999,72,0,1720.0,,12,0,2,0,0.0
-64,0,0.009788861999999999,46,0,1.051397656,3326.0,6,0,2,0,2.0
-65,0,0.337520702,60,0,0.549877805,4500.0,10,0,2,0,0.0
-66,0,0.0,67,0,0.540983607,3720.0,2,0,1,0,0.0
-67,0,0.750873672,55,2,0.316416365,7723.0,17,0,1,0,1.0
-68,0,0.006799093000000001,27,1,0.6810457520000001,764.0,3,0,0,0,0.0
-69,0,0.0042640790000000005,31,0,0.11144427800000001,2000.0,6,1,0,0,2.0
-70,0,0.26948375,64,0,0.16106176,9455.0,13,0,1,0,3.0
-71,0,0.265898391,36,0,0.262611807,8384.0,6,0,2,0,1.0
-72,0,0.142013011,67,0,1824.0,,7,0,2,0,0.0
-73,0,0.827708197,56,0,0.369590815,6793.0,15,1,1,0,0.0
-74,0,0.059668871,31,0,3162.0,0.0,11,0,2,0,1.0
-75,1,0.13306279,49,1,0.182881653,10257.0,9,0,2,0,3.0
-76,0,0.234218112,36,0,0.116614347,8600.0,19,0,0,0,3.0
-77,0,0.12229593300000001,29,0,0.694646949,4800.0,5,0,1,0,0.0
-78,0,0.46037631700000003,37,0,0.074155949,4975.0,6,0,0,0,0.0
-79,0,0.335558577,69,0,0.270448637,15000.0,14,0,2,0,1.0
-80,0,0.270522569,41,0,2.797698945,1042.0,11,0,2,0,2.0
-81,0,0.183316667,52,0,0.11113162300000001,10833.0,14,0,2,0,1.0
-82,0,0.074861676,66,0,0.208842479,4500.0,3,0,1,0,0.0
-83,0,0.017258976999999998,53,0,2.604510673,12414.0,13,0,1,0,2.0
-84,0,0.054497069,56,0,0.492021814,4950.0,18,0,2,0,0.0
-85,0,0.029164236,31,0,0.395031809,3300.0,10,0,1,0,0.0
-86,0,0.0,58,0,0.31614487399999996,4886.0,9,0,1,0,1.0
-87,0,0.360509632,58,1,3282.0,,8,0,2,0,0.0
-88,0,0.0037496879999999997,64,0,0.004061230999999999,3200.0,5,0,0,1,0.0
-89,1,0.734477501,45,0,0.591477634,4716.0,13,0,2,0,2.0
-90,0,0.08056416799999999,60,0,0.48728899700000006,4916.0,15,0,2,0,0.0
-91,0,0.039387786,51,0,15466.0,0.0,7,0,0,0,0.0
-92,0,0.023767432999999998,83,0,0.123797734,10500.0,13,0,0,0,0.0
-93,0,0.784835658,52,0,2662.0,,10,0,2,1,0.0
-94,0,0.888822236,34,0,0.368403802,3050.0,4,0,0,0,1.0
-95,0,0.791173628,44,0,0.51241535,3100.0,5,0,1,0,0.0
-96,0,0.24535301,37,0,0.288417167,6500.0,11,1,1,1,0.0
-97,0,0.542242704,48,2,10.0,,2,0,0,0,
-98,0,0.010531378999999999,57,0,0.280664917,5714.0,6,0,1,0,0.0
-99,0,0.363199686,32,0,0.48052395700000006,2900.0,4,0,1,0,0.0
-100,0,0.032617977,75,0,0.006799093000000001,7500.0,4,0,0,0,0.0
-101,0,0.013024673999999998,61,0,15.0,,4,0,0,0,0.0
-102,0,0.019387778999999997,34,0,0.32591852,4000.0,9,0,1,0,0.0
-103,0,0.634485057,52,0,0.138238573,2690.0,2,0,0,0,0.0
-104,0,0.888008615,44,0,0.299246282,4908.0,8,0,0,0,1.0
-105,0,0.0031088490000000003,57,0,0.258939285,8333.0,7,0,1,0,0.0
-106,0,0.11483094099999999,46,0,0.026235802000000003,6250.0,6,0,0,0,3.0
-107,0,0.018886792,80,0,0.0034787790000000004,10060.0,5,0,0,0,0.0
-108,0,0.6354151570000001,32,0,0.519493502,3000.0,4,0,1,0,1.0
-109,0,0.9999998999999999,62,0,0.664221287,8314.0,8,0,3,0,0.0
-110,0,0.041257909,61,0,4739.0,,11,0,4,0,
-111,0,0.096737158,47,0,0.009748781,8000.0,2,0,0,0,2.0
-112,0,0.31844615,58,0,1.3826291080000002,3833.0,26,0,4,0,0.0
-113,0,0.18698753399999998,52,0,0.023993145,3500.0,4,0,0,0,0.0
-114,0,0.006541851,68,0,0.108089191,10000.0,10,0,2,0,1.0
-115,0,0.180972181,39,1,0.384441575,3097.0,7,0,1,0,3.0
-116,0,0.00750765,74,0,7.0,,4,0,0,0,0.0
-117,0,0.06790706,46,0,0.149103029,10200.0,6,0,2,0,0.0
-118,0,0.033461782,44,0,1.243362832,4067.0,5,0,2,0,1.0
-119,0,0.0075205919999999996,68,0,269.0,,4,0,0,0,0.0
-120,0,0.015271802,68,0,0.12290366,8168.0,6,0,0,0,0.0
-121,0,0.51712072,31,0,0.123752495,500.0,3,0,0,0,0.0
-122,0,0.31797579600000003,34,0,0.297933792,4500.0,11,0,2,0,0.0
-123,0,0.29759464199999996,67,0,0.239507959,4145.0,13,0,0,0,0.0
-124,0,0.444837661,58,0,0.366545247,14000.0,9,0,2,1,4.0
-125,0,0.277956679,39,0,4090.0,,9,0,2,0,0.0
-126,0,0.003722015,58,0,0.63332301,3228.0,5,0,1,0,0.0
-127,0,0.0,61,0,0.2226598,3300.0,14,0,1,0,0.0
-128,0,0.0,59,0,0.218854341,19167.0,13,0,2,0,0.0
-129,0,0.151912549,36,0,0.26639446699999997,12000.0,22,0,2,0,0.0
-130,0,0.0,59,0,0.35169962200000005,4500.0,12,0,1,0,0.0
-131,0,0.17572759300000002,43,1,994.0,,4,0,1,0,0.0
-132,0,0.011498563,77,0,0.001998002,1000.0,1,0,0,0,0.0
-133,0,0.0,48,0,0.517468688,4550.0,7,0,2,0,0.0
-134,0,0.163037489,81,0,0.086482558,2751.0,7,0,0,0,1.0
-135,0,0.047311582000000005,51,0,0.10092034300000001,3150.0,5,0,0,0,0.0
-136,0,0.083880003,53,0,0.19964753300000002,7943.0,8,0,1,0,0.0
-137,0,0.08947834800000001,56,0,1.065901518,2700.0,11,0,1,0,2.0
-138,0,0.773519223,63,0,1.129227053,4139.0,12,0,1,0,1.0
-139,0,0.093962275,55,0,0.112051635,9450.0,6,0,2,0,0.0
-140,0,0.21955042,54,0,0.315983758,5417.0,20,0,2,0,1.0
-141,0,0.147996253,55,0,0.323088235,6799.0,5,0,1,0,0.0
-142,0,0.5765185589999999,72,0,3031.0,,11,0,1,0,0.0
-143,0,0.24387202100000002,53,0,0.534027778,8639.0,22,0,2,0,3.0
-144,0,0.36248381799999996,27,0,567.0,,4,0,0,0,0.0
-145,0,0.116676791,31,0,0.34359379100000004,3800.0,7,0,1,0,0.0
-146,0,0.9999998999999999,38,0,0.43369976,5821.0,7,0,1,0,4.0
-147,0,0.496911825,40,0,0.452363811,12500.0,11,0,2,0,2.0
-148,0,0.130902106,48,1,0.427882174,3937.0,17,0,1,0,0.0
-149,0,0.54699881,50,0,0.7480719790000001,3500.0,9,0,2,0,3.0
-150,0,0.072277109,34,0,0.025911708,2083.0,2,0,0,0,0.0
-151,0,0.0,48,2,0.370876375,3000.0,14,0,1,0,5.0
-152,0,0.175932019,57,1,0.655812625,3500.0,9,0,1,0,1.0
-153,0,0.050789842,30,0,0.315171207,4000.0,4,0,1,0,1.0
-154,0,0.0,28,0,0.144616356,3166.0,7,0,0,0,0.0
-155,0,0.21286031,36,0,0.563752087,9583.0,10,0,2,0,1.0
-156,0,0.012682366,60,0,0.412979783,6825.0,20,0,2,0,0.0
-157,0,0.121557062,58,0,0.342971419,12000.0,23,0,2,0,4.0
-158,0,0.040795358,49,0,0.801999355,3100.0,11,0,1,0,0.0
-159,0,0.147712223,40,0,0.034847816000000004,6800.0,6,0,0,0,3.0
-160,0,0.0,63,0,2.0,,4,0,0,0,
-161,0,0.0,50,1,0.7265669929999999,3477.0,5,0,1,0,1.0
-162,0,0.07077191099999999,38,0,2088.0,,6,0,1,0,0.0
-163,1,1.046279103,47,1,1.104301274,5416.0,6,0,2,0,1.0
-164,0,0.323719804,63,0,0.6108412670000001,5146.0,9,0,2,0,2.0
-165,0,0.36459777,42,0,0.593899089,6916.0,7,0,3,0,0.0
-166,0,0.637736406,54,2,3.382196162,1875.0,9,0,2,0,0.0
-167,0,0.081379827,63,0,1268.0,,8,0,1,0,0.0
-168,0,0.020966389,29,0,639.5,1.0,3,0,1,0,2.0
-169,0,0.170103002,36,0,0.138461538,7734.0,8,0,0,0,0.0
-170,0,0.7718456309999999,33,0,0.8524295140000001,5000.0,7,0,3,0,0.0
-171,0,0.05538241,72,0,0.089091313,4500.0,4,0,0,0,0.0
-172,0,0.9999998999999999,29,0,974.0,,2,0,0,0,0.0
-173,0,0.16653274,53,0,0.5436259489999999,7506.0,11,0,3,0,3.0
-174,0,0.008632035,79,0,0.365151154,4200.0,9,0,1,0,0.0
-175,0,0.13527952,58,0,0.342005076,9455.0,11,0,2,0,2.0
-176,0,0.16757138900000002,69,0,0.330733853,5000.0,10,0,1,0,1.0
-177,0,0.9999998999999999,69,0,0.0053191490000000004,2255.0,0,1,0,0,3.0
-178,0,0.068335151,75,0,0.010927876000000001,10065.0,9,0,0,0,0.0
-179,0,0.0,41,0,0.907538526,2400.0,6,0,1,0,0.0
-180,1,0.946963874,35,0,1593.0,,6,0,1,0,1.0
-181,0,0.405183973,46,0,0.667835346,7700.0,22,0,2,0,1.0
-182,0,0.055549312999999996,65,0,2177.0,,6,0,1,0,1.0
-183,0,0.676195456,55,0,0.436665827,3970.0,10,1,1,0,0.0
-184,0,0.18498678699999999,55,4,3144.0,,11,0,1,0,0.0
-185,1,0.08533829300000001,51,0,0.47750362799999996,6200.0,11,0,1,0,0.0
-186,1,0.0,25,0,0.152896812,2916.0,3,0,0,1,0.0
-187,1,0.7864854059999999,44,0,0.291709578,3883.0,7,2,0,2,1.0
-188,0,0.0112096,86,0,13.0,,3,0,0,0,0.0
-189,0,0.03833451,56,0,0.43891221799999997,5000.0,7,0,2,0,0.0
-190,0,0.714980139,55,0,0.47090194,15000.0,12,0,2,0,3.0
-191,0,0.043032042,64,0,0.33201638899999997,6833.0,14,0,2,0,0.0
-192,0,1.095083357,53,5,0.536703799,3500.0,7,1,1,2,0.0
-193,0,0.0,49,0,2932.0,,11,0,1,0,0.0
-194,0,0.9999998999999999,55,0,0.156259612,3250.0,5,0,0,0,4.0
-195,0,0.101430135,80,1,0.016196761,5000.0,9,0,0,0,0.0
-196,1,0.025892468999999998,38,0,74.5,1.0,13,0,0,0,2.0
-197,0,0.7621585609999999,44,4,0.22446550199999998,21000.0,5,0,1,0,3.0
-198,0,0.231692268,40,0,0.119660709,3300.0,7,0,0,0,0.0
-199,0,0.114869499,35,0,103.0,,6,0,0,0,0.0
-200,0,0.035489848,69,0,0.308438695,3400.0,9,0,1,0,0.0
-201,0,0.045423864,64,0,0.18131128600000002,5200.0,4,0,1,0,0.0
-202,0,0.311954668,61,0,0.269281443,9866.0,12,0,2,0,2.0
-203,0,0.07873891599999999,46,0,0.166215372,4800.0,6,0,1,0,4.0
-204,0,0.137609462,49,0,0.42953389200000003,7272.0,11,0,2,0,0.0
-205,0,0.030173038,64,0,0.17386957,9000.0,8,0,1,0,0.0
-206,0,0.021978375,40,0,0.44375562399999996,10000.0,12,0,5,0,2.0
-207,0,0.443696851,27,0,0.024340075,5833.0,4,0,0,0,0.0
-208,0,0.007506793,60,0,1253.0,,8,0,1,0,1.0
-209,0,0.046640327999999995,92,1,0.034326669,2650.0,13,0,0,0,0.0
-210,0,0.29236594899999996,50,0,0.420180551,8750.0,8,0,2,0,0.0
-211,0,0.20808276,64,0,2826.0,,14,0,2,0,0.0
-212,0,0.9999998999999999,66,1,0.358101135,1937.0,4,1,0,0,0.0
-213,0,0.013500824,53,0,0.183464028,19000.0,8,0,1,0,2.0
-214,0,0.9999998999999999,62,0,0.04965839,6000.0,1,0,0,0,0.0
-215,1,0.655316473,63,0,5223.0,,19,0,2,0,0.0
-216,0,0.9999998999999999,50,2,1208.0,,4,0,1,0,0.0
-217,0,0.028113957000000002,61,0,0.031349387,2200.0,12,0,0,0,0.0
-218,0,0.22269620699999998,42,0,800.0,1.0,3,0,1,0,2.0
-219,0,0.593985244,63,0,0.332698534,5250.0,4,0,2,0,0.0
-220,0,0.017508178,73,1,0.13558915300000002,4166.0,12,0,1,0,0.0
-221,0,0.611865678,72,0,0.04578345,7600.0,3,0,1,0,0.0
-222,0,0.333060631,52,3,0.7001533740000001,5215.0,15,0,2,1,0.0
-223,0,0.009025178,45,0,0.376836435,8167.0,4,0,1,0,2.0
-224,0,0.260271523,44,0,0.29685480399999997,6962.0,11,0,1,0,0.0
-225,0,0.455950788,63,1,0.701766078,6001.0,19,0,2,0,0.0
-226,0,0.080288098,37,0,0.322446259,6000.0,7,0,1,0,0.0
-227,1,1.9534883719999998,38,0,0.153500141,3556.0,5,0,0,0,2.0
-228,0,0.181557324,36,0,0.56071964,2000.0,7,0,1,0,1.0
-229,0,0.147123525,41,0,0.43602562100000003,6400.0,5,0,1,0,2.0
-230,0,0.025601772000000002,63,1,0.262773723,10000.0,8,0,1,0,0.0
-231,0,0.0,76,0,0.002465931,7704.0,3,0,0,0,0.0
-232,0,0.196372799,43,0,0.5374855820000001,2600.0,10,0,1,0,0.0
-233,0,0.08394524199999999,64,0,0.588073078,2900.0,6,0,1,0,0.0
-234,0,0.034833091000000004,67,0,0.46024618700000003,12916.0,9,0,2,0,0.0
-235,0,0.787522133,52,0,0.353860086,4416.0,12,0,0,0,1.0
-236,0,0.0,66,0,3730.0,,8,0,1,0,0.0
-237,0,0.125429152,55,0,0.476704659,5000.0,3,0,2,0,0.0
-238,0,0.06037487,42,0,0.578676723,5833.0,17,0,2,0,2.0
-239,0,0.9999998999999999,28,0,0.0,,0,0,0,0,
-240,0,0.295928252,47,0,0.283765445,14000.0,6,0,2,0,1.0
-241,1,0.973339258,61,1,0.209961825,5500.0,11,0,0,1,1.0
-242,0,0.002856735,73,0,0.000285687,10500.0,10,0,0,0,0.0
-243,0,0.8775648970000001,58,0,2825.0,,10,0,2,0,0.0
-244,0,0.9999998999999999,68,0,0.040493251,6000.0,0,0,0,0,0.0
-245,0,0.053431552,41,0,0.20364404,9000.0,3,0,1,0,0.0
-246,0,0.732660667,44,2,0.14041952,9200.0,15,0,1,0,0.0
-247,0,0.08422045800000001,42,0,0.45855115799999996,6694.0,26,0,2,0,4.0
-248,0,0.114561798,40,0,0.359964004,10000.0,20,0,2,0,2.0
-249,0,0.012151003,78,0,0.008886914000000001,4500.0,12,0,0,0,0.0
-250,0,0.08131073700000001,81,0,0.165566887,3333.0,4,0,0,0,0.0
-251,0,0.09811305,49,0,0.257017809,6625.0,9,0,2,0,0.0
-252,1,1.048210842,58,7,0.151956584,3500.0,12,0,0,0,0.0
-253,0,0.011883886000000001,54,0,0.092913547,9750.0,8,0,1,0,2.0
-254,0,0.75264947,33,1,0.058322869000000006,7166.0,6,0,0,0,0.0
-255,0,0.112321289,53,0,0.266909775,8500.0,9,0,1,0,5.0
-256,0,0.0,23,0,0.0,1725.0,1,0,0,0,0.0
-257,0,0.6343270560000001,49,1,0.123125125,15000.0,7,0,0,0,1.0
-258,0,0.15576324,44,0,0.278077082,4825.0,4,0,1,0,2.0
-259,0,0.0,63,0,0.007988921999999999,9387.0,9,0,0,0,0.0
-260,0,0.09061488699999999,42,0,86.0,,5,0,0,0,0.0
-261,0,0.034645112,65,0,0.125189985,12500.0,4,0,1,0,1.0
-262,0,0.027446382999999998,54,0,1612.0,,6,0,1,0,0.0
-263,0,0.41239862200000005,28,0,0.037259615,4991.0,5,0,0,0,0.0
-264,0,0.024670782000000002,78,0,392.0,,6,0,1,0,
-265,0,0.046710960999999995,66,0,1.117952819,2500.0,12,0,1,0,0.0
-266,0,0.976531824,32,0,0.264078812,6800.0,6,0,0,0,2.0
-267,0,0.007982621,43,1,0.009691169,208333.0,11,0,1,0,1.0
-268,0,0.267541336,59,0,0.637607437,5700.0,13,0,2,0,1.0
-269,0,0.019779326,76,0,0.267149259,2900.0,9,0,0,0,0.0
-270,0,0.010402205,68,0,0.09414051699999999,3600.0,6,0,1,0,0.0
-271,0,0.9999998999999999,61,0,0.529548989,1285.0,3,0,1,0,0.0
-272,0,0.029816467000000003,68,0,0.175139978,4464.0,12,0,1,0,1.0
-273,0,0.181713732,57,0,0.130453416,11666.0,17,0,1,0,1.0
-274,0,0.051368557,68,0,0.44527736100000004,4668.0,10,0,1,0,2.0
-275,0,0.29264536,57,0,0.20592788399999998,26484.0,11,0,2,0,3.0
-276,1,0.22082371899999997,46,1,0.637749121,1705.0,5,0,0,0,0.0
-277,0,0.008099838,69,0,0.389895596,8332.0,3,0,1,0,0.0
-278,0,0.0,44,0,0.32638368100000004,6666.0,4,0,2,0,1.0
-279,0,0.006099797,28,0,0.139429485,3750.0,8,0,0,0,0.0
-280,0,0.909538698,53,1,0.5956539129999999,7500.0,16,0,1,0,1.0
-281,0,0.941072508,40,0,0.178184282,8855.0,9,0,1,0,0.0
-282,0,0.991667222,36,1,0.554878049,5411.0,10,0,2,0,1.0
-283,0,0.6914884179999999,42,0,0.272721679,16250.0,11,0,1,0,1.0
-284,0,0.11285525800000001,64,0,0.307576329,2652.0,6,0,1,0,0.0
-285,0,0.260971034,57,0,5439.0,,16,0,3,0,
-286,0,0.048244493,62,0,0.26287915300000003,16615.0,11,0,1,0,1.0
-287,0,0.9999998999999999,47,0,0.092163472,9493.0,2,2,0,1,0.0
-288,0,0.9999998999999999,62,0,0.0,5480.0,3,0,0,0,0.0
-289,0,0.074256375,49,0,0.34793041399999997,5000.0,11,0,2,0,3.0
-290,0,0.14487840800000001,66,0,0.28446242,8900.0,9,0,1,0,0.0
-291,0,0.19100193199999999,54,0,0.7056277059999999,5081.0,10,0,2,0,2.0
-292,0,0.21938287899999998,56,1,942.0,,9,0,1,0,1.0
-293,0,0.679813777,83,0,0.6895897559999999,4216.0,6,0,2,0,0.0
-294,0,2340.0,45,0,0.339332853,8333.0,7,0,2,0,2.0
-295,0,0.371875401,29,0,0.53628857,2300.0,9,0,1,0,3.0
-296,0,0.025856407999999997,67,0,0.083799311,13054.0,13,0,1,0,0.0
-297,0,0.547887778,29,1,0.24651504,2725.0,5,0,0,1,0.0
-298,0,0.271668778,46,1,0.282830201,15800.0,14,0,2,0,4.0
-299,0,0.085152475,25,0,1005.0,0.0,5,0,0,0,0.0
-300,0,0.897203427,68,0,0.7878030490000001,4000.0,8,0,2,0,0.0
-301,0,0.25889775,33,0,0.537441339,4900.0,3,0,1,0,1.0
-302,0,0.0,55,1,0.03988553,5590.0,8,0,0,0,0.0
-303,0,0.035940506000000004,46,0,0.271186441,6666.0,10,0,1,0,3.0
-304,0,0.9999998999999999,66,0,0.04663391099999999,11600.0,2,0,0,0,1.0
-305,0,0.465238835,66,0,0.39142767100000003,3172.0,8,1,1,0,0.0
-306,0,0.8654230509999999,48,0,0.07584830299999999,500.0,1,0,0,0,0.0
-307,0,0.6964116709999999,52,0,0.408871921,11000.0,11,0,1,0,4.0
-308,0,0.5444976579999999,32,1,0.166766647,6667.0,5,1,0,0,0.0
-309,0,0.081238383,51,0,0.066830086,7750.0,14,0,0,0,2.0
-310,0,0.9487628090000001,27,0,0.144948404,4166.0,5,0,0,0,0.0
-311,0,0.0,32,2,0.463610776,7460.0,10,0,1,1,0.0
-312,0,0.016598893,30,0,0.13657561599999998,1500.0,5,0,0,0,0.0
-313,0,0.063329564,37,0,0.329935275,6179.0,6,0,1,0,3.0
-314,0,0.093638481,49,0,0.042836572999999996,8333.0,10,0,0,0,1.0
-315,0,0.0,37,0,0.184027338,7900.0,5,0,1,0,5.0
-316,0,0.730271957,36,1,0.632794037,5500.0,10,0,2,0,0.0
-317,0,0.42637114200000004,62,1,0.406053995,3666.0,15,0,1,0,0.0
-318,0,0.948978489,57,0,0.043744532,8000.0,3,0,0,0,1.0
-319,0,0.0,59,0,0.0,4200.0,7,0,0,0,1.0
-320,0,1.00264667,38,2,0.472542946,3550.0,8,1,0,1,4.0
-321,0,0.0164781,92,0,10.0,,3,0,0,0,0.0
-322,0,0.042606843,58,0,3976.0,,13,0,3,0,0.0
-323,0,0.022890604,37,0,0.28847729899999996,6100.0,16,0,1,0,0.0
-324,0,0.283821988,63,0,0.7502008029999999,1244.0,9,0,0,0,0.0
-325,0,0.319779462,32,0,1.247340213,12500.0,12,0,8,0,0.0
-326,0,0.155240525,52,0,0.483518065,6946.0,15,0,2,0,1.0
-327,0,0.013115183,43,0,4211.0,0.0,21,0,2,0,2.0
-328,0,0.067259209,29,1,0.168340507,2090.0,3,0,0,0,0.0
-329,0,0.284236153,45,1,0.318890815,7500.0,9,0,1,0,2.0
-330,0,0.727560021,38,0,0.7124587459999999,2423.0,6,0,1,0,1.0
-331,0,0.6877790970000001,62,0,0.24947116100000002,7090.0,15,0,0,0,0.0
-332,0,0.9999998999999999,29,0,0.0,,0,0,0,0,0.0
-333,0,0.033708851,41,0,0.40870635299999997,6500.0,9,0,1,0,2.0
-334,0,0.0,29,0,0.193935355,3000.0,7,0,0,0,0.0
-335,1,0.03719769,47,0,0.03975841,25000.0,11,0,1,0,3.0
-336,0,0.0,55,1,0.388320836,4400.0,4,0,2,0,1.0
-337,0,0.053589282,87,0,0.001534331,5213.0,4,0,0,0,0.0
-338,0,0.100773109,41,0,0.199761673,9230.0,7,0,1,0,0.0
-339,0,0.0,61,0,1.3949671769999998,913.0,11,0,2,0,0.0
-340,0,0.399946674,28,0,0.18970257399999998,4000.0,6,0,0,0,1.0
-341,0,0.052653171,43,0,0.5722921910000001,1984.0,9,0,0,0,4.0
-342,0,0.072318616,71,0,0.42641246200000005,4300.0,8,0,2,0,1.0
-343,0,0.203959597,46,0,0.072914726,16100.0,6,0,1,0,2.0
-344,0,0.9999998999999999,30,0,0.090341011,5600.0,1,0,0,0,0.0
-345,1,0.880370887,43,0,0.46132376399999997,7523.0,6,0,1,0,1.0
-346,0,0.429246267,59,0,0.38125431600000004,15928.0,17,0,1,0,1.0
-347,0,0.0,47,0,773.0,,2,0,1,0,1.0
-348,0,0.049529205,61,0,542.0,,15,0,0,0,0.0
-349,0,0.36090757100000004,72,0,0.35667928600000004,3697.0,6,0,1,0,0.0
-350,0,0.335737457,50,0,0.45722203,5773.0,9,0,1,0,1.0
-351,1,0.635720859,68,1,0.21807127699999998,25000.0,27,0,3,0,0.0
-352,0,0.0,58,0,8380.0,,20,0,5,0,0.0
-353,0,0.507972665,69,2,0.193935355,3000.0,10,2,0,2,0.0
-354,0,0.24584166600000001,71,0,151.0,,5,0,0,0,0.0
-355,1,0.953343701,48,2,2073.0,,5,1,2,2,0.0
-356,0,0.9999998999999999,37,0,0.18462563899999998,4500.0,2,0,0,0,1.0
-357,0,0.11885383699999999,50,0,2720.0,,7,0,1,0,2.0
-358,0,0.630073985,38,0,0.563328034,1886.0,3,0,1,0,0.0
-359,0,0.9999998999999999,35,0,3388.0,,1,0,1,0,0.0
-360,0,0.028423247000000002,59,0,0.033982276,14330.0,12,0,1,0,0.0
-361,0,0.143427862,67,0,0.119463561,5666.0,9,0,0,0,0.0
-362,0,0.186682782,30,0,0.698120752,2500.0,7,0,2,0,2.0
-363,0,0.496388581,56,0,0.170164956,19580.0,12,0,1,0,1.0
-364,0,0.457526639,51,0,0.33358330199999997,8000.0,16,0,2,0,2.0
-365,0,0.7282181190000001,40,1,3878.0,,10,0,2,0,0.0
-366,0,0.947264856,28,0,0.46717171700000004,1187.0,4,0,0,0,0.0
-367,0,0.013916922,54,0,0.017655818,4700.0,7,0,0,0,2.0
-368,0,0.066347297,46,1,4480.0,,6,0,2,0,0.0
-369,0,0.502958087,57,0,6381.0,,5,0,2,0,0.0
-370,0,1.047495906,35,2,0.314566116,3871.0,8,0,2,1,3.0
-371,0,0.012586354,79,0,0.009596162,2500.0,11,0,0,0,0.0
-372,0,0.543445655,46,0,0.267146571,5000.0,6,0,2,0,3.0
-373,0,0.026580302000000004,79,0,1063.0,,7,0,1,0,0.0
-374,0,0.082317351,64,0,0.214426305,8636.0,29,0,1,0,1.0
-375,0,0.292541492,74,0,0.164917541,2000.0,3,0,0,0,0.0
-376,0,0.024240472000000002,64,0,0.10151414199999999,10500.0,20,0,1,0,0.0
-377,0,0.047650102,63,0,0.387956894,9000.0,6,0,2,0,0.0
-378,1,0.7391464879999999,63,1,0.285156885,6150.0,12,0,0,0,1.0
-379,0,0.186890655,54,0,0.655589124,3640.0,7,0,1,0,1.0
-380,0,0.007501936999999999,63,0,0.278226307,8050.0,13,0,2,0,3.0
-381,0,0.522314625,45,0,0.29022909199999997,14491.0,13,0,1,0,3.0
-382,0,0.9999998999999999,22,0,130.0,,0,0,0,0,
-383,0,0.571604587,66,0,870.0,,12,0,0,0,
-384,0,0.903231566,57,0,0.13080895,5228.0,10,0,0,0,0.0
-385,0,0.017043518,43,0,0.10821382,2300.0,6,0,0,0,1.0
-386,0,0.060733395999999995,61,0,0.008549573000000001,20000.0,8,0,0,0,0.0
-387,0,0.0005826480000000001,54,0,2028.0,,13,0,1,0,1.0
-388,0,0.0038946859999999996,90,0,876.0,,11,0,1,0,0.0
-389,0,0.250008365,60,0,2.086478612,7550.0,26,0,0,0,0.0
-390,0,0.466334165,34,2,0.007495315,3201.0,3,0,0,0,0.0
-391,0,0.114588541,38,0,34.0,,2,0,0,0,0.0
-392,0,0.9999998999999999,60,0,0.0,4200.0,0,0,0,0,0.0
-393,0,0.26790561399999996,76,0,0.28545299399999996,8200.0,12,0,0,0,0.0
-394,0,0.029694361000000002,76,0,0.070513488,9600.0,7,0,0,0,2.0
-395,0,0.305246317,39,0,0.188281635,10154.0,6,0,1,0,2.0
-396,0,0.000685675,83,0,0.0,,4,0,0,0,0.0
-397,0,0.702493864,63,0,0.582162622,4697.0,8,0,2,0,1.0
-398,0,0.7424360409999999,52,0,0.414081023,9700.0,10,0,2,0,0.0
-399,1,0.8024171790000001,58,1,668.0,,5,1,0,0,0.0
-400,0,0.9999998999999999,42,1,0.113421853,6250.0,3,3,0,1,2.0
-401,0,0.134191514,63,0,926.5,1.0,9,0,1,0,0.0
-402,0,0.002556199,58,0,0.115826132,7752.0,17,0,0,0,2.0
-403,0,0.088845558,62,0,0.073772011,5394.0,5,0,0,0,0.0
-404,0,0.203947961,46,1,1.206516118,5800.0,12,1,4,0,2.0
-405,0,0.006666096999999999,27,0,0.000268637,7444.0,5,0,0,0,0.0
-406,0,0.014049648999999999,27,0,0.352214765,3724.0,4,0,1,0,1.0
-407,0,0.9999998999999999,35,1,0.09298531800000001,3064.0,1,0,0,0,3.0
-408,0,0.368866624,55,0,0.437996083,9700.0,18,0,2,0,0.0
-409,0,0.054553316,73,0,0.043259135,16666.0,13,0,0,0,0.0
-410,0,0.17948776600000002,51,0,0.492529978,10173.0,19,0,4,0,0.0
-411,0,0.026885902000000003,36,0,0.34487992100000003,11200.0,6,0,2,0,2.0
-412,0,0.265705207,56,0,0.259102536,31666.0,8,0,3,0,1.0
-413,0,0.0,59,0,2113.0,,13,0,2,0,
-414,0,0.011847989,49,0,1599.0,,12,0,1,0,0.0
-415,0,0.07083751,64,0,0.255290785,6000.0,6,0,0,0,1.0
-416,0,0.030996074,56,0,0.131430952,4800.0,11,0,1,0,0.0
-417,0,0.144914011,37,0,0.045366363,6700.0,5,0,0,0,0.0
-418,0,0.353017659,48,0,1.299736021,4166.0,17,0,1,0,1.0
-419,0,0.020074662,36,0,0.334245422,4750.0,5,0,1,0,0.0
-420,0,0.032769199,70,0,724.0,,11,0,1,0,0.0
-421,1,0.733885463,49,2,0.369223765,8785.0,20,0,2,0,2.0
-422,0,0.063514422,57,0,2221.5,1.0,12,0,2,0,0.0
-423,0,0.03157211,39,0,0.644706486,3900.0,14,0,1,0,1.0
-424,1,0.991502124,61,10,1.2979007,3000.0,11,2,3,5,1.0
-425,0,0.39770298200000004,38,0,0.41627543,5750.0,6,0,1,0,2.0
-426,0,0.971352432,24,0,0.035803497000000004,1200.0,3,0,0,0,0.0
-427,0,0.9999998999999999,33,0,1786.0,,3,0,1,0,0.0
-428,0,0.0,73,0,0.386728192,4550.0,18,0,0,0,0.0
-429,0,0.9999998999999999,79,0,0.130140954,5178.0,6,0,1,0,0.0
-430,0,0.003851709,81,0,0.000822143,3648.0,1,0,0,0,1.0
-431,0,0.010887967,55,0,0.7251374309999999,2000.0,7,0,2,0,0.0
-432,0,0.686083014,57,0,0.16069592,11667.0,6,1,1,0,2.0
-433,0,0.212464485,58,0,0.518991188,3290.0,10,0,1,0,1.0
-434,0,0.006956358,52,0,0.0032786890000000004,2439.0,4,0,0,0,0.0
-435,0,0.073251754,51,0,0.44668812799999996,10250.0,9,0,1,0,2.0
-436,0,0.431904058,63,0,0.41905226,8208.0,22,1,2,0,0.0
-437,0,0.006999563,97,0,3.0,,2,0,0,0,
-438,0,0.014310431,56,0,13.0,,2,0,0,0,0.0
-439,0,0.026944485,41,0,0.686736475,4583.0,8,0,3,0,0.0
-440,0,0.297094601,43,1,0.603763294,3666.0,9,0,1,0,2.0
-441,0,0.31606476699999997,56,0,1348.0,,3,0,1,0,0.0
-442,0,0.0,59,0,862.0,,2,0,1,0,0.0
-443,0,0.922670104,40,0,0.207789429,9345.0,7,0,0,0,0.0
-444,0,0.051077957,74,0,0.306409131,3416.0,9,0,1,0,0.0
-445,0,0.319190816,49,0,0.35815338799999996,9400.0,18,0,2,0,0.0
-446,0,0.008737352,68,0,0.209965006,6000.0,28,0,1,0,0.0
-447,0,0.0,57,0,0.785229953,6783.0,8,0,3,0,0.0
-448,0,0.24367426600000003,48,0,0.179979778,8900.0,10,0,1,0,6.0
-449,0,0.9999998999999999,40,1,0.19170579,3833.0,3,2,0,0,2.0
-450,0,0.0,23,0,0.0,3500.0,1,0,0,0,1.0
-451,0,0.028910707,52,0,0.013543599,5389.0,7,0,0,0,2.0
-452,0,0.03423863,48,0,2045.0,,3,0,1,0,0.0
-453,0,0.50329934,55,0,0.45405746799999996,3166.0,5,0,2,0,0.0
-454,0,0.799981673,61,3,0.671076012,5064.0,19,0,3,1,0.0
-455,0,0.069987933,33,0,0.11400478300000001,3762.0,7,0,0,0,0.0
-456,0,0.067901335,69,0,0.065493451,10000.0,5,0,1,0,0.0
-457,0,0.7406351609999999,39,0,0.432010059,5566.0,7,0,1,0,0.0
-458,0,0.023382944,84,0,0.00912845,4600.0,6,0,0,0,0.0
-459,0,0.9999998999999999,32,2,0.09558466800000001,2060.0,1,0,0,0,0.0
-460,0,0.003625197,78,0,726.0,,8,0,1,0,
-461,0,0.09228761699999999,61,0,0.229436075,7500.0,23,0,2,0,2.0
-462,0,0.0,37,0,0.177007047,7236.0,5,0,1,0,3.0
-463,0,0.9999998999999999,33,1,0.257707218,5416.0,2,2,1,0,1.0
-464,0,0.057867667000000005,81,0,0.145685279,3939.0,13,0,0,0,0.0
-465,0,0.07807727,60,0,0.566105156,3917.0,14,0,1,0,2.0
-466,0,0.20194364199999998,46,0,0.39446055399999996,10000.0,15,0,2,0,3.0
-467,0,0.077958915,57,0,0.05353022599999999,6500.0,19,0,0,0,0.0
-468,0,0.20567648600000002,57,0,0.130309575,8333.0,8,0,1,0,0.0
-469,1,0.9999998999999999,32,0,0.006731051,3416.0,1,0,0,0,3.0
-470,1,0.57985084,42,0,0.594224361,2700.0,8,0,0,0,0.0
-471,0,0.073393457,38,1,0.38476152399999997,10000.0,9,0,2,0,0.0
-472,0,0.07917821900000001,82,0,0.176964607,5000.0,3,0,1,0,0.0
-473,0,0.073123172,33,0,0.216405216,5290.0,9,0,0,0,0.0
-474,0,0.745173448,68,0,0.168767792,4917.0,4,0,1,0,0.0
-475,0,0.10088331,52,1,0.280494456,5500.0,6,1,1,0,2.0
-476,0,0.34766523299999996,46,0,0.041583367,2500.0,1,0,0,0,1.0
-477,0,0.102031508,66,0,90.0,,4,0,0,0,0.0
-478,0,0.354125994,57,0,0.558762411,4330.0,4,0,1,0,0.0
-479,0,0.029643294,50,0,0.399106478,9400.0,15,3,4,0,0.0
-480,0,0.540204354,34,0,0.034395414,7500.0,3,1,0,0,0.0
-481,0,0.640927271,53,4,0.52409692,11266.0,17,0,2,0,3.0
-482,0,0.058271403,76,0,0.374304267,4311.0,7,0,1,0,0.0
-483,0,0.719305764,64,0,0.186225718,6228.0,5,0,1,0,0.0
-484,0,0.045017363,72,0,0.020763906999999998,3900.0,8,0,0,0,0.0
-485,0,0.35592819,48,0,0.478090767,7667.0,17,0,2,0,0.0
-486,0,0.57762185,71,1,0.4925,6399.0,14,0,2,0,1.0
-487,0,0.015054291000000001,59,0,929.0,,11,0,1,0,2.0
-488,0,0.320593837,53,0,1.114622389,5600.0,14,0,1,0,1.0
-489,0,0.047587303,34,0,997.0,,4,0,0,0,
-490,0,0.173428408,51,1,0.08626928199999999,5250.0,11,0,0,0,0.0
-491,0,0.401789055,55,0,0.412779302,2550.0,11,0,0,0,0.0
-492,0,0.301152442,46,0,0.254661625,7668.0,10,0,1,0,3.0
-493,0,0.0,27,2,0.229139073,2264.0,5,2,0,1,0.0
-494,0,0.067512585,43,0,0.44723563,9115.0,4,0,2,0,0.0
-495,0,0.0,75,0,0.205971968,1640.0,4,0,0,0,1.0
-496,0,0.993335555,31,0,0.068227425,4484.0,6,0,0,0,1.0
-497,0,0.138793584,43,0,0.384074741,11666.0,9,0,5,0,0.0
-498,0,0.19358480100000003,51,0,0.5327545379999999,3800.0,13,0,2,0,0.0
-499,0,0.001124859,28,1,0.057990335,6000.0,8,1,0,0,0.0
-500,0,0.485558448,51,0,0.09963548,6583.0,5,0,0,0,0.0
-501,0,0.979521555,55,1,0.467850417,7433.0,11,0,2,2,0.0
-502,0,0.090641506,69,0,0.016683266999999998,4015.0,2,0,0,0,0.0
-503,0,0.38480769,42,0,0.533099636,7416.0,5,0,1,0,3.0
-504,0,0.183676155,33,0,0.6605284229999999,2497.0,9,0,1,0,0.0
-505,0,0.018124667,60,0,0.023181455,1250.0,4,0,0,0,1.0
-506,1,0.9999998999999999,54,0,0.228402866,2372.0,2,0,0,1,0.0
-507,0,0.290320472,48,0,0.262848568,7996.0,7,0,1,0,3.0
-508,0,0.052161270999999995,49,0,0.06762939700000001,6993.0,5,0,0,0,1.0
-509,0,0.9999998999999999,73,0,8500.0,0.0,2,0,0,0,0.0
-510,0,0.9999998999999999,91,0,0.0,,3,0,0,0,
-511,0,0.412657703,66,1,0.195074372,4100.0,7,1,0,0,0.0
-512,0,0.091201293,49,1,0.568886223,5000.0,15,0,2,0,0.0
-513,0,0.500234532,46,0,0.27802595199999997,4700.0,10,0,1,0,1.0
-514,1,0.913140498,37,2,1.6203449140000001,4000.0,16,0,3,0,1.0
-515,0,0.056390008,54,0,2126.0,,8,0,1,0,0.0
-516,0,0.611388611,22,0,0.34706616700000004,800.0,4,0,0,0,0.0
-517,0,0.065630892,31,0,0.162635688,5250.0,10,0,0,0,0.0
-518,0,0.499666889,39,0,0.450171821,3200.0,8,0,1,0,0.0
-519,0,0.9999998999999999,56,0,7.0,,1,0,0,0,0.0
-520,0,0.28947053899999997,44,0,0.48256140000000003,8916.0,17,0,2,0,1.0
-521,1,0.8141545109999999,50,1,0.297139683,3600.0,8,0,1,1,1.0
-522,0,0.016406971,55,0,0.0017857139999999999,5599.0,3,0,0,0,2.0
-523,0,0.078497383,52,0,0.20727405399999999,8220.0,5,0,1,0,3.0
-524,0,0.029692431000000002,58,2,0.287187752,6204.0,19,0,1,0,0.0
-525,0,0.01255887,62,0,0.044762033,7416.0,5,0,0,0,0.0
-526,0,0.062093267,42,0,0.230261579,8333.0,6,0,1,0,4.0
-527,0,0.074201053,47,0,1215.0,,4,0,1,0,
-528,0,0.551889862,42,1,0.790613718,3600.0,18,0,2,0,1.0
-529,1,0.640058527,39,0,0.055984556,9841.0,9,0,0,0,2.0
-530,0,0.581815774,45,0,0.724784402,8000.0,11,0,2,0,0.0
-531,0,0.0,82,0,0.0,,3,0,0,0,0.0
-532,0,0.0,64,0,3819.0,,3,0,2,0,
-533,0,0.312068793,55,1,0.127071823,1266.0,5,0,0,0,0.0
-534,0,0.26637117899999996,58,0,0.498488489,12900.0,12,0,1,0,2.0
-535,0,0.040186458,35,0,0.300839136,5600.0,8,0,2,0,1.0
-536,0,0.749602291,62,0,7963.0,,7,0,2,0,3.0
-537,1,0.955545894,52,1,0.5249499089999999,10480.0,11,0,3,0,1.0
-538,0,0.08663540900000001,40,0,887.0,0.0,8,0,1,0,1.0
-539,0,0.212768452,57,0,2301.0,,17,0,2,0,0.0
-540,0,0.9543957000000001,45,2,0.4842141,8836.0,10,0,1,0,1.0
-541,0,0.188256123,27,0,0.881825173,3900.0,6,0,1,0,1.0
-542,0,1.2458471759999998,24,1,499.0,,4,1,0,0,
-543,0,0.014049886999999999,37,0,0.674399608,6120.0,9,0,1,0,0.0
-544,0,0.329609837,36,0,0.43774319100000003,3597.0,16,0,2,0,2.0
-545,0,0.484099985,40,0,0.423251505,10794.0,9,0,2,0,2.0
-546,0,0.0,86,0,2.0,,9,0,0,0,0.0
-547,0,0.035113768,56,0,87.0,,11,0,0,0,0.0
-548,0,0.084826988,59,0,0.53418212,3612.0,9,0,2,0,0.0
-549,0,0.9999998999999999,40,0,0.60616581,7200.0,6,0,3,0,0.0
-550,0,0.152250785,49,0,0.030774357999999998,9000.0,3,0,0,0,0.0
-551,0,0.21288560000000004,66,0,0.35189178600000004,5100.0,10,0,1,0,0.0
-552,0,0.9999998999999999,63,3,0.200843235,5217.0,5,0,1,1,4.0
-553,0,0.9999998999999999,45,0,461.0,,2,0,0,0,0.0
-554,0,0.0,30,0,0.0,4700.0,1,0,0,0,1.0
-555,0,0.576284725,36,0,0.785404865,3000.0,10,0,1,0,1.0
-556,0,0.40821598200000003,39,0,677.0,,4,0,0,0,2.0
-557,0,0.0,27,0,0.0,4500.0,5,0,0,0,0.0
-558,0,0.10680013,44,3,0.747375437,6000.0,8,0,3,0,2.0
-559,0,0.004552998,34,0,3.0,,2,0,0,0,0.0
-560,0,0.277436128,59,0,0.388566694,3620.0,8,0,1,0,1.0
-561,0,0.285342534,38,0,0.08951092,3250.0,4,0,0,0,3.0
-562,0,0.162077194,38,0,0.024885359,70000.0,6,0,1,0,2.0
-563,0,0.57073821,39,0,1314.0,,5,2,2,0,0.0
-564,0,0.622524722,43,0,0.353883732,10234.0,8,0,1,0,0.0
-565,0,0.113165062,57,0,3169.0,,16,0,1,0,3.0
-566,0,0.0,75,0,0.5274314210000001,801.0,4,0,1,0,0.0
-567,0,0.732711215,29,0,0.33853112700000004,8400.0,10,0,1,0,0.0
-568,0,0.486651335,55,0,0.324741695,9000.0,10,0,2,0,0.0
-569,0,0.584844623,60,0,0.293637575,6003.0,11,0,1,0,0.0
-570,0,0.8754406579999999,37,0,0.437717467,1436.0,5,0,0,0,1.0
-571,0,0.043861767,69,0,0.064119265,6908.0,7,0,1,0,0.0
-572,0,0.03929607,48,0,0.480393478,7420.0,10,0,2,0,0.0
-573,1,0.339503567,89,1,0.549380248,2500.0,9,3,0,1,0.0
-574,0,0.064835195,56,2,0.197624587,8166.0,10,0,1,0,0.0
-575,0,0.008684579,75,0,0.0013269,8289.0,5,0,0,0,0.0
-576,0,0.9999998999999999,55,1,0.138721351,4144.0,1,0,0,0,0.0
-577,0,0.5035879870000001,63,0,1.308922769,4000.0,16,0,1,0,0.0
-578,0,0.000309046,49,0,562.0,,10,0,1,0,
-579,0,0.697812691,31,0,0.236980252,12000.0,10,0,0,0,1.0
-580,0,0.650432993,61,0,0.368063194,10000.0,10,0,1,0,1.0
-581,0,0.30248201,46,0,0.34805720799999995,7900.0,12,0,1,0,2.0
-582,0,0.9999998999999999,40,0,0.185755935,2400.0,1,2,0,0,0.0
-583,0,0.159116246,91,0,0.18412348399999998,1813.0,6,0,0,0,0.0
-584,0,0.768537191,46,0,2568.0,,5,0,0,0,0.0
-585,0,0.155644438,56,0,0.33683158399999996,2000.0,5,0,1,0,0.0
-586,0,0.8362940109999999,29,3,0.26017007600000003,4350.0,8,0,1,0,1.0
-587,0,0.29304181100000004,45,0,0.37394067799999997,3775.0,5,0,1,0,3.0
-588,0,0.9999998999999999,49,1,0.09893772099999999,4800.0,1,0,0,0,4.0
-589,0,0.271898248,64,0,556.0,,3,0,1,0,
-590,0,0.0,51,0,0.238076192,10000.0,6,0,1,0,0.0
-591,0,0.29195624800000003,45,0,1021.0,,5,0,0,0,
-592,0,0.106531463,78,0,0.024303073999999997,5595.0,9,0,0,0,0.0
-593,0,0.25081831600000004,36,0,0.24014398399999998,5833.0,6,0,2,0,1.0
-594,0,0.18157994600000002,54,0,0.3539428,6048.0,9,0,1,0,1.0
-595,0,0.002964536,67,0,0.349026844,16800.0,14,0,5,0,0.0
-596,0,0.048911120999999995,63,0,0.102800764,6283.0,4,0,0,0,1.0
-597,1,0.517045364,61,0,0.5725903210000001,7500.0,20,0,2,0,0.0
-598,0,0.024100447,86,0,0.010791367,2223.0,6,0,0,0,0.0
-599,0,0.122976319,50,0,0.454103343,3289.0,6,0,1,0,1.0
-600,1,0.387065977,51,0,0.35087418600000003,5833.0,12,0,1,2,1.0
-601,0,0.021741679,70,0,0.187762448,5000.0,11,0,1,0,0.0
-602,0,0.26925748899999996,44,0,0.607594937,1500.0,7,0,0,0,3.0
-603,0,0.9963016509999999,39,2,0.306101912,10930.0,17,0,0,0,1.0
-604,0,0.019153961,49,0,0.201025979,33333.0,6,0,3,0,4.0
-605,0,0.008665510999999999,58,0,1.9086294419999998,6500.0,17,0,5,0,0.0
-606,0,0.15574221300000002,39,0,723.0,0.0,13,0,0,0,2.0
-607,0,0.733914381,33,0,0.158975542,4333.0,7,1,0,0,1.0
-608,0,0.210442588,53,0,0.513602495,5770.0,10,0,2,0,1.0
-609,0,0.09563478800000001,36,0,0.17526690399999997,2247.0,4,0,0,0,1.0
-610,0,0.12480137599999999,62,0,0.5668944570000001,6584.0,15,0,2,0,0.0
-611,0,0.016995185,62,0,0.002301937,5212.0,4,0,0,0,0.0
-612,0,0.964038058,29,1,0.263516583,2200.0,6,0,0,0,0.0
-613,0,0.211206477,44,1,0.2138395,2080.0,13,1,0,1,0.0
-614,0,0.184476515,32,0,0.44495604899999996,7166.0,11,0,2,0,0.0
-615,0,0.0,52,0,0.444444444,3500.0,5,0,2,0,1.0
-616,0,0.086605363,69,0,73.0,,2,0,0,0,
-617,0,0.06906978400000001,71,0,1468.0,,3,0,1,0,
-618,0,0.187090597,63,0,0.506873282,4000.0,10,0,2,0,1.0
-619,0,0.732202177,44,0,0.25857662800000003,12912.0,26,0,0,0,0.0
-620,0,0.392141112,54,0,1.383017398,3850.0,18,0,2,0,2.0
-621,0,0.063688754,41,0,0.26687668800000003,6665.0,8,0,0,0,1.0
-622,0,0.6169823720000001,32,1,0.191649336,6250.0,10,0,0,0,2.0
-623,0,0.28854138100000004,87,1,0.571428571,1700.0,23,0,0,0,0.0
-624,0,0.22110680100000002,43,0,0.157212981,7333.0,5,0,1,0,0.0
-625,0,0.193612774,47,0,0.020146833,5856.0,1,0,0,0,3.0
-626,0,0.014441183,75,0,0.14570361099999998,16059.0,8,0,1,0,0.0
-627,0,0.531963331,64,2,0.480082158,18500.0,19,0,3,0,1.0
-628,0,0.346960384,41,0,1.432686655,1700.0,13,0,3,0,2.0
-629,0,0.024305835,30,0,1581.0,,6,0,1,0,0.0
-630,0,0.9999998999999999,40,0,2866.0,0.0,2,0,2,0,0.0
-631,0,0.0,56,0,0.0,6200.0,2,0,0,0,0.0
-632,0,0.65854007,55,0,0.489714904,5541.0,6,0,1,0,0.0
-633,0,0.10469376300000001,36,0,0.297372704,4300.0,8,0,1,0,1.0
-634,0,0.046740048,57,0,0.404799866,11916.0,13,0,3,0,0.0
-635,0,0.057887851,56,0,0.238127698,4400.0,13,0,1,0,1.0
-636,0,0.883182488,49,0,0.18373694699999998,4500.0,18,0,0,0,2.0
-637,0,0.005326455,53,0,79.0,0.0,4,0,0,0,0.0
-638,0,0.088809584,51,0,0.295480067,7123.0,12,0,1,0,0.0
-639,0,0.021319787000000003,64,0,0.24496788,2334.0,13,0,1,0,0.0
-640,0,0.281880372,28,0,0.17997517600000001,2416.0,7,0,0,0,0.0
-641,0,0.063062463,54,0,4659.0,,5,0,2,0,0.0
-642,0,0.0,53,0,2719.0,,5,0,1,0,0.0
-643,1,0.402345742,37,0,0.337622356,12667.0,16,0,2,0,3.0
-644,0,0.143316879,70,3,4294.0,,16,0,5,1,0.0
-645,0,0.334295645,48,0,5368.0,,13,0,2,0,0.0
-646,0,0.010350125,52,0,0.258589038,3812.0,6,0,1,0,1.0
-647,0,0.336596148,36,0,0.08037225,1181.0,2,0,0,0,0.0
-648,0,0.044842922,51,0,0.23358954,11318.0,5,0,1,0,2.0
-649,0,0.007712359,69,0,0.15661446199999998,3000.0,6,0,0,0,0.0
-650,0,1.011332794,52,0,10.80049875,400.0,8,0,1,0,2.0
-651,0,0.06677885900000001,67,0,84.0,,7,0,0,0,
-652,0,0.0,36,0,0.37041867700000003,7666.0,4,0,1,0,2.0
-653,0,0.0,49,0,0.62273579,1600.0,10,0,1,0,1.0
-654,1,0.314685703,51,3,0.160317928,16984.0,13,0,2,1,4.0
-655,1,0.149314411,36,0,0.5583203729999999,4500.0,9,0,3,0,0.0
-656,0,0.0,33,0,0.238212526,2841.0,9,0,0,0,0.0
-657,0,0.037849716,62,0,0.16289178699999998,8741.0,15,0,1,0,0.0
-658,0,0.281115558,69,0,0.16218618099999998,4500.0,10,0,0,0,1.0
-659,0,0.005196165,70,0,1514.0,,9,0,2,0,0.0
-660,0,0.133688867,49,0,0.09352218300000001,4800.0,7,0,0,0,2.0
-661,0,0.321457844,46,2,1434.0,,6,0,1,1,0.0
-662,0,0.0,65,0,0.41637918100000004,6666.0,10,0,1,0,0.0
-663,0,0.8271510129999999,56,1,0.21997471600000001,8700.0,8,0,0,1,1.0
-664,0,0.442798278,51,0,2092.0,,11,0,0,0,2.0
-665,0,0.025082109,57,0,0.36087970700000005,3000.0,15,0,0,0,0.0
-666,0,0.578849363,48,0,0.367553674,6613.0,10,0,1,0,1.0
-667,0,0.020703507,47,0,0.645104381,3400.0,6,0,1,0,2.0
-668,1,1.2487512490000001,33,0,0.17512032600000002,2700.0,3,2,0,0,0.0
-669,0,0.9999998999999999,75,0,8.0,,2,0,0,0,0.0
-670,0,0.569824212,40,0,0.361421689,11000.0,18,0,1,0,2.0
-671,0,0.914867126,40,0,0.517037339,4900.0,7,0,1,0,1.0
-672,0,0.0382584,68,0,0.009831695,6000.0,12,0,0,0,0.0
-673,0,0.964561473,35,4,0.305839582,4400.0,10,3,0,2,2.0
-674,0,0.02731285,65,0,0.325335893,2083.0,6,0,0,0,0.0
-675,0,0.035605591,81,0,0.017260735,7125.0,7,0,0,0,0.0
-676,0,0.004595129,52,0,0.39095856,7166.0,7,0,1,0,0.0
-677,0,0.042534080999999994,69,0,0.009690817,6500.0,4,0,0,0,1.0
-678,0,0.12136536,34,0,3300.0,,5,0,2,0,0.0
-679,0,0.180162143,40,0,0.448326668,9501.0,15,0,2,0,1.0
-680,0,0.054940099000000006,35,0,0.662152897,5833.0,10,0,2,0,2.0
-681,0,0.099724251,80,0,0.008908281,11000.0,3,0,0,0,0.0
-682,0,0.030513202000000003,68,0,48.0,,6,0,0,0,0.0
-683,0,0.175434349,47,0,0.149077983,4500.0,9,0,0,0,0.0
-684,0,0.019883105,64,0,0.028599606,6083.0,16,0,0,0,0.0
-685,1,0.9907644259999999,36,2,0.361340457,4117.0,4,0,0,0,1.0
-686,0,0.38608401200000003,49,0,0.16645238699999998,11666.0,17,0,0,0,3.0
-687,0,0.008287427,55,0,0.115171335,7032.0,8,0,1,0,0.0
-688,0,0.058687792999999995,35,0,0.335733141,8333.0,6,0,2,0,2.0
-689,0,0.091106715,63,0,0.035418452,3500.0,5,0,0,0,0.0
-690,0,0.023114332999999997,64,0,0.513540291,9083.0,16,0,3,0,0.0
-691,0,0.083426677,64,0,0.037871034,2930.0,7,0,0,0,2.0
-692,0,0.529411765,26,1,0.017052375,820.0,1,0,0,0,0.0
-693,0,0.192722211,77,0,0.45793064200000005,7035.0,21,0,1,0,1.0
-694,0,0.9999998999999999,32,0,0.177955511,4000.0,1,2,0,0,0.0
-695,0,0.359412083,54,0,3.874422899,1082.0,22,0,1,0,0.0
-696,0,0.106517279,40,0,0.263151915,8800.0,17,0,3,0,4.0
-697,0,0.07953842,53,0,2958.0,,9,0,1,0,2.0
-698,1,2066.0,58,0,0.27112148,6000.0,8,1,1,0,1.0
-699,0,0.01239876,50,3,0.20751867100000002,11916.0,4,0,1,0,0.0
-700,0,0.9999998999999999,56,0,0.00711943,12500.0,2,0,0,0,2.0
-701,0,0.003938695,75,0,0.19994921899999998,7876.0,11,0,2,0,0.0
-702,0,0.520418652,36,1,0.232918082,2648.0,5,0,0,0,3.0
-703,0,0.160899231,33,0,0.182363527,3333.0,13,0,0,0,0.0
-704,0,0.25250536100000004,52,0,0.44259290100000004,6000.0,13,0,1,0,2.0
-705,0,0.035670256000000004,62,0,0.42767496299999996,9401.0,9,0,4,0,0.0
-706,0,0.046747539000000005,60,0,1.012368584,3233.0,13,0,2,0,0.0
-707,0,0.009639594,52,0,0.262440354,4400.0,5,0,0,0,0.0
-708,0,0.986400389,36,0,0.441868921,11000.0,8,0,2,0,0.0
-709,0,0.092392056,71,2,0.19006230300000002,13000.0,7,0,1,0,0.0
-710,0,0.001019592,83,0,0.00019996,5000.0,10,0,0,0,0.0
-711,0,0.0,76,0,272.0,0.0,6,0,0,0,0.0
-712,0,0.045516720999999996,40,0,0.09035542199999999,11000.0,12,0,0,0,3.0
-713,0,0.245744673,46,0,0.5851222420000001,6707.0,21,0,1,0,3.0
-714,0,0.292159285,78,0,605.0,,5,0,0,0,0.0
-715,0,0.9999998999999999,36,0,631.0,,1,0,1,0,0.0
-716,0,0.016142473,76,0,0.668266347,1666.0,11,0,1,0,0.0
-717,0,0.7592865809999999,41,1,0.408475574,1698.0,4,0,0,0,1.0
-718,0,0.189734189,60,0,0.04587156,2833.0,2,0,0,0,0.0
-719,0,0.049082484,63,2,0.361938937,16441.0,12,0,1,0,1.0
-720,0,1.163184115,52,0,0.319174181,4213.0,7,0,0,0,0.0
-721,0,0.238016933,58,0,0.601017347,7666.0,5,0,3,0,0.0
-722,0,0.410946459,56,0,0.712194056,4575.0,16,0,1,0,0.0
-723,0,0.47653563299999996,33,0,0.312937413,5000.0,4,0,1,0,0.0
-724,0,0.37504998,64,0,0.011195522,2500.0,4,0,0,0,0.0
-725,0,0.11618817099999999,33,0,0.043739065,4000.0,9,0,0,0,0.0
-726,0,0.018497695,40,0,64.0,,13,0,0,0,0.0
-727,0,0.254548841,56,0,0.461357487,8500.0,15,0,2,0,4.0
-728,0,0.013574112,60,0,0.711075819,17000.0,11,0,3,0,0.0
-729,0,0.9999998999999999,27,0,0.260763359,3274.0,3,0,0,1,2.0
-730,0,0.029185402000000003,41,0,0.33629547299999996,3600.0,5,0,1,0,0.0
-731,0,0.985092264,48,0,0.37690561100000003,3082.0,4,0,1,0,0.0
-732,0,0.011904653000000001,69,0,1653.0,,20,0,2,0,0.0
-733,0,0.0,39,0,0.735131912,6708.0,13,0,2,0,2.0
-734,0,0.312877738,36,0,0.23072116,8000.0,28,0,0,0,0.0
-735,0,0.714892819,34,1,0.870354941,6000.0,8,0,1,0,0.0
-736,0,0.060867801,50,1,3074.0,,15,0,1,0,0.0
-737,0,0.14185399099999998,79,0,0.812870978,3200.0,8,0,2,0,0.0
-738,0,0.073191767,54,0,0.020708083000000002,4490.0,4,0,0,0,0.0
-739,0,0.473663158,36,1,0.650674663,2000.0,8,0,0,0,0.0
-740,1,0.987668722,39,5,0.6912791859999999,5010.0,14,0,2,0,2.0
-741,0,0.061214562,35,0,0.45369268100000004,21000.0,7,0,2,0,0.0
-742,0,0.475252475,38,1,0.42862854899999997,2500.0,8,1,0,0,0.0
-743,0,0.243842974,52,0,1321.0,,9,0,1,0,2.0
-744,0,0.621468927,24,0,0.010079194,4166.0,3,0,0,0,0.0
-745,0,0.084589254,76,0,0.044093178,1201.0,8,0,0,0,0.0
-746,0,0.880239982,41,0,1290.0,,6,0,0,0,2.0
-747,0,0.087182563,74,0,0.08049535599999999,1291.0,6,0,0,0,0.0
-748,0,0.111715105,47,0,0.315173697,16666.0,12,0,2,0,3.0
-749,0,0.0,57,0,0.335066493,10000.0,11,0,2,0,3.0
-750,0,0.0,63,0,0.052672049000000006,2600.0,3,0,0,0,1.0
-751,0,0.0,62,0,17.0,,4,0,0,0,0.0
-752,0,0.659178931,39,0,0.285324697,5866.0,6,0,1,0,1.0
-753,0,0.10101257599999999,51,0,0.34037277,12500.0,21,0,2,0,1.0
-754,0,0.471803323,60,0,0.365787835,9633.0,12,0,1,0,1.0
-755,0,0.22482248600000002,68,0,2284.0,,6,0,2,0,0.0
-756,0,0.249922521,63,2,0.25431323100000003,19416.0,18,0,2,0,1.0
-757,0,0.0,55,0,0.36919213100000003,7166.0,7,0,3,0,1.0
-758,0,0.066285085,58,0,0.228999349,9213.0,7,0,1,0,0.0
-759,0,0.025711592999999998,55,0,0.540702656,3500.0,8,0,1,0,2.0
-760,0,0.9015098490000001,33,1,0.128132981,23100.0,8,1,1,0,0.0
-761,1,0.02331266,58,0,0.632371083,4052.0,13,1,2,0,0.0
-762,0,0.048540543,55,1,0.215576215,5700.0,9,0,1,0,0.0
-763,0,0.077358439,44,0,0.32426757300000003,10000.0,10,0,2,0,0.0
-764,0,0.082452074,57,0,0.89117395,3500.0,12,0,1,0,1.0
-765,0,0.9999998999999999,65,0,0.0,615.0,3,0,0,0,0.0
-766,0,0.14060251,56,0,0.049700447,11850.0,11,0,0,0,2.0
-767,0,0.357285429,25,0,0.001723544,2900.0,1,0,0,0,0.0
-768,0,0.002140517,89,1,5.0,0.0,4,0,0,0,0.0
-769,1,0.0,32,0,0.44187375,3500.0,5,0,1,0,2.0
-770,0,0.07237774400000001,48,0,0.399050079,12000.0,9,0,2,0,0.0
-771,0,0.22859122899999998,38,1,0.181233062,2951.0,4,0,0,0,0.0
-772,0,0.0,58,0,526.0,,5,0,1,0,1.0
-773,0,0.0,59,1,0.531464095,7881.0,8,2,1,0,0.0
-774,0,0.9999998999999999,32,0,0.13271682099999998,4000.0,1,0,0,0,1.0
-775,0,0.015293506,50,0,0.372513562,1105.0,13,0,0,0,0.0
-776,0,0.059183800999999994,26,0,0.067061144,1520.0,7,0,0,0,0.0
-777,0,0.211859605,55,0,0.128716003,6323.0,8,0,0,0,1.0
-778,0,0.014688043000000001,82,0,13.0,,4,0,0,0,0.0
-779,0,0.019415751000000002,62,0,1203.0,,9,0,1,0,0.0
-780,0,0.012236873,46,0,1189.0,,6,0,1,0,0.0
-781,0,0.9174283259999999,66,1,2410.0,,7,1,2,0,0.0
-782,0,0.716283716,46,0,0.26775232,5280.0,10,0,2,0,2.0
-783,0,0.00054943,59,0,0.0,2236.0,4,0,0,0,0.0
-784,0,0.004680652,29,0,0.057388522000000004,5000.0,4,0,0,0,0.0
-785,0,0.42759090000000005,39,0,0.342354782,10862.0,14,1,2,0,0.0
-786,0,0.9824778590000001,36,0,0.508163945,3000.0,3,0,1,0,0.0
-787,0,0.083486086,71,0,0.17070563100000002,5611.0,4,0,1,0,0.0
-788,0,0.01087466,82,0,0.001287001,7769.0,6,0,0,0,0.0
-789,0,0.014646523,26,0,0.121568627,1274.0,7,0,0,0,0.0
-790,1,1.0085065309999999,58,3,3265.0,,20,0,0,1,0.0
-791,0,0.537596973,68,0,1591.0,,8,0,1,0,
-792,0,0.9944287540000001,42,0,2336.0,0.0,11,0,2,0,3.0
-793,0,0.5561429720000001,58,0,0.177274242,3000.0,2,0,0,0,0.0
-794,1,1.25748503,26,0,0.129805014,1794.0,1,2,0,1,0.0
-795,0,0.031593681,33,0,523.0,,3,0,0,0,0.0
-796,0,0.35407131,51,0,0.053521541,6800.0,5,0,0,0,0.0
-797,0,0.075627307,60,0,0.193786454,8400.0,9,0,1,0,0.0
-798,0,0.002965614,29,0,0.515939338,3230.0,8,0,1,0,0.0
-799,0,0.020390558,79,0,0.22586133600000002,2350.0,5,0,0,0,0.0
-800,0,0.04564894,27,0,0.274952015,4167.0,21,0,1,0,0.0
-801,1,0.962946947,50,0,0.68127587,4106.0,8,0,1,1,0.0
-802,0,0.16022678699999998,31,0,0.356018715,2350.0,5,0,0,0,0.0
-803,0,0.0,45,0,0.7358164540000001,10416.0,11,0,4,0,1.0
-804,0,0.06740074900000001,26,0,0.166517857,4479.0,10,0,0,0,0.0
-805,0,0.134374585,63,0,111.0,,2,0,0,0,0.0
-806,0,0.9999998999999999,40,0,11.0,,0,0,0,0,0.0
-807,0,0.013218661000000001,57,0,0.08532195699999999,7500.0,10,0,1,0,0.0
-808,0,0.000358843,54,0,0.720069983,4000.0,11,0,0,0,0.0
-809,0,0.975146408,33,0,0.332280979,3800.0,4,0,0,0,2.0
-810,0,0.255610417,54,0,0.528550512,3414.0,9,0,1,0,1.0
-811,0,0.9999998999999999,24,0,0.0,3833.0,1,0,0,0,0.0
-812,0,0.682708972,41,4,0.38708711,13350.0,8,0,4,0,1.0
-813,0,0.101551406,47,0,228.0,,6,0,0,0,0.0
-814,0,0.013105862,76,0,736.0,,15,0,1,0,0.0
-815,0,0.0,87,0,2.0,,2,0,0,0,
-816,0,0.040536902,34,0,0.644091034,3646.0,11,0,1,0,0.0
-817,0,0.0,46,0,0.10787812199999999,3642.0,11,0,0,0,4.0
-818,0,0.013375668,82,0,0.002606106,8057.0,7,0,0,0,0.0
-819,0,0.9999998999999999,48,0,0.165213329,6421.0,0,1,0,0,2.0
-820,0,0.19877594,83,0,0.217065334,2800.0,9,0,0,0,0.0
-821,0,0.053596215,86,0,68.0,,6,0,0,0,1.0
-822,0,0.178964154,56,0,0.552930754,6772.0,6,0,1,0,1.0
-823,0,0.0,90,0,0.0,,3,0,0,0,
-824,0,0.0035506390000000004,73,0,415.0,,11,0,0,0,0.0
-825,0,0.715720439,33,0,1.002499107,2800.0,8,0,2,0,0.0
-826,0,0.011343376,85,0,13.0,,5,0,0,0,
-827,0,0.158100266,45,2,0.47532270299999996,3950.0,19,0,1,0,1.0
-828,0,0.626266154,56,0,0.142385321,5449.0,5,0,0,0,0.0
-829,0,0.0,31,0,0.432783608,2000.0,9,0,1,0,0.0
-830,0,0.48268786,30,0,0.264841895,8000.0,9,0,2,1,1.0
-831,0,0.524915836,32,0,969.0,,6,0,0,0,0.0
-832,0,0.335445712,40,0,0.34467983799999996,4200.0,6,0,2,1,0.0
-833,0,0.0018765939999999999,79,0,0.01332778,2400.0,10,0,0,0,0.0
-834,0,0.235225157,37,0,0.33503665899999996,4500.0,5,0,1,0,1.0
-835,0,0.0,63,0,779.0,,6,0,1,0,0.0
-836,0,0.0,28,0,852.0,,3,0,0,0,
-837,0,0.001901275,69,0,0.0,5455.0,6,0,0,0,0.0
-838,0,0.10772042300000001,47,0,0.21628083899999997,9200.0,12,0,3,0,2.0
-839,0,0.01339933,71,0,0.01283697,2336.0,3,0,0,0,1.0
-840,0,0.06409786099999999,56,0,1387.0,,11,0,1,0,0.0
-841,0,0.547124146,40,0,0.121319069,9066.0,6,0,0,0,4.0
-842,0,0.292567833,64,0,2231.0,0.0,5,0,1,0,0.0
-843,0,0.157137145,59,0,0.26491169600000003,3000.0,8,0,0,0,1.0
-844,0,0.042202964,28,0,0.286158631,4500.0,6,0,1,0,0.0
-845,0,0.7342843809999999,45,0,11311.0,0.0,6,0,2,1,0.0
-846,0,0.835311508,31,1,0.332527053,7854.0,9,0,1,0,0.0
-847,0,0.5112397,58,0,0.963084409,9453.0,13,0,3,0,1.0
-848,1,0.0,44,0,6046.0,,9,0,3,0,0.0
-849,0,0.037477248,37,0,0.079193665,8333.0,9,0,0,0,0.0
-850,0,0.0,68,0,0.090386385,4347.0,5,0,0,0,0.0
-851,1,0.71976008,47,0,64.0,,2,2,0,0,0.0
-852,0,0.047294357,57,0,0.447142596,5476.0,14,0,1,0,0.0
-853,0,0.328684508,51,0,1874.0,,6,0,1,0,0.0
-854,0,0.028083912000000003,50,0,0.38097673200000004,3910.0,20,0,0,0,3.0
-855,0,0.003888457,74,0,4.0,,3,0,0,0,0.0
-856,0,0.009654537,73,0,0.122830656,18553.0,6,0,1,0,1.0
-857,1,0.778719498,81,0,0.53801306,4287.0,11,0,2,0,0.0
-858,0,0.0,58,0,0.411084131,7000.0,10,0,2,0,1.0
-859,0,0.05444920599999999,87,0,19.0,,1,0,0,0,0.0
-860,0,0.173784093,55,0,0.19614248899999998,15916.0,14,0,3,0,0.0
-861,0,0.457154579,50,0,0.10342511800000001,13400.0,7,0,0,0,2.0
-862,0,0.11946064699999999,34,0,0.32224953,6916.0,5,0,1,0,0.0
-863,0,0.717853471,67,0,3174.0,,15,0,3,0,0.0
-864,0,0.6072056220000001,63,0,4627.0,,15,0,1,0,0.0
-865,0,0.276593085,62,0,0.12183569300000001,19000.0,8,0,1,0,0.0
-866,0,0.128419662,59,0,0.22643396100000002,11000.0,10,0,1,0,0.0
-867,0,0.059356682,32,0,4121.0,,10,0,1,0,0.0
-868,0,0.00023728400000000001,64,0,0.427787663,6743.0,10,0,1,0,0.0
-869,0,0.738420926,72,0,2367.0,,11,0,1,0,0.0
-870,0,0.086492476,64,0,0.074734316,5833.0,8,0,1,0,1.0
-871,0,0.222472191,30,0,0.589815683,3200.0,4,0,1,0,0.0
-872,0,0.035754761,79,0,0.00829363,5666.0,5,0,0,0,1.0
-873,0,0.003986049,81,0,0.20716467600000002,3600.0,10,0,1,0,0.0
-874,0,0.09374176199999999,41,2,0.7181719259999999,3675.0,10,0,3,0,2.0
-875,0,0.23197949399999998,58,0,0.37380101600000004,10633.0,28,0,4,0,0.0
-876,0,0.105969699,55,0,3063.0,,8,0,1,0,0.0
-877,0,0.041411471,45,0,0.008456176,8750.0,3,0,0,0,3.0
-878,0,0.22305596600000002,44,0,0.430297475,12000.0,13,0,2,0,3.0
-879,0,0.452864285,49,0,0.330947228,6006.0,10,0,1,0,1.0
-880,0,0.016031741000000002,74,0,1202.0,,4,0,1,0,
-881,0,0.9999998999999999,26,0,0.137820513,1871.0,1,0,0,0,0.0
-882,0,0.15189171,59,0,0.301074556,15075.0,13,0,2,0,0.0
-883,0,0.606025418,39,3,0.375647341,7916.0,10,0,2,0,2.0
-884,0,0.075168462,48,0,1421.0,,3,0,1,0,0.0
-885,0,0.061833522,49,0,2788.0,,6,0,2,0,0.0
-886,0,0.010186243000000001,47,0,0.022504141000000002,24750.0,7,0,0,0,2.0
-887,0,0.5159756879999999,28,0,0.679853795,4650.0,14,0,1,0,0.0
-888,0,0.347921078,42,0,0.37374048200000004,13000.0,11,0,2,0,2.0
-889,0,0.10898315900000001,53,0,0.31035201,4800.0,10,0,1,0,0.0
-890,0,0.165720783,68,0,0.311916978,8575.0,10,0,1,0,0.0
-891,0,0.19462574800000002,31,1,0.283571758,4333.0,20,0,0,0,0.0
-892,0,0.48987523,34,0,0.319171724,2800.0,3,0,0,0,1.0
-893,0,0.958820874,56,0,0.236573549,9700.0,12,0,1,0,1.0
-894,0,0.7990182709999999,30,0,1.298161471,1250.0,4,0,1,0,0.0
-895,0,0.011505437,52,0,0.274253271,4050.0,9,0,1,0,0.0
-896,0,0.8191157840000001,54,0,0.528381219,2853.0,7,0,1,0,0.0
-897,0,0.0,39,0,0.551779288,2500.0,7,0,2,0,0.0
-898,0,0.12254432400000001,57,0,0.42893401,4333.0,9,0,1,0,1.0
-899,0,0.667833042,60,0,81.0,,2,0,0,0,0.0
-900,0,0.3882572,45,0,1.112942122,4975.0,13,0,4,0,1.0
-901,0,2.258964143,33,2,0.032483758,2000.0,1,1,0,0,2.0
-902,0,0.013767118,64,0,2004.0,,10,0,2,0,0.0
-903,0,0.187797808,85,0,790.0,,6,0,0,0,0.0
-904,0,0.9999998999999999,34,1,0.0,5400.0,0,1,0,0,0.0
-905,0,0.037379559,37,0,0.333851794,9000.0,11,0,2,0,0.0
-906,0,0.00339983,63,0,0.262694922,2500.0,5,0,0,0,0.0
-907,0,0.020480494,35,0,1673.0,,10,0,1,0,1.0
-908,0,0.106475741,32,0,0.802308265,2685.0,5,0,1,0,1.0
-909,0,0.518186405,73,0,0.5048870910000001,8900.0,17,0,1,0,1.0
-910,0,0.003735788,39,0,0.459166466,4150.0,10,0,2,0,0.0
-911,0,0.9999998999999999,38,0,2628.0,,6,0,1,0,0.0
-912,0,0.196960608,40,0,0.006959443,4166.0,1,0,0,0,0.0
-913,0,0.802993617,42,1,0.524458002,9178.0,9,0,1,0,3.0
-914,0,0.9999998999999999,36,0,0.194963754,2620.0,3,0,0,0,0.0
-915,0,0.707145775,64,0,3930.0,,13,0,2,0,0.0
-916,0,0.288592785,51,0,0.226213976,10131.0,4,0,2,0,3.0
-917,0,0.39724416100000004,25,0,0.294852574,2000.0,5,0,0,0,0.0
-918,0,0.197440895,36,0,777.0,,3,0,1,0,
-919,0,0.004884836,34,0,0.47490494299999997,5259.0,11,0,2,0,2.0
-920,1,1.362141746,73,1,274.0,,2,3,0,1,
-921,0,0.17545213,55,2,0.27018019,9600.0,11,0,2,0,0.0
-922,1,0.514353049,39,0,0.984408835,2308.0,15,0,1,0,1.0
-923,0,0.00069993,83,0,0.0,10500.0,4,0,0,0,0.0
-924,0,0.8224002309999999,63,0,0.515793683,2500.0,12,0,0,0,0.0
-925,0,0.042759899999999997,52,0,7806.0,,21,0,2,0,2.0
-926,0,0.222506167,59,0,0.271467415,11400.0,9,0,2,0,0.0
-927,0,0.39104560200000005,24,0,0.069040925,3200.0,11,0,0,0,0.0
-928,0,0.028775625,44,0,0.137224283,5122.0,4,0,0,0,0.0
-929,0,0.477367751,36,0,0.33987412100000003,2700.0,6,0,0,0,0.0
-930,0,0.018538176,74,0,1184.0,,8,0,1,0,0.0
-931,0,0.041366785,45,0,0.224577542,10000.0,8,0,0,0,2.0
-932,0,0.9942695509999999,41,0,2809.0,,5,0,2,0,0.0
-933,0,0.127159603,63,0,0.454098361,5489.0,20,0,4,0,0.0
-934,0,0.6104087029999999,41,1,0.06441717799999999,2933.0,7,0,0,0,2.0
-935,0,0.15664578099999998,45,1,0.5602148929999999,6700.0,8,0,2,0,2.0
-936,0,0.5262016620000001,54,4,0.343546258,25000.0,9,0,3,0,1.0
-937,0,0.03737868,76,1,0.37278722700000005,2880.0,8,0,1,0,0.0
-938,0,0.163750645,65,0,0.266873313,10000.0,13,0,1,0,0.0
-939,0,0.08638272300000001,38,0,2615.0,,6,0,1,0,
-940,0,0.9999998999999999,47,0,0.370691923,3800.0,6,0,0,0,1.0
-941,0,0.029132576,68,0,0.008222093,10337.0,10,0,1,0,1.0
-942,0,0.15364667699999998,34,0,1.220066377,3916.0,7,0,2,0,0.0
-943,0,0.083781617,46,0,0.421201915,5640.0,16,0,1,0,2.0
-944,1,0.913773615,55,2,0.881655429,4300.0,17,0,2,0,1.0
-945,0,0.251284106,34,0,0.75145816,8400.0,18,0,4,0,0.0
-946,0,0.072587125,29,0,0.046662777999999995,12000.0,15,0,0,0,0.0
-947,0,0.0,35,0,0.0,1500.0,3,0,0,0,0.0
-948,0,0.133613717,43,1,0.421048246,12000.0,14,0,3,1,2.0
-949,0,0.001905482,37,0,2.694610778,500.0,11,0,2,0,2.0
-950,0,0.040547951,74,0,0.020736901000000002,5400.0,5,0,0,0,0.0
-951,0,0.03452873,55,0,0.514162132,7166.0,7,0,2,0,1.0
-952,0,0.010441271,72,0,692.0,,7,0,0,0,0.0
-953,0,0.0,80,1,1589.0,,8,0,1,0,0.0
-954,0,0.0018822420000000001,50,0,1.317473011,2500.0,9,0,2,0,1.0
-955,0,0.015644566999999998,77,0,24.0,,5,0,0,0,
-956,0,0.630901661,73,0,0.047400612,4577.0,3,0,0,0,0.0
-957,0,0.0,52,0,0.257757365,8926.0,11,0,1,0,2.0
-958,0,0.055228297999999995,48,0,0.146276596,12407.0,5,0,1,0,0.0
-959,0,0.946508915,44,0,0.148162041,2665.0,5,0,0,0,1.0
-960,0,0.0,50,0,0.0,6400.0,2,0,0,0,0.0
-961,0,0.8335941579999999,44,0,178.0,,9,0,0,0,0.0
-962,0,0.030327811,70,0,1934.0,,11,0,2,0,0.0
-963,0,0.194273425,53,0,817.0,,13,0,0,0,3.0
-964,0,0.0,70,0,0.0,3500.0,6,0,0,0,0.0
-965,0,0.205655719,36,0,2082.0,,13,0,2,0,0.0
-966,0,0.235752849,63,0,724.0,,3,0,0,0,0.0
-967,0,0.029878794,50,0,0.318734063,13333.0,11,0,3,0,1.0
-968,1,1.004421666,48,3,0.605098725,4000.0,10,0,2,0,1.0
-969,0,0.154955579,62,1,2446.0,,4,1,1,0,0.0
-970,0,0.016658432,53,0,0.31518720100000003,9000.0,6,0,1,0,0.0
-971,0,0.47584138600000003,43,0,0.198811453,1850.0,2,0,0,0,3.0
-972,0,0.061439281,58,0,0.498692509,6500.0,19,0,4,0,1.0
-973,0,0.527904017,67,0,486.0,,4,0,1,0,0.0
-974,0,0.31937852699999997,59,0,0.15695921300000001,6300.0,22,0,0,0,0.0
-975,0,0.9999998999999999,55,0,0.167543201,5323.0,1,1,0,1,2.0
-976,0,0.077910174,82,0,162.0,,2,0,0,0,0.0
-977,0,0.278636315,47,0,0.5873616770000001,6867.0,22,0,1,0,4.0
-978,0,0.352319991,43,0,0.246784845,8630.0,8,0,0,0,1.0
-979,0,0.256314605,58,3,1.511162946,3000.0,24,0,2,0,0.0
-980,0,0.0,41,0,0.346902339,5600.0,4,0,1,0,0.0
-981,0,0.066113797,63,0,0.621679828,9750.0,24,0,2,0,2.0
-982,0,0.7491335640000001,50,2,0.43211955399999996,4750.0,17,0,1,0,0.0
-983,0,0.041992219000000004,32,0,85.0,,7,0,0,0,0.0
-984,0,0.21278519899999998,37,1,106.2727273,21.0,6,0,2,0,4.0
-985,0,0.951209758,36,0,0.061445262,2310.0,2,0,0,0,2.0
-986,0,0.7003310509999999,45,1,0.546448087,8966.0,11,0,2,0,1.0
-987,0,0.0,26,0,346.0,,8,0,0,0,0.0
-988,0,0.019327551999999998,80,0,0.180763847,5000.0,11,0,0,0,0.0
-989,1,0.878245498,40,0,0.18141723,3400.0,5,0,0,0,1.0
-990,0,0.066928871,35,0,0.611050027,3637.0,5,0,1,0,2.0
-991,0,0.11032732099999999,52,0,0.313439924,6316.0,16,0,2,0,1.0
-992,1,0.22874291100000002,38,2,3558.0,,19,0,3,0,2.0
-993,0,0.691722293,78,0,0.691183331,6430.0,6,0,2,0,0.0
-994,0,0.275946359,57,1,0.283411686,13400.0,10,0,1,0,0.0
-995,0,0.037454421,57,0,0.355043926,3300.0,17,0,1,0,0.0
-996,0,0.357684244,32,1,710.0,,6,0,0,0,0.0
-997,0,0.102950576,43,1,0.252274773,10000.0,18,0,3,0,3.0
-998,0,0.9999998999999999,60,1,10.17127624,3000.0,4,0,1,1,0.0
-999,0,0.040283239,54,0,0.135553584,12400.0,11,0,1,0,0.0
-1000,0,0.352989385,59,1,0.43955635,13433.0,18,0,2,0,2.0
+SeriousDlqin2yrs,RevolvingUtilizationOfUnsecuredLines,age,NumberOfTime30-59DaysPastDueNotWorse,DebtRatio,MonthlyIncome,NumberOfOpenCreditLinesAndLoans,NumberOfTimes90DaysLate,NumberRealEstateLoansOrLines,NumberOfTime60-89DaysPastDueNotWorse,NumberOfDependents
+1,0.7661266090000001,45,2,0.8029821290000001,9120.0,13,0,6,0,2.0
+0,0.957151019,40,0,0.121876201,2600.0,4,0,0,0,1.0
+0,0.65818014,38,1,0.085113375,3042.0,2,1,0,0,0.0
+0,0.233809776,30,0,0.036049682,3300.0,5,0,0,0,0.0
+0,0.9072394,49,1,0.024925695,63588.0,7,0,1,0,0.0
+0,0.213178682,74,0,0.375606969,3500.0,3,0,1,0,1.0
+0,0.305682465,57,0,5710.0,,8,0,3,0,0.0
+0,0.754463648,39,0,0.209940017,3500.0,8,0,0,0,0.0
+0,0.116950644,27,0,46.0,,2,0,0,0,
+0,0.189169052,57,0,0.606290901,23684.0,9,0,4,0,2.0
+0,0.644225962,30,0,0.30947621,2500.0,5,0,0,0,0.0
+0,0.01879812,51,0,0.53152876,6501.0,7,0,2,0,2.0
+0,0.010351857,46,0,0.298354075,12454.0,13,0,2,0,2.0
+1,0.964672555,40,3,0.3829647470000001,13700.0,9,3,1,1,2.0
+0,0.019656581,76,0,477.0,0.0,6,0,1,0,0.0
+0,0.548458062,64,0,0.209891754,11362.0,7,0,1,0,2.0
+0,0.061086118,78,0,2058.0,,10,0,2,0,0.0
+0,0.166284079,53,0,0.18827406,8800.0,7,0,0,0,0.0
+0,0.221812771,43,0,0.527887839,3280.0,7,0,1,0,2.0
+0,0.602794411,25,0,0.065868263,333.0,2,0,0,0,0.0
+0,0.200923382,43,0,0.430046338,12300.0,10,0,2,0,0.0
+1,0.025655677,38,0,0.475841386,3000.0,7,0,1,0,2.0
+0,0.9999999,39,0,0.241103559,2500.0,4,0,0,0,0.0
+0,0.075426584,32,0,0.085512189,7916.0,6,0,0,0,0.0
+0,0.04656027,58,0,0.241621845,2416.0,9,0,1,0,0.0
+1,0.392248482,50,0,1.595253368,4676.0,14,0,3,0,1.0
+0,0.052436094,58,0,0.097672186,8333.0,22,0,1,0,0.0
+0,0.034421473,69,0,0.042383047,2500.0,17,0,0,0,1.0
+0,0.452515828,24,0,0.011761247,3400.0,1,0,0,0,0.0
+0,0.392994586,58,2,0.436102527,5500.0,15,0,1,0,0.0
+0,0.704073982,28,1,0.155201143,4200.0,8,0,0,0,0.0
+0,0.9999999,24,0,0.472703063,750.0,1,0,0,0,0.0
+0,0.083418009,62,0,977.0,,6,0,1,0,0.0
+0,0.186868556,57,0,0.313812313,7000.0,9,0,2,0,0.0
+0,0.6933296809999999,42,2,0.257731959,2230.0,7,0,0,0,0.0
+0,0.0,64,0,0.073538769,11000.0,9,0,1,0,0.0
+0,0.881836362,50,3,0.567858035,4000.0,9,0,1,0,1.0
+0,0.9999999,75,1,0.134078212,3400.0,1,0,1,0,1.0
+0,0.363636364,26,0,0.00999001,1000.0,1,0,0,0,0.0
+0,0.304490668,52,0,0.8083404740000001,3500.0,10,0,2,0,0.0
+0,0.71998531,41,1,0.539554464,5700.0,14,0,1,0,0.0
+0,0.07289757,81,0,75.0,,7,0,0,0,0.0
+0,0.469056842,31,0,0.048211004,9250.0,4,0,0,0,1.0
+0,0.718705378,28,0,0.17012561399999998,3661.0,4,0,0,0,1.0
+0,0.368875933,68,0,1687.5,1.0,31,0,1,0,0.0
+0,0.000602723,70,0,0.177787036,16800.0,12,0,1,0,2.0
+0,0.061440132,62,0,0.011167837,3133.0,2,0,0,0,0.0
+0,0.140110634,31,0,0.689370485,1937.0,4,0,2,0,0.0
+0,0.834048027,38,0,0.393662026,13000.0,13,0,2,0,2.0
+0,7.96e-05,70,0,0.256339661,6900.0,21,1,1,0,0.0
+0,0.818977517,73,0,3095.0,0.0,9,0,1,1,0.0
+1,0.728150491,31,0,0.824725092,3000.0,10,0,2,0,1.0
+0,0.9999999,62,0,0.0,,1,0,0,0,0.0
+0,0.028562367,51,0,0.306381499,5750.0,5,0,1,0,0.0
+0,0.992015968,29,0,0.008064515999999999,2231.0,1,0,0,0,0.0
+0,0.070853769,55,0,0.073147745,13793.0,4,0,1,0,0.0
+0,0.454971915,46,1,0.016921775,13000.0,10,0,0,0,1.0
+0,0.401199782,64,0,0.35125893700000005,3216.0,4,0,1,0,0.0
+0,0.5411088039999999,43,0,2477.0,,3,0,1,0,2.0
+0,0.655569945,35,0,0.261609907,5813.0,10,0,0,0,2.0
+0,0.651603452,58,0,0.241135663,7783.0,11,0,1,0,0.0
+0,0.027399502000000003,69,0,0.00803428,5600.0,3,0,0,0,0.0
+0,0.101155821,72,0,1720.0,,12,0,2,0,0.0
+0,0.009788862,46,0,1.051397656,3326.0,6,0,2,0,2.0
+0,0.337520702,60,0,0.549877805,4500.0,10,0,2,0,0.0
+0,0.0,67,0,0.540983607,3720.0,2,0,1,0,0.0
+0,0.750873672,55,2,0.316416365,7723.0,17,0,1,0,1.0
+0,0.006799093000000001,27,1,0.6810457520000001,764.0,3,0,0,0,0.0
+0,0.0042640790000000005,31,0,0.111444278,2000.0,6,1,0,0,2.0
+0,0.26948375,64,0,0.16106176,9455.0,13,0,1,0,3.0
+0,0.265898391,36,0,0.262611807,8384.0,6,0,2,0,1.0
+0,0.142013011,67,0,1824.0,,7,0,2,0,0.0
+0,0.827708197,56,0,0.369590815,6793.0,15,1,1,0,0.0
+0,0.059668871,31,0,3162.0,0.0,11,0,2,0,1.0
+1,0.13306279,49,1,0.182881653,10257.0,9,0,2,0,3.0
+0,0.234218112,36,0,0.116614347,8600.0,19,0,0,0,3.0
+0,0.122295933,29,0,0.694646949,4800.0,5,0,1,0,0.0
+0,0.460376317,37,0,0.074155949,4975.0,6,0,0,0,0.0
+0,0.335558577,69,0,0.270448637,15000.0,14,0,2,0,1.0
+0,0.270522569,41,0,2.797698945,1042.0,11,0,2,0,2.0
+0,0.183316667,52,0,0.111131623,10833.0,14,0,2,0,1.0
+0,0.074861676,66,0,0.208842479,4500.0,3,0,1,0,0.0
+0,0.017258976999999998,53,0,2.604510673,12414.0,13,0,1,0,2.0
+0,0.054497069,56,0,0.492021814,4950.0,18,0,2,0,0.0
+0,0.029164236,31,0,0.395031809,3300.0,10,0,1,0,0.0
+0,0.0,58,0,0.316144874,4886.0,9,0,1,0,1.0
+0,0.360509632,58,1,3282.0,,8,0,2,0,0.0
+0,0.003749688,64,0,0.004061230999999999,3200.0,5,0,0,1,0.0
+1,0.734477501,45,0,0.591477634,4716.0,13,0,2,0,2.0
+0,0.08056416799999999,60,0,0.4872889970000001,4916.0,15,0,2,0,0.0
+0,0.039387786,51,0,15466.0,0.0,7,0,0,0,0.0
+0,0.023767433,83,0,0.123797734,10500.0,13,0,0,0,0.0
+0,0.784835658,52,0,2662.0,,10,0,2,1,0.0
+0,0.888822236,34,0,0.368403802,3050.0,4,0,0,0,1.0
+0,0.791173628,44,0,0.51241535,3100.0,5,0,1,0,0.0
+0,0.24535301,37,0,0.288417167,6500.0,11,1,1,1,0.0
+0,0.542242704,48,2,10.0,,2,0,0,0,
+0,0.010531379,57,0,0.280664917,5714.0,6,0,1,0,0.0
+0,0.363199686,32,0,0.4805239570000001,2900.0,4,0,1,0,0.0
+0,0.032617977,75,0,0.006799093000000001,7500.0,4,0,0,0,0.0
+0,0.013024673999999998,61,0,15.0,,4,0,0,0,0.0
+0,0.019387779,34,0,0.32591852,4000.0,9,0,1,0,0.0
+0,0.634485057,52,0,0.138238573,2690.0,2,0,0,0,0.0
+0,0.888008615,44,0,0.299246282,4908.0,8,0,0,0,1.0
+0,0.0031088490000000003,57,0,0.258939285,8333.0,7,0,1,0,0.0
+0,0.114830941,46,0,0.026235802000000003,6250.0,6,0,0,0,3.0
+0,0.018886792,80,0,0.0034787790000000004,10060.0,5,0,0,0,0.0
+0,0.6354151570000001,32,0,0.519493502,3000.0,4,0,1,0,1.0
+0,0.9999999,62,0,0.664221287,8314.0,8,0,3,0,0.0
+0,0.041257909,61,0,4739.0,,11,0,4,0,
+0,0.096737158,47,0,0.009748781,8000.0,2,0,0,0,2.0
+0,0.31844615,58,0,1.3826291080000002,3833.0,26,0,4,0,0.0
+0,0.186987534,52,0,0.023993145,3500.0,4,0,0,0,0.0
+0,0.006541851,68,0,0.108089191,10000.0,10,0,2,0,1.0
+0,0.180972181,39,1,0.384441575,3097.0,7,0,1,0,3.0
+0,0.00750765,74,0,7.0,,4,0,0,0,0.0
+0,0.06790706,46,0,0.149103029,10200.0,6,0,2,0,0.0
+0,0.033461782,44,0,1.243362832,4067.0,5,0,2,0,1.0
+0,0.007520591999999999,68,0,269.0,,4,0,0,0,0.0
+0,0.015271802,68,0,0.12290366,8168.0,6,0,0,0,0.0
+0,0.51712072,31,0,0.123752495,500.0,3,0,0,0,0.0
+0,0.31797579600000003,34,0,0.297933792,4500.0,11,0,2,0,0.0
+0,0.297594642,67,0,0.239507959,4145.0,13,0,0,0,0.0
+0,0.444837661,58,0,0.366545247,14000.0,9,0,2,1,4.0
+0,0.277956679,39,0,4090.0,,9,0,2,0,0.0
+0,0.003722015,58,0,0.63332301,3228.0,5,0,1,0,0.0
+0,0.0,61,0,0.2226598,3300.0,14,0,1,0,0.0
+0,0.0,59,0,0.218854341,19167.0,13,0,2,0,0.0
+0,0.151912549,36,0,0.266394467,12000.0,22,0,2,0,0.0
+0,0.0,59,0,0.35169962200000005,4500.0,12,0,1,0,0.0
+0,0.17572759300000002,43,1,994.0,,4,0,1,0,0.0
+0,0.011498563,77,0,0.001998002,1000.0,1,0,0,0,0.0
+0,0.0,48,0,0.517468688,4550.0,7,0,2,0,0.0
+0,0.163037489,81,0,0.086482558,2751.0,7,0,0,0,1.0
+0,0.047311582000000005,51,0,0.100920343,3150.0,5,0,0,0,0.0
+0,0.083880003,53,0,0.199647533,7943.0,8,0,1,0,0.0
+0,0.08947834800000001,56,0,1.065901518,2700.0,11,0,1,0,2.0
+0,0.773519223,63,0,1.129227053,4139.0,12,0,1,0,1.0
+0,0.093962275,55,0,0.112051635,9450.0,6,0,2,0,0.0
+0,0.21955042,54,0,0.315983758,5417.0,20,0,2,0,1.0
+0,0.147996253,55,0,0.323088235,6799.0,5,0,1,0,0.0
+0,0.5765185589999999,72,0,3031.0,,11,0,1,0,0.0
+0,0.243872021,53,0,0.534027778,8639.0,22,0,2,0,3.0
+0,0.362483818,27,0,567.0,,4,0,0,0,0.0
+0,0.116676791,31,0,0.34359379100000004,3800.0,7,0,1,0,0.0
+0,0.9999999,38,0,0.43369976,5821.0,7,0,1,0,4.0
+0,0.496911825,40,0,0.452363811,12500.0,11,0,2,0,2.0
+0,0.130902106,48,1,0.427882174,3937.0,17,0,1,0,0.0
+0,0.54699881,50,0,0.7480719790000001,3500.0,9,0,2,0,3.0
+0,0.072277109,34,0,0.025911708,2083.0,2,0,0,0,0.0
+0,0.0,48,2,0.370876375,3000.0,14,0,1,0,5.0
+0,0.175932019,57,1,0.655812625,3500.0,9,0,1,0,1.0
+0,0.050789842,30,0,0.315171207,4000.0,4,0,1,0,1.0
+0,0.0,28,0,0.144616356,3166.0,7,0,0,0,0.0
+0,0.21286031,36,0,0.563752087,9583.0,10,0,2,0,1.0
+0,0.012682366,60,0,0.412979783,6825.0,20,0,2,0,0.0
+0,0.121557062,58,0,0.342971419,12000.0,23,0,2,0,4.0
+0,0.040795358,49,0,0.801999355,3100.0,11,0,1,0,0.0
+0,0.147712223,40,0,0.034847816000000004,6800.0,6,0,0,0,3.0
+0,0.0,63,0,2.0,,4,0,0,0,
+0,0.0,50,1,0.7265669929999999,3477.0,5,0,1,0,1.0
+0,0.07077191099999999,38,0,2088.0,,6,0,1,0,0.0
+1,1.046279103,47,1,1.104301274,5416.0,6,0,2,0,1.0
+0,0.323719804,63,0,0.6108412670000001,5146.0,9,0,2,0,2.0
+0,0.36459777,42,0,0.593899089,6916.0,7,0,3,0,0.0
+0,0.637736406,54,2,3.382196162,1875.0,9,0,2,0,0.0
+0,0.081379827,63,0,1268.0,,8,0,1,0,0.0
+0,0.020966389,29,0,639.5,1.0,3,0,1,0,2.0
+0,0.170103002,36,0,0.138461538,7734.0,8,0,0,0,0.0
+0,0.7718456309999999,33,0,0.8524295140000001,5000.0,7,0,3,0,0.0
+0,0.05538241,72,0,0.089091313,4500.0,4,0,0,0,0.0
+0,0.9999999,29,0,974.0,,2,0,0,0,0.0
+0,0.16653274,53,0,0.5436259489999999,7506.0,11,0,3,0,3.0
+0,0.008632035,79,0,0.365151154,4200.0,9,0,1,0,0.0
+0,0.13527952,58,0,0.342005076,9455.0,11,0,2,0,2.0
+0,0.16757138900000002,69,0,0.330733853,5000.0,10,0,1,0,1.0
+0,0.9999999,69,0,0.005319149,2255.0,0,1,0,0,3.0
+0,0.068335151,75,0,0.010927876,10065.0,9,0,0,0,0.0
+0,0.0,41,0,0.907538526,2400.0,6,0,1,0,0.0
+1,0.946963874,35,0,1593.0,,6,0,1,0,1.0
+0,0.405183973,46,0,0.667835346,7700.0,22,0,2,0,1.0
+0,0.055549313,65,0,2177.0,,6,0,1,0,1.0
+0,0.676195456,55,0,0.436665827,3970.0,10,1,1,0,0.0
+0,0.184986787,55,4,3144.0,,11,0,1,0,0.0
+1,0.08533829300000001,51,0,0.477503628,6200.0,11,0,1,0,0.0
+1,0.0,25,0,0.152896812,2916.0,3,0,0,1,0.0
+1,0.7864854059999999,44,0,0.291709578,3883.0,7,2,0,2,1.0
+0,0.0112096,86,0,13.0,,3,0,0,0,0.0
+0,0.03833451,56,0,0.438912218,5000.0,7,0,2,0,0.0
+0,0.714980139,55,0,0.47090194,15000.0,12,0,2,0,3.0
+0,0.043032042,64,0,0.332016389,6833.0,14,0,2,0,0.0
+0,1.095083357,53,5,0.536703799,3500.0,7,1,1,2,0.0
+0,0.0,49,0,2932.0,,11,0,1,0,0.0
+0,0.9999999,55,0,0.156259612,3250.0,5,0,0,0,4.0
+0,0.101430135,80,1,0.016196761,5000.0,9,0,0,0,0.0
+1,0.025892469,38,0,74.5,1.0,13,0,0,0,2.0
+0,0.7621585609999999,44,4,0.224465502,21000.0,5,0,1,0,3.0
+0,0.231692268,40,0,0.119660709,3300.0,7,0,0,0,0.0
+0,0.114869499,35,0,103.0,,6,0,0,0,0.0
+0,0.035489848,69,0,0.308438695,3400.0,9,0,1,0,0.0
+0,0.045423864,64,0,0.181311286,5200.0,4,0,1,0,0.0
+0,0.311954668,61,0,0.269281443,9866.0,12,0,2,0,2.0
+0,0.07873891599999999,46,0,0.166215372,4800.0,6,0,1,0,4.0
+0,0.137609462,49,0,0.429533892,7272.0,11,0,2,0,0.0
+0,0.030173038,64,0,0.17386957,9000.0,8,0,1,0,0.0
+0,0.021978375,40,0,0.443755624,10000.0,12,0,5,0,2.0
+0,0.443696851,27,0,0.024340075,5833.0,4,0,0,0,0.0
+0,0.007506793,60,0,1253.0,,8,0,1,0,1.0
+0,0.046640328,92,1,0.034326669,2650.0,13,0,0,0,0.0
+0,0.292365949,50,0,0.420180551,8750.0,8,0,2,0,0.0
+0,0.20808276,64,0,2826.0,,14,0,2,0,0.0
+0,0.9999999,66,1,0.358101135,1937.0,4,1,0,0,0.0
+0,0.013500824,53,0,0.183464028,19000.0,8,0,1,0,2.0
+0,0.9999999,62,0,0.04965839,6000.0,1,0,0,0,0.0
+1,0.655316473,63,0,5223.0,,19,0,2,0,0.0
+0,0.9999999,50,2,1208.0,,4,0,1,0,0.0
+0,0.028113957,61,0,0.031349387,2200.0,12,0,0,0,0.0
+0,0.222696207,42,0,800.0,1.0,3,0,1,0,2.0
+0,0.593985244,63,0,0.332698534,5250.0,4,0,2,0,0.0
+0,0.017508178,73,1,0.13558915300000002,4166.0,12,0,1,0,0.0
+0,0.611865678,72,0,0.04578345,7600.0,3,0,1,0,0.0
+0,0.333060631,52,3,0.7001533740000001,5215.0,15,0,2,1,0.0
+0,0.009025178,45,0,0.376836435,8167.0,4,0,1,0,2.0
+0,0.260271523,44,0,0.296854804,6962.0,11,0,1,0,0.0
+0,0.455950788,63,1,0.701766078,6001.0,19,0,2,0,0.0
+0,0.080288098,37,0,0.322446259,6000.0,7,0,1,0,0.0
+1,1.953488372,38,0,0.153500141,3556.0,5,0,0,0,2.0
+0,0.181557324,36,0,0.56071964,2000.0,7,0,1,0,1.0
+0,0.147123525,41,0,0.436025621,6400.0,5,0,1,0,2.0
+0,0.025601772,63,1,0.262773723,10000.0,8,0,1,0,0.0
+0,0.0,76,0,0.002465931,7704.0,3,0,0,0,0.0
+0,0.196372799,43,0,0.5374855820000001,2600.0,10,0,1,0,0.0
+0,0.08394524199999999,64,0,0.588073078,2900.0,6,0,1,0,0.0
+0,0.034833091000000004,67,0,0.460246187,12916.0,9,0,2,0,0.0
+0,0.787522133,52,0,0.353860086,4416.0,12,0,0,0,1.0
+0,0.0,66,0,3730.0,,8,0,1,0,0.0
+0,0.125429152,55,0,0.476704659,5000.0,3,0,2,0,0.0
+0,0.06037487,42,0,0.578676723,5833.0,17,0,2,0,2.0
+0,0.9999999,28,0,0.0,,0,0,0,0,
+0,0.295928252,47,0,0.283765445,14000.0,6,0,2,0,1.0
+1,0.973339258,61,1,0.209961825,5500.0,11,0,0,1,1.0
+0,0.002856735,73,0,0.000285687,10500.0,10,0,0,0,0.0
+0,0.8775648970000001,58,0,2825.0,,10,0,2,0,0.0
+0,0.9999999,68,0,0.040493251,6000.0,0,0,0,0,0.0
+0,0.053431552,41,0,0.20364404,9000.0,3,0,1,0,0.0
+0,0.732660667,44,2,0.14041952,9200.0,15,0,1,0,0.0
+0,0.08422045800000001,42,0,0.458551158,6694.0,26,0,2,0,4.0
+0,0.114561798,40,0,0.359964004,10000.0,20,0,2,0,2.0
+0,0.012151003,78,0,0.008886914000000001,4500.0,12,0,0,0,0.0
+0,0.08131073700000001,81,0,0.165566887,3333.0,4,0,0,0,0.0
+0,0.09811305,49,0,0.257017809,6625.0,9,0,2,0,0.0
+1,1.048210842,58,7,0.151956584,3500.0,12,0,0,0,0.0
+0,0.011883886,54,0,0.092913547,9750.0,8,0,1,0,2.0
+0,0.75264947,33,1,0.05832286900000001,7166.0,6,0,0,0,0.0
+0,0.112321289,53,0,0.266909775,8500.0,9,0,1,0,5.0
+0,0.0,23,0,0.0,1725.0,1,0,0,0,0.0
+0,0.6343270560000001,49,1,0.123125125,15000.0,7,0,0,0,1.0
+0,0.15576324,44,0,0.278077082,4825.0,4,0,1,0,2.0
+0,0.0,63,0,0.007988921999999999,9387.0,9,0,0,0,0.0
+0,0.090614887,42,0,86.0,,5,0,0,0,0.0
+0,0.034645112,65,0,0.125189985,12500.0,4,0,1,0,1.0
+0,0.027446383,54,0,1612.0,,6,0,1,0,0.0
+0,0.4123986220000001,28,0,0.037259615,4991.0,5,0,0,0,0.0
+0,0.024670782,78,0,392.0,,6,0,1,0,
+0,0.046710961,66,0,1.117952819,2500.0,12,0,1,0,0.0
+0,0.976531824,32,0,0.264078812,6800.0,6,0,0,0,2.0
+0,0.007982621,43,1,0.009691169,208333.0,11,0,1,0,1.0
+0,0.267541336,59,0,0.637607437,5700.0,13,0,2,0,1.0
+0,0.019779326,76,0,0.267149259,2900.0,9,0,0,0,0.0
+0,0.010402205,68,0,0.094140517,3600.0,6,0,1,0,0.0
+0,0.9999999,61,0,0.529548989,1285.0,3,0,1,0,0.0
+0,0.029816467000000006,68,0,0.175139978,4464.0,12,0,1,0,1.0
+0,0.181713732,57,0,0.130453416,11666.0,17,0,1,0,1.0
+0,0.051368557,68,0,0.445277361,4668.0,10,0,1,0,2.0
+0,0.29264536,57,0,0.205927884,26484.0,11,0,2,0,3.0
+1,0.220823719,46,1,0.637749121,1705.0,5,0,0,0,0.0
+0,0.008099838,69,0,0.389895596,8332.0,3,0,1,0,0.0
+0,0.0,44,0,0.32638368100000004,6666.0,4,0,2,0,1.0
+0,0.006099797,28,0,0.139429485,3750.0,8,0,0,0,0.0
+0,0.909538698,53,1,0.5956539129999999,7500.0,16,0,1,0,1.0
+0,0.941072508,40,0,0.178184282,8855.0,9,0,1,0,0.0
+0,0.991667222,36,1,0.554878049,5411.0,10,0,2,0,1.0
+0,0.6914884179999999,42,0,0.272721679,16250.0,11,0,1,0,1.0
+0,0.112855258,64,0,0.307576329,2652.0,6,0,1,0,0.0
+0,0.260971034,57,0,5439.0,,16,0,3,0,
+0,0.048244493,62,0,0.26287915300000003,16615.0,11,0,1,0,1.0
+0,0.9999999,47,0,0.092163472,9493.0,2,2,0,1,0.0
+0,0.9999999,62,0,0.0,5480.0,3,0,0,0,0.0
+0,0.074256375,49,0,0.347930414,5000.0,11,0,2,0,3.0
+0,0.144878408,66,0,0.28446242,8900.0,9,0,1,0,0.0
+0,0.191001932,54,0,0.7056277059999999,5081.0,10,0,2,0,2.0
+0,0.219382879,56,1,942.0,,9,0,1,0,1.0
+0,0.679813777,83,0,0.6895897559999999,4216.0,6,0,2,0,0.0
+0,2340.0,45,0,0.339332853,8333.0,7,0,2,0,2.0
+0,0.371875401,29,0,0.53628857,2300.0,9,0,1,0,3.0
+0,0.025856408,67,0,0.083799311,13054.0,13,0,1,0,0.0
+0,0.547887778,29,1,0.24651504,2725.0,5,0,0,1,0.0
+0,0.271668778,46,1,0.282830201,15800.0,14,0,2,0,4.0
+0,0.085152475,25,0,1005.0,0.0,5,0,0,0,0.0
+0,0.897203427,68,0,0.7878030490000001,4000.0,8,0,2,0,0.0
+0,0.25889775,33,0,0.537441339,4900.0,3,0,1,0,1.0
+0,0.0,55,1,0.03988553,5590.0,8,0,0,0,0.0
+0,0.035940506000000004,46,0,0.271186441,6666.0,10,0,1,0,3.0
+0,0.9999999,66,0,0.046633910999999986,11600.0,2,0,0,0,1.0
+0,0.465238835,66,0,0.391427671,3172.0,8,1,1,0,0.0
+0,0.8654230509999999,48,0,0.07584830299999999,500.0,1,0,0,0,0.0
+0,0.6964116709999999,52,0,0.408871921,11000.0,11,0,1,0,4.0
+0,0.5444976579999999,32,1,0.166766647,6667.0,5,1,0,0,0.0
+0,0.081238383,51,0,0.066830086,7750.0,14,0,0,0,2.0
+0,0.948762809,27,0,0.144948404,4166.0,5,0,0,0,0.0
+0,0.0,32,2,0.463610776,7460.0,10,0,1,1,0.0
+0,0.016598893,30,0,0.13657561599999998,1500.0,5,0,0,0,0.0
+0,0.063329564,37,0,0.329935275,6179.0,6,0,1,0,3.0
+0,0.093638481,49,0,0.042836573,8333.0,10,0,0,0,1.0
+0,0.0,37,0,0.184027338,7900.0,5,0,1,0,5.0
+0,0.730271957,36,1,0.632794037,5500.0,10,0,2,0,0.0
+0,0.426371142,62,1,0.406053995,3666.0,15,0,1,0,0.0
+0,0.948978489,57,0,0.043744532,8000.0,3,0,0,0,1.0
+0,0.0,59,0,0.0,4200.0,7,0,0,0,1.0
+0,1.00264667,38,2,0.472542946,3550.0,8,1,0,1,4.0
+0,0.0164781,92,0,10.0,,3,0,0,0,0.0
+0,0.042606843,58,0,3976.0,,13,0,3,0,0.0
+0,0.022890604,37,0,0.288477299,6100.0,16,0,1,0,0.0
+0,0.283821988,63,0,0.7502008029999999,1244.0,9,0,0,0,0.0
+0,0.319779462,32,0,1.247340213,12500.0,12,0,8,0,0.0
+0,0.155240525,52,0,0.483518065,6946.0,15,0,2,0,1.0
+0,0.013115183,43,0,4211.0,0.0,21,0,2,0,2.0
+0,0.067259209,29,1,0.168340507,2090.0,3,0,0,0,0.0
+0,0.284236153,45,1,0.318890815,7500.0,9,0,1,0,2.0
+0,0.727560021,38,0,0.7124587459999999,2423.0,6,0,1,0,1.0
+0,0.6877790970000001,62,0,0.249471161,7090.0,15,0,0,0,0.0
+0,0.9999999,29,0,0.0,,0,0,0,0,0.0
+0,0.033708851,41,0,0.408706353,6500.0,9,0,1,0,2.0
+0,0.0,29,0,0.193935355,3000.0,7,0,0,0,0.0
+1,0.03719769,47,0,0.03975841,25000.0,11,0,1,0,3.0
+0,0.0,55,1,0.388320836,4400.0,4,0,2,0,1.0
+0,0.053589282,87,0,0.001534331,5213.0,4,0,0,0,0.0
+0,0.100773109,41,0,0.199761673,9230.0,7,0,1,0,0.0
+0,0.0,61,0,1.3949671769999998,913.0,11,0,2,0,0.0
+0,0.399946674,28,0,0.189702574,4000.0,6,0,0,0,1.0
+0,0.052653171,43,0,0.5722921910000001,1984.0,9,0,0,0,4.0
+0,0.072318616,71,0,0.4264124620000001,4300.0,8,0,2,0,1.0
+0,0.203959597,46,0,0.072914726,16100.0,6,0,1,0,2.0
+0,0.9999999,30,0,0.090341011,5600.0,1,0,0,0,0.0
+1,0.880370887,43,0,0.461323764,7523.0,6,0,1,0,1.0
+0,0.429246267,59,0,0.381254316,15928.0,17,0,1,0,1.0
+0,0.0,47,0,773.0,,2,0,1,0,1.0
+0,0.049529205,61,0,542.0,,15,0,0,0,0.0
+0,0.360907571,72,0,0.35667928600000004,3697.0,6,0,1,0,0.0
+0,0.335737457,50,0,0.45722203,5773.0,9,0,1,0,1.0
+1,0.635720859,68,1,0.218071277,25000.0,27,0,3,0,0.0
+0,0.0,58,0,8380.0,,20,0,5,0,0.0
+0,0.507972665,69,2,0.193935355,3000.0,10,2,0,2,0.0
+0,0.245841666,71,0,151.0,,5,0,0,0,0.0
+1,0.953343701,48,2,2073.0,,5,1,2,2,0.0
+0,0.9999999,37,0,0.184625639,4500.0,2,0,0,0,1.0
+0,0.118853837,50,0,2720.0,,7,0,1,0,2.0
+0,0.630073985,38,0,0.563328034,1886.0,3,0,1,0,0.0
+0,0.9999999,35,0,3388.0,,1,0,1,0,0.0
+0,0.028423247,59,0,0.033982276,14330.0,12,0,1,0,0.0
+0,0.143427862,67,0,0.119463561,5666.0,9,0,0,0,0.0
+0,0.186682782,30,0,0.698120752,2500.0,7,0,2,0,2.0
+0,0.496388581,56,0,0.170164956,19580.0,12,0,1,0,1.0
+0,0.457526639,51,0,0.333583302,8000.0,16,0,2,0,2.0
+0,0.7282181190000001,40,1,3878.0,,10,0,2,0,0.0
+0,0.947264856,28,0,0.467171717,1187.0,4,0,0,0,0.0
+0,0.013916922,54,0,0.017655818,4700.0,7,0,0,0,2.0
+0,0.066347297,46,1,4480.0,,6,0,2,0,0.0
+0,0.502958087,57,0,6381.0,,5,0,2,0,0.0
+0,1.047495906,35,2,0.314566116,3871.0,8,0,2,1,3.0
+0,0.012586354,79,0,0.009596162,2500.0,11,0,0,0,0.0
+0,0.543445655,46,0,0.267146571,5000.0,6,0,2,0,3.0
+0,0.026580302000000004,79,0,1063.0,,7,0,1,0,0.0
+0,0.082317351,64,0,0.214426305,8636.0,29,0,1,0,1.0
+0,0.292541492,74,0,0.164917541,2000.0,3,0,0,0,0.0
+0,0.024240472,64,0,0.101514142,10500.0,20,0,1,0,0.0
+0,0.047650102,63,0,0.387956894,9000.0,6,0,2,0,0.0
+1,0.7391464879999999,63,1,0.285156885,6150.0,12,0,0,0,1.0
+0,0.186890655,54,0,0.655589124,3640.0,7,0,1,0,1.0
+0,0.0075019369999999985,63,0,0.278226307,8050.0,13,0,2,0,3.0
+0,0.522314625,45,0,0.290229092,14491.0,13,0,1,0,3.0
+0,0.9999999,22,0,130.0,,0,0,0,0,
+0,0.571604587,66,0,870.0,,12,0,0,0,
+0,0.903231566,57,0,0.13080895,5228.0,10,0,0,0,0.0
+0,0.017043518,43,0,0.10821382,2300.0,6,0,0,0,1.0
+0,0.060733396,61,0,0.008549573000000001,20000.0,8,0,0,0,0.0
+0,0.0005826480000000001,54,0,2028.0,,13,0,1,0,1.0
+0,0.003894686,90,0,876.0,,11,0,1,0,0.0
+0,0.250008365,60,0,2.086478612,7550.0,26,0,0,0,0.0
+0,0.466334165,34,2,0.007495315,3201.0,3,0,0,0,0.0
+0,0.114588541,38,0,34.0,,2,0,0,0,0.0
+0,0.9999999,60,0,0.0,4200.0,0,0,0,0,0.0
+0,0.267905614,76,0,0.285452994,8200.0,12,0,0,0,0.0
+0,0.029694361,76,0,0.070513488,9600.0,7,0,0,0,2.0
+0,0.305246317,39,0,0.188281635,10154.0,6,0,1,0,2.0
+0,0.000685675,83,0,0.0,,4,0,0,0,0.0
+0,0.702493864,63,0,0.582162622,4697.0,8,0,2,0,1.0
+0,0.7424360409999999,52,0,0.414081023,9700.0,10,0,2,0,0.0
+1,0.8024171790000001,58,1,668.0,,5,1,0,0,0.0
+0,0.9999999,42,1,0.113421853,6250.0,3,3,0,1,2.0
+0,0.134191514,63,0,926.5,1.0,9,0,1,0,0.0
+0,0.002556199,58,0,0.115826132,7752.0,17,0,0,0,2.0
+0,0.088845558,62,0,0.073772011,5394.0,5,0,0,0,0.0
+0,0.203947961,46,1,1.206516118,5800.0,12,1,4,0,2.0
+0,0.006666096999999999,27,0,0.000268637,7444.0,5,0,0,0,0.0
+0,0.014049649,27,0,0.352214765,3724.0,4,0,1,0,1.0
+0,0.9999999,35,1,0.092985318,3064.0,1,0,0,0,3.0
+0,0.368866624,55,0,0.437996083,9700.0,18,0,2,0,0.0
+0,0.054553316,73,0,0.043259135,16666.0,13,0,0,0,0.0
+0,0.17948776600000002,51,0,0.492529978,10173.0,19,0,4,0,0.0
+0,0.026885902000000003,36,0,0.34487992100000003,11200.0,6,0,2,0,2.0
+0,0.265705207,56,0,0.259102536,31666.0,8,0,3,0,1.0
+0,0.0,59,0,2113.0,,13,0,2,0,
+0,0.011847989,49,0,1599.0,,12,0,1,0,0.0
+0,0.07083751,64,0,0.255290785,6000.0,6,0,0,0,1.0
+0,0.030996074,56,0,0.131430952,4800.0,11,0,1,0,0.0
+0,0.144914011,37,0,0.045366363,6700.0,5,0,0,0,0.0
+0,0.353017659,48,0,1.299736021,4166.0,17,0,1,0,1.0
+0,0.020074662,36,0,0.334245422,4750.0,5,0,1,0,0.0
+0,0.032769199,70,0,724.0,,11,0,1,0,0.0
+1,0.733885463,49,2,0.369223765,8785.0,20,0,2,0,2.0
+0,0.063514422,57,0,2221.5,1.0,12,0,2,0,0.0
+0,0.03157211,39,0,0.644706486,3900.0,14,0,1,0,1.0
+1,0.991502124,61,10,1.2979007,3000.0,11,2,3,5,1.0
+0,0.397702982,38,0,0.41627543,5750.0,6,0,1,0,2.0
+0,0.971352432,24,0,0.035803497000000004,1200.0,3,0,0,0,0.0
+0,0.9999999,33,0,1786.0,,3,0,1,0,0.0
+0,0.0,73,0,0.386728192,4550.0,18,0,0,0,0.0
+0,0.9999999,79,0,0.130140954,5178.0,6,0,1,0,0.0
+0,0.003851709,81,0,0.000822143,3648.0,1,0,0,0,1.0
+0,0.010887967,55,0,0.7251374309999999,2000.0,7,0,2,0,0.0
+0,0.686083014,57,0,0.16069592,11667.0,6,1,1,0,2.0
+0,0.212464485,58,0,0.518991188,3290.0,10,0,1,0,1.0
+0,0.006956358,52,0,0.0032786890000000004,2439.0,4,0,0,0,0.0
+0,0.073251754,51,0,0.446688128,10250.0,9,0,1,0,2.0
+0,0.431904058,63,0,0.41905226,8208.0,22,1,2,0,0.0
+0,0.006999563,97,0,3.0,,2,0,0,0,
+0,0.014310431,56,0,13.0,,2,0,0,0,0.0
+0,0.026944485,41,0,0.686736475,4583.0,8,0,3,0,0.0
+0,0.297094601,43,1,0.603763294,3666.0,9,0,1,0,2.0
+0,0.316064767,56,0,1348.0,,3,0,1,0,0.0
+0,0.0,59,0,862.0,,2,0,1,0,0.0
+0,0.922670104,40,0,0.207789429,9345.0,7,0,0,0,0.0
+0,0.051077957,74,0,0.306409131,3416.0,9,0,1,0,0.0
+0,0.319190816,49,0,0.358153388,9400.0,18,0,2,0,0.0
+0,0.008737352,68,0,0.209965006,6000.0,28,0,1,0,0.0
+0,0.0,57,0,0.785229953,6783.0,8,0,3,0,0.0
+0,0.24367426600000006,48,0,0.179979778,8900.0,10,0,1,0,6.0
+0,0.9999999,40,1,0.19170579,3833.0,3,2,0,0,2.0
+0,0.0,23,0,0.0,3500.0,1,0,0,0,1.0
+0,0.028910707,52,0,0.013543599,5389.0,7,0,0,0,2.0
+0,0.03423863,48,0,2045.0,,3,0,1,0,0.0
+0,0.50329934,55,0,0.454057468,3166.0,5,0,2,0,0.0
+0,0.799981673,61,3,0.671076012,5064.0,19,0,3,1,0.0
+0,0.069987933,33,0,0.114004783,3762.0,7,0,0,0,0.0
+0,0.067901335,69,0,0.065493451,10000.0,5,0,1,0,0.0
+0,0.7406351609999999,39,0,0.432010059,5566.0,7,0,1,0,0.0
+0,0.023382944,84,0,0.00912845,4600.0,6,0,0,0,0.0
+0,0.9999999,32,2,0.095584668,2060.0,1,0,0,0,0.0
+0,0.003625197,78,0,726.0,,8,0,1,0,
+0,0.092287617,61,0,0.229436075,7500.0,23,0,2,0,2.0
+0,0.0,37,0,0.177007047,7236.0,5,0,1,0,3.0
+0,0.9999999,33,1,0.257707218,5416.0,2,2,1,0,1.0
+0,0.05786766700000001,81,0,0.145685279,3939.0,13,0,0,0,0.0
+0,0.07807727,60,0,0.566105156,3917.0,14,0,1,0,2.0
+0,0.201943642,46,0,0.394460554,10000.0,15,0,2,0,3.0
+0,0.077958915,57,0,0.053530225999999986,6500.0,19,0,0,0,0.0
+0,0.205676486,57,0,0.130309575,8333.0,8,0,1,0,0.0
+1,0.9999999,32,0,0.006731051,3416.0,1,0,0,0,3.0
+1,0.57985084,42,0,0.594224361,2700.0,8,0,0,0,0.0
+0,0.073393457,38,1,0.384761524,10000.0,9,0,2,0,0.0
+0,0.07917821900000001,82,0,0.176964607,5000.0,3,0,1,0,0.0
+0,0.073123172,33,0,0.216405216,5290.0,9,0,0,0,0.0
+0,0.745173448,68,0,0.168767792,4917.0,4,0,1,0,0.0
+0,0.10088331,52,1,0.280494456,5500.0,6,1,1,0,2.0
+0,0.347665233,46,0,0.041583367,2500.0,1,0,0,0,1.0
+0,0.102031508,66,0,90.0,,4,0,0,0,0.0
+0,0.354125994,57,0,0.558762411,4330.0,4,0,1,0,0.0
+0,0.029643294,50,0,0.399106478,9400.0,15,3,4,0,0.0
+0,0.540204354,34,0,0.034395414,7500.0,3,1,0,0,0.0
+0,0.640927271,53,4,0.52409692,11266.0,17,0,2,0,3.0
+0,0.058271403,76,0,0.374304267,4311.0,7,0,1,0,0.0
+0,0.719305764,64,0,0.186225718,6228.0,5,0,1,0,0.0
+0,0.045017363,72,0,0.020763907,3900.0,8,0,0,0,0.0
+0,0.35592819,48,0,0.478090767,7667.0,17,0,2,0,0.0
+0,0.57762185,71,1,0.4925,6399.0,14,0,2,0,1.0
+0,0.015054291,59,0,929.0,,11,0,1,0,2.0
+0,0.320593837,53,0,1.114622389,5600.0,14,0,1,0,1.0
+0,0.047587303,34,0,997.0,,4,0,0,0,
+0,0.173428408,51,1,0.08626928199999999,5250.0,11,0,0,0,0.0
+0,0.401789055,55,0,0.412779302,2550.0,11,0,0,0,0.0
+0,0.301152442,46,0,0.254661625,7668.0,10,0,1,0,3.0
+0,0.0,27,2,0.229139073,2264.0,5,2,0,1,0.0
+0,0.067512585,43,0,0.44723563,9115.0,4,0,2,0,0.0
+0,0.0,75,0,0.205971968,1640.0,4,0,0,0,1.0
+0,0.993335555,31,0,0.068227425,4484.0,6,0,0,0,1.0
+0,0.138793584,43,0,0.384074741,11666.0,9,0,5,0,0.0
+0,0.19358480100000006,51,0,0.5327545379999999,3800.0,13,0,2,0,0.0
+0,0.001124859,28,1,0.057990335,6000.0,8,1,0,0,0.0
+0,0.485558448,51,0,0.09963548,6583.0,5,0,0,0,0.0
+0,0.979521555,55,1,0.467850417,7433.0,11,0,2,2,0.0
+0,0.090641506,69,0,0.016683266999999998,4015.0,2,0,0,0,0.0
+0,0.38480769,42,0,0.533099636,7416.0,5,0,1,0,3.0
+0,0.183676155,33,0,0.6605284229999999,2497.0,9,0,1,0,0.0
+0,0.018124667,60,0,0.023181455,1250.0,4,0,0,0,1.0
+1,0.9999999,54,0,0.228402866,2372.0,2,0,0,1,0.0
+0,0.290320472,48,0,0.262848568,7996.0,7,0,1,0,3.0
+0,0.052161271,49,0,0.06762939700000001,6993.0,5,0,0,0,1.0
+0,0.9999999,73,0,8500.0,0.0,2,0,0,0,0.0
+0,0.9999999,91,0,0.0,,3,0,0,0,
+0,0.412657703,66,1,0.195074372,4100.0,7,1,0,0,0.0
+0,0.091201293,49,1,0.568886223,5000.0,15,0,2,0,0.0
+0,0.500234532,46,0,0.278025952,4700.0,10,0,1,0,1.0
+1,0.913140498,37,2,1.620344914,4000.0,16,0,3,0,1.0
+0,0.056390008,54,0,2126.0,,8,0,1,0,0.0
+0,0.611388611,22,0,0.34706616700000004,800.0,4,0,0,0,0.0
+0,0.065630892,31,0,0.162635688,5250.0,10,0,0,0,0.0
+0,0.499666889,39,0,0.450171821,3200.0,8,0,1,0,0.0
+0,0.9999999,56,0,7.0,,1,0,0,0,0.0
+0,0.289470539,44,0,0.4825614,8916.0,17,0,2,0,1.0
+1,0.8141545109999999,50,1,0.297139683,3600.0,8,0,1,1,1.0
+0,0.016406971,55,0,0.001785714,5599.0,3,0,0,0,2.0
+0,0.078497383,52,0,0.207274054,8220.0,5,0,1,0,3.0
+0,0.029692431,58,2,0.287187752,6204.0,19,0,1,0,0.0
+0,0.01255887,62,0,0.044762033,7416.0,5,0,0,0,0.0
+0,0.062093267,42,0,0.230261579,8333.0,6,0,1,0,4.0
+0,0.074201053,47,0,1215.0,,4,0,1,0,
+0,0.551889862,42,1,0.790613718,3600.0,18,0,2,0,1.0
+1,0.640058527,39,0,0.055984556,9841.0,9,0,0,0,2.0
+0,0.581815774,45,0,0.724784402,8000.0,11,0,2,0,0.0
+0,0.0,82,0,0.0,,3,0,0,0,0.0
+0,0.0,64,0,3819.0,,3,0,2,0,
+0,0.312068793,55,1,0.127071823,1266.0,5,0,0,0,0.0
+0,0.266371179,58,0,0.498488489,12900.0,12,0,1,0,2.0
+0,0.040186458,35,0,0.300839136,5600.0,8,0,2,0,1.0
+0,0.749602291,62,0,7963.0,,7,0,2,0,3.0
+1,0.955545894,52,1,0.5249499089999999,10480.0,11,0,3,0,1.0
+0,0.08663540900000001,40,0,887.0,0.0,8,0,1,0,1.0
+0,0.212768452,57,0,2301.0,,17,0,2,0,0.0
+0,0.9543957,45,2,0.4842141,8836.0,10,0,1,0,1.0
+0,0.188256123,27,0,0.881825173,3900.0,6,0,1,0,1.0
+0,1.2458471759999998,24,1,499.0,,4,1,0,0,
+0,0.014049887,37,0,0.674399608,6120.0,9,0,1,0,0.0
+0,0.329609837,36,0,0.437743191,3597.0,16,0,2,0,2.0
+0,0.484099985,40,0,0.423251505,10794.0,9,0,2,0,2.0
+0,0.0,86,0,2.0,,9,0,0,0,0.0
+0,0.035113768,56,0,87.0,,11,0,0,0,0.0
+0,0.084826988,59,0,0.53418212,3612.0,9,0,2,0,0.0
+0,0.9999999,40,0,0.60616581,7200.0,6,0,3,0,0.0
+0,0.152250785,49,0,0.030774358,9000.0,3,0,0,0,0.0
+0,0.21288560000000006,66,0,0.35189178600000004,5100.0,10,0,1,0,0.0
+0,0.9999999,63,3,0.200843235,5217.0,5,0,1,1,4.0
+0,0.9999999,45,0,461.0,,2,0,0,0,0.0
+0,0.0,30,0,0.0,4700.0,1,0,0,0,1.0
+0,0.576284725,36,0,0.785404865,3000.0,10,0,1,0,1.0
+0,0.408215982,39,0,677.0,,4,0,0,0,2.0
+0,0.0,27,0,0.0,4500.0,5,0,0,0,0.0
+0,0.10680013,44,3,0.747375437,6000.0,8,0,3,0,2.0
+0,0.004552998,34,0,3.0,,2,0,0,0,0.0
+0,0.277436128,59,0,0.388566694,3620.0,8,0,1,0,1.0
+0,0.285342534,38,0,0.08951092,3250.0,4,0,0,0,3.0
+0,0.162077194,38,0,0.024885359,70000.0,6,0,1,0,2.0
+0,0.57073821,39,0,1314.0,,5,2,2,0,0.0
+0,0.622524722,43,0,0.353883732,10234.0,8,0,1,0,0.0
+0,0.113165062,57,0,3169.0,,16,0,1,0,3.0
+0,0.0,75,0,0.5274314210000001,801.0,4,0,1,0,0.0
+0,0.732711215,29,0,0.33853112700000004,8400.0,10,0,1,0,0.0
+0,0.486651335,55,0,0.324741695,9000.0,10,0,2,0,0.0
+0,0.584844623,60,0,0.293637575,6003.0,11,0,1,0,0.0
+0,0.8754406579999999,37,0,0.437717467,1436.0,5,0,0,0,1.0
+0,0.043861767,69,0,0.064119265,6908.0,7,0,1,0,0.0
+0,0.03929607,48,0,0.480393478,7420.0,10,0,2,0,0.0
+1,0.339503567,89,1,0.549380248,2500.0,9,3,0,1,0.0
+0,0.064835195,56,2,0.197624587,8166.0,10,0,1,0,0.0
+0,0.008684579,75,0,0.0013269,8289.0,5,0,0,0,0.0
+0,0.9999999,55,1,0.138721351,4144.0,1,0,0,0,0.0
+0,0.5035879870000001,63,0,1.308922769,4000.0,16,0,1,0,0.0
+0,0.000309046,49,0,562.0,,10,0,1,0,
+0,0.697812691,31,0,0.236980252,12000.0,10,0,0,0,1.0
+0,0.650432993,61,0,0.368063194,10000.0,10,0,1,0,1.0
+0,0.30248201,46,0,0.34805720799999995,7900.0,12,0,1,0,2.0
+0,0.9999999,40,0,0.185755935,2400.0,1,2,0,0,0.0
+0,0.159116246,91,0,0.184123484,1813.0,6,0,0,0,0.0
+0,0.768537191,46,0,2568.0,,5,0,0,0,0.0
+0,0.155644438,56,0,0.336831584,2000.0,5,0,1,0,0.0
+0,0.8362940109999999,29,3,0.26017007600000003,4350.0,8,0,1,0,1.0
+0,0.29304181100000004,45,0,0.373940678,3775.0,5,0,1,0,3.0
+0,0.9999999,49,1,0.098937721,4800.0,1,0,0,0,4.0
+0,0.271898248,64,0,556.0,,3,0,1,0,
+0,0.0,51,0,0.238076192,10000.0,6,0,1,0,0.0
+0,0.29195624800000003,45,0,1021.0,,5,0,0,0,
+0,0.106531463,78,0,0.024303074,5595.0,9,0,0,0,0.0
+0,0.25081831600000004,36,0,0.240143984,5833.0,6,0,2,0,1.0
+0,0.181579946,54,0,0.3539428,6048.0,9,0,1,0,1.0
+0,0.002964536,67,0,0.349026844,16800.0,14,0,5,0,0.0
+0,0.048911121,63,0,0.102800764,6283.0,4,0,0,0,1.0
+1,0.517045364,61,0,0.5725903210000001,7500.0,20,0,2,0,0.0
+0,0.024100447,86,0,0.010791367,2223.0,6,0,0,0,0.0
+0,0.122976319,50,0,0.454103343,3289.0,6,0,1,0,1.0
+1,0.387065977,51,0,0.35087418600000003,5833.0,12,0,1,2,1.0
+0,0.021741679,70,0,0.187762448,5000.0,11,0,1,0,0.0
+0,0.269257489,44,0,0.607594937,1500.0,7,0,0,0,3.0
+0,0.996301651,39,2,0.306101912,10930.0,17,0,0,0,1.0
+0,0.019153961,49,0,0.201025979,33333.0,6,0,3,0,4.0
+0,0.008665510999999999,58,0,1.908629442,6500.0,17,0,5,0,0.0
+0,0.15574221300000002,39,0,723.0,0.0,13,0,0,0,2.0
+0,0.733914381,33,0,0.158975542,4333.0,7,1,0,0,1.0
+0,0.210442588,53,0,0.513602495,5770.0,10,0,2,0,1.0
+0,0.095634788,36,0,0.17526690399999995,2247.0,4,0,0,0,1.0
+0,0.124801376,62,0,0.5668944570000001,6584.0,15,0,2,0,0.0
+0,0.016995185,62,0,0.002301937,5212.0,4,0,0,0,0.0
+0,0.964038058,29,1,0.263516583,2200.0,6,0,0,0,0.0
+0,0.211206477,44,1,0.2138395,2080.0,13,1,0,1,0.0
+0,0.184476515,32,0,0.444956049,7166.0,11,0,2,0,0.0
+0,0.0,52,0,0.444444444,3500.0,5,0,2,0,1.0
+0,0.086605363,69,0,73.0,,2,0,0,0,
+0,0.06906978400000001,71,0,1468.0,,3,0,1,0,
+0,0.187090597,63,0,0.506873282,4000.0,10,0,2,0,1.0
+0,0.732202177,44,0,0.25857662800000003,12912.0,26,0,0,0,0.0
+0,0.392141112,54,0,1.383017398,3850.0,18,0,2,0,2.0
+0,0.063688754,41,0,0.26687668800000003,6665.0,8,0,0,0,1.0
+0,0.6169823720000001,32,1,0.191649336,6250.0,10,0,0,0,2.0
+0,0.28854138100000004,87,1,0.571428571,1700.0,23,0,0,0,0.0
+0,0.221106801,43,0,0.157212981,7333.0,5,0,1,0,0.0
+0,0.193612774,47,0,0.020146833,5856.0,1,0,0,0,3.0
+0,0.014441183,75,0,0.14570361099999998,16059.0,8,0,1,0,0.0
+0,0.531963331,64,2,0.480082158,18500.0,19,0,3,0,1.0
+0,0.346960384,41,0,1.432686655,1700.0,13,0,3,0,2.0
+0,0.024305835,30,0,1581.0,,6,0,1,0,0.0
+0,0.9999999,40,0,2866.0,0.0,2,0,2,0,0.0
+0,0.0,56,0,0.0,6200.0,2,0,0,0,0.0
+0,0.65854007,55,0,0.489714904,5541.0,6,0,1,0,0.0
+0,0.104693763,36,0,0.297372704,4300.0,8,0,1,0,1.0
+0,0.046740048,57,0,0.404799866,11916.0,13,0,3,0,0.0
+0,0.057887851,56,0,0.238127698,4400.0,13,0,1,0,1.0
+0,0.883182488,49,0,0.183736947,4500.0,18,0,0,0,2.0
+0,0.005326455,53,0,79.0,0.0,4,0,0,0,0.0
+0,0.088809584,51,0,0.295480067,7123.0,12,0,1,0,0.0
+0,0.021319787000000003,64,0,0.24496788,2334.0,13,0,1,0,0.0
+0,0.281880372,28,0,0.179975176,2416.0,7,0,0,0,0.0
+0,0.063062463,54,0,4659.0,,5,0,2,0,0.0
+0,0.0,53,0,2719.0,,5,0,1,0,0.0
+1,0.402345742,37,0,0.337622356,12667.0,16,0,2,0,3.0
+0,0.143316879,70,3,4294.0,,16,0,5,1,0.0
+0,0.334295645,48,0,5368.0,,13,0,2,0,0.0
+0,0.010350125,52,0,0.258589038,3812.0,6,0,1,0,1.0
+0,0.336596148,36,0,0.08037225,1181.0,2,0,0,0,0.0
+0,0.044842922,51,0,0.23358954,11318.0,5,0,1,0,2.0
+0,0.007712359,69,0,0.15661446199999998,3000.0,6,0,0,0,0.0
+0,1.011332794,52,0,10.80049875,400.0,8,0,1,0,2.0
+0,0.06677885900000001,67,0,84.0,,7,0,0,0,
+0,0.0,36,0,0.370418677,7666.0,4,0,1,0,2.0
+0,0.0,49,0,0.62273579,1600.0,10,0,1,0,1.0
+1,0.314685703,51,3,0.160317928,16984.0,13,0,2,1,4.0
+1,0.149314411,36,0,0.5583203729999999,4500.0,9,0,3,0,0.0
+0,0.0,33,0,0.238212526,2841.0,9,0,0,0,0.0
+0,0.037849716,62,0,0.16289178699999998,8741.0,15,0,1,0,0.0
+0,0.281115558,69,0,0.16218618099999998,4500.0,10,0,0,0,1.0
+0,0.005196165,70,0,1514.0,,9,0,2,0,0.0
+0,0.133688867,49,0,0.093522183,4800.0,7,0,0,0,2.0
+0,0.321457844,46,2,1434.0,,6,0,1,1,0.0
+0,0.0,65,0,0.416379181,6666.0,10,0,1,0,0.0
+0,0.8271510129999999,56,1,0.219974716,8700.0,8,0,0,1,1.0
+0,0.442798278,51,0,2092.0,,11,0,0,0,2.0
+0,0.025082109,57,0,0.3608797070000001,3000.0,15,0,0,0,0.0
+0,0.578849363,48,0,0.367553674,6613.0,10,0,1,0,1.0
+0,0.020703507,47,0,0.645104381,3400.0,6,0,1,0,2.0
+1,1.248751249,33,0,0.17512032600000002,2700.0,3,2,0,0,0.0
+0,0.9999999,75,0,8.0,,2,0,0,0,0.0
+0,0.569824212,40,0,0.361421689,11000.0,18,0,1,0,2.0
+0,0.914867126,40,0,0.517037339,4900.0,7,0,1,0,1.0
+0,0.0382584,68,0,0.009831695,6000.0,12,0,0,0,0.0
+0,0.964561473,35,4,0.305839582,4400.0,10,3,0,2,2.0
+0,0.02731285,65,0,0.325335893,2083.0,6,0,0,0,0.0
+0,0.035605591,81,0,0.017260735,7125.0,7,0,0,0,0.0
+0,0.004595129,52,0,0.39095856,7166.0,7,0,1,0,0.0
+0,0.042534081,69,0,0.009690817,6500.0,4,0,0,0,1.0
+0,0.12136536,34,0,3300.0,,5,0,2,0,0.0
+0,0.180162143,40,0,0.448326668,9501.0,15,0,2,0,1.0
+0,0.054940099000000006,35,0,0.662152897,5833.0,10,0,2,0,2.0
+0,0.099724251,80,0,0.008908281,11000.0,3,0,0,0,0.0
+0,0.030513202000000007,68,0,48.0,,6,0,0,0,0.0
+0,0.175434349,47,0,0.149077983,4500.0,9,0,0,0,0.0
+0,0.019883105,64,0,0.028599606,6083.0,16,0,0,0,0.0
+1,0.990764426,36,2,0.361340457,4117.0,4,0,0,0,1.0
+0,0.386084012,49,0,0.16645238699999998,11666.0,17,0,0,0,3.0
+0,0.008287427,55,0,0.115171335,7032.0,8,0,1,0,0.0
+0,0.058687793,35,0,0.335733141,8333.0,6,0,2,0,2.0
+0,0.091106715,63,0,0.035418452,3500.0,5,0,0,0,0.0
+0,0.023114333,64,0,0.513540291,9083.0,16,0,3,0,0.0
+0,0.083426677,64,0,0.037871034,2930.0,7,0,0,0,2.0
+0,0.529411765,26,1,0.017052375,820.0,1,0,0,0,0.0
+0,0.192722211,77,0,0.4579306420000001,7035.0,21,0,1,0,1.0
+0,0.9999999,32,0,0.177955511,4000.0,1,2,0,0,0.0
+0,0.359412083,54,0,3.874422899,1082.0,22,0,1,0,0.0
+0,0.106517279,40,0,0.263151915,8800.0,17,0,3,0,4.0
+0,0.07953842,53,0,2958.0,,9,0,1,0,2.0
+1,2066.0,58,0,0.27112148,6000.0,8,1,1,0,1.0
+0,0.01239876,50,3,0.207518671,11916.0,4,0,1,0,0.0
+0,0.9999999,56,0,0.00711943,12500.0,2,0,0,0,2.0
+0,0.003938695,75,0,0.199949219,7876.0,11,0,2,0,0.0
+0,0.520418652,36,1,0.232918082,2648.0,5,0,0,0,3.0
+0,0.160899231,33,0,0.182363527,3333.0,13,0,0,0,0.0
+0,0.25250536100000004,52,0,0.442592901,6000.0,13,0,1,0,2.0
+0,0.035670256000000004,62,0,0.427674963,9401.0,9,0,4,0,0.0
+0,0.046747539000000005,60,0,1.012368584,3233.0,13,0,2,0,0.0
+0,0.009639594,52,0,0.262440354,4400.0,5,0,0,0,0.0
+0,0.986400389,36,0,0.441868921,11000.0,8,0,2,0,0.0
+0,0.092392056,71,2,0.190062303,13000.0,7,0,1,0,0.0
+0,0.001019592,83,0,0.00019996,5000.0,10,0,0,0,0.0
+0,0.0,76,0,272.0,0.0,6,0,0,0,0.0
+0,0.045516721,40,0,0.090355422,11000.0,12,0,0,0,3.0
+0,0.245744673,46,0,0.5851222420000001,6707.0,21,0,1,0,3.0
+0,0.292159285,78,0,605.0,,5,0,0,0,0.0
+0,0.9999999,36,0,631.0,,1,0,1,0,0.0
+0,0.016142473,76,0,0.668266347,1666.0,11,0,1,0,0.0
+0,0.7592865809999999,41,1,0.408475574,1698.0,4,0,0,0,1.0
+0,0.189734189,60,0,0.04587156,2833.0,2,0,0,0,0.0
+0,0.049082484,63,2,0.361938937,16441.0,12,0,1,0,1.0
+0,1.163184115,52,0,0.319174181,4213.0,7,0,0,0,0.0
+0,0.238016933,58,0,0.601017347,7666.0,5,0,3,0,0.0
+0,0.410946459,56,0,0.712194056,4575.0,16,0,1,0,0.0
+0,0.476535633,33,0,0.312937413,5000.0,4,0,1,0,0.0
+0,0.37504998,64,0,0.011195522,2500.0,4,0,0,0,0.0
+0,0.116188171,33,0,0.043739065,4000.0,9,0,0,0,0.0
+0,0.018497695,40,0,64.0,,13,0,0,0,0.0
+0,0.254548841,56,0,0.461357487,8500.0,15,0,2,0,4.0
+0,0.013574112,60,0,0.711075819,17000.0,11,0,3,0,0.0
+0,0.9999999,27,0,0.260763359,3274.0,3,0,0,1,2.0
+0,0.029185402000000006,41,0,0.336295473,3600.0,5,0,1,0,0.0
+0,0.985092264,48,0,0.376905611,3082.0,4,0,1,0,0.0
+0,0.011904653,69,0,1653.0,,20,0,2,0,0.0
+0,0.0,39,0,0.735131912,6708.0,13,0,2,0,2.0
+0,0.312877738,36,0,0.23072116,8000.0,28,0,0,0,0.0
+0,0.714892819,34,1,0.870354941,6000.0,8,0,1,0,0.0
+0,0.060867801,50,1,3074.0,,15,0,1,0,0.0
+0,0.14185399099999998,79,0,0.812870978,3200.0,8,0,2,0,0.0
+0,0.073191767,54,0,0.020708083,4490.0,4,0,0,0,0.0
+0,0.473663158,36,1,0.650674663,2000.0,8,0,0,0,0.0
+1,0.987668722,39,5,0.6912791859999999,5010.0,14,0,2,0,2.0
+0,0.061214562,35,0,0.453692681,21000.0,7,0,2,0,0.0
+0,0.475252475,38,1,0.428628549,2500.0,8,1,0,0,0.0
+0,0.243842974,52,0,1321.0,,9,0,1,0,2.0
+0,0.621468927,24,0,0.010079194,4166.0,3,0,0,0,0.0
+0,0.084589254,76,0,0.044093178,1201.0,8,0,0,0,0.0
+0,0.880239982,41,0,1290.0,,6,0,0,0,2.0
+0,0.087182563,74,0,0.08049535599999999,1291.0,6,0,0,0,0.0
+0,0.111715105,47,0,0.315173697,16666.0,12,0,2,0,3.0
+0,0.0,57,0,0.335066493,10000.0,11,0,2,0,3.0
+0,0.0,63,0,0.052672049000000006,2600.0,3,0,0,0,1.0
+0,0.0,62,0,17.0,,4,0,0,0,0.0
+0,0.659178931,39,0,0.285324697,5866.0,6,0,1,0,1.0
+0,0.101012576,51,0,0.34037277,12500.0,21,0,2,0,1.0
+0,0.471803323,60,0,0.365787835,9633.0,12,0,1,0,1.0
+0,0.224822486,68,0,2284.0,,6,0,2,0,0.0
+0,0.249922521,63,2,0.25431323100000003,19416.0,18,0,2,0,1.0
+0,0.0,55,0,0.369192131,7166.0,7,0,3,0,1.0
+0,0.066285085,58,0,0.228999349,9213.0,7,0,1,0,0.0
+0,0.025711593,55,0,0.540702656,3500.0,8,0,1,0,2.0
+0,0.901509849,33,1,0.128132981,23100.0,8,1,1,0,0.0
+1,0.02331266,58,0,0.632371083,4052.0,13,1,2,0,0.0
+0,0.048540543,55,1,0.215576215,5700.0,9,0,1,0,0.0
+0,0.077358439,44,0,0.32426757300000003,10000.0,10,0,2,0,0.0
+0,0.082452074,57,0,0.89117395,3500.0,12,0,1,0,1.0
+0,0.9999999,65,0,0.0,615.0,3,0,0,0,0.0
+0,0.14060251,56,0,0.049700447,11850.0,11,0,0,0,2.0
+0,0.357285429,25,0,0.001723544,2900.0,1,0,0,0,0.0
+0,0.002140517,89,1,5.0,0.0,4,0,0,0,0.0
+1,0.0,32,0,0.44187375,3500.0,5,0,1,0,2.0
+0,0.07237774400000001,48,0,0.399050079,12000.0,9,0,2,0,0.0
+0,0.228591229,38,1,0.181233062,2951.0,4,0,0,0,0.0
+0,0.0,58,0,526.0,,5,0,1,0,1.0
+0,0.0,59,1,0.531464095,7881.0,8,2,1,0,0.0
+0,0.9999999,32,0,0.13271682099999998,4000.0,1,0,0,0,1.0
+0,0.015293506,50,0,0.372513562,1105.0,13,0,0,0,0.0
+0,0.059183801,26,0,0.067061144,1520.0,7,0,0,0,0.0
+0,0.211859605,55,0,0.128716003,6323.0,8,0,0,0,1.0
+0,0.014688043,82,0,13.0,,4,0,0,0,0.0
+0,0.019415751,62,0,1203.0,,9,0,1,0,0.0
+0,0.012236873,46,0,1189.0,,6,0,1,0,0.0
+0,0.917428326,66,1,2410.0,,7,1,2,0,0.0
+0,0.716283716,46,0,0.26775232,5280.0,10,0,2,0,2.0
+0,0.00054943,59,0,0.0,2236.0,4,0,0,0,0.0
+0,0.004680652,29,0,0.057388522,5000.0,4,0,0,0,0.0
+0,0.4275909000000001,39,0,0.342354782,10862.0,14,1,2,0,0.0
+0,0.982477859,36,0,0.508163945,3000.0,3,0,1,0,0.0
+0,0.083486086,71,0,0.17070563100000002,5611.0,4,0,1,0,0.0
+0,0.01087466,82,0,0.001287001,7769.0,6,0,0,0,0.0
+0,0.014646523,26,0,0.121568627,1274.0,7,0,0,0,0.0
+1,1.008506531,58,3,3265.0,,20,0,0,1,0.0
+0,0.537596973,68,0,1591.0,,8,0,1,0,
+0,0.994428754,42,0,2336.0,0.0,11,0,2,0,3.0
+0,0.5561429720000001,58,0,0.177274242,3000.0,2,0,0,0,0.0
+1,1.25748503,26,0,0.129805014,1794.0,1,2,0,1,0.0
+0,0.031593681,33,0,523.0,,3,0,0,0,0.0
+0,0.35407131,51,0,0.053521541,6800.0,5,0,0,0,0.0
+0,0.075627307,60,0,0.193786454,8400.0,9,0,1,0,0.0
+0,0.002965614,29,0,0.515939338,3230.0,8,0,1,0,0.0
+0,0.020390558,79,0,0.225861336,2350.0,5,0,0,0,0.0
+0,0.04564894,27,0,0.274952015,4167.0,21,0,1,0,0.0
+1,0.962946947,50,0,0.68127587,4106.0,8,0,1,1,0.0
+0,0.16022678699999998,31,0,0.356018715,2350.0,5,0,0,0,0.0
+0,0.0,45,0,0.7358164540000001,10416.0,11,0,4,0,1.0
+0,0.06740074900000001,26,0,0.166517857,4479.0,10,0,0,0,0.0
+0,0.134374585,63,0,111.0,,2,0,0,0,0.0
+0,0.9999999,40,0,11.0,,0,0,0,0,0.0
+0,0.013218661,57,0,0.08532195699999999,7500.0,10,0,1,0,0.0
+0,0.000358843,54,0,0.720069983,4000.0,11,0,0,0,0.0
+0,0.975146408,33,0,0.332280979,3800.0,4,0,0,0,2.0
+0,0.255610417,54,0,0.528550512,3414.0,9,0,1,0,1.0
+0,0.9999999,24,0,0.0,3833.0,1,0,0,0,0.0
+0,0.682708972,41,4,0.38708711,13350.0,8,0,4,0,1.0
+0,0.101551406,47,0,228.0,,6,0,0,0,0.0
+0,0.013105862,76,0,736.0,,15,0,1,0,0.0
+0,0.0,87,0,2.0,,2,0,0,0,
+0,0.040536902,34,0,0.644091034,3646.0,11,0,1,0,0.0
+0,0.0,46,0,0.107878122,3642.0,11,0,0,0,4.0
+0,0.013375668,82,0,0.002606106,8057.0,7,0,0,0,0.0
+0,0.9999999,48,0,0.165213329,6421.0,0,1,0,0,2.0
+0,0.19877594,83,0,0.217065334,2800.0,9,0,0,0,0.0
+0,0.053596215,86,0,68.0,,6,0,0,0,1.0
+0,0.178964154,56,0,0.552930754,6772.0,6,0,1,0,1.0
+0,0.0,90,0,0.0,,3,0,0,0,
+0,0.003550639000000001,73,0,415.0,,11,0,0,0,0.0
+0,0.715720439,33,0,1.002499107,2800.0,8,0,2,0,0.0
+0,0.011343376,85,0,13.0,,5,0,0,0,
+0,0.158100266,45,2,0.475322703,3950.0,19,0,1,0,1.0
+0,0.626266154,56,0,0.142385321,5449.0,5,0,0,0,0.0
+0,0.0,31,0,0.432783608,2000.0,9,0,1,0,0.0
+0,0.48268786,30,0,0.264841895,8000.0,9,0,2,1,1.0
+0,0.524915836,32,0,969.0,,6,0,0,0,0.0
+0,0.335445712,40,0,0.344679838,4200.0,6,0,2,1,0.0
+0,0.001876594,79,0,0.01332778,2400.0,10,0,0,0,0.0
+0,0.235225157,37,0,0.335036659,4500.0,5,0,1,0,1.0
+0,0.0,63,0,779.0,,6,0,1,0,0.0
+0,0.0,28,0,852.0,,3,0,0,0,
+0,0.001901275,69,0,0.0,5455.0,6,0,0,0,0.0
+0,0.107720423,47,0,0.216280839,9200.0,12,0,3,0,2.0
+0,0.01339933,71,0,0.01283697,2336.0,3,0,0,0,1.0
+0,0.06409786099999999,56,0,1387.0,,11,0,1,0,0.0
+0,0.547124146,40,0,0.121319069,9066.0,6,0,0,0,4.0
+0,0.292567833,64,0,2231.0,0.0,5,0,1,0,0.0
+0,0.157137145,59,0,0.26491169600000003,3000.0,8,0,0,0,1.0
+0,0.042202964,28,0,0.286158631,4500.0,6,0,1,0,0.0
+0,0.7342843809999999,45,0,11311.0,0.0,6,0,2,1,0.0
+0,0.835311508,31,1,0.332527053,7854.0,9,0,1,0,0.0
+0,0.5112397,58,0,0.963084409,9453.0,13,0,3,0,1.0
+1,0.0,44,0,6046.0,,9,0,3,0,0.0
+0,0.037477248,37,0,0.079193665,8333.0,9,0,0,0,0.0
+0,0.0,68,0,0.090386385,4347.0,5,0,0,0,0.0
+1,0.71976008,47,0,64.0,,2,2,0,0,0.0
+0,0.047294357,57,0,0.447142596,5476.0,14,0,1,0,0.0
+0,0.328684508,51,0,1874.0,,6,0,1,0,0.0
+0,0.028083912000000003,50,0,0.380976732,3910.0,20,0,0,0,3.0
+0,0.003888457,74,0,4.0,,3,0,0,0,0.0
+0,0.009654537,73,0,0.122830656,18553.0,6,0,1,0,1.0
+1,0.778719498,81,0,0.53801306,4287.0,11,0,2,0,0.0
+0,0.0,58,0,0.411084131,7000.0,10,0,2,0,1.0
+0,0.054449205999999986,87,0,19.0,,1,0,0,0,0.0
+0,0.173784093,55,0,0.196142489,15916.0,14,0,3,0,0.0
+0,0.457154579,50,0,0.103425118,13400.0,7,0,0,0,2.0
+0,0.119460647,34,0,0.32224953,6916.0,5,0,1,0,0.0
+0,0.717853471,67,0,3174.0,,15,0,3,0,0.0
+0,0.6072056220000001,63,0,4627.0,,15,0,1,0,0.0
+0,0.276593085,62,0,0.121835693,19000.0,8,0,1,0,0.0
+0,0.128419662,59,0,0.226433961,11000.0,10,0,1,0,0.0
+0,0.059356682,32,0,4121.0,,10,0,1,0,0.0
+0,0.000237284,64,0,0.427787663,6743.0,10,0,1,0,0.0
+0,0.738420926,72,0,2367.0,,11,0,1,0,0.0
+0,0.086492476,64,0,0.074734316,5833.0,8,0,1,0,1.0
+0,0.222472191,30,0,0.589815683,3200.0,4,0,1,0,0.0
+0,0.035754761,79,0,0.00829363,5666.0,5,0,0,0,1.0
+0,0.003986049,81,0,0.207164676,3600.0,10,0,1,0,0.0
+0,0.093741762,41,2,0.7181719259999999,3675.0,10,0,3,0,2.0
+0,0.231979494,58,0,0.373801016,10633.0,28,0,4,0,0.0
+0,0.105969699,55,0,3063.0,,8,0,1,0,0.0
+0,0.041411471,45,0,0.008456176,8750.0,3,0,0,0,3.0
+0,0.223055966,44,0,0.430297475,12000.0,13,0,2,0,3.0
+0,0.452864285,49,0,0.330947228,6006.0,10,0,1,0,1.0
+0,0.016031741000000002,74,0,1202.0,,4,0,1,0,
+0,0.9999999,26,0,0.137820513,1871.0,1,0,0,0,0.0
+0,0.15189171,59,0,0.301074556,15075.0,13,0,2,0,0.0
+0,0.606025418,39,3,0.375647341,7916.0,10,0,2,0,2.0
+0,0.075168462,48,0,1421.0,,3,0,1,0,0.0
+0,0.061833522,49,0,2788.0,,6,0,2,0,0.0
+0,0.010186243,47,0,0.022504141,24750.0,7,0,0,0,2.0
+0,0.5159756879999999,28,0,0.679853795,4650.0,14,0,1,0,0.0
+0,0.347921078,42,0,0.373740482,13000.0,11,0,2,0,2.0
+0,0.108983159,53,0,0.31035201,4800.0,10,0,1,0,0.0
+0,0.165720783,68,0,0.311916978,8575.0,10,0,1,0,0.0
+0,0.194625748,31,1,0.283571758,4333.0,20,0,0,0,0.0
+0,0.48987523,34,0,0.319171724,2800.0,3,0,0,0,1.0
+0,0.958820874,56,0,0.236573549,9700.0,12,0,1,0,1.0
+0,0.7990182709999999,30,0,1.298161471,1250.0,4,0,1,0,0.0
+0,0.011505437,52,0,0.274253271,4050.0,9,0,1,0,0.0
+0,0.8191157840000001,54,0,0.528381219,2853.0,7,0,1,0,0.0
+0,0.0,39,0,0.551779288,2500.0,7,0,2,0,0.0
+0,0.122544324,57,0,0.42893401,4333.0,9,0,1,0,1.0
+0,0.667833042,60,0,81.0,,2,0,0,0,0.0
+0,0.3882572,45,0,1.112942122,4975.0,13,0,4,0,1.0
+0,2.258964143,33,2,0.032483758,2000.0,1,1,0,0,2.0
+0,0.013767118,64,0,2004.0,,10,0,2,0,0.0
+0,0.187797808,85,0,790.0,,6,0,0,0,0.0
+0,0.9999999,34,1,0.0,5400.0,0,1,0,0,0.0
+0,0.037379559,37,0,0.333851794,9000.0,11,0,2,0,0.0
+0,0.00339983,63,0,0.262694922,2500.0,5,0,0,0,0.0
+0,0.020480494,35,0,1673.0,,10,0,1,0,1.0
+0,0.106475741,32,0,0.802308265,2685.0,5,0,1,0,1.0
+0,0.518186405,73,0,0.5048870910000001,8900.0,17,0,1,0,1.0
+0,0.003735788,39,0,0.459166466,4150.0,10,0,2,0,0.0
+0,0.9999999,38,0,2628.0,,6,0,1,0,0.0
+0,0.196960608,40,0,0.006959443,4166.0,1,0,0,0,0.0
+0,0.802993617,42,1,0.524458002,9178.0,9,0,1,0,3.0
+0,0.9999999,36,0,0.194963754,2620.0,3,0,0,0,0.0
+0,0.707145775,64,0,3930.0,,13,0,2,0,0.0
+0,0.288592785,51,0,0.226213976,10131.0,4,0,2,0,3.0
+0,0.397244161,25,0,0.294852574,2000.0,5,0,0,0,0.0
+0,0.197440895,36,0,777.0,,3,0,1,0,
+0,0.004884836,34,0,0.474904943,5259.0,11,0,2,0,2.0
+1,1.362141746,73,1,274.0,,2,3,0,1,
+0,0.17545213,55,2,0.27018019,9600.0,11,0,2,0,0.0
+1,0.514353049,39,0,0.984408835,2308.0,15,0,1,0,1.0
+0,0.00069993,83,0,0.0,10500.0,4,0,0,0,0.0
+0,0.8224002309999999,63,0,0.515793683,2500.0,12,0,0,0,0.0
+0,0.0427599,52,0,7806.0,,21,0,2,0,2.0
+0,0.222506167,59,0,0.271467415,11400.0,9,0,2,0,0.0
+0,0.3910456020000001,24,0,0.069040925,3200.0,11,0,0,0,0.0
+0,0.028775625,44,0,0.137224283,5122.0,4,0,0,0,0.0
+0,0.477367751,36,0,0.33987412100000003,2700.0,6,0,0,0,0.0
+0,0.018538176,74,0,1184.0,,8,0,1,0,0.0
+0,0.041366785,45,0,0.224577542,10000.0,8,0,0,0,2.0
+0,0.994269551,41,0,2809.0,,5,0,2,0,0.0
+0,0.127159603,63,0,0.454098361,5489.0,20,0,4,0,0.0
+0,0.6104087029999999,41,1,0.06441717799999999,2933.0,7,0,0,0,2.0
+0,0.15664578099999998,45,1,0.5602148929999999,6700.0,8,0,2,0,2.0
+0,0.5262016620000001,54,4,0.343546258,25000.0,9,0,3,0,1.0
+0,0.03737868,76,1,0.3727872270000001,2880.0,8,0,1,0,0.0
+0,0.163750645,65,0,0.266873313,10000.0,13,0,1,0,0.0
+0,0.08638272300000001,38,0,2615.0,,6,0,1,0,
+0,0.9999999,47,0,0.370691923,3800.0,6,0,0,0,1.0
+0,0.029132576,68,0,0.008222093,10337.0,10,0,1,0,1.0
+0,0.15364667699999998,34,0,1.220066377,3916.0,7,0,2,0,0.0
+0,0.083781617,46,0,0.421201915,5640.0,16,0,1,0,2.0
+1,0.913773615,55,2,0.881655429,4300.0,17,0,2,0,1.0
+0,0.251284106,34,0,0.75145816,8400.0,18,0,4,0,0.0
+0,0.072587125,29,0,0.046662778,12000.0,15,0,0,0,0.0
+0,0.0,35,0,0.0,1500.0,3,0,0,0,0.0
+0,0.133613717,43,1,0.421048246,12000.0,14,0,3,1,2.0
+0,0.001905482,37,0,2.694610778,500.0,11,0,2,0,2.0
+0,0.040547951,74,0,0.020736901,5400.0,5,0,0,0,0.0
+0,0.03452873,55,0,0.514162132,7166.0,7,0,2,0,1.0
+0,0.010441271,72,0,692.0,,7,0,0,0,0.0
+0,0.0,80,1,1589.0,,8,0,1,0,0.0
+0,0.001882242,50,0,1.317473011,2500.0,9,0,2,0,1.0
+0,0.015644566999999998,77,0,24.0,,5,0,0,0,
+0,0.630901661,73,0,0.047400612,4577.0,3,0,0,0,0.0
+0,0.0,52,0,0.257757365,8926.0,11,0,1,0,2.0
+0,0.055228298,48,0,0.146276596,12407.0,5,0,1,0,0.0
+0,0.946508915,44,0,0.148162041,2665.0,5,0,0,0,1.0
+0,0.0,50,0,0.0,6400.0,2,0,0,0,0.0
+0,0.8335941579999999,44,0,178.0,,9,0,0,0,0.0
+0,0.030327811,70,0,1934.0,,11,0,2,0,0.0
+0,0.194273425,53,0,817.0,,13,0,0,0,3.0
+0,0.0,70,0,0.0,3500.0,6,0,0,0,0.0
+0,0.205655719,36,0,2082.0,,13,0,2,0,0.0
+0,0.235752849,63,0,724.0,,3,0,0,0,0.0
+0,0.029878794,50,0,0.318734063,13333.0,11,0,3,0,1.0
+1,1.004421666,48,3,0.605098725,4000.0,10,0,2,0,1.0
+0,0.154955579,62,1,2446.0,,4,1,1,0,0.0
+0,0.016658432,53,0,0.31518720100000003,9000.0,6,0,1,0,0.0
+0,0.475841386,43,0,0.198811453,1850.0,2,0,0,0,3.0
+0,0.061439281,58,0,0.498692509,6500.0,19,0,4,0,1.0
+0,0.527904017,67,0,486.0,,4,0,1,0,0.0
+0,0.319378527,59,0,0.156959213,6300.0,22,0,0,0,0.0
+0,0.9999999,55,0,0.167543201,5323.0,1,1,0,1,2.0
+0,0.077910174,82,0,162.0,,2,0,0,0,0.0
+0,0.278636315,47,0,0.5873616770000001,6867.0,22,0,1,0,4.0
+0,0.352319991,43,0,0.246784845,8630.0,8,0,0,0,1.0
+0,0.256314605,58,3,1.511162946,3000.0,24,0,2,0,0.0
+0,0.0,41,0,0.346902339,5600.0,4,0,1,0,0.0
+0,0.066113797,63,0,0.621679828,9750.0,24,0,2,0,2.0
+0,0.7491335640000001,50,2,0.432119554,4750.0,17,0,1,0,0.0
+0,0.041992219,32,0,85.0,,7,0,0,0,0.0
+0,0.212785199,37,1,106.2727273,21.0,6,0,2,0,4.0
+0,0.951209758,36,0,0.061445262,2310.0,2,0,0,0,2.0
+0,0.7003310509999999,45,1,0.546448087,8966.0,11,0,2,0,1.0
+0,0.0,26,0,346.0,,8,0,0,0,0.0
+0,0.019327552,80,0,0.180763847,5000.0,11,0,0,0,0.0
+1,0.878245498,40,0,0.18141723,3400.0,5,0,0,0,1.0
+0,0.066928871,35,0,0.611050027,3637.0,5,0,1,0,2.0
+0,0.110327321,52,0,0.313439924,6316.0,16,0,2,0,1.0
+1,0.228742911,38,2,3558.0,,19,0,3,0,2.0
+0,0.691722293,78,0,0.691183331,6430.0,6,0,2,0,0.0
+0,0.275946359,57,1,0.283411686,13400.0,10,0,1,0,0.0
+0,0.037454421,57,0,0.355043926,3300.0,17,0,1,0,0.0
+0,0.357684244,32,1,710.0,,6,0,0,0,0.0
+0,0.102950576,43,1,0.252274773,10000.0,18,0,3,0,3.0
+0,0.9999999,60,1,10.17127624,3000.0,4,0,1,1,0.0
+0,0.040283239,54,0,0.135553584,12400.0,11,0,1,0,0.0
+0,0.352989385,59,1,0.43955635,13433.0,18,0,2,0,2.0
diff --git a/examples/demo.ipynb b/examples/demo.ipynb
index 82ae2b5..b2df1c2 100644
--- a/examples/demo.ipynb
+++ b/examples/demo.ipynb
@@ -1,5 +1,25 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 安装\n",
+    "\n",
+    "## Python 2\n",
+    "对于Python 2用户，因为有一些包的最新版不再支持Python 2，所以直接根据依赖来安装的话，会有版本错误的提示。需要提前按照好对应的依赖包：\n",
+    "```\n",
+    "pip install matplotlib==2.2.3\n",
+    "pip install seaborn pandas sklearn\n",
+    "pip install rosaceae\n",
+    "```\n",
+    "\n",
+    "## Python 3 \n",
+    "```\n",
+    "pip install rosaceae\n",
+    "```"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -23,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -80,7 +100,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>0.766127</td>\n",
        "      <td>45</td>\n",
@@ -94,7 +114,7 @@
        "      <td>2.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>1</th>\n",
        "      <td>0</td>\n",
        "      <td>0.957151</td>\n",
        "      <td>40</td>\n",
@@ -108,7 +128,7 @@
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>2</th>\n",
        "      <td>0</td>\n",
        "      <td>0.658180</td>\n",
        "      <td>38</td>\n",
@@ -122,7 +142,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>3</th>\n",
        "      <td>0</td>\n",
        "      <td>0.233810</td>\n",
        "      <td>30</td>\n",
@@ -136,7 +156,7 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>4</th>\n",
        "      <td>0</td>\n",
        "      <td>0.907239</td>\n",
        "      <td>49</td>\n",
@@ -155,42 +175,42 @@
       ],
       "text/plain": [
        "   SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines  age  \\\n",
-       "1                 1                              0.766127   45   \n",
-       "2                 0                              0.957151   40   \n",
-       "3                 0                              0.658180   38   \n",
-       "4                 0                              0.233810   30   \n",
-       "5                 0                              0.907239   49   \n",
+       "0                 1                              0.766127   45   \n",
+       "1                 0                              0.957151   40   \n",
+       "2                 0                              0.658180   38   \n",
+       "3                 0                              0.233810   30   \n",
+       "4                 0                              0.907239   49   \n",
        "\n",
        "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
-       "1                                     2   0.802982         9120.0   \n",
-       "2                                     0   0.121876         2600.0   \n",
-       "3                                     1   0.085113         3042.0   \n",
-       "4                                     0   0.036050         3300.0   \n",
-       "5                                     1   0.024926        63588.0   \n",
+       "0                                     2   0.802982         9120.0   \n",
+       "1                                     0   0.121876         2600.0   \n",
+       "2                                     1   0.085113         3042.0   \n",
+       "3                                     0   0.036050         3300.0   \n",
+       "4                                     1   0.024926        63588.0   \n",
        "\n",
        "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
-       "1                               13                        0   \n",
-       "2                                4                        0   \n",
-       "3                                2                        1   \n",
-       "4                                5                        0   \n",
-       "5                                7                        0   \n",
+       "0                               13                        0   \n",
+       "1                                4                        0   \n",
+       "2                                2                        1   \n",
+       "3                                5                        0   \n",
+       "4                                7                        0   \n",
        "\n",
        "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
-       "1                             6                                     0   \n",
+       "0                             6                                     0   \n",
+       "1                             0                                     0   \n",
        "2                             0                                     0   \n",
        "3                             0                                     0   \n",
-       "4                             0                                     0   \n",
-       "5                             1                                     0   \n",
+       "4                             1                                     0   \n",
        "\n",
        "   NumberOfDependents  \n",
-       "1                 2.0  \n",
-       "2                 1.0  \n",
+       "0                 2.0  \n",
+       "1                 1.0  \n",
+       "2                 0.0  \n",
        "3                 0.0  \n",
-       "4                 0.0  \n",
-       "5                 0.0  "
+       "4                 0.0  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -208,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -217,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -371,124 +391,32 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 数据简单处理\n",
-    "这里只是演示`rosaceae`的使用方法，并没有任何对数据做特征工程"
+    "## 查看数据\n",
+    "这里只是演示`rosaceae`的使用方法，并没有任何对数据做特征工程。  \n",
+    "`summary`函数简单统计了各个指标的一些统计指标，对数据有一个快速的了解。"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(1000, 11)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "train.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## WOE和IV的计算\n",
-    "WOE和IV的计算是使用了`rosaceae.scorecard`的`woe_iv`函数。该函数可以同时处理多个变量或单个变量的WOE和IV值，将相应的结果以DataFrame的格式返回。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from rosaceae.scorecard import woe_iv"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
    "outputs": [],
    "source": [
-    "from rosaceae.bins import bin_tree"
+    "from rosaceae.utils import summary"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
-    "b = bin_tree(train['age'],train['SeriousDlqin2yrs'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['-inf:36.5', '36.5:51.5', '51.5:57.5', '57.5:63.5', '63.5:67.5', '67.5:inf'])"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "b.keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Processing on age\n",
-      "total_good: 943.0\ttotal_bad: 57.0\n",
-      "\n",
-      "Variable\tBin\tGood(%)\tBad(%)\tWOE_i\tIV_i\n",
-      "age\t-inf:36.5\t180.0\t9.0\t0.19088016967126192\t0.15789473684210525\t-0.18971725875508363\t0.0062579058951975465\n",
-      "age\t36.5:51.5\t276.0\t31.0\t0.2926829268292683\t0.543859649122807\t0.6196013535669037\t0.1556294371175749\n",
-      "age\t51.5:57.5\t148.0\t3.0\t0.1569459172852598\t0.05263157894736842\t-1.0925849702970982\t0.11397227825446651\n",
-      "age\t57.5:63.5\t125.0\t10.0\t0.1325556733828208\t0.17543859649122806\t0.2802863704906518\t0.012019498874085174\n",
-      "age\t63.5:67.5\t56.0\t1\t0.05938494167550371\t0.017543859649122806\t-1.2193366759362418\t0.05101836587562293\n",
-      "age\t67.5:inf\t158.0\t4.0\t0.16755037115588547\t0.07017543859649122\t-0.8702856571081689\t0.08474400716831605\n"
-     ]
-    }
-   ],
-   "source": [
-    "age_df = woe_iv(train, 'SeriousDlqin2yrs', vars=['age'], dt=[0], verbose=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "这里需要注意的地方是，在`age`的`63.5:67.5`这个区间里，坏用户数目其实是0，不过为了防止后面的计算过程中出现除以0的情况发生，这里会在代码里面重新定义为1，以便后面的计算。   \n",
-    "这里的区间`63.5:67.5`表示的是`x >= 63.6 and x < 67.5`，也就是`[63,5, 67.5)`， `-inf`和`inf`分别表示负无穷和正无穷。"
+    "summ = summary(train)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -512,154 +440,743 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Variable</th>\n",
-       "      <th>Bin</th>\n",
-       "      <th>Good</th>\n",
-       "      <th>Bad</th>\n",
-       "      <th>pnt_0</th>\n",
-       "      <th>pnt_e</th>\n",
-       "      <th>WOE</th>\n",
-       "      <th>IV_i</th>\n",
-       "      <th>IV</th>\n",
+       "      <th>Field</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Recs</th>\n",
+       "      <th>Miss</th>\n",
+       "      <th>Min</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q50</th>\n",
+       "      <th>Avg</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>Max</th>\n",
+       "      <th>StDv</th>\n",
+       "      <th>Uniq</th>\n",
+       "      <th>OutLo</th>\n",
+       "      <th>OutHi</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>age</td>\n",
-       "      <td>-inf:36.5</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.19088</td>\n",
-       "      <td>0.157895</td>\n",
-       "      <td>-0.189717</td>\n",
-       "      <td>0.00625791</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>SeriousDlqin2yrs</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.0570</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.2320</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>57</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>age</td>\n",
-       "      <td>36.5:51.5</td>\n",
-       "      <td>276</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.292683</td>\n",
-       "      <td>0.54386</td>\n",
-       "      <td>0.619601</td>\n",
-       "      <td>0.155629</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.03236</td>\n",
+       "      <td>0.1597</td>\n",
+       "      <td>4.7180</td>\n",
+       "      <td>0.5334</td>\n",
+       "      <td>2340.0</td>\n",
+       "      <td>98.6500</td>\n",
+       "      <td>865</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>age</td>\n",
-       "      <td>51.5:57.5</td>\n",
-       "      <td>148</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.156946</td>\n",
-       "      <td>0.0526316</td>\n",
-       "      <td>-1.09258</td>\n",
-       "      <td>0.113972</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>40.00000</td>\n",
+       "      <td>52.0000</td>\n",
+       "      <td>51.7900</td>\n",
+       "      <td>62.2500</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>15.1700</td>\n",
+       "      <td>71</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>age</td>\n",
-       "      <td>57.5:63.5</td>\n",
-       "      <td>125</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.132556</td>\n",
-       "      <td>0.175439</td>\n",
-       "      <td>0.280286</td>\n",
-       "      <td>0.0120195</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>NumberOfTime30-59DaysPastDueNotWorse</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.2660</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.7719</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>age</td>\n",
-       "      <td>63.5:67.5</td>\n",
-       "      <td>56</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0593849</td>\n",
-       "      <td>0.0175439</td>\n",
-       "      <td>-1.21934</td>\n",
-       "      <td>0.0510184</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.16730</td>\n",
+       "      <td>0.3604</td>\n",
+       "      <td>353.8000</td>\n",
+       "      <td>0.7505</td>\n",
+       "      <td>15466.0</td>\n",
+       "      <td>1168.0000</td>\n",
+       "      <td>966</td>\n",
+       "      <td>0</td>\n",
+       "      <td>206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>age</td>\n",
-       "      <td>67.5:inf</td>\n",
-       "      <td>158</td>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>181</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3300.00000</td>\n",
+       "      <td>5217.0000</td>\n",
+       "      <td>6618.0000</td>\n",
+       "      <td>8332.0000</td>\n",
+       "      <td>208333.0</td>\n",
+       "      <td>8818.0000</td>\n",
+       "      <td>493</td>\n",
+       "      <td>0</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.00000</td>\n",
+       "      <td>8.0000</td>\n",
+       "      <td>8.5230</td>\n",
+       "      <td>11.0000</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>5.1690</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NumberOfTimes90DaysLate</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.0810</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.3723</td>\n",
        "      <td>4</td>\n",
-       "      <td>0.16755</td>\n",
-       "      <td>0.0701754</td>\n",
-       "      <td>-0.870286</td>\n",
-       "      <td>0.084744</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>0</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>NumberRealEstateLoansOrLines</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.9740</td>\n",
+       "      <td>2.0000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1.0190</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>NumberOfTime60-89DaysPastDueNotWorse</td>\n",
+       "      <td>int64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.0560</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.2949</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>NumberOfDependents</td>\n",
+       "      <td>float64</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.7229</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0700</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>78</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "  Variable        Bin Good Bad      pnt_0      pnt_e       WOE        IV_i  \\\n",
-       "0      age  -inf:36.5  180   9    0.19088   0.157895 -0.189717  0.00625791   \n",
-       "1      age  36.5:51.5  276  31   0.292683    0.54386  0.619601    0.155629   \n",
-       "2      age  51.5:57.5  148   3   0.156946  0.0526316  -1.09258    0.113972   \n",
-       "3      age  57.5:63.5  125  10   0.132556   0.175439  0.280286   0.0120195   \n",
-       "4      age  63.5:67.5   56   1  0.0593849  0.0175439  -1.21934   0.0510184   \n",
-       "5      age   67.5:inf  158   4    0.16755  0.0701754 -0.870286    0.084744   \n",
+       "                                   Field     Type  Recs Miss   Min  \\\n",
+       "0                       SeriousDlqin2yrs    int64  1000    0   0.0   \n",
+       "1   RevolvingUtilizationOfUnsecuredLines  float64  1000    0   0.0   \n",
+       "2                                    age    int64  1000    0  22.0   \n",
+       "3   NumberOfTime30-59DaysPastDueNotWorse    int64  1000    0   0.0   \n",
+       "4                              DebtRatio  float64  1000    0   0.0   \n",
+       "5                          MonthlyIncome  float64  1000  181   0.0   \n",
+       "6        NumberOfOpenCreditLinesAndLoans    int64  1000    0   0.0   \n",
+       "7                NumberOfTimes90DaysLate    int64  1000    0   0.0   \n",
+       "8           NumberRealEstateLoansOrLines    int64  1000    0   0.0   \n",
+       "9   NumberOfTime60-89DaysPastDueNotWorse    int64  1000    0   0.0   \n",
+       "10                    NumberOfDependents  float64  1000   33   0.0   \n",
        "\n",
-       "         IV  \n",
-       "0  0.423641  \n",
-       "1  0.423641  \n",
-       "2  0.423641  \n",
-       "3  0.423641  \n",
-       "4  0.423641  \n",
-       "5  0.423641  "
+       "           Q25        Q50        Avg        Q75       Max       StDv Uniq  \\\n",
+       "0      0.00000     0.0000     0.0570     0.0000       1.0     0.2320    2   \n",
+       "1      0.03236     0.1597     4.7180     0.5334    2340.0    98.6500  865   \n",
+       "2     40.00000    52.0000    51.7900    62.2500      97.0    15.1700   71   \n",
+       "3      0.00000     0.0000     0.2660     0.0000      10.0     0.7719    8   \n",
+       "4      0.16730     0.3604   353.8000     0.7505   15466.0  1168.0000  966   \n",
+       "5   3300.00000  5217.0000  6618.0000  8332.0000  208333.0  8818.0000  493   \n",
+       "6      5.00000     8.0000     8.5230    11.0000      31.0     5.1690   30   \n",
+       "7      0.00000     0.0000     0.0810     0.0000       3.0     0.3723    4   \n",
+       "8      0.00000     1.0000     0.9740     2.0000       8.0     1.0190    8   \n",
+       "9      0.00000     0.0000     0.0560     0.0000       5.0     0.2949    4   \n",
+       "10     0.00000     0.0000     0.7229     1.0000       6.0     1.0700    8   \n",
+       "\n",
+       "   OutLo OutHi  \n",
+       "0      0    57  \n",
+       "1      0     5  \n",
+       "2      0     1  \n",
+       "3      0   161  \n",
+       "4      0   206  \n",
+       "5      0    35  \n",
+       "6      0    30  \n",
+       "7      0    55  \n",
+       "8      0     2  \n",
+       "9      0    45  \n",
+       "10     0    78  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "age_df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "如果想一次性的对所有变量计算WOE和IV，可以传入一个变量列表。同时注意`dt`参数，该参数用于指明变量是连续型还是分类型数据，用`0`指示连续型变量，`1`指示分类型变量，变量类型与变量列表一一对应。因为这里变量都是连续型变量，所以传入一个只包含0的列表"
+    "summ"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Field', 'Type', 'Recs', 'Miss', 'Min', 'Q25', 'Q50', 'Avg', 'Q75',\n",
+       "       'Max', 'StDv', 'Uniq', 'OutLo', 'OutHi'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "vars = train.columns[train.columns != 'SeriousDlqin2yrs']\n",
-    "dt = [0] * len(vars)\n",
-    "woe_iv_df = woe_iv(train, 'SeriousDlqin2yrs', vars=vars, dt=dt)"
+    "summ.columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
+   "execution_count": 7,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
+      "text/plain": [
+       "(1000, 11)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "结果中各列的说明可以参考函数的帮助信息"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on function summary in module rosaceae.utils:\n",
+      "\n",
+      "summary(data, verbose=False)\n",
+      "    Generates descriptive statistics for a dataset\n",
+      "    \n",
+      "    Generates descriptive statistics that summarize the central tendency,\n",
+      "    dispersion and shape of a dataset's distribution. When data is categorious \n",
+      "    or datatime format, some statistics values will be replaced by NA. \n",
+      "    \n",
+      "    Parameters\n",
+      "    ----------\n",
+      "    data : pandas data frame\n",
+      "    verbose : True or False\n",
+      "            Print verbose message, default is False.\n",
+      "    \n",
+      "    Returns\n",
+      "    -------\n",
+      "    A pandas data frame with statistics values for each column.\n",
+      "    Field: Field name.\n",
+      "    Type: object, numeric, integer, other.\n",
+      "    Recs: Number of records.\n",
+      "    Miss: Number of missing records.\n",
+      "    Min: Minimum value.\n",
+      "    Q25: First quartile. It splits off the lowest 25\\% of data from the highest 75\\%.\n",
+      "    Q50: Median or second quartile. It cuts data set in half.\n",
+      "    Avg: Average value.\n",
+      "    Q75: Third quartile. It splits off the lowest 75\\% of data from the highest 25\\%.\n",
+      "    Max: Maximum value.\n",
+      "    StDv: Standard deviation of a sample.\n",
+      "    Neg: Number of negative values.\n",
+      "    Pos: Number of positive values.\n",
+      "    OutLo: Number of outliers. Records below Q25-1.5*IQR, where IQR=Q75-Q25. \n",
+      "    OutHi: Number of outliers. Records above Q75+1.5*IQR, where IQR=Q75-Q25.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(summary)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 数据分箱  \n",
+    "\n",
+    "在`rosaceae.bins`中提供一些常见的分箱方法：\n",
+    "\n",
+    "+ `bin_distince`，按照步长进行划分分箱，适用数值型变量  \n",
+    "+ `bin_frequency`，按照等频分箱，适用数值型变量  \n",
+    "+ `bin_tree`，决策树分箱，利用`sklearn`中的决策树分类模型，适用于数值变量 \n",
+    "+ `bin_chi2`，卡方分箱，适用数值和类别型变量  \n",
+    "+ `bin_custom`，自定义分箱，按照自定义的分箱标准进行划分，适用于数值和类别型变量   \n",
+    "\n",
+    "在上面的分箱方法中，有`na_omit`参数来对缺失的数据进行处理，设为`False`时将保留缺失数据并放到单独的Miss分箱，若为`True`，则将缺失数据去除，同时对应的好坏用户数据也会去除。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rosaceae.bins import bin_distance, bin_frequency, bin_tree, bin_chi2, bin_custom"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### bin_distance\n",
+    "\n",
+    "以月收入MonthlyIncome 指标来进行测试，先进行等距分箱，这里是按照分箱的数目，数据中的最大值和最小值，把数据分成距离相等的几个分箱。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 分成5个箱,缺失值另外为个分组， 返回一个字典，包括对应的分箱区间和对应的数据索引\n",
+    "# na_omit 为True，将把缺失值部分去掉。\n",
+    "mon_dis = bin_distance(train['MonthlyIncome'], 5, na_omit=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['[166666.4,inf)', '[-inf,41666.6)', 'Miss', '[83333.2,124999.79999999999)', '[41666.6,83333.2)', '[124999.79999999999,166666.4)'])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mon_dis.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Distance: 41666.6\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['[83333.2,124999.79999999999)', '[166666.4,inf)', '[41666.6,83333.2)', '[-inf,41666.6)', '[124999.79999999999,166666.4)'])"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bin_distance(train['MonthlyIncome'], 5, na_omit=True, verbose=True).keys()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### bin_frequency\n",
+    "\n",
+    "等频分箱先将数据从小到大排序，按照给定的分箱数，将数据放入到每个分箱中，每个分箱中的元素个数是接近的。如果将缺失单独为一分箱，那会将剩下的数据按照分箱数进行划分。如果将缺失数据排除，那会把排除后的数据分成对应的几个分箱。最后一个分箱的数目可能与其他分箱有差距，这是因为不能整除的问题，所以把剩下的数据放到最后的一个分箱中。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step: 163\n",
+      "Freq1 163\n",
+      "Freq2 163\n",
+      "Freq3 163\n",
+      "Freq4 163\n",
+      "Freq5 167\n",
+      "Miss 181\n"
+     ]
+    }
+   ],
+   "source": [
+    "mon_freq = bin_frequency(train['MonthlyIncome'], 5, na_omit=False, verbose=True)\n",
+    "\n",
+    "for k in sorted(mon_freq.keys()):\n",
+    "    print(k, len(mon_freq[k]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step: 163\n",
+      "Freq1 163\n",
+      "Freq2 163\n",
+      "Freq3 163\n",
+      "Freq4 163\n",
+      "Freq5 167\n"
+     ]
+    }
+   ],
+   "source": [
+    "mon_freq = bin_frequency(train['MonthlyIncome'], 5, na_omit=True, verbose=True)\n",
+    "\n",
+    "for k in sorted(mon_freq.keys()):\n",
+    "    print(k, len(mon_freq[k]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### bin_tree  \n",
+    "\n",
+    "决策树分箱是利用`sklearn`中的[`DecisionTreeClassifier`分类函数](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html)。使用到的一些参数设置如下：\n",
+    "\n",
+    "```python\n",
+    "clf = DecisionTreeClassifier(random_state=0, \n",
+    "                                criterion='entropy',\n",
+    "                                min_samples_split=0.2,\n",
+    "                                max_leaf_nodes=6, \n",
+    "                                min_impurity_decrease=0.001,\n",
+    "                                **kwargs)\n",
+    "```\n",
+    "\n",
+    "如果还需要设置其他参数，可以通过`**kwargs`进行设置。决策树会根据数据划分叶子节点，我们会把相应的节点信息记录下来。关于决策树的的节点信息可以参考[]()。如果某个叶子节点中的数据占比小于`min_samples_node`设置的阈值，会将该节点合并回父节点上。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[6202.0:7480.0) 75\n",
+      "[-inf:1702.5) 62\n",
+      "[1702.5:6202.0) 428\n",
+      "[7480.0:inf) 254\n"
+     ]
+    }
+   ],
+   "source": [
+    "mon_tree = bin_tree(train['MonthlyIncome'], train['SeriousDlqin2yrs'], na_omit=True)\n",
+    "\n",
+    "for k in mon_tree.keys():\n",
+    "    print(k, len(mon_tree[k]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[6202.0:7480.0) 75\n",
+      "[-inf:1702.5) 62\n",
+      "Miss 181\n",
+      "[1702.5:6202.0) 428\n",
+      "[7480.0:inf) 254\n"
+     ]
+    }
+   ],
+   "source": [
+    "mon_tree = bin_tree(train['MonthlyIncome'], train['SeriousDlqin2yrs'], na_omit=False)\n",
+    "\n",
+    "for k in mon_tree.keys():\n",
+    "    print(k, len(mon_tree[k]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### bin_custom\n",
+    "\n",
+    "自定义分箱可以按照提供的区间进行分箱。`groups`参数接受自定义区间，类别型变量的的输入形式类似：`groups=['A', 'B', ('C', 'D')]`，如果多个类别想放到一个分箱中，可以使将多个类别放到元组中。数值型变量的输入形式类似：`groups=['(-inf:4]', '(4:10]', (10:inf)']`，这里第一个和最后一个是分界是包括了无穷大的。 是否保存缺失数据使用的参数是`na_omit`，设置为`True`将去除缺失，`False`将缺失单独分组。  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Keep NA data\n",
+      "Missing data: 0\n",
+      "* Handling (-inf:40]\n",
+      "* Handling (40:50]\n",
+      "* Handling [50:60)\n",
+      "* Handling [60:inf)\n",
+      "(40:50] 199\n",
+      "[60:inf) 301\n",
+      "(-inf:40] 275\n",
+      "[50:60) 246\n"
+     ]
+    }
+   ],
+   "source": [
+    "age_cus = bin_custom(train['age'], groups=['(-inf:40]', '(40:50]', '[50:60)', '[60:inf)'], na_omit=False, verbose=True)\n",
+    "\n",
+    "for k in age_cus.keys():\n",
+    "    print(k, len(age_cus[k]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    943\n",
+       "1     57\n",
+       "Name: SeriousDlqin2yrs, dtype: int64"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train['SeriousDlqin2yrs'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('0',) 943\n",
+      "('1',) 57\n"
+     ]
+    }
+   ],
+   "source": [
+    "label_cus = bin_custom(train['SeriousDlqin2yrs'], groups=['1','0'])\n",
+    "\n",
+    "for k in label_cus.keys():\n",
+    "    print(k, len(label_cus[k]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## WOE和IV的计算\n",
+    "WOE和IV的计算是使用了`rosaceae.scorecard`的`woe_iv`函数。该函数可以同时处理多个变量或单个变量的WOE和IV值，将相应的结果以DataFrame的格式返回。  \n",
+    "使用时需要提前对变量进行分箱，把变量的分箱结果保存在字典中，以对应的变量为键，分箱结果为值。   \n",
+    "也可以提供需要计算WOE和IV的变量名组成的列表，不过这些变量中数值型的箱是使用决策树进行分箱的，类型型的变量按照不同类别进行分类。  \n",
+    "\n",
+    "如果将变量的分箱数据保存在字典 bin_info 中\n",
+    "```python\n",
+    "\n",
+    "bin_info = {'age': bins_result，  # bins 中分箱函数的结果\n",
+    "            'MonthlyIncome':['(-inf:3000]', '(3000:5000]', '(5000:8500]', '[8500:inf)'],  # 自定义的数值分箱区间\n",
+    "           'NumberOfOpenCreditLinesAndLoans' : [], # 提供一个空列表，说明没有提供相关的分箱信息\n",
+    "                                                   # 将会按照默认的分箱方法进行处理\n",
+    "            ...\n",
+    "           }\n",
+    "```\n",
+    "\n",
+    "对于缺失数据的处理，`na_omit`参数只对bin_info中没有提分箱信息用的变量才会生效。`[]`是说明该变量没有提供相关的分箱信息。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       819.000000\n",
+       "mean       6617.976801\n",
+       "std        8818.220170\n",
+       "min           0.000000\n",
+       "25%        3300.000000\n",
+       "50%        5217.000000\n",
+       "75%        8332.500000\n",
+       "max      208333.000000\n",
+       "Name: MonthlyIncome, dtype: float64"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train['MonthlyIncome'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rosaceae.scorecard import woe_iv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
@@ -676,7 +1193,7 @@
        "      <th>Good</th>\n",
        "      <th>Bad</th>\n",
        "      <th>pnt_0</th>\n",
-       "      <th>pnt_e</th>\n",
+       "      <th>pnt_1</th>\n",
        "      <th>WOE</th>\n",
        "      <th>IV_i</th>\n",
        "      <th>IV</th>\n",
@@ -685,56 +1202,8 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>-inf:0.2302175909280777</td>\n",
-       "      <td>562</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.59597</td>\n",
-       "      <td>0.210526</td>\n",
-       "      <td>-1.04058</td>\n",
-       "      <td>0.401085</td>\n",
-       "      <td>1.054533</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.2302175909280777:0.31378173828125</td>\n",
-       "      <td>66</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0699894</td>\n",
-       "      <td>0.0175439</td>\n",
-       "      <td>-1.38364</td>\n",
-       "      <td>0.0725657</td>\n",
-       "      <td>1.054533</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.31378173828125:0.6355680227279663</td>\n",
-       "      <td>140</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.148462</td>\n",
-       "      <td>0.140351</td>\n",
-       "      <td>-0.0561859</td>\n",
-       "      <td>0.00045575</td>\n",
-       "      <td>1.054533</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.6355680227279663:inf</td>\n",
-       "      <td>175</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.185578</td>\n",
-       "      <td>0.649123</td>\n",
-       "      <td>1.25215</td>\n",
-       "      <td>0.580426</td>\n",
-       "      <td>1.054533</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
        "      <td>age</td>\n",
-       "      <td>-inf:36.5</td>\n",
+       "      <td>[-inf:36.5)</td>\n",
        "      <td>180</td>\n",
        "      <td>9</td>\n",
        "      <td>0.19088</td>\n",
@@ -744,9 +1213,9 @@
        "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>1</th>\n",
        "      <td>age</td>\n",
-       "      <td>36.5:51.5</td>\n",
+       "      <td>[36.5:51.5)</td>\n",
        "      <td>276</td>\n",
        "      <td>31</td>\n",
        "      <td>0.292683</td>\n",
@@ -756,9 +1225,9 @@
        "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>2</th>\n",
        "      <td>age</td>\n",
-       "      <td>51.5:57.5</td>\n",
+       "      <td>[51.5:57.5)</td>\n",
        "      <td>148</td>\n",
        "      <td>3</td>\n",
        "      <td>0.156946</td>\n",
@@ -768,9 +1237,9 @@
        "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>3</th>\n",
        "      <td>age</td>\n",
-       "      <td>57.5:63.5</td>\n",
+       "      <td>[57.5:63.5)</td>\n",
        "      <td>125</td>\n",
        "      <td>10</td>\n",
        "      <td>0.132556</td>\n",
@@ -780,401 +1249,161 @@
        "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>age</td>\n",
-       "      <td>63.5:67.5</td>\n",
-       "      <td>56</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0593849</td>\n",
-       "      <td>0.0175439</td>\n",
-       "      <td>-1.21934</td>\n",
-       "      <td>0.0510184</td>\n",
-       "      <td>0.423641</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>age</td>\n",
-       "      <td>67.5:inf</td>\n",
-       "      <td>158</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.16755</td>\n",
-       "      <td>0.0701754</td>\n",
-       "      <td>-0.870286</td>\n",
-       "      <td>0.084744</td>\n",
-       "      <td>0.423641</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>NumberOfTime30-59DaysPastDueNotWorse</td>\n",
-       "      <td>-inf:0.5</td>\n",
-       "      <td>807</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.855779</td>\n",
-       "      <td>0.561404</td>\n",
-       "      <td>-0.421573</td>\n",
-       "      <td>0.124101</td>\n",
-       "      <td>0.451516</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>NumberOfTime30-59DaysPastDueNotWorse</td>\n",
-       "      <td>0.5:inf</td>\n",
-       "      <td>136</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0.144221</td>\n",
-       "      <td>0.438596</td>\n",
-       "      <td>1.11224</td>\n",
-       "      <td>0.327415</td>\n",
-       "      <td>0.451516</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>-inf:0.12926051020622253</td>\n",
-       "      <td>198</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.209968</td>\n",
-       "      <td>0.0526316</td>\n",
-       "      <td>-1.38364</td>\n",
-       "      <td>0.217697</td>\n",
-       "      <td>0.413126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>0.12926051020622253:0.4607849717140198</td>\n",
-       "      <td>382</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.40509</td>\n",
-       "      <td>0.368421</td>\n",
-       "      <td>-0.0948832</td>\n",
-       "      <td>0.00347928</td>\n",
-       "      <td>0.413126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>0.4607849717140198:1.7644871473312378</td>\n",
-       "      <td>167</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.177094</td>\n",
-       "      <td>0.403509</td>\n",
-       "      <td>0.823515</td>\n",
-       "      <td>0.186456</td>\n",
-       "      <td>0.413126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>1.7644871473312378:inf</td>\n",
-       "      <td>196</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.207847</td>\n",
-       "      <td>0.175439</td>\n",
-       "      <td>-0.169515</td>\n",
-       "      <td>0.00549375</td>\n",
-       "      <td>0.413126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>-inf:1702.5</td>\n",
-       "      <td>57</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.07393</td>\n",
-       "      <td>0.104167</td>\n",
-       "      <td>0.342874</td>\n",
-       "      <td>0.0103674</td>\n",
-       "      <td>0.061930</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>1702.5:6202.0</td>\n",
-       "      <td>408</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.529183</td>\n",
-       "      <td>0.416667</td>\n",
-       "      <td>-0.239048</td>\n",
-       "      <td>0.0268967</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <th>4</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[63.5:67.5)</td>\n",
+       "      <td>56</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0593849</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-1.21934</td>\n",
+       "      <td>0.0510184</td>\n",
+       "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>6202.0:7480.0</td>\n",
-       "      <td>71</td>\n",
+       "      <th>5</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[67.5:inf)</td>\n",
+       "      <td>158</td>\n",
        "      <td>4</td>\n",
-       "      <td>0.0920882</td>\n",
-       "      <td>0.0833333</td>\n",
-       "      <td>-0.0998982</td>\n",
-       "      <td>0.000874595</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <td>0.16755</td>\n",
+       "      <td>0.0701754</td>\n",
+       "      <td>-0.870286</td>\n",
+       "      <td>0.084744</td>\n",
+       "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>6</th>\n",
        "      <td>MonthlyIncome</td>\n",
-       "      <td>7480.0:inf</td>\n",
-       "      <td>235</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.304799</td>\n",
-       "      <td>0.395833</td>\n",
-       "      <td>0.261341</td>\n",
-       "      <td>0.023791</td>\n",
-       "      <td>0.061930</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
-       "      <td>-inf:10.5</td>\n",
-       "      <td>677</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.717922</td>\n",
-       "      <td>0.54386</td>\n",
-       "      <td>-0.277669</td>\n",
-       "      <td>0.0483316</td>\n",
-       "      <td>0.131988</td>\n",
+       "      <td>[-inf:1702.5)</td>\n",
+       "      <td>61</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0646872</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-1.30486</td>\n",
+       "      <td>0.0615154</td>\n",
+       "      <td>0.244331</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
-       "      <td>10.5:inf</td>\n",
-       "      <td>266</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.282078</td>\n",
-       "      <td>0.45614</td>\n",
-       "      <td>0.480615</td>\n",
-       "      <td>0.0836568</td>\n",
-       "      <td>0.131988</td>\n",
+       "      <th>7</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>[1702.5:6202.0)</td>\n",
+       "      <td>393</td>\n",
+       "      <td>35</td>\n",
+       "      <td>0.416755</td>\n",
+       "      <td>0.614035</td>\n",
+       "      <td>0.387553</td>\n",
+       "      <td>0.0764566</td>\n",
+       "      <td>0.244331</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>NumberOfTimes90DaysLate</td>\n",
-       "      <td>-inf:inf</td>\n",
-       "      <td>943</td>\n",
-       "      <td>57</td>\n",
-       "      <td>1</td>\n",
+       "      <th>8</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>[6202.0:7480.0)</td>\n",
+       "      <td>75</td>\n",
        "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>-inf:0.5</td>\n",
-       "      <td>363</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.384942</td>\n",
-       "      <td>0.368421</td>\n",
-       "      <td>-0.0438654</td>\n",
-       "      <td>0.000724683</td>\n",
-       "      <td>0.208901</td>\n",
+       "      <td>0.0795334</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-1.51147</td>\n",
+       "      <td>0.0936955</td>\n",
+       "      <td>0.244331</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>0.5:1.5</td>\n",
-       "      <td>341</td>\n",
+       "      <th>9</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>[7480.0:inf)</td>\n",
+       "      <td>242</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.361612</td>\n",
+       "      <td>0.256628</td>\n",
        "      <td>0.210526</td>\n",
-       "      <td>-0.540961</td>\n",
-       "      <td>0.0817314</td>\n",
-       "      <td>0.208901</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>1.5:2.5</td>\n",
-       "      <td>187</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.198303</td>\n",
-       "      <td>0.263158</td>\n",
-       "      <td>0.282957</td>\n",
-       "      <td>0.018351</td>\n",
-       "      <td>0.208901</td>\n",
+       "      <td>-0.198016</td>\n",
+       "      <td>0.00912883</td>\n",
+       "      <td>0.244331</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>2.5:inf</td>\n",
-       "      <td>52</td>\n",
+       "      <th>10</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>Miss</td>\n",
+       "      <td>172</td>\n",
        "      <td>9</td>\n",
-       "      <td>0.0551432</td>\n",
+       "      <td>0.182397</td>\n",
        "      <td>0.157895</td>\n",
-       "      <td>1.052</td>\n",
-       "      <td>0.108094</td>\n",
-       "      <td>0.208901</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NumberOfTime60-89DaysPastDueNotWorse</td>\n",
-       "      <td>-inf:inf</td>\n",
-       "      <td>943</td>\n",
-       "      <td>57</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>NumberOfDependents</td>\n",
-       "      <td>-inf:0.5</td>\n",
-       "      <td>549</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.602634</td>\n",
-       "      <td>0.553571</td>\n",
-       "      <td>-0.08492</td>\n",
-       "      <td>0.00416643</td>\n",
-       "      <td>0.004474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NumberOfDependents</td>\n",
-       "      <td>0.5:inf</td>\n",
-       "      <td>364</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.399561</td>\n",
-       "      <td>0.410714</td>\n",
-       "      <td>0.0275316</td>\n",
-       "      <td>0.000307069</td>\n",
-       "      <td>0.004474</td>\n",
+       "      <td>-0.144255</td>\n",
+       "      <td>0.00353451</td>\n",
+       "      <td>0.244331</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                Variable  \\\n",
-       "0   RevolvingUtilizationOfUnsecuredLines   \n",
-       "1   RevolvingUtilizationOfUnsecuredLines   \n",
-       "2   RevolvingUtilizationOfUnsecuredLines   \n",
-       "3   RevolvingUtilizationOfUnsecuredLines   \n",
-       "4                                    age   \n",
-       "5                                    age   \n",
-       "6                                    age   \n",
-       "7                                    age   \n",
-       "8                                    age   \n",
-       "9                                    age   \n",
-       "10  NumberOfTime30-59DaysPastDueNotWorse   \n",
-       "11  NumberOfTime30-59DaysPastDueNotWorse   \n",
-       "12                             DebtRatio   \n",
-       "13                             DebtRatio   \n",
-       "14                             DebtRatio   \n",
-       "15                             DebtRatio   \n",
-       "16                         MonthlyIncome   \n",
-       "17                         MonthlyIncome   \n",
-       "18                         MonthlyIncome   \n",
-       "19                         MonthlyIncome   \n",
-       "20       NumberOfOpenCreditLinesAndLoans   \n",
-       "21       NumberOfOpenCreditLinesAndLoans   \n",
-       "22               NumberOfTimes90DaysLate   \n",
-       "23          NumberRealEstateLoansOrLines   \n",
-       "24          NumberRealEstateLoansOrLines   \n",
-       "25          NumberRealEstateLoansOrLines   \n",
-       "26          NumberRealEstateLoansOrLines   \n",
-       "27  NumberOfTime60-89DaysPastDueNotWorse   \n",
-       "28                    NumberOfDependents   \n",
-       "29                    NumberOfDependents   \n",
+       "         Variable              Bin Good Bad      pnt_0      pnt_1       WOE  \\\n",
+       "0             age      [-inf:36.5)  180   9    0.19088   0.157895 -0.189717   \n",
+       "1             age      [36.5:51.5)  276  31   0.292683    0.54386  0.619601   \n",
+       "2             age      [51.5:57.5)  148   3   0.156946  0.0526316  -1.09258   \n",
+       "3             age      [57.5:63.5)  125  10   0.132556   0.175439  0.280286   \n",
+       "4             age      [63.5:67.5)   56   1  0.0593849  0.0175439  -1.21934   \n",
+       "5             age       [67.5:inf)  158   4    0.16755  0.0701754 -0.870286   \n",
+       "6   MonthlyIncome    [-inf:1702.5)   61   1  0.0646872  0.0175439  -1.30486   \n",
+       "7   MonthlyIncome  [1702.5:6202.0)  393  35   0.416755   0.614035  0.387553   \n",
+       "8   MonthlyIncome  [6202.0:7480.0)   75   1  0.0795334  0.0175439  -1.51147   \n",
+       "9   MonthlyIncome     [7480.0:inf)  242  12   0.256628   0.210526 -0.198016   \n",
+       "10  MonthlyIncome             Miss  172   9   0.182397   0.157895 -0.144255   \n",
        "\n",
-       "                                       Bin Good Bad      pnt_0      pnt_e  \\\n",
-       "0                  -inf:0.2302175909280777  562  12    0.59597   0.210526   \n",
-       "1      0.2302175909280777:0.31378173828125   66   1  0.0699894  0.0175439   \n",
-       "2      0.31378173828125:0.6355680227279663  140   8   0.148462   0.140351   \n",
-       "3                   0.6355680227279663:inf  175  37   0.185578   0.649123   \n",
-       "4                                -inf:36.5  180   9    0.19088   0.157895   \n",
-       "5                                36.5:51.5  276  31   0.292683    0.54386   \n",
-       "6                                51.5:57.5  148   3   0.156946  0.0526316   \n",
-       "7                                57.5:63.5  125  10   0.132556   0.175439   \n",
-       "8                                63.5:67.5   56   1  0.0593849  0.0175439   \n",
-       "9                                 67.5:inf  158   4    0.16755  0.0701754   \n",
-       "10                                -inf:0.5  807  32   0.855779   0.561404   \n",
-       "11                                 0.5:inf  136  25   0.144221   0.438596   \n",
-       "12                -inf:0.12926051020622253  198   3   0.209968  0.0526316   \n",
-       "13  0.12926051020622253:0.4607849717140198  382  21    0.40509   0.368421   \n",
-       "14   0.4607849717140198:1.7644871473312378  167  23   0.177094   0.403509   \n",
-       "15                  1.7644871473312378:inf  196  10   0.207847   0.175439   \n",
-       "16                             -inf:1702.5   57   5    0.07393   0.104167   \n",
-       "17                           1702.5:6202.0  408  20   0.529183   0.416667   \n",
-       "18                           6202.0:7480.0   71   4  0.0920882  0.0833333   \n",
-       "19                              7480.0:inf  235  19   0.304799   0.395833   \n",
-       "20                               -inf:10.5  677  31   0.717922    0.54386   \n",
-       "21                                10.5:inf  266  26   0.282078    0.45614   \n",
-       "22                                -inf:inf  943  57          1          1   \n",
-       "23                                -inf:0.5  363  21   0.384942   0.368421   \n",
-       "24                                 0.5:1.5  341  12   0.361612   0.210526   \n",
-       "25                                 1.5:2.5  187  15   0.198303   0.263158   \n",
-       "26                                 2.5:inf   52   9  0.0551432   0.157895   \n",
-       "27                                -inf:inf  943  57          1          1   \n",
-       "28                                -inf:0.5  549  31   0.602634   0.553571   \n",
-       "29                                 0.5:inf  364  23   0.399561   0.410714   \n",
-       "\n",
-       "          WOE         IV_i        IV  \n",
-       "0    -1.04058     0.401085  1.054533  \n",
-       "1    -1.38364    0.0725657  1.054533  \n",
-       "2  -0.0561859   0.00045575  1.054533  \n",
-       "3     1.25215     0.580426  1.054533  \n",
-       "4   -0.189717   0.00625791  0.423641  \n",
-       "5    0.619601     0.155629  0.423641  \n",
-       "6    -1.09258     0.113972  0.423641  \n",
-       "7    0.280286    0.0120195  0.423641  \n",
-       "8    -1.21934    0.0510184  0.423641  \n",
-       "9   -0.870286     0.084744  0.423641  \n",
-       "10  -0.421573     0.124101  0.451516  \n",
-       "11    1.11224     0.327415  0.451516  \n",
-       "12   -1.38364     0.217697  0.413126  \n",
-       "13 -0.0948832   0.00347928  0.413126  \n",
-       "14   0.823515     0.186456  0.413126  \n",
-       "15  -0.169515   0.00549375  0.413126  \n",
-       "16   0.342874    0.0103674  0.061930  \n",
-       "17  -0.239048    0.0268967  0.061930  \n",
-       "18 -0.0998982  0.000874595  0.061930  \n",
-       "19   0.261341     0.023791  0.061930  \n",
-       "20  -0.277669    0.0483316  0.131988  \n",
-       "21   0.480615    0.0836568  0.131988  \n",
-       "22          0            0  0.000000  \n",
-       "23 -0.0438654  0.000724683  0.208901  \n",
-       "24  -0.540961    0.0817314  0.208901  \n",
-       "25   0.282957     0.018351  0.208901  \n",
-       "26      1.052     0.108094  0.208901  \n",
-       "27          0            0  0.000000  \n",
-       "28   -0.08492   0.00416643  0.004474  \n",
-       "29  0.0275316  0.000307069  0.004474  "
+       "          IV_i        IV  \n",
+       "0   0.00625791  0.423641  \n",
+       "1     0.155629  0.423641  \n",
+       "2     0.113972  0.423641  \n",
+       "3    0.0120195  0.423641  \n",
+       "4    0.0510184  0.423641  \n",
+       "5     0.084744  0.423641  \n",
+       "6    0.0615154  0.244331  \n",
+       "7    0.0764566  0.244331  \n",
+       "8    0.0936955  0.244331  \n",
+       "9   0.00912883  0.244331  \n",
+       "10  0.00353451  0.244331  "
       ]
      },
-     "execution_count": 29,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "woe_iv_df"
+    "# 只是提供变量名列表的话，会按照默认的分箱方法进行分箱并计算woe和iv。\n",
+    "woe_iv(train, 'SeriousDlqin2yrs', var=['age', 'MonthlyIncome'], na_omit=False)"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 73,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "上表记录了所有变量的IV值，对应区间的WOE值。对于连续型变量，这里使用的决策树的分箱方法，具体代码在`rosaceae.bins.bin_tree`，利用了`sklearn`的决策树函数。  \n",
-    "\n",
-    "如果不提供参数给`var`，默认是把输入的Data Frame中除`SeriousDlqin2yrs`外都做了分析"
+    "bin_info = {'age': bin_tree(train['age'], train['SeriousDlqin2yrs'], na_omit=False),\n",
+    "            'MonthlyIncome':['(-inf:3000]', '(3000:5000]', '(5000:8500]', '[8500:inf)', 'Miss'],\n",
+    "           'RevolvingUtilizationOfUnsecuredLines':[], # 其他变量就按照默认的处理方法好了\n",
+    "           'NumberOfTime30-59DaysPastDueNotWorse':[],\n",
+    "           'DebtRatio':[], \n",
+    "           'NumberOfOpenCreditLinesAndLoans':[],\n",
+    "           'NumberOfTimes90DaysLate':[],\n",
+    "           'NumberRealEstateLoansOrLines':[],\n",
+    "           'NumberOfTime60-89DaysPastDueNotWorse':[],\n",
+    "           'NumberOfDependents':[]}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
-    "woe_iv_df2 = woe_iv(train, 'SeriousDlqin2yrs', dt=dt)"
+    "woe_df = woe_iv(train, 'SeriousDlqin2yrs', var=bin_info, na_omit=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
@@ -1203,7 +1432,7 @@
        "      <th>Good</th>\n",
        "      <th>Bad</th>\n",
        "      <th>pnt_0</th>\n",
-       "      <th>pnt_e</th>\n",
+       "      <th>pnt_1</th>\n",
        "      <th>WOE</th>\n",
        "      <th>IV_i</th>\n",
        "      <th>IV</th>\n",
@@ -1213,127 +1442,151 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>-inf:0.2302175909280777</td>\n",
+       "      <td>[-inf:0.2302175909280777)</td>\n",
        "      <td>562</td>\n",
        "      <td>12</td>\n",
        "      <td>0.59597</td>\n",
        "      <td>0.210526</td>\n",
        "      <td>-1.04058</td>\n",
        "      <td>0.401085</td>\n",
-       "      <td>1.054533</td>\n",
+       "      <td>1.251684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.2302175909280777:0.31378173828125</td>\n",
+       "      <td>[0.2302175909280777:0.3137817233800888)</td>\n",
        "      <td>66</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0699894</td>\n",
        "      <td>0.0175439</td>\n",
        "      <td>-1.38364</td>\n",
        "      <td>0.0725657</td>\n",
-       "      <td>1.054533</td>\n",
+       "      <td>1.251684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.31378173828125:0.6355680227279663</td>\n",
+       "      <td>[0.3137817233800888:0.6355679929256439)</td>\n",
        "      <td>140</td>\n",
        "      <td>8</td>\n",
        "      <td>0.148462</td>\n",
        "      <td>0.140351</td>\n",
        "      <td>-0.0561859</td>\n",
        "      <td>0.00045575</td>\n",
-       "      <td>1.054533</td>\n",
+       "      <td>1.251684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
-       "      <td>0.6355680227279663:inf</td>\n",
-       "      <td>175</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.185578</td>\n",
-       "      <td>0.649123</td>\n",
-       "      <td>1.25215</td>\n",
-       "      <td>0.580426</td>\n",
-       "      <td>1.054533</td>\n",
+       "      <td>[0.6355679929256439:1.003534197807312)</td>\n",
+       "      <td>168</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0.178155</td>\n",
+       "      <td>0.491228</td>\n",
+       "      <td>1.01426</td>\n",
+       "      <td>0.317536</td>\n",
+       "      <td>1.251684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>age</td>\n",
-       "      <td>-inf:36.5</td>\n",
-       "      <td>180</td>\n",
+       "      <td>RevolvingUtilizationOfUnsecuredLines</td>\n",
+       "      <td>[1.003534197807312:inf)</td>\n",
+       "      <td>7</td>\n",
        "      <td>9</td>\n",
-       "      <td>0.19088</td>\n",
+       "      <td>0.00742312</td>\n",
        "      <td>0.157895</td>\n",
-       "      <td>-0.189717</td>\n",
-       "      <td>0.00625791</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>3.05733</td>\n",
+       "      <td>0.460041</td>\n",
+       "      <td>1.251684</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>age</td>\n",
-       "      <td>36.5:51.5</td>\n",
-       "      <td>276</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.292683</td>\n",
-       "      <td>0.54386</td>\n",
-       "      <td>0.619601</td>\n",
-       "      <td>0.155629</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>NumberOfTime60-89DaysPastDueNotWorse</td>\n",
+       "      <td>[-inf:0.5)</td>\n",
+       "      <td>913</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0.968187</td>\n",
+       "      <td>0.736842</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>0.0631689</td>\n",
+       "      <td>0.551969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>age</td>\n",
-       "      <td>51.5:57.5</td>\n",
-       "      <td>148</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.156946</td>\n",
-       "      <td>0.0526316</td>\n",
-       "      <td>-1.09258</td>\n",
-       "      <td>0.113972</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>NumberOfTime60-89DaysPastDueNotWorse</td>\n",
+       "      <td>[0.5:inf)</td>\n",
+       "      <td>30</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0.0318134</td>\n",
+       "      <td>0.263158</td>\n",
+       "      <td>2.11287</td>\n",
+       "      <td>0.4888</td>\n",
+       "      <td>0.551969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>age</td>\n",
-       "      <td>57.5:63.5</td>\n",
-       "      <td>125</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.132556</td>\n",
-       "      <td>0.175439</td>\n",
-       "      <td>0.280286</td>\n",
-       "      <td>0.0120195</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>[-inf:0.12926051020622253)</td>\n",
+       "      <td>198</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.209968</td>\n",
+       "      <td>0.0526316</td>\n",
+       "      <td>-1.38364</td>\n",
+       "      <td>0.217697</td>\n",
+       "      <td>0.487792</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>age</td>\n",
-       "      <td>63.5:67.5</td>\n",
-       "      <td>56</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0593849</td>\n",
-       "      <td>0.0175439</td>\n",
-       "      <td>-1.21934</td>\n",
-       "      <td>0.0510184</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>[0.12926051020622253:0.4607849717140198)</td>\n",
+       "      <td>382</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0.40509</td>\n",
+       "      <td>0.368421</td>\n",
+       "      <td>-0.0948832</td>\n",
+       "      <td>0.00347928</td>\n",
+       "      <td>0.487792</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>age</td>\n",
-       "      <td>67.5:inf</td>\n",
-       "      <td>158</td>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>[0.4607849717140198:1.7644871473312378)</td>\n",
+       "      <td>167</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0.177094</td>\n",
+       "      <td>0.403509</td>\n",
+       "      <td>0.823515</td>\n",
+       "      <td>0.186456</td>\n",
+       "      <td>0.487792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>[1.7644871473312378:3219.5)</td>\n",
+       "      <td>170</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.180276</td>\n",
+       "      <td>0.105263</td>\n",
+       "      <td>-0.538024</td>\n",
+       "      <td>0.0403586</td>\n",
+       "      <td>0.487792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>DebtRatio</td>\n",
+       "      <td>[3219.5:inf)</td>\n",
+       "      <td>26</td>\n",
        "      <td>4</td>\n",
-       "      <td>0.16755</td>\n",
+       "      <td>0.0275716</td>\n",
        "      <td>0.0701754</td>\n",
-       "      <td>-0.870286</td>\n",
-       "      <td>0.084744</td>\n",
-       "      <td>0.423641</td>\n",
+       "      <td>0.934213</td>\n",
+       "      <td>0.0398011</td>\n",
+       "      <td>0.487792</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>12</th>\n",
        "      <td>NumberOfTime30-59DaysPastDueNotWorse</td>\n",
-       "      <td>-inf:0.5</td>\n",
+       "      <td>[-inf:0.5)</td>\n",
        "      <td>807</td>\n",
        "      <td>32</td>\n",
        "      <td>0.855779</td>\n",
@@ -1343,9 +1596,9 @@
        "      <td>0.451516</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>13</th>\n",
        "      <td>NumberOfTime30-59DaysPastDueNotWorse</td>\n",
-       "      <td>0.5:inf</td>\n",
+       "      <td>[0.5:inf)</td>\n",
        "      <td>136</td>\n",
        "      <td>25</td>\n",
        "      <td>0.144221</td>\n",
@@ -1355,141 +1608,213 @@
        "      <td>0.451516</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>-inf:0.12926051020622253</td>\n",
-       "      <td>198</td>\n",
+       "      <th>14</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[-inf:36.5)</td>\n",
+       "      <td>180</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.19088</td>\n",
+       "      <td>0.157895</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>0.00625791</td>\n",
+       "      <td>0.423641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[36.5:51.5)</td>\n",
+       "      <td>276</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.292683</td>\n",
+       "      <td>0.54386</td>\n",
+       "      <td>0.619601</td>\n",
+       "      <td>0.155629</td>\n",
+       "      <td>0.423641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[51.5:57.5)</td>\n",
+       "      <td>148</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.209968</td>\n",
+       "      <td>0.156946</td>\n",
        "      <td>0.0526316</td>\n",
-       "      <td>-1.38364</td>\n",
-       "      <td>0.217697</td>\n",
-       "      <td>0.413126</td>\n",
+       "      <td>-1.09258</td>\n",
+       "      <td>0.113972</td>\n",
+       "      <td>0.423641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[57.5:63.5)</td>\n",
+       "      <td>125</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.132556</td>\n",
+       "      <td>0.175439</td>\n",
+       "      <td>0.280286</td>\n",
+       "      <td>0.0120195</td>\n",
+       "      <td>0.423641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[63.5:67.5)</td>\n",
+       "      <td>56</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0593849</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-1.21934</td>\n",
+       "      <td>0.0510184</td>\n",
+       "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>0.12926051020622253:0.4607849717140198</td>\n",
-       "      <td>382</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.40509</td>\n",
-       "      <td>0.368421</td>\n",
-       "      <td>-0.0948832</td>\n",
-       "      <td>0.00347928</td>\n",
-       "      <td>0.413126</td>\n",
+       "      <th>19</th>\n",
+       "      <td>age</td>\n",
+       "      <td>[67.5:inf)</td>\n",
+       "      <td>158</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.16755</td>\n",
+       "      <td>0.0701754</td>\n",
+       "      <td>-0.870286</td>\n",
+       "      <td>0.084744</td>\n",
+       "      <td>0.423641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>0.4607849717140198:1.7644871473312378</td>\n",
-       "      <td>167</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.177094</td>\n",
-       "      <td>0.403509</td>\n",
-       "      <td>0.823515</td>\n",
-       "      <td>0.186456</td>\n",
-       "      <td>0.413126</td>\n",
+       "      <th>20</th>\n",
+       "      <td>NumberOfTimes90DaysLate</td>\n",
+       "      <td>[-inf:0.5)</td>\n",
+       "      <td>900</td>\n",
+       "      <td>45</td>\n",
+       "      <td>0.954401</td>\n",
+       "      <td>0.789474</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>0.0312895</td>\n",
+       "      <td>0.365948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>DebtRatio</td>\n",
-       "      <td>1.7644871473312378:inf</td>\n",
-       "      <td>196</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.207847</td>\n",
-       "      <td>0.175439</td>\n",
-       "      <td>-0.169515</td>\n",
-       "      <td>0.00549375</td>\n",
-       "      <td>0.413126</td>\n",
+       "      <th>21</th>\n",
+       "      <td>NumberOfTimes90DaysLate</td>\n",
+       "      <td>[0.5:1.5)</td>\n",
+       "      <td>31</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0328738</td>\n",
+       "      <td>0.0701754</td>\n",
+       "      <td>0.758322</td>\n",
+       "      <td>0.0282867</td>\n",
+       "      <td>0.365948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>-inf:1702.5</td>\n",
-       "      <td>57</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.07393</td>\n",
-       "      <td>0.104167</td>\n",
-       "      <td>0.342874</td>\n",
-       "      <td>0.0103674</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <th>22</th>\n",
+       "      <td>NumberOfTimes90DaysLate</td>\n",
+       "      <td>[1.5:inf)</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.0127253</td>\n",
+       "      <td>0.140351</td>\n",
+       "      <td>2.40055</td>\n",
+       "      <td>0.306371</td>\n",
+       "      <td>0.365948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>1702.5:6202.0</td>\n",
-       "      <td>408</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.529183</td>\n",
-       "      <td>0.416667</td>\n",
-       "      <td>-0.239048</td>\n",
-       "      <td>0.0268967</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <th>23</th>\n",
+       "      <td>NumberOfDependents</td>\n",
+       "      <td>[-inf:0.5)</td>\n",
+       "      <td>559</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0.592789</td>\n",
+       "      <td>0.368421</td>\n",
+       "      <td>-0.475612</td>\n",
+       "      <td>0.106712</td>\n",
+       "      <td>0.237358</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>6202.0:7480.0</td>\n",
-       "      <td>71</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.0920882</td>\n",
-       "      <td>0.0833333</td>\n",
-       "      <td>-0.0998982</td>\n",
-       "      <td>0.000874595</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <th>24</th>\n",
+       "      <td>NumberOfDependents</td>\n",
+       "      <td>[0.5:inf)</td>\n",
+       "      <td>352</td>\n",
+       "      <td>35</td>\n",
+       "      <td>0.373277</td>\n",
+       "      <td>0.614035</td>\n",
+       "      <td>0.497732</td>\n",
+       "      <td>0.119833</td>\n",
+       "      <td>0.237358</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>MonthlyIncome</td>\n",
-       "      <td>7480.0:inf</td>\n",
-       "      <td>235</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.304799</td>\n",
-       "      <td>0.395833</td>\n",
-       "      <td>0.261341</td>\n",
-       "      <td>0.023791</td>\n",
-       "      <td>0.061930</td>\n",
+       "      <th>25</th>\n",
+       "      <td>NumberOfDependents</td>\n",
+       "      <td>Miss</td>\n",
+       "      <td>32</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0339343</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-0.659721</td>\n",
+       "      <td>0.0108131</td>\n",
+       "      <td>0.237358</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>26</th>\n",
        "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
-       "      <td>-inf:10.5</td>\n",
+       "      <td>[-inf:10.5)</td>\n",
        "      <td>677</td>\n",
        "      <td>31</td>\n",
        "      <td>0.717922</td>\n",
        "      <td>0.54386</td>\n",
        "      <td>-0.277669</td>\n",
        "      <td>0.0483316</td>\n",
-       "      <td>0.131988</td>\n",
+       "      <td>0.223575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>27</th>\n",
        "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
-       "      <td>10.5:inf</td>\n",
-       "      <td>266</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.282078</td>\n",
-       "      <td>0.45614</td>\n",
-       "      <td>0.480615</td>\n",
-       "      <td>0.0836568</td>\n",
-       "      <td>0.131988</td>\n",
+       "      <td>[10.5:17.5)</td>\n",
+       "      <td>207</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0.219512</td>\n",
+       "      <td>0.350877</td>\n",
+       "      <td>0.469028</td>\n",
+       "      <td>0.0616139</td>\n",
+       "      <td>0.223575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>NumberOfTimes90DaysLate</td>\n",
-       "      <td>-inf:inf</td>\n",
-       "      <td>943</td>\n",
-       "      <td>57</td>\n",
+       "      <th>28</th>\n",
+       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
+       "      <td>[17.5:18.5)</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
+       "      <td>0.0127253</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>0.321108</td>\n",
+       "      <td>0.00154727</td>\n",
+       "      <td>0.223575</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
+       "      <td>[18.5:20.5)</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.019088</td>\n",
+       "      <td>0.0877193</td>\n",
+       "      <td>1.52508</td>\n",
+       "      <td>0.104668</td>\n",
+       "      <td>0.223575</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>NumberOfOpenCreditLinesAndLoans</td>\n",
+       "      <td>[20.5:inf)</td>\n",
+       "      <td>29</td>\n",
        "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.0307529</td>\n",
+       "      <td>0.0175439</td>\n",
+       "      <td>-0.561281</td>\n",
+       "      <td>0.00741399</td>\n",
+       "      <td>0.223575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>31</th>\n",
        "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>-inf:0.5</td>\n",
+       "      <td>[-inf:0.5)</td>\n",
        "      <td>363</td>\n",
        "      <td>21</td>\n",
        "      <td>0.384942</td>\n",
@@ -1499,9 +1824,9 @@
        "      <td>0.208901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>32</th>\n",
        "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>0.5:1.5</td>\n",
+       "      <td>[0.5:1.5)</td>\n",
        "      <td>341</td>\n",
        "      <td>12</td>\n",
        "      <td>0.361612</td>\n",
@@ -1511,9 +1836,9 @@
        "      <td>0.208901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>33</th>\n",
        "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>1.5:2.5</td>\n",
+       "      <td>[1.5:2.5)</td>\n",
        "      <td>187</td>\n",
        "      <td>15</td>\n",
        "      <td>0.198303</td>\n",
@@ -1523,9 +1848,9 @@
        "      <td>0.208901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>34</th>\n",
        "      <td>NumberRealEstateLoansOrLines</td>\n",
-       "      <td>2.5:inf</td>\n",
+       "      <td>[2.5:inf)</td>\n",
        "      <td>52</td>\n",
        "      <td>9</td>\n",
        "      <td>0.0551432</td>\n",
@@ -1535,40 +1860,64 @@
        "      <td>0.208901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NumberOfTime60-89DaysPastDueNotWorse</td>\n",
-       "      <td>-inf:inf</td>\n",
-       "      <td>943</td>\n",
-       "      <td>57</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>35</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>(-inf:3000]</td>\n",
+       "      <td>162</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0.171792</td>\n",
+       "      <td>0.210526</td>\n",
+       "      <td>0.203325</td>\n",
+       "      <td>0.00787564</td>\n",
+       "      <td>0.067619</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>NumberOfDependents</td>\n",
-       "      <td>-inf:0.5</td>\n",
-       "      <td>549</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.602634</td>\n",
-       "      <td>0.553571</td>\n",
-       "      <td>-0.08492</td>\n",
-       "      <td>0.00416643</td>\n",
-       "      <td>0.004474</td>\n",
+       "      <th>36</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>(3000:5000]</td>\n",
+       "      <td>207</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.219512</td>\n",
+       "      <td>0.298246</td>\n",
+       "      <td>0.30651</td>\n",
+       "      <td>0.0241325</td>\n",
+       "      <td>0.067619</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NumberOfDependents</td>\n",
-       "      <td>0.5:inf</td>\n",
-       "      <td>364</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.399561</td>\n",
-       "      <td>0.410714</td>\n",
-       "      <td>0.0275316</td>\n",
-       "      <td>0.000307069</td>\n",
-       "      <td>0.004474</td>\n",
+       "      <th>37</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>(5000:8500]</td>\n",
+       "      <td>221</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.234358</td>\n",
+       "      <td>0.157895</td>\n",
+       "      <td>-0.394923</td>\n",
+       "      <td>0.0301973</td>\n",
+       "      <td>0.067619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>[8500:inf)</td>\n",
+       "      <td>183</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.194062</td>\n",
+       "      <td>0.175439</td>\n",
+       "      <td>-0.100886</td>\n",
+       "      <td>0.00187879</td>\n",
+       "      <td>0.067619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>MonthlyIncome</td>\n",
+       "      <td>Miss</td>\n",
+       "      <td>172</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.182397</td>\n",
+       "      <td>0.157895</td>\n",
+       "      <td>-0.144255</td>\n",
+       "      <td>0.00353451</td>\n",
+       "      <td>0.067619</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1580,106 +1929,335 @@
        "1   RevolvingUtilizationOfUnsecuredLines   \n",
        "2   RevolvingUtilizationOfUnsecuredLines   \n",
        "3   RevolvingUtilizationOfUnsecuredLines   \n",
-       "4                                    age   \n",
-       "5                                    age   \n",
-       "6                                    age   \n",
-       "7                                    age   \n",
-       "8                                    age   \n",
-       "9                                    age   \n",
-       "10  NumberOfTime30-59DaysPastDueNotWorse   \n",
-       "11  NumberOfTime30-59DaysPastDueNotWorse   \n",
-       "12                             DebtRatio   \n",
-       "13                             DebtRatio   \n",
-       "14                             DebtRatio   \n",
-       "15                             DebtRatio   \n",
-       "16                         MonthlyIncome   \n",
-       "17                         MonthlyIncome   \n",
-       "18                         MonthlyIncome   \n",
-       "19                         MonthlyIncome   \n",
-       "20       NumberOfOpenCreditLinesAndLoans   \n",
-       "21       NumberOfOpenCreditLinesAndLoans   \n",
+       "4   RevolvingUtilizationOfUnsecuredLines   \n",
+       "5   NumberOfTime60-89DaysPastDueNotWorse   \n",
+       "6   NumberOfTime60-89DaysPastDueNotWorse   \n",
+       "7                              DebtRatio   \n",
+       "8                              DebtRatio   \n",
+       "9                              DebtRatio   \n",
+       "10                             DebtRatio   \n",
+       "11                             DebtRatio   \n",
+       "12  NumberOfTime30-59DaysPastDueNotWorse   \n",
+       "13  NumberOfTime30-59DaysPastDueNotWorse   \n",
+       "14                                   age   \n",
+       "15                                   age   \n",
+       "16                                   age   \n",
+       "17                                   age   \n",
+       "18                                   age   \n",
+       "19                                   age   \n",
+       "20               NumberOfTimes90DaysLate   \n",
+       "21               NumberOfTimes90DaysLate   \n",
        "22               NumberOfTimes90DaysLate   \n",
-       "23          NumberRealEstateLoansOrLines   \n",
-       "24          NumberRealEstateLoansOrLines   \n",
-       "25          NumberRealEstateLoansOrLines   \n",
-       "26          NumberRealEstateLoansOrLines   \n",
-       "27  NumberOfTime60-89DaysPastDueNotWorse   \n",
-       "28                    NumberOfDependents   \n",
-       "29                    NumberOfDependents   \n",
+       "23                    NumberOfDependents   \n",
+       "24                    NumberOfDependents   \n",
+       "25                    NumberOfDependents   \n",
+       "26       NumberOfOpenCreditLinesAndLoans   \n",
+       "27       NumberOfOpenCreditLinesAndLoans   \n",
+       "28       NumberOfOpenCreditLinesAndLoans   \n",
+       "29       NumberOfOpenCreditLinesAndLoans   \n",
+       "30       NumberOfOpenCreditLinesAndLoans   \n",
+       "31          NumberRealEstateLoansOrLines   \n",
+       "32          NumberRealEstateLoansOrLines   \n",
+       "33          NumberRealEstateLoansOrLines   \n",
+       "34          NumberRealEstateLoansOrLines   \n",
+       "35                         MonthlyIncome   \n",
+       "36                         MonthlyIncome   \n",
+       "37                         MonthlyIncome   \n",
+       "38                         MonthlyIncome   \n",
+       "39                         MonthlyIncome   \n",
        "\n",
-       "                                       Bin Good Bad      pnt_0      pnt_e  \\\n",
-       "0                  -inf:0.2302175909280777  562  12    0.59597   0.210526   \n",
-       "1      0.2302175909280777:0.31378173828125   66   1  0.0699894  0.0175439   \n",
-       "2      0.31378173828125:0.6355680227279663  140   8   0.148462   0.140351   \n",
-       "3                   0.6355680227279663:inf  175  37   0.185578   0.649123   \n",
-       "4                                -inf:36.5  180   9    0.19088   0.157895   \n",
-       "5                                36.5:51.5  276  31   0.292683    0.54386   \n",
-       "6                                51.5:57.5  148   3   0.156946  0.0526316   \n",
-       "7                                57.5:63.5  125  10   0.132556   0.175439   \n",
-       "8                                63.5:67.5   56   1  0.0593849  0.0175439   \n",
-       "9                                 67.5:inf  158   4    0.16755  0.0701754   \n",
-       "10                                -inf:0.5  807  32   0.855779   0.561404   \n",
-       "11                                 0.5:inf  136  25   0.144221   0.438596   \n",
-       "12                -inf:0.12926051020622253  198   3   0.209968  0.0526316   \n",
-       "13  0.12926051020622253:0.4607849717140198  382  21    0.40509   0.368421   \n",
-       "14   0.4607849717140198:1.7644871473312378  167  23   0.177094   0.403509   \n",
-       "15                  1.7644871473312378:inf  196  10   0.207847   0.175439   \n",
-       "16                             -inf:1702.5   57   5    0.07393   0.104167   \n",
-       "17                           1702.5:6202.0  408  20   0.529183   0.416667   \n",
-       "18                           6202.0:7480.0   71   4  0.0920882  0.0833333   \n",
-       "19                              7480.0:inf  235  19   0.304799   0.395833   \n",
-       "20                               -inf:10.5  677  31   0.717922    0.54386   \n",
-       "21                                10.5:inf  266  26   0.282078    0.45614   \n",
-       "22                                -inf:inf  943  57          1          1   \n",
-       "23                                -inf:0.5  363  21   0.384942   0.368421   \n",
-       "24                                 0.5:1.5  341  12   0.361612   0.210526   \n",
-       "25                                 1.5:2.5  187  15   0.198303   0.263158   \n",
-       "26                                 2.5:inf   52   9  0.0551432   0.157895   \n",
-       "27                                -inf:inf  943  57          1          1   \n",
-       "28                                -inf:0.5  549  31   0.602634   0.553571   \n",
-       "29                                 0.5:inf  364  23   0.399561   0.410714   \n",
+       "                                         Bin Good Bad       pnt_0      pnt_1  \\\n",
+       "0                  [-inf:0.2302175909280777)  562  12     0.59597   0.210526   \n",
+       "1    [0.2302175909280777:0.3137817233800888)   66   1   0.0699894  0.0175439   \n",
+       "2    [0.3137817233800888:0.6355679929256439)  140   8    0.148462   0.140351   \n",
+       "3     [0.6355679929256439:1.003534197807312)  168  28    0.178155   0.491228   \n",
+       "4                    [1.003534197807312:inf)    7   9  0.00742312   0.157895   \n",
+       "5                                 [-inf:0.5)  913  42    0.968187   0.736842   \n",
+       "6                                  [0.5:inf)   30  15   0.0318134   0.263158   \n",
+       "7                 [-inf:0.12926051020622253)  198   3    0.209968  0.0526316   \n",
+       "8   [0.12926051020622253:0.4607849717140198)  382  21     0.40509   0.368421   \n",
+       "9    [0.4607849717140198:1.7644871473312378)  167  23    0.177094   0.403509   \n",
+       "10               [1.7644871473312378:3219.5)  170   6    0.180276   0.105263   \n",
+       "11                              [3219.5:inf)   26   4   0.0275716  0.0701754   \n",
+       "12                                [-inf:0.5)  807  32    0.855779   0.561404   \n",
+       "13                                 [0.5:inf)  136  25    0.144221   0.438596   \n",
+       "14                               [-inf:36.5)  180   9     0.19088   0.157895   \n",
+       "15                               [36.5:51.5)  276  31    0.292683    0.54386   \n",
+       "16                               [51.5:57.5)  148   3    0.156946  0.0526316   \n",
+       "17                               [57.5:63.5)  125  10    0.132556   0.175439   \n",
+       "18                               [63.5:67.5)   56   1   0.0593849  0.0175439   \n",
+       "19                                [67.5:inf)  158   4     0.16755  0.0701754   \n",
+       "20                                [-inf:0.5)  900  45    0.954401   0.789474   \n",
+       "21                                 [0.5:1.5)   31   4   0.0328738  0.0701754   \n",
+       "22                                 [1.5:inf)   12   8   0.0127253   0.140351   \n",
+       "23                                [-inf:0.5)  559  21    0.592789   0.368421   \n",
+       "24                                 [0.5:inf)  352  35    0.373277   0.614035   \n",
+       "25                                      Miss   32   1   0.0339343  0.0175439   \n",
+       "26                               [-inf:10.5)  677  31    0.717922    0.54386   \n",
+       "27                               [10.5:17.5)  207  20    0.219512   0.350877   \n",
+       "28                               [17.5:18.5)   12   1   0.0127253  0.0175439   \n",
+       "29                               [18.5:20.5)   18   5    0.019088  0.0877193   \n",
+       "30                                [20.5:inf)   29   1   0.0307529  0.0175439   \n",
+       "31                                [-inf:0.5)  363  21    0.384942   0.368421   \n",
+       "32                                 [0.5:1.5)  341  12    0.361612   0.210526   \n",
+       "33                                 [1.5:2.5)  187  15    0.198303   0.263158   \n",
+       "34                                 [2.5:inf)   52   9   0.0551432   0.157895   \n",
+       "35                               (-inf:3000]  162  12    0.171792   0.210526   \n",
+       "36                               (3000:5000]  207  17    0.219512   0.298246   \n",
+       "37                               (5000:8500]  221   9    0.234358   0.157895   \n",
+       "38                                [8500:inf)  183  10    0.194062   0.175439   \n",
+       "39                                      Miss  172   9    0.182397   0.157895   \n",
        "\n",
        "          WOE         IV_i        IV  \n",
-       "0    -1.04058     0.401085  1.054533  \n",
-       "1    -1.38364    0.0725657  1.054533  \n",
-       "2  -0.0561859   0.00045575  1.054533  \n",
-       "3     1.25215     0.580426  1.054533  \n",
-       "4   -0.189717   0.00625791  0.423641  \n",
-       "5    0.619601     0.155629  0.423641  \n",
-       "6    -1.09258     0.113972  0.423641  \n",
-       "7    0.280286    0.0120195  0.423641  \n",
-       "8    -1.21934    0.0510184  0.423641  \n",
-       "9   -0.870286     0.084744  0.423641  \n",
-       "10  -0.421573     0.124101  0.451516  \n",
-       "11    1.11224     0.327415  0.451516  \n",
-       "12   -1.38364     0.217697  0.413126  \n",
-       "13 -0.0948832   0.00347928  0.413126  \n",
-       "14   0.823515     0.186456  0.413126  \n",
-       "15  -0.169515   0.00549375  0.413126  \n",
-       "16   0.342874    0.0103674  0.061930  \n",
-       "17  -0.239048    0.0268967  0.061930  \n",
-       "18 -0.0998982  0.000874595  0.061930  \n",
-       "19   0.261341     0.023791  0.061930  \n",
-       "20  -0.277669    0.0483316  0.131988  \n",
-       "21   0.480615    0.0836568  0.131988  \n",
-       "22          0            0  0.000000  \n",
-       "23 -0.0438654  0.000724683  0.208901  \n",
-       "24  -0.540961    0.0817314  0.208901  \n",
-       "25   0.282957     0.018351  0.208901  \n",
-       "26      1.052     0.108094  0.208901  \n",
-       "27          0            0  0.000000  \n",
-       "28   -0.08492   0.00416643  0.004474  \n",
-       "29  0.0275316  0.000307069  0.004474  "
+       "0    -1.04058     0.401085  1.251684  \n",
+       "1    -1.38364    0.0725657  1.251684  \n",
+       "2  -0.0561859   0.00045575  1.251684  \n",
+       "3     1.01426     0.317536  1.251684  \n",
+       "4     3.05733     0.460041  1.251684  \n",
+       "5   -0.273051    0.0631689  0.551969  \n",
+       "6     2.11287       0.4888  0.551969  \n",
+       "7    -1.38364     0.217697  0.487792  \n",
+       "8  -0.0948832   0.00347928  0.487792  \n",
+       "9    0.823515     0.186456  0.487792  \n",
+       "10  -0.538024    0.0403586  0.487792  \n",
+       "11   0.934213    0.0398011  0.487792  \n",
+       "12  -0.421573     0.124101  0.451516  \n",
+       "13    1.11224     0.327415  0.451516  \n",
+       "14  -0.189717   0.00625791  0.423641  \n",
+       "15   0.619601     0.155629  0.423641  \n",
+       "16   -1.09258     0.113972  0.423641  \n",
+       "17   0.280286    0.0120195  0.423641  \n",
+       "18   -1.21934    0.0510184  0.423641  \n",
+       "19  -0.870286     0.084744  0.423641  \n",
+       "20  -0.189717    0.0312895  0.365948  \n",
+       "21   0.758322    0.0282867  0.365948  \n",
+       "22    2.40055     0.306371  0.365948  \n",
+       "23  -0.475612     0.106712  0.237358  \n",
+       "24   0.497732     0.119833  0.237358  \n",
+       "25  -0.659721    0.0108131  0.237358  \n",
+       "26  -0.277669    0.0483316  0.223575  \n",
+       "27   0.469028    0.0616139  0.223575  \n",
+       "28   0.321108   0.00154727  0.223575  \n",
+       "29    1.52508     0.104668  0.223575  \n",
+       "30  -0.561281   0.00741399  0.223575  \n",
+       "31 -0.0438654  0.000724683  0.208901  \n",
+       "32  -0.540961    0.0817314  0.208901  \n",
+       "33   0.282957     0.018351  0.208901  \n",
+       "34      1.052     0.108094  0.208901  \n",
+       "35   0.203325   0.00787564  0.067619  \n",
+       "36    0.30651    0.0241325  0.067619  \n",
+       "37  -0.394923    0.0301973  0.067619  \n",
+       "38  -0.100886   0.00187879  0.067619  \n",
+       "39  -0.144255   0.00353451  0.067619  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "woe_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "得到的woe_df 中会按照IV值的大小从大到小排序，同时还会对区间由大到小排序。   \n",
+    "这里需要注意的地方是，如果某个区间里，坏用户数目0，为了防止后面的计算过程中出现除以0的情况发生，这里会在代码里面重新定义为1，以便后面的计算。   \n",
+    "这里的区间`[63.5:67.5)`表示的是`x >= 63.6 and x < 67.5`，也就是`[63,5, 67.5)`， `-inf`和`inf`分别表示负无穷和正无穷。  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 评分卡模型创建  \n",
+    "\n",
+    "分箱结果后，需要将变量的原始取值替换为对应区间的WOE值，以进行后续的连续回归分析。  \n",
+    "\n",
+    "`replaceWOE`函数提供了WOE替换功能，这里需要提供一个`woe_iv`生成的WOE数据框结果和原始数据。这里只会替换存在WOE数据框中的变量。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rosaceae.scorecard import replaceWOE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "woe_data = replaceWOE(woe_df, train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
+       "      <th>age</th>\n",
+       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
+       "      <th>DebtRatio</th>\n",
+       "      <th>MonthlyIncome</th>\n",
+       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
+       "      <th>NumberOfTimes90DaysLate</th>\n",
+       "      <th>NumberRealEstateLoansOrLines</th>\n",
+       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
+       "      <th>NumberOfDependents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3.057329</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>1.112236</td>\n",
+       "      <td>0.823515</td>\n",
+       "      <td>-0.100886</td>\n",
+       "      <td>0.469028</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>1.051996</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>0.497732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3.057329</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>-0.421573</td>\n",
+       "      <td>-1.383640</td>\n",
+       "      <td>0.203325</td>\n",
+       "      <td>-0.277669</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>-0.043865</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>0.497732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3.057329</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>1.112236</td>\n",
+       "      <td>-1.383640</td>\n",
+       "      <td>0.306510</td>\n",
+       "      <td>-0.277669</td>\n",
+       "      <td>0.758322</td>\n",
+       "      <td>-0.043865</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>-0.475612</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-1.383640</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>-0.421573</td>\n",
+       "      <td>-1.383640</td>\n",
+       "      <td>0.306510</td>\n",
+       "      <td>-0.277669</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>-0.043865</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>-0.475612</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3.057329</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>1.112236</td>\n",
+       "      <td>-1.383640</td>\n",
+       "      <td>-0.100886</td>\n",
+       "      <td>-0.277669</td>\n",
+       "      <td>-0.189717</td>\n",
+       "      <td>-0.540961</td>\n",
+       "      <td>-0.273051</td>\n",
+       "      <td>-0.475612</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   RevolvingUtilizationOfUnsecuredLines       age  \\\n",
+       "0                              3.057329 -0.189717   \n",
+       "1                              3.057329 -0.189717   \n",
+       "2                              3.057329 -0.189717   \n",
+       "3                             -1.383640 -0.189717   \n",
+       "4                              3.057329 -0.189717   \n",
+       "\n",
+       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
+       "0                              1.112236   0.823515      -0.100886   \n",
+       "1                             -0.421573  -1.383640       0.203325   \n",
+       "2                              1.112236  -1.383640       0.306510   \n",
+       "3                             -0.421573  -1.383640       0.306510   \n",
+       "4                              1.112236  -1.383640      -0.100886   \n",
+       "\n",
+       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
+       "0                         0.469028                -0.189717   \n",
+       "1                        -0.277669                -0.189717   \n",
+       "2                        -0.277669                 0.758322   \n",
+       "3                        -0.277669                -0.189717   \n",
+       "4                        -0.277669                -0.189717   \n",
+       "\n",
+       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
+       "0                      1.051996                             -0.273051   \n",
+       "1                     -0.043865                             -0.273051   \n",
+       "2                     -0.043865                             -0.273051   \n",
+       "3                     -0.043865                             -0.273051   \n",
+       "4                     -0.540961                             -0.273051   \n",
+       "\n",
+       "   NumberOfDependents  \n",
+       "0            0.497732  \n",
+       "1            0.497732  \n",
+       "2           -0.475612  \n",
+       "3           -0.475612  \n",
+       "4           -0.475612  "
       ]
      },
-     "execution_count": 31,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "woe_iv_df2"
+    "woe_data.head()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1698,7 +2276,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.5.2"
   },
   "toc": {
    "base_numbering": 1,
@@ -1709,9 +2287,14 @@
    "title_cell": "Table of Contents",
    "title_sidebar": "Contents",
    "toc_cell": false,
-   "toc_position": {},
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "264.6px"
+   },
    "toc_section_display": true,
-   "toc_window_display": false
+   "toc_window_display": true
   }
  },
  "nbformat": 4,