├── README.md ├── bankloan.csv └── 逻辑回归违约预测.py /README.md: -------------------------------------------------------------------------------- 1 | # LogisticRegression 2 | 逻辑回归预测违约可能 3 | -------------------------------------------------------------------------------- /bankloan.csv: -------------------------------------------------------------------------------- 1 | ID,年龄,教育,工龄,地址,收入,负债率,信用卡负债,其他负债,违约 2 | ID_001,41,大专,17,12,176,9.3,11.359392,5.008608,是 3 | ID_002,27,未完成高中,10,6,31,17.3,1.362202,4.000798,否 4 | ID_003,40,未完成高中,15,14,55,5.5,0.856075,2.168925,否 5 | ID_004,41,未完成高中,15,14,120,2.9,2.65872,0.82128,否 6 | ID_005,24,高中,2,0,28,17.3,1.787436,3.056564,是 7 | ID_006,41,高中,5,5,25,10.2,0.3927,2.1573,否 8 | ID_007,39,未完成高中,20,9,67,30.6,3.833874,16.668126,否 9 | ID_008,43,未完成高中,12,11,38,3.6,0.128592,1.239408,否 10 | ID_009,24,未完成高中,3,4,19,24.4,1.358348,3.277652,是 11 | ID_010,36,未完成高中,0,13,25,19.7,2.7777,2.1473,否 12 | ID_011,27,未完成高中,0,1,16,1.7,0.182512,0.089488,否 13 | ID_012,25,未完成高中,4,0,23,5.2,0.252356,0.943644,否 14 | ID_013,52,未完成高中,24,14,64,10,3.9296,2.4704,否 15 | ID_014,37,未完成高中,6,9,29,16.3,1.715901,3.011099,否 16 | ID_015,48,未完成高中,22,15,100,9.1,3.7037,5.3963,否 17 | ID_016,36,高中,9,6,49,8.6,0.817516,3.396484,是 18 | ID_017,36,高中,13,6,41,16.4,2.918216,3.805784,是 19 | ID_018,43,未完成高中,23,19,72,7.6,1.181952,4.290048,否 20 | ID_019,39,未完成高中,6,9,61,5.7,0.563274,2.913726,否 21 | ID_020,41,大专,0,21,26,1.7,0.099008,0.342992,否 22 | ID_021,39,未完成高中,22,3,52,3.2,1.154816,0.509184,否 23 | ID_022,47,未完成高中,17,21,43,5.6,0.587552,1.820448,否 24 | ID_023,28,未完成高中,3,6,26,10,0.4316,2.1684,否 25 | ID_024,29,未完成高中,8,6,27,9.8,0.402192,2.243808,否 26 | ID_025,21,高中,1,2,16,18,0.24192,2.63808,是 27 | ID_026,25,大学,0,2,32,17.6,2.14016,3.49184,否 28 | ID_027,45,高中,9,26,69,6.7,0.707319,3.915681,否 29 | ID_028,43,未完成高中,25,21,64,16.7,0.951232,9.736768,否 30 | ID_029,33,高中,12,8,58,18.4,3.084208,7.587792,否 31 | ID_030,26,大专,2,1,37,14.2,0.204906,5.049094,否 32 | ID_031,45,未完成高中,3,15,20,2.1,0.105,0.315,否 33 | ID_032,30,未完成高中,1,10,22,10.5,1.13883,1.17117,否 34 | ID_033,27,大专,2,7,26,6,0.72228,0.83772,否 35 | ID_034,25,未完成高中,8,4,27,14.4,1.018656,2.869344,否 36 | ID_035,25,未完成高中,8,1,35,2.9,0.07714,0.93786,否 37 | ID_036,26,高中,6,7,45,26,6.0489,5.6511,否 38 | ID_037,30,高中,10,4,22,16.1,1.409716,2.132284,否 39 | ID_038,32,高中,12,1,54,14.4,3.195936,4.580064,否 40 | ID_039,28,高中,1,8,24,17.1,1.337904,2.766096,是 41 | ID_040,45,未完成高中,23,5,50,4.2,0.5586,1.5414,否 42 | ID_041,23,未完成高中,7,2,31,6.6,0.33759,1.70841,否 43 | ID_042,34,未完成高中,17,3,59,8,1.80776,2.91224,否 44 | ID_043,42,高中,7,23,41,4.6,0.941114,0.944886,否 45 | ID_044,39,未完成高中,19,5,48,13.1,1.930416,4.357584,否 46 | ID_045,26,未完成高中,0,0,14,7.5,0.3024,0.7476,是 47 | ID_046,21,高中,0,1,16,6.8,0.150144,0.937856,否 48 | ID_047,35,未完成高中,13,15,35,4.5,0.43155,1.14345,否 49 | ID_048,47,未完成高中,4,2,26,10.4,0.12168,2.58232,否 50 | ID_049,23,高中,0,2,21,11.4,0.775656,1.618344,是 51 | ID_050,35,未完成高中,18,2,42,7.4,0.205128,2.902872,否 52 | ID_051,34,未完成高中,2,11,25,12.6,0.5733,2.5767,是 53 | ID_052,46,未完成高中,1,12,20,14,0.8092,1.9908,否 54 | ID_053,46,未完成高中,16,18,52,12.9,3.032016,3.675984,是 55 | ID_054,38,大专,3,18,25,3.7,0.311725,0.613275,否 56 | ID_055,40,高中,3,2,28,9.5,0.55328,2.10672,否 57 | ID_056,37,未完成高中,1,3,24,15.1,1.801128,1.822872,是 58 | ID_057,35,未完成高中,9,1,34,5,0.3978,1.3022,否 59 | ID_058,39,高中,16,13,69,2.4,1.061496,0.594504,否 60 | ID_059,40,大专,18,6,100,2.5,1.485,1.015,否 61 | ID_060,50,大专,10,20,80,12.2,2.47904,7.28096,否 62 | ID_061,31,未完成高中,9,10,28,2.4,0.047712,0.624288,否 63 | ID_062,29,未完成高中,13,1,42,7.4,1.457652,1.650348,是 64 | ID_063,37,未完成高中,4,0,23,12.4,0.86986,1.98214,否 65 | ID_064,33,高中,4,9,55,7,2.15985,1.69015,否 66 | ID_065,26,高中,5,7,28,7.8,1.024296,1.159704,否 67 | ID_066,32,高中,11,6,75,23.3,7.7589,9.7161,是 68 | ID_067,28,高中,2,3,23,6.4,0.186944,1.285056,是 69 | ID_068,39,未完成高中,19,8,46,9.1,2.515786,1.670214,否 70 | ID_069,28,高中,8,3,31,8.2,1.492154,1.049846,是 71 | ID_070,29,未完成高中,1,2,20,18.6,0.56916,3.15084,是 72 | ID_071,34,高中,3,8,21,23.1,1.401939,3.449061,否 73 | ID_072,28,高中,5,9,34,23.8,3.099236,4.992764,否 74 | ID_073,47,未完成高中,26,21,100,12.8,4.5824,8.2176,否 75 | ID_074,43,大学,1,5,26,10.6,1.518556,1.237444,否 76 | ID_075,41,未完成高中,13,10,44,1.7,0.07106,0.67694,否 77 | ID_076,47,未完成高中,13,25,51,23.8,3.738504,8.399496,否 78 | ID_077,24,未完成高中,2,1,21,0.6,0.025074,0.100926,否 79 | ID_078,29,未完成高中,1,9,17,6.7,0.157182,0.981818,否 80 | ID_079,33,未完成高中,14,2,37,2.6,0.199134,0.762866,否 81 | ID_080,36,未完成高中,15,10,39,3.2,0.6864,0.5616,否 82 | ID_081,26,未完成高中,4,3,27,10.5,2.47212,0.36288,是 83 | ID_082,31,未完成高中,11,12,45,17,2.7387,4.9113,否 84 | ID_083,37,未完成高中,7,3,32,19.6,2.69696,3.57504,否 85 | ID_084,35,大学,4,16,29,11,1.84382,1.34618,否 86 | ID_085,26,未完成高中,4,3,20,5.4,0.3186,0.7614,否 87 | ID_086,40,未完成高中,10,15,45,18.8,2.01348,6.44652,否 88 | ID_087,29,高中,5,4,36,12.4,3.490848,0.973152,是 89 | ID_088,37,大专,5,17,29,24.6,1.405398,5.728602,否 90 | ID_089,32,未完成高中,12,12,28,2.9,0.116116,0.695884,否 91 | ID_090,23,高中,0,1,17,27.7,2.043706,2.665294,是 92 | ID_091,32,未完成高中,3,10,23,6.2,0.052762,1.373238,否 93 | ID_092,25,未完成高中,1,6,15,11.4,0.37107,1.33893,是 94 | ID_093,38,未完成高中,5,5,54,10.6,1.499688,4.224312,否 95 | ID_094,32,高中,0,6,18,5.8,0.296496,0.747504,是 96 | ID_095,41,大专,2,0,15,26.3,1.960665,1.984335,是 97 | ID_096,36,未完成高中,17,6,54,4.4,0.727056,1.648944,否 98 | ID_097,42,大专,13,0,82,3.3,1.315116,1.390884,否 99 | ID_098,41,未完成高中,14,8,52,7.3,0.926224,2.869776,否 100 | ID_099,29,高中,4,9,19,6.3,0.681093,0.515907,否 101 | ID_100,38,大专,4,6,31,9.3,1.331946,1.551054,是 102 | ID_101,39,未完成高中,22,9,113,2.6,0.987168,1.950832,否 103 | ID_102,36,未完成高中,6,9,26,8.3,0.030212,2.127788,否 104 | ID_103,33,未完成高中,8,7,27,5.8,0.776736,0.789264,否 105 | ID_104,42,高中,21,11,121,3.1,1.365364,2.385636,否 106 | ID_105,41,高中,22,17,75,23.6,9.8766,7.8234,否 107 | ID_106,40,未完成高中,8,17,28,3.6,0.53424,0.47376,否 108 | ID_107,53,未完成高中,9,18,50,11.2,2.016,3.584,是 109 | ID_108,28,未完成高中,4,7,26,13.5,1.29519,2.21481,否 110 | ID_109,36,高中,12,13,60,7.9,1.72062,3.01938,否 111 | ID_110,34,高中,9,13,45,10.1,1.11807,3.42693,否 112 | ID_111,45,大专,2,5,39,4.9,0.45864,1.45236,否 113 | ID_112,38,未完成高中,6,0,41,8.9,0.266377,3.382623,否 114 | ID_113,21,大专,0,2,24,7.7,0.833448,1.014552,否 115 | ID_114,42,未完成高中,12,11,51,21.4,2.411994,8.502006,否 116 | ID_115,52,未完成高中,16,25,64,8.6,1.865856,3.638144,否 117 | ID_116,25,高中,4,6,33,5.2,0.552552,1.163448,否 118 | ID_117,34,高中,9,9,65,6.2,2.10769,1.92231,否 119 | ID_118,40,高中,15,16,73,3.4,1.032512,1.449488,否 120 | ID_119,31,高中,0,4,27,12.8,1.08864,2.36736,是 121 | ID_120,25,未完成高中,1,0,20,6.7,0.47168,0.86832,是 122 | ID_121,45,未完成高中,12,19,37,9.5,1.34273,2.17227,否 123 | ID_122,23,未完成高中,3,0,19,8.4,0.2793,1.3167,是 124 | ID_123,34,大学,6,3,27,35.3,1.982448,7.548552,是 125 | ID_124,31,未完成高中,2,4,22,12.7,1.092454,1.701546,是 126 | ID_125,28,未完成高中,5,9,22,2.8,0.140448,0.475552,否 127 | ID_126,41,未完成高中,7,11,43,4.4,0.694364,1.197636,否 128 | ID_127,39,高中,7,2,68,13,1.0166,7.8234,是 129 | ID_128,29,高中,9,3,36,1.4,0.127008,0.376992,否 130 | ID_129,21,未完成高中,5,1,25,9,0.36675,1.88325,否 131 | ID_130,41,高中,19,2,68,5.8,1.506608,2.437392,否 132 | ID_131,26,大学,1,7,27,2.9,0.311634,0.471366,否 133 | ID_132,33,未完成高中,5,10,18,12.9,0.984528,1.337472,否 134 | ID_133,45,高中,18,19,35,17.4,0.5481,5.5419,否 135 | ID_134,39,未完成高中,17,20,60,13.7,2.44956,5.77044,否 136 | ID_135,24,未完成高中,7,2,21,6.3,0.519939,0.803061,否 137 | ID_136,29,高中,6,7,57,2.2,0.452694,0.801306,否 138 | ID_137,27,高中,1,0,23,12.4,0.2852,2.5668,否 139 | ID_138,40,未完成高中,13,2,28,5.9,0.964768,0.687232,否 140 | ID_139,29,未完成高中,8,10,24,6.7,0.469536,1.138464,否 141 | ID_140,29,高中,4,3,37,6.6,1.15995,1.28205,是 142 | ID_141,24,未完成高中,0,2,16,16,1.00864,1.55136,是 143 | ID_142,27,未完成高中,9,6,45,17.8,2.85156,5.15844,是 144 | ID_143,41,大专,16,22,135,4.4,1.2771,4.6629,否 145 | ID_144,31,未完成高中,11,8,25,9.1,0.14105,2.13395,否 146 | ID_145,41,未完成高中,16,17,68,5.4,0.447984,3.224016,否 147 | ID_146,42,高中,5,3,41,3.4,0.35547,1.03853,否 148 | ID_147,28,大学,1,3,26,12.4,0.377208,2.846792,否 149 | ID_148,30,大学,2,8,25,10,1.77,0.73,否 150 | ID_149,30,未完成高中,11,1,33,8.4,0.681912,2.090088,否 151 | ID_150,31,未完成高中,8,4,44,8,1.72128,1.79872,否 152 | ID_151,45,高中,15,14,51,18.1,1.550808,7.680192,否 153 | ID_152,43,未完成高中,13,23,76,6.1,2.151104,2.484896,是 154 | ID_153,36,未完成高中,4,10,23,16.3,1.327146,2.421854,否 155 | ID_154,28,未完成高中,8,6,30,7.2,0.61344,1.54656,否 156 | ID_155,27,高中,3,5,33,13.2,1.6335,2.7225,否 157 | ID_156,36,大专,13,3,39,19.2,2.800512,4.687488,否 158 | ID_157,33,未完成高中,12,11,32,11.3,2.104512,1.511488,否 159 | ID_158,54,未完成高中,9,2,28,14.8,1.558144,2.585856,是 160 | ID_159,33,未完成高中,9,4,29,13.8,1.348674,2.653326,是 161 | ID_160,31,未完成高中,9,5,26,4.5,0.31005,0.85995,否 162 | ID_161,21,未完成高中,4,0,26,8.9,1.420796,0.893204,否 163 | ID_162,28,大专,5,9,44,8.7,0.773256,3.054744,否 164 | ID_163,31,高中,2,1,26,6.8,0.28288,1.48512,是 165 | ID_164,32,未完成高中,8,6,26,4.1,0.326196,0.739804,否 166 | ID_165,35,高中,1,8,24,12.5,0.591,2.409,是 167 | ID_166,40,高中,13,11,102,18.9,6.226794,13.051206,是 168 | ID_167,22,未完成高中,4,2,24,15.6,1.636128,2.107872,是 169 | ID_168,39,未完成高中,4,9,38,6.5,1.17819,1.29181,否 170 | ID_169,41,大学,14,3,44,1.7,0.353056,0.394944,否 171 | ID_170,34,未完成高中,16,9,79,4,1.73484,1.42516,否 172 | ID_171,29,未完成高中,7,9,22,9.7,0.550572,1.583428,否 173 | ID_172,31,未完成高中,4,10,28,11.3,0.291088,2.872912,否 174 | ID_173,32,未完成高中,1,0,20,4.8,0.31488,0.64512,是 175 | ID_174,32,未完成高中,14,7,73,8.8,3.751616,2.672384,否 176 | ID_175,33,未完成高中,6,14,21,7.5,0.567,1.008,否 177 | ID_176,26,未完成高中,6,0,22,10.3,0.720588,1.545412,否 178 | ID_177,21,未完成高中,1,1,18,17.3,0.158814,2.955186,否 179 | ID_178,28,高中,7,2,34,7,0.35938,2.02062,否 180 | ID_179,37,未完成高中,13,5,24,8.9,0.602352,1.533648,否 181 | ID_180,33,高中,2,14,35,22.9,2.123975,5.891025,是 182 | ID_181,39,未完成高中,12,10,46,5,0.5612,1.7388,否 183 | ID_182,40,高中,8,19,57,5.6,0.8778,2.3142,否 184 | ID_183,45,大专,16,21,80,3,0.912,1.488,否 185 | ID_184,27,未完成高中,10,6,34,6.5,0.85085,1.35915,否 186 | ID_185,28,大学,0,7,29,24.2,1.424654,5.593346,否 187 | ID_186,39,未完成高中,13,9,27,8,0.96552,1.19448,否 188 | ID_187,40,未完成高中,14,21,43,15,2.79285,3.65715,是 189 | ID_188,27,未完成高中,11,8,56,16.9,4.63736,4.82664,否 190 | ID_189,36,未完成高中,1,4,16,9.3,0.433008,1.054992,否 191 | ID_190,55,未完成高中,19,2,78,15.6,4.404816,7.763184,否 192 | ID_191,27,高中,4,3,22,13.2,1.086096,1.817904,是 193 | ID_192,30,未完成高中,1,8,17,11,0.74613,1.12387,否 194 | ID_193,36,未完成高中,10,0,28,11.2,0.81536,2.32064,是 195 | ID_194,31,未完成高中,1,6,21,2.5,0.2772,0.2478,是 196 | ID_195,33,高中,13,2,40,7.2,0.18144,2.69856,否 197 | ID_196,30,未完成高中,4,0,33,4.2,0.500346,0.885654,否 198 | ID_197,24,未完成高中,1,0,18,5.9,0.23895,0.82305,是 199 | ID_198,33,大学,9,10,28,4.3,0.376852,0.827148,否 200 | ID_199,50,未完成高中,8,27,47,6.9,0.398889,2.844111,否 201 | ID_200,31,高中,6,6,32,23.1,3.341184,4.050816,是 202 | ID_201,28,未完成高中,3,7,19,4.1,0.260965,0.518035,否 203 | ID_202,44,大专,8,10,88,6.1,0.284504,5.083496,是 204 | ID_203,48,大学,3,23,45,9.8,0.97461,3.43539,否 205 | ID_204,36,高中,0,17,30,9.7,0.32883,2.58117,否 206 | ID_205,29,大专,7,1,63,5.5,0.571725,2.893275,否 207 | ID_206,40,大专,17,11,116,6,2.56128,4.39872,否 208 | ID_207,33,未完成高中,7,6,26,6,0.54288,1.01712,否 209 | ID_208,26,高中,6,6,30,1,0.1437,0.1563,否 210 | ID_209,36,未完成高中,14,11,81,7.2,1.784592,4.047408,否 211 | ID_210,26,高中,6,0,35,1.9,0.085785,0.579215,否 212 | ID_211,40,大专,16,6,116,12.1,1.61414,12.42186,否 213 | ID_212,44,未完成高中,5,3,48,9,1.96992,2.35008,是 214 | ID_213,29,大专,1,10,30,4.5,0.27945,1.07055,否 215 | ID_214,35,大专,5,3,37,5.4,0.581418,1.416582,是 216 | ID_215,34,未完成高中,16,3,75,10.4,3.9546,3.8454,否 217 | ID_216,34,大专,12,8,47,6.7,1.300537,1.848463,否 218 | ID_217,46,未完成高中,14,25,35,10.2,1.34946,2.22054,否 219 | ID_218,41,高中,21,22,145,12.2,3.23727,14.45273,否 220 | ID_219,27,高中,7,8,30,4,0.4476,0.7524,是 221 | ID_220,27,大学,0,6,70,8,1.6184,3.9816,是 222 | ID_221,28,未完成高中,11,6,24,2.4,0.107136,0.468864,否 223 | ID_222,48,大专,0,27,19,10.8,0.849528,1.202472,否 224 | ID_223,48,大专,17,26,113,12,3.37644,10.18356,否 225 | ID_224,29,大专,5,6,70,19.9,3.17604,10.75396,是 226 | ID_225,43,高中,9,5,60,20.4,4.0392,8.2008,是 227 | ID_226,23,未完成高中,5,2,17,7.9,0.302175,1.040825,否 228 | ID_227,29,高中,10,8,44,18.1,3.70326,4.26074,否 229 | ID_228,40,大学,5,6,75,1.9,0.884925,0.540075,否 230 | ID_229,22,高中,0,3,20,5.6,0.2072,0.9128,否 231 | ID_230,23,未完成高中,7,3,22,14.4,0.849024,2.318976,否 232 | ID_231,46,大专,9,10,60,15.3,1.6065,7.5735,否 233 | ID_232,55,未完成高中,3,11,40,8,0.5632,2.6368,是 234 | ID_233,38,高中,8,16,38,0.6,0.029412,0.198588,否 235 | ID_234,35,高中,5,1,33,2.8,0.103488,0.820512,否 236 | ID_235,30,未完成高中,11,9,27,0.9,0.073872,0.169128,否 237 | ID_236,24,未完成高中,7,0,18,6.5,0.5265,0.6435,否 238 | ID_237,26,高中,4,3,28,9.5,0.2261,2.4339,否 239 | ID_238,32,高中,2,11,15,9.1,0.118755,1.246245,是 240 | ID_239,37,高中,11,4,75,3.5,0.632625,1.992375,否 241 | ID_240,39,未完成高中,6,19,42,19.9,2.540832,5.817168,是 242 | ID_241,30,高中,4,4,21,18.3,0.491904,3.351096,否 243 | ID_242,30,未完成高中,10,11,39,9.5,2.056275,1.648725,否 244 | ID_243,32,高中,7,10,32,4.3,0.43344,0.94256,否 245 | ID_244,54,大专,21,20,118,14.4,9.60048,7.39152,否 246 | ID_245,27,大专,3,4,35,13.3,1.60132,3.05368,否 247 | ID_246,31,未完成高中,12,4,31,23.7,2.05716,5.28984,否 248 | ID_247,39,未完成高中,15,16,39,1.8,0.139698,0.562302,否 249 | ID_248,31,未完成高中,5,3,25,14.1,1.17735,2.34765,否 250 | ID_249,35,未完成高中,15,11,40,18.5,1.2136,6.1864,否 251 | ID_250,35,高中,10,16,98,13.3,4.874716,8.159284,否 252 | ID_251,46,高中,22,17,144,11.1,3.324672,12.659328,否 253 | ID_252,33,未完成高中,13,3,52,21.3,2.71362,8.36238,是 254 | ID_253,35,高中,13,3,105,1.9,1.418445,0.576555,否 255 | ID_254,35,高中,1,1,21,7.9,0.369957,1.289043,否 256 | ID_255,38,未完成高中,5,13,21,9,0.44982,1.44018,否 257 | ID_256,41,未完成高中,19,1,96,7.8,2.253888,5.234112,否 258 | ID_257,38,未完成高中,18,19,44,4.5,0.60588,1.37412,否 259 | ID_258,34,大专,2,14,39,13.2,1.142856,4.005144,否 260 | ID_259,51,大专,16,25,82,4.4,2.604976,1.003024,否 261 | ID_260,34,高中,10,2,33,9.5,0.573705,2.561295,否 262 | ID_261,47,未完成高中,15,1,30,24.5,2.21235,5.13765,否 263 | ID_262,34,高中,8,6,78,5.4,2.156544,2.055456,否 264 | ID_263,27,高中,8,7,18,11.9,0.400554,1.741446,否 265 | ID_264,52,未完成高中,9,11,24,19.2,0.801792,3.806208,是 266 | ID_265,39,未完成高中,9,6,35,5,0.23275,1.51725,否 267 | ID_266,33,未完成高中,7,0,22,6.4,0.630784,0.777216,否 268 | ID_267,34,未完成高中,0,1,21,7.2,0.187488,1.324512,否 269 | ID_268,31,大专,9,7,59,14.6,3.109654,5.504346,是 270 | ID_269,28,未完成高中,2,9,16,15.2,0.870656,1.561344,否 271 | ID_270,39,未完成高中,19,16,45,3.7,0.91575,0.74925,否 272 | ID_271,51,高中,22,23,120,7.6,4.14048,4.97952,否 273 | ID_272,22,未完成高中,4,1,16,1.2,0.08448,0.10752,否 274 | ID_273,27,大专,6,4,26,10.4,0.930176,1.773824,否 275 | ID_274,32,未完成高中,16,10,38,21,0.69426,7.28574,否 276 | ID_275,28,高中,6,7,38,7.2,0.774288,1.961712,否 277 | ID_276,27,高中,1,0,20,10.3,0.37698,1.68302,是 278 | ID_277,26,高中,2,6,24,13.6,1.576512,1.687488,是 279 | ID_278,32,未完成高中,14,0,36,2.4,0.273024,0.590976,否 280 | ID_279,30,未完成高中,0,11,17,3.7,0.44659,0.18241,是 281 | ID_280,39,未完成高中,13,1,38,8.9,1.897302,1.484698,否 282 | ID_281,31,未完成高中,11,6,28,4.8,0.345408,0.998592,是 283 | ID_282,34,未完成高中,15,2,39,24.7,4.373382,5.259618,是 284 | ID_283,31,未完成高中,8,3,41,12.6,0.134316,5.031684,否 285 | ID_284,29,高中,1,7,25,10.4,0.5694,2.0306,否 286 | ID_285,29,未完成高中,9,0,25,13.9,1.0703,2.4047,否 287 | ID_286,35,高中,9,16,30,7.6,0.6498,1.6302,否 288 | ID_287,29,未完成高中,11,7,32,6,0.92736,0.99264,否 289 | ID_288,38,高中,2,16,22,22.7,1.208548,3.785452,是 290 | ID_289,35,未完成高中,16,15,36,3.4,0.178704,1.045296,否 291 | ID_290,29,未完成高中,11,5,36,6.1,0.709308,1.486692,否 292 | ID_291,23,高中,3,4,34,4.4,0.2618,1.2342,否 293 | ID_292,33,大学,9,8,32,5.5,0.49632,1.26368,否 294 | ID_293,51,高中,19,25,159,2.8,1.06848,3.38352,否 295 | ID_294,24,未完成高中,4,2,21,2.6,0.099372,0.446628,否 296 | ID_295,31,未完成高中,10,12,49,9.8,3.236548,1.565452,是 297 | ID_296,45,未完成高中,10,14,52,5.4,0.932256,1.875744,否 298 | ID_297,29,未完成高中,3,1,17,9,0.46971,1.06029,否 299 | ID_298,34,未完成高中,0,10,20,17.1,2.04858,1.37142,否 300 | ID_299,25,高中,4,5,27,5,0.54945,0.80055,是 301 | ID_300,37,未完成高中,20,2,56,1.9,0.54264,0.52136,否 302 | ID_301,47,未完成高中,29,18,129,25.3,20.56131,12.07569,是 303 | ID_302,43,高中,6,24,54,9.6,0.62208,4.56192,否 304 | ID_303,47,未完成高中,22,19,81,5.5,1.50579,2.94921,否 305 | ID_304,24,未完成高中,6,2,21,5.2,0.108108,0.983892,否 306 | ID_305,27,大专,5,1,75,6.3,2.206575,2.518425,否 307 | ID_306,25,未完成高中,9,4,18,1.2,0.06588,0.15012,否 308 | ID_307,36,大专,11,12,44,14.7,0.446292,6.021708,否 309 | ID_308,39,未完成高中,16,20,57,19.4,1.559178,9.498822,否 310 | ID_309,26,未完成高中,10,1,25,7.1,1.3064,0.4686,否 311 | ID_310,41,未完成高中,4,19,25,10.1,1.0605,1.4645,否 312 | ID_311,39,未完成高中,19,15,60,27.1,9.5934,6.6666,是 313 | ID_312,37,未完成高中,18,8,54,12.1,4.593402,1.940598,否 314 | ID_313,29,未完成高中,2,0,14,14.4,0.586656,1.429344,是 315 | ID_314,42,未完成高中,6,9,31,11.6,1.02486,2.57114,否 316 | ID_315,31,大学,1,6,29,11.1,1.065489,2.153511,否 317 | ID_316,36,未完成高中,4,15,17,17.3,0.520557,2.420443,否 318 | ID_317,39,未完成高中,16,4,52,20,4.16,6.24,否 319 | ID_318,23,大学,0,2,23,6.7,0.468464,1.072536,否 320 | ID_319,39,未完成高中,4,15,33,7,0.39732,1.91268,否 321 | ID_320,27,大专,4,1,40,3.1,0.28396,0.95604,是 322 | ID_321,24,未完成高中,8,4,24,5,0.3816,0.8184,否 323 | ID_322,27,大专,3,4,45,11,0.29205,4.65795,是 324 | ID_323,41,未完成高中,16,22,49,1.6,0.4312,0.3528,否 325 | ID_324,38,未完成高中,0,8,23,8.1,0.897966,0.965034,是 326 | ID_325,40,高中,5,12,35,16.4,1.58424,4.15576,是 327 | ID_326,54,未完成高中,25,12,120,26.5,14.5962,17.2038,是 328 | ID_327,40,未完成高中,12,6,89,17.4,2.771994,12.714006,否 329 | ID_328,40,未完成高中,2,4,32,3.7,0.853664,0.330336,否 330 | ID_329,29,未完成高中,1,8,31,8,0.15624,2.32376,否 331 | ID_330,30,未完成高中,8,6,23,12,0.76176,1.99824,否 332 | ID_331,29,未完成高中,1,1,18,1.1,0.029898,0.168102,否 333 | ID_332,29,大专,3,3,50,2.4,0.2592,0.9408,是 334 | ID_333,28,大学,2,4,41,2.5,0.4592,0.5658,是 335 | ID_334,28,大学,0,5,38,10.4,0.636272,3.315728,否 336 | ID_335,39,高中,16,9,89,14.3,5.001711,7.725289,否 337 | ID_336,32,未完成高中,11,2,53,3.3,0.089199,1.659801,否 338 | ID_337,36,高中,7,16,43,15.4,2.6488,3.9732,否 339 | ID_338,39,未完成高中,20,12,39,8.2,0.773916,2.424084,否 340 | ID_339,28,大专,6,8,47,19.8,5.574294,3.731706,是 341 | ID_340,28,未完成高中,4,2,28,14.2,0.43736,3.53864,是 342 | ID_341,46,未完成高中,6,19,31,12.2,1.98555,1.79645,否 343 | ID_342,30,高中,4,8,15,6.5,0.350025,0.624975,否 344 | ID_343,39,高中,15,19,32,4.9,0.421792,1.146208,否 345 | ID_344,40,大专,5,3,220,16,8.1664,27.0336,是 346 | ID_345,44,高中,18,4,74,13.4,4.521696,5.394304,否 347 | ID_346,30,未完成高中,0,8,19,16.6,0.624492,2.529508,是 348 | ID_347,24,高中,3,0,19,4.3,0.358663,0.458337,否 349 | ID_348,32,未完成高中,10,13,32,11.3,1.167968,2.448032,否 350 | ID_349,29,高中,3,8,15,2.6,0.14664,0.24336,否 351 | ID_350,40,高中,2,1,36,3.8,0.277704,1.090296,否 352 | ID_351,41,高中,8,21,43,0.7,0.085785,0.215215,否 353 | ID_352,22,未完成高中,1,3,17,18.6,0.80631,2.35569,否 354 | ID_353,38,未完成高中,10,8,34,1.2,0.036312,0.371688,否 355 | ID_354,37,高中,6,13,62,8.5,1.18575,4.08425,否 356 | ID_355,41,大专,18,6,71,15.7,6.565583,4.581417,是 357 | ID_356,41,大专,7,6,56,14.5,0.37352,7.74648,是 358 | ID_357,39,未完成高中,2,15,22,23.1,1.915914,3.166086,是 359 | ID_358,24,高中,0,2,15,16.1,0.321195,2.093805,是 360 | ID_359,32,大专,9,10,51,23,2.68617,9.04383,否 361 | ID_360,21,大专,0,1,26,7.7,1.529528,0.472472,否 362 | ID_361,29,未完成高中,13,7,27,2.3,0.068931,0.552069,否 363 | ID_362,35,高中,14,3,82,0.8,0.468384,0.187616,否 364 | ID_363,29,未完成高中,6,7,21,18.1,1.109892,2.691108,否 365 | ID_364,41,高中,2,22,30,6.7,0.11256,1.89744,否 366 | ID_365,37,未完成高中,0,18,18,12.9,1.583604,0.738396,是 367 | ID_366,32,高中,3,13,47,1.9,0.42864,0.46436,否 368 | ID_367,36,研究生,5,12,20,8.1,0.729,0.891,否 369 | ID_368,39,高中,18,9,44,2.1,0.367752,0.556248,否 370 | ID_369,36,未完成高中,18,9,67,11.2,5.245296,2.258704,否 371 | ID_370,46,大专,22,4,99,2.3,0.826551,1.450449,否 372 | ID_371,34,未完成高中,13,11,51,9.6,1.875168,3.020832,否 373 | ID_372,27,未完成高中,7,4,26,9.1,0.641186,1.724814,否 374 | ID_373,43,未完成高中,8,11,45,3.3,0.67716,0.80784,否 375 | ID_374,33,未完成高中,14,8,72,41.3,15.01668,14.71932,是 376 | ID_375,39,高中,20,17,101,1.4,0.340774,1.073226,否 377 | ID_376,29,未完成高中,1,4,17,2.5,0.13175,0.29325,否 378 | ID_377,34,大学,7,15,40,6.4,0.94976,1.61024,否 379 | ID_378,26,未完成高中,1,0,21,4.9,0.608139,0.420861,否 380 | ID_379,31,未完成高中,15,2,60,4.8,0.80352,2.07648,否 381 | ID_380,26,未完成高中,10,6,24,2.7,0.31104,0.33696,否 382 | ID_381,28,未完成高中,12,7,45,7.7,1.853775,1.611225,否 383 | ID_382,48,未完成高中,13,20,50,30.8,6.1138,9.2862,是 384 | ID_383,39,高中,2,12,46,16,4.00384,3.35616,是 385 | ID_384,37,未完成高中,3,3,25,3.7,0.27565,0.64935,否 386 | ID_385,52,研究生,9,0,70,9.4,1.32916,5.25084,是 387 | ID_386,48,未完成高中,3,11,27,21.3,1.403244,4.347756,否 388 | ID_387,26,未完成高中,7,3,22,5.1,0.208692,0.913308,否 389 | ID_388,46,研究生,15,0,126,3.1,0.476532,3.429468,否 390 | ID_389,31,未完成高中,7,10,23,4.9,0.2254,0.9016,否 391 | ID_390,34,未完成高中,13,8,56,6.1,0.864248,2.551752,否 392 | ID_391,40,未完成高中,22,4,95,3.6,0.6327,2.7873,否 393 | ID_392,24,大专,2,5,16,6.4,0.270336,0.753664,是 394 | ID_393,33,未完成高中,2,14,44,3.1,0.52514,0.83886,否 395 | ID_394,53,大学,5,29,78,17.3,6.935916,6.558084,是 396 | ID_395,47,大专,9,1,52,20.1,2.539836,7.912164,是 397 | ID_396,35,未完成高中,5,5,32,13,0.17472,3.98528,否 398 | ID_397,34,未完成高中,14,8,28,17,1.13764,3.62236,否 399 | ID_398,49,未完成高中,11,5,39,10.1,2.457936,1.481064,否 400 | ID_399,26,高中,0,7,28,9.3,1.270752,1.333248,否 401 | ID_400,23,未完成高中,2,2,16,9.6,0.804864,0.731136,是 402 | ID_401,23,高中,0,4,21,8.7,0.454923,1.372077,否 403 | ID_402,38,高中,4,13,56,1.6,0.441728,0.454272,否 404 | ID_403,28,高中,5,2,37,8.3,1.123986,1.947014,否 405 | ID_404,30,大专,0,8,65,29.7,3.89961,15.40539,是 406 | ID_405,34,未完成高中,18,10,34,15.4,2.099636,3.136364,否 407 | ID_406,50,高中,16,14,71,11.1,1.662891,6.218109,否 408 | ID_407,29,未完成高中,12,2,40,6.7,1.63212,1.04788,否 409 | ID_408,42,大专,0,9,64,6.6,0.278784,3.945216,否 410 | ID_409,31,未完成高中,13,12,27,5,0.2376,1.1124,否 411 | ID_410,39,未完成高中,10,4,31,4.8,0.184512,1.303488,否 412 | ID_411,45,高中,21,26,132,3,2.55816,1.40184,否 413 | ID_412,45,未完成高中,22,24,91,11.7,1.256346,9.390654,否 414 | ID_413,36,未完成高中,14,17,53,5.7,1.888125,1.132875,否 415 | ID_414,25,大学,0,6,24,12.1,1.5972,1.3068,是 416 | ID_415,29,高中,1,7,29,21.2,2.330092,3.817908,是 417 | ID_416,30,高中,8,4,56,6.4,0.333312,3.250688,否 418 | ID_417,31,未完成高中,1,1,24,4.5,0.21708,0.86292,否 419 | ID_418,43,未完成高中,4,2,29,4.6,0.05336,1.28064,否 420 | ID_419,32,高中,11,4,57,23.8,5.439966,8.126034,是 421 | ID_420,47,未完成高中,19,7,50,30.1,3.17555,11.87445,否 422 | ID_421,46,未完成高中,1,15,21,14.8,1.376844,1.731156,是 423 | ID_422,43,高中,16,10,83,4.1,0.258628,3.144372,否 424 | ID_423,48,未完成高中,3,7,24,7,0.7644,0.9156,否 425 | ID_424,30,大专,8,7,61,2.8,0.549976,1.158024,否 426 | ID_425,23,大学,0,4,32,18.4,0.818432,5.069568,是 427 | ID_426,36,大学,8,0,32,1.6,0.024576,0.487424,否 428 | ID_427,20,大专,0,1,17,2.3,0.043792,0.347208,否 429 | ID_428,43,未完成高中,16,7,89,0.4,0.159488,0.196512,否 430 | ID_429,23,未完成高中,2,1,25,4.5,0.12375,1.00125,是 431 | ID_430,41,未完成高中,21,2,76,20.5,6.94868,8.63132,否 432 | ID_431,34,未完成高中,12,5,68,25.1,7.817144,9.250856,是 433 | ID_432,50,未完成高中,11,5,36,4.8,0.834624,0.893376,否 434 | ID_433,40,未完成高中,9,4,64,6.6,0.789888,3.434112,否 435 | ID_434,29,高中,0,8,22,12.9,1.038708,1.799292,是 436 | ID_435,39,高中,9,16,56,18.7,4.76476,5.70724,否 437 | ID_436,24,高中,1,2,42,5.7,0.8379,1.5561,否 438 | ID_437,27,未完成高中,0,5,16,1.1,0.130416,0.045584,否 439 | ID_438,40,大专,18,14,157,6.6,3.326202,7.035798,否 440 | ID_439,32,高中,8,2,45,3.7,0.98235,0.68265,否 441 | ID_440,39,高中,16,12,53,3.7,0.694194,1.266806,否 442 | ID_441,40,未完成高中,22,1,100,14.6,5.402,9.198,否 443 | ID_442,32,未完成高中,10,11,42,9.1,1.540266,2.281734,否 444 | ID_443,39,未完成高中,23,1,75,18.9,3.132675,11.042325,否 445 | ID_444,24,未完成高中,3,3,21,28.9,2.682498,3.386502,是 446 | ID_445,43,大学,18,14,446,6.5,16.03147,12.95853,是 447 | ID_446,56,未完成高中,11,20,59,15,4.6728,4.1772,否 448 | ID_447,32,大专,5,9,23,4.5,0.326025,0.708975,否 449 | ID_448,42,未完成高中,7,12,25,10.2,1.62945,0.92055,否 450 | ID_449,46,大专,3,13,43,13.2,3.042336,2.633664,是 451 | ID_450,31,未完成高中,2,2,22,16.4,1.739056,1.868944,是 452 | ID_451,43,未完成高中,25,16,242,2.6,1.63592,4.65608,否 453 | ID_452,28,高中,6,9,22,11.5,0.65021,1.87979,否 454 | ID_453,39,大专,11,17,39,12.9,2.560779,2.470221,否 455 | ID_454,39,未完成高中,0,8,39,7.9,1.066026,2.014974,否 456 | ID_455,37,大学,1,14,33,16.1,2.693691,2.619309,是 457 | ID_456,30,未完成高中,0,11,17,12,0.30396,1.73604,否 458 | ID_457,37,研究生,9,16,177,5.9,0.887655,9.555345,否 459 | ID_458,22,未完成高中,4,3,14,17.5,0.2254,2.2246,否 460 | ID_459,50,未完成高中,1,26,26,14.3,1.851564,1.866436,否 461 | ID_460,30,未完成高中,10,2,19,4.4,0.336072,0.499928,否 462 | ID_461,39,未完成高中,8,0,21,4,0.27636,0.56364,否 463 | ID_462,21,高中,0,2,21,12.5,0.48825,2.13675,是 464 | ID_463,31,大专,9,2,28,2.6,0.121576,0.606424,否 465 | ID_464,31,高中,9,1,30,5.8,0.60204,1.13796,否 466 | ID_465,48,未完成高中,0,23,30,22.3,2.66262,4.02738,否 467 | ID_466,28,未完成高中,4,1,16,23.8,1.08528,2.72272,否 468 | ID_467,47,大专,16,26,221,17.6,15.791776,23.104224,是 469 | ID_468,27,高中,6,1,34,4.4,0.237864,1.258136,否 470 | ID_469,29,高中,6,10,65,18.4,1.98536,9.97464,否 471 | ID_470,21,高中,2,0,20,4.5,0.2907,0.6093,是 472 | ID_471,29,未完成高中,7,5,20,19.8,1.00584,2.95416,是 473 | ID_472,24,大学,0,3,29,6.6,0.589512,1.324488,是 474 | ID_473,44,未完成高中,12,3,31,9.7,0.357833,2.649167,否 475 | ID_474,22,未完成高中,1,0,18,4.4,0.270072,0.521928,否 476 | ID_475,38,高中,13,0,59,2.4,0.407808,1.008192,否 477 | ID_476,52,高中,12,16,76,7.7,0.99484,4.85716,否 478 | ID_477,25,未完成高中,3,2,18,16.3,0.35208,2.58192,是 479 | ID_478,25,未完成高中,5,5,22,10.9,0.402864,1.995136,否 480 | ID_479,51,高中,27,21,166,11.5,0.82087,18.26913,否 481 | ID_480,38,未完成高中,21,16,58,16.5,4.58403,4.98597,否 482 | ID_481,44,未完成高中,9,20,33,5.2,0.545688,1.170312,否 483 | ID_482,24,高中,2,3,26,9.7,0.887744,1.634256,是 484 | ID_483,34,未完成高中,5,3,33,7.3,0.778107,1.630893,否 485 | ID_484,25,高中,6,2,26,4.5,0.0702,1.0998,否 486 | ID_485,45,大专,5,17,94,10.5,3.61242,6.25758,是 487 | ID_486,34,高中,4,10,25,5.8,0.56985,0.88015,否 488 | ID_487,27,大学,2,8,23,5.7,0.319884,0.991116,是 489 | ID_488,33,高中,10,13,57,20.9,6.111369,5.801631,是 490 | ID_489,35,高中,0,16,22,15,1.9701,1.3299,是 491 | ID_490,50,高中,15,31,60,1.1,0.46794,0.19206,否 492 | ID_491,33,未完成高中,13,13,42,3.6,0.228312,1.283688,否 493 | ID_492,41,大专,13,13,91,25.2,2.316132,20.615868,是 494 | ID_493,28,未完成高中,0,2,28,33.3,2.28438,7.03962,是 495 | ID_494,38,大专,12,14,63,16,5.71536,4.36464,是 496 | ID_495,25,未完成高中,3,2,16,17.8,1.01104,1.83696,是 497 | ID_496,47,高中,4,9,33,7.1,1.19493,1.14807,是 498 | ID_497,30,高中,12,9,98,7.2,2.935296,4.120704,否 499 | ID_498,44,高中,12,5,86,13,1.47576,9.70424,否 500 | ID_499,25,未完成高中,0,2,18,18.9,0.513702,2.888298,是 501 | ID_500,41,高中,6,0,36,19.5,4.51386,2.50614,是 502 | ID_501,22,大专,0,1,18,7.7,0.47817,0.90783,否 503 | ID_502,35,高中,3,11,40,17.2,1.80256,5.07744,是 504 | ID_503,42,研究生,6,23,190,7.8,3.15666,11.66334,否 505 | ID_504,38,未完成高中,3,19,23,14.7,0.831726,2.549274,否 506 | ID_505,23,高中,1,3,18,18.7,0.885258,2.480742,是 507 | ID_506,28,大专,2,5,30,19.9,1.52235,4.44765,否 508 | ID_507,52,未完成高中,19,25,89,4.7,0.397385,3.785615,否 509 | ID_508,25,未完成高中,9,2,20,3.5,0.105,0.595,否 510 | ID_509,28,高中,1,4,16,14.7,0.573888,1.778112,否 511 | ID_510,43,未完成高中,19,11,79,7.5,0.7821,5.1429,否 512 | ID_511,24,高中,3,1,24,19.1,2.172816,2.411184,否 513 | ID_512,34,大专,13,7,52,9.2,1.497392,3.286608,否 514 | ID_513,29,高中,6,9,25,4.2,0.58485,0.46515,否 515 | ID_514,31,未完成高中,6,9,21,8.3,0.728574,1.014426,否 516 | ID_515,42,高中,14,1,48,8.6,1.201248,2.926752,是 517 | ID_516,49,高中,11,1,51,15,0.54315,7.10685,否 518 | ID_517,39,未完成高中,22,9,73,14.3,3.726723,6.712277,否 519 | ID_518,45,大专,0,19,22,4.2,0.030492,0.893508,否 520 | ID_519,41,未完成高中,7,22,32,2.9,0.072384,0.855616,否 521 | ID_520,29,高中,9,0,46,1.6,0.241408,0.494592,否 522 | ID_521,35,大专,7,5,38,15.1,1.382858,4.355142,否 523 | ID_522,27,高中,5,6,25,6.8,0.7055,0.9945,否 524 | ID_523,28,未完成高中,4,7,19,4.1,0.286672,0.492328,否 525 | ID_524,48,未完成高中,17,22,66,3.2,1.46784,0.64416,否 526 | ID_525,24,未完成高中,2,5,18,6,0.52812,0.55188,否 527 | ID_526,31,未完成高中,6,12,33,4.2,0.14553,1.24047,否 528 | ID_527,43,未完成高中,10,9,69,6.4,0.410688,4.005312,否 529 | ID_528,42,未完成高中,3,10,24,10.6,0.666528,1.877472,否 530 | ID_529,51,高中,31,14,249,7.8,4.27284,15.14916,否 531 | ID_530,22,未完成高中,4,3,19,23.1,1.88727,2.50173,是 532 | ID_531,37,未完成高中,6,10,31,11.7,1.701063,1.925937,是 533 | ID_532,22,大专,1,3,25,13.8,1.97685,1.47315,是 534 | ID_533,49,高中,2,13,20,16.9,0.37856,3.00144,是 535 | ID_534,29,未完成高中,9,8,30,8.2,0.15498,2.30502,否 536 | ID_535,42,未完成高中,2,16,30,9.7,1.47246,1.43754,否 537 | ID_536,34,未完成高中,15,0,67,13.2,3.741012,5.102988,否 538 | ID_537,34,高中,9,7,27,1.7,0.295137,0.163863,否 539 | ID_538,32,高中,5,5,43,15,1.806,4.644,是 540 | ID_539,42,高中,18,23,66,9.6,1.641024,4.694976,否 541 | ID_540,24,未完成高中,3,0,14,16.1,0.838488,1.415512,是 542 | ID_541,34,未完成高中,16,9,48,7.6,1.473792,2.174208,否 543 | ID_542,26,未完成高中,10,2,32,4.7,0.126336,1.377664,否 544 | ID_543,30,高中,12,9,68,20.1,2.856612,10.811388,否 545 | ID_544,32,未完成高中,4,3,16,28.5,0.89376,3.66624,是 546 | ID_545,38,大专,13,18,25,5.7,0.343425,1.081575,否 547 | ID_546,43,高中,10,24,37,8.5,0.676175,2.468825,否 548 | ID_547,31,高中,9,8,53,13.5,1.194885,5.960115,否 549 | ID_548,37,大学,10,18,123,17.3,3.021618,18.257382,否 550 | ID_549,37,高中,4,11,20,21.7,0.1736,4.1664,是 551 | ID_550,41,大专,12,11,86,26.5,4.99101,17.79899,是 552 | ID_551,32,未完成高中,0,4,20,3,0.2634,0.3366,是 553 | ID_552,22,高中,0,1,35,9,0.7812,2.3688,是 554 | ID_553,32,高中,12,3,63,18.2,5.549544,5.916456,否 555 | ID_554,47,高中,17,23,41,9.5,0.455715,3.439285,否 556 | ID_555,40,未完成高中,21,21,46,6.2,0.966828,1.885172,否 557 | ID_556,31,未完成高中,8,1,22,6.7,0.369974,1.104026,否 558 | ID_557,34,大专,7,0,27,2.2,0.125334,0.468666,否 559 | ID_558,52,大学,13,17,234,7.7,7.38738,10.63062,否 560 | ID_559,28,未完成高中,2,2,17,2.5,0.199325,0.225675,是 561 | ID_560,38,大专,15,18,63,13.4,5.090526,3.351474,否 562 | ID_561,33,高中,10,4,26,3.1,0.030628,0.775372,否 563 | ID_562,39,高中,9,12,32,6.6,1.429824,0.682176,否 564 | ID_563,47,大专,23,11,115,4,0.6532,3.9468,否 565 | ID_564,36,高中,11,8,49,1.3,0.272636,0.364364,否 566 | ID_565,29,大专,7,2,84,13.6,6.91152,4.51248,是 567 | ID_566,48,大学,14,10,59,16.5,4.935645,4.799355,是 568 | ID_567,38,大专,12,18,64,5.8,0.894592,2.817408,否 569 | ID_568,46,高中,9,26,15,4.3,0.014835,0.630165,否 570 | ID_569,27,大专,5,4,42,19.9,2.707992,5.650008,是 571 | ID_570,54,未完成高中,18,34,114,8.5,3.2946,6.3954,否 572 | ID_571,27,大学,0,0,25,12.7,1.419225,1.755775,是 573 | ID_572,23,未完成高中,1,0,17,1.6,0.011696,0.260304,否 574 | ID_573,41,未完成高中,23,2,91,13.7,0.573482,11.893518,否 575 | ID_574,24,未完成高中,3,5,15,11.3,0.072885,1.622115,是 576 | ID_575,28,未完成高中,9,0,22,27.7,5.283498,0.810502,是 577 | ID_576,26,未完成高中,0,0,14,10.5,0.25578,1.21422,否 578 | ID_577,24,未完成高中,8,0,17,5.6,0.569296,0.382704,是 579 | ID_578,49,高中,22,4,79,7.3,0.28835,5.47865,否 580 | ID_579,28,高中,3,1,36,8.6,0.383904,2.712096,否 581 | ID_580,38,未完成高中,6,17,18,13,0.13104,2.20896,否 582 | ID_581,33,高中,2,9,37,4.5,0.834165,0.830835,否 583 | ID_582,26,未完成高中,8,4,25,4.7,0.210325,0.964675,否 584 | ID_583,36,未完成高中,9,1,40,9.8,1.97568,1.94432,否 585 | ID_584,37,大专,16,14,50,36.6,7.32,10.98,是 586 | ID_585,25,大学,0,1,18,33.4,2.801592,3.210408,是 587 | ID_586,29,未完成高中,9,2,33,4.8,0.693792,0.890208,否 588 | ID_587,27,高中,8,4,38,6.9,0.364458,2.257542,否 589 | ID_588,45,未完成高中,17,0,62,15,2.4366,6.8634,否 590 | ID_589,37,未完成高中,9,8,57,5.5,1.357455,1.777545,否 591 | ID_590,29,高中,3,6,26,6.1,0.537654,1.048346,是 592 | ID_591,51,未完成高中,10,1,44,13.2,4.960032,0.847968,是 593 | ID_592,22,大专,0,0,23,8.4,0.372876,1.559124,是 594 | ID_593,30,大学,7,10,30,15.7,0.26376,4.44624,否 595 | ID_594,31,未完成高中,7,2,20,12.3,0.1107,2.3493,否 596 | ID_595,28,未完成高中,2,0,18,14.8,1.939392,0.724608,是 597 | ID_596,35,未完成高中,10,16,39,5.7,0.217854,2.005146,否 598 | ID_597,25,大学,1,1,34,8.5,0.13294,2.75706,是 599 | ID_598,32,高中,5,0,28,14.8,2.594144,1.549856,是 600 | ID_599,33,未完成高中,2,10,24,9.6,1.041408,1.262592,否 601 | ID_600,28,高中,3,4,41,25.1,5.896743,4.394257,是 602 | ID_601,46,大专,4,17,73,5.4,2.223288,1.718712,否 603 | ID_602,41,未完成高中,24,12,83,14,6.58854,5.03146,否 604 | ID_603,42,高中,11,5,73,6.8,2.869192,2.094808,否 605 | ID_604,41,大学,9,13,47,5,0.4371,1.9129,否 606 | ID_605,26,未完成高中,3,5,29,25.7,2.526567,4.926433,是 607 | ID_606,47,未完成高中,27,8,113,9.2,2.380684,8.015316,否 608 | ID_607,29,未完成高中,1,3,18,25.6,1.98144,2.62656,是 609 | ID_608,34,未完成高中,3,14,36,4.7,0.624348,1.067652,否 610 | ID_609,36,未完成高中,7,2,43,6.2,1.03974,1.62626,否 611 | ID_610,38,高中,7,4,64,3,0.65088,1.26912,否 612 | ID_611,41,高中,4,14,26,19.2,1.47264,3.51936,是 613 | ID_612,46,未完成高中,9,23,31,13.8,1.617084,2.660916,否 614 | ID_613,40,大专,3,15,55,16.5,1.751475,7.323525,是 615 | ID_614,44,高中,17,0,129,2.5,0.551475,2.673525,否 616 | ID_615,35,大专,10,15,39,10.4,1.60212,2.45388,否 617 | ID_616,36,未完成高中,20,15,60,5.4,1.05624,2.18376,否 618 | ID_617,28,高中,0,3,30,4.8,0.12096,1.31904,是 619 | ID_618,29,高中,6,7,18,5.1,0.44982,0.46818,是 620 | ID_619,23,高中,3,3,22,11.4,1.274064,1.233936,是 621 | ID_620,41,高中,7,17,63,15.4,4.637556,5.064444,否 622 | ID_621,25,未完成高中,1,1,19,6.9,0.190095,1.120905,否 623 | ID_622,45,高中,2,19,29,5.4,0.443178,1.122822,否 624 | ID_623,48,高中,30,14,148,7.2,3.974688,6.681312,否 625 | ID_624,38,未完成高中,18,7,45,7,0.5355,2.6145,否 626 | ID_625,29,未完成高中,6,4,46,5.4,1.169964,1.314036,否 627 | ID_626,42,大学,15,8,186,3.6,2.403864,4.292136,否 628 | ID_627,31,未完成高中,11,12,47,10.9,2.863757,2.259243,否 629 | ID_628,40,未完成高中,3,13,23,6.9,0.409446,1.177554,否 630 | ID_629,26,未完成高中,2,6,21,19.8,1.022868,3.135132,否 631 | ID_630,25,未完成高中,6,6,22,20.2,2.261996,2.182004,否 632 | ID_631,53,大学,7,11,61,7.9,1.874591,2.944409,否 633 | ID_632,50,大专,18,27,102,14.1,5.781564,8.600436,否 634 | ID_633,47,未完成高中,31,9,136,23.1,14.231448,17.184552,是 635 | ID_634,23,未完成高中,1,0,21,8.4,1.210104,0.553896,是 636 | ID_635,37,大专,12,8,83,4.1,0.319882,3.083118,否 637 | ID_636,41,未完成高中,24,15,100,11.5,5.06,6.44,否 638 | ID_637,28,高中,0,7,29,13.3,2.148349,1.708651,是 639 | ID_638,31,未完成高中,7,11,41,30.7,2.995706,9.591294,是 640 | ID_639,41,高中,6,1,19,6.3,0.124488,1.072512,否 641 | ID_640,36,未完成高中,7,17,40,9.9,1.69488,2.26512,否 642 | ID_641,41,未完成高中,1,16,19,4.4,0.241604,0.594396,否 643 | ID_642,53,高中,16,31,44,5.6,1.333024,1.130976,否 644 | ID_643,31,高中,6,5,25,11.5,2.331625,0.543375,否 645 | ID_644,28,高中,5,6,25,2.9,0.338575,0.386425,否 646 | ID_645,48,未完成高中,28,25,70,12,4.3344,4.0656,否 647 | ID_646,23,高中,0,1,42,3.9,1.018836,0.619164,是 648 | ID_647,31,未完成高中,11,6,34,6.8,0.298248,2.013752,否 649 | ID_648,27,未完成高中,6,6,43,4.9,0.882833,1.224167,否 650 | ID_649,43,未完成高中,11,17,37,1.3,0.179894,0.301106,否 651 | ID_650,29,高中,5,7,28,18.7,2.125816,3.110184,否 652 | ID_651,53,未完成高中,6,7,27,6.4,0.594432,1.133568,是 653 | ID_652,38,未完成高中,4,9,19,13.6,1.245488,1.338512,否 654 | ID_653,30,未完成高中,12,10,38,8.5,0.17119,3.05881,否 655 | ID_654,28,大专,2,0,20,9.4,0.23312,1.64688,是 656 | ID_655,36,未完成高中,11,2,33,32.5,1.26555,9.45945,否 657 | ID_656,48,未完成高中,15,5,60,2.1,0.3213,0.9387,否 658 | ID_657,31,未完成高中,12,9,24,6.6,0.441936,1.142064,否 659 | ID_658,35,未完成高中,16,10,57,10.5,1.143135,4.841865,否 660 | ID_659,50,未完成高中,4,4,23,12.5,0.140875,2.734125,否 661 | ID_660,42,高中,12,9,55,15,2.53275,5.71725,否 662 | ID_661,40,未完成高中,2,3,28,7.1,0.184884,1.803116,否 663 | ID_662,37,高中,0,13,31,0.9,0.118017,0.160983,是 664 | ID_663,31,大专,6,8,54,2.8,0.402192,1.109808,否 665 | ID_664,38,未完成高中,11,13,35,8,1.2656,1.5344,否 666 | ID_665,35,未完成高中,15,1,77,10.6,5.501188,2.660812,否 667 | ID_666,44,未完成高中,24,10,101,5.6,2.992024,2.663976,否 668 | ID_667,44,高中,21,14,113,13.2,3.192024,11.723976,否 669 | ID_668,33,未完成高中,0,12,23,0.9,0.077418,0.129582,否 670 | ID_669,35,未完成高中,7,14,29,4.9,0.264306,1.156694,否 671 | ID_670,36,大专,10,4,43,13,0.96148,4.62852,否 672 | ID_671,23,高中,3,4,24,6.3,0.55188,0.96012,否 673 | ID_672,27,未完成高中,0,7,18,12.8,0.582912,1.721088,否 674 | ID_673,34,未完成高中,6,1,20,1.2,0.04248,0.19752,否 675 | ID_674,35,未完成高中,0,5,34,11.1,1.369962,2.404038,是 676 | ID_675,24,高中,4,4,20,3.7,0.32412,0.41588,否 677 | ID_676,48,未完成高中,30,8,101,6.4,1.87456,4.58944,否 678 | ID_677,26,高中,8,1,40,11.8,0.44368,4.27632,否 679 | ID_678,40,未完成高中,6,9,36,2.1,0.390852,0.365148,是 680 | ID_679,34,未完成高中,9,8,48,9.3,0.419616,4.044384,否 681 | ID_680,35,未完成高中,17,4,42,3,0.09324,1.16676,否 682 | ID_681,30,未完成高中,7,2,33,25.4,1.165098,7.216902,是 683 | ID_682,20,未完成高中,4,0,14,9.7,0.200984,1.157016,是 684 | ID_683,36,大学,1,17,30,11.5,0.3243,3.1257,否 685 | ID_684,21,未完成高中,1,1,16,6.3,0.14112,0.86688,否 686 | ID_685,34,未完成高中,18,10,53,10.5,0.840315,4.724685,否 687 | ID_686,35,未完成高中,7,5,39,16.1,1.701609,4.577391,是 688 | ID_687,35,大专,1,4,20,7.9,0.8532,0.7268,否 689 | ID_688,34,未完成高中,10,1,33,10.3,2.501664,0.897336,是 690 | ID_689,33,未完成高中,12,12,68,10.8,1.365984,5.978016,否 691 | ID_690,30,未完成高中,4,2,18,10.7,0.227268,1.698732,否 692 | ID_691,24,高中,0,5,16,7.3,0.024528,1.143472,否 693 | ID_692,47,未完成高中,31,8,253,7.2,9.308376,8.907624,否 694 | ID_693,53,未完成高中,0,26,27,28.9,2.754459,5.048541,是 695 | ID_694,22,大专,0,2,20,4.7,0.21902,0.72098,否 696 | ID_695,48,高中,6,1,66,12.1,2.31594,5.67006,否 697 | ID_696,36,高中,6,15,27,4.6,0.262062,0.979938,是 698 | ID_697,29,高中,6,4,21,11.5,0.369495,2.045505,否 699 | ID_698,33,未完成高中,15,3,32,7.6,0.491264,1.940736,否 700 | ID_699,45,未完成高中,19,22,77,8.4,2.302608,4.165392,否 701 | ID_700,37,未完成高中,12,14,44,14.7,2.994684,3.473316,否 702 | ID_701,36,未完成高中,16,13,32,10.9,0.544128,2.943872, 703 | ID_702,50,未完成高中,6,27,21,12.9,1.316574,1.392426, 704 | ID_703,40,未完成高中,9,9,33,17,4.8807,0.7293, 705 | ID_704,31,未完成高中,5,7,23,2,0.046,0.414, 706 | ID_705,29,未完成高中,4,0,24,7.8,0.866736,1.005264, 707 | ID_706,25,高中,1,3,14,9.9,0.232848,1.153152, 708 | ID_707,34,未完成高中,4,3,28,9.4,1.058064,1.573936, 709 | ID_708,50,未完成高中,30,8,150,32.5,13.5525,35.1975, 710 | ID_709,27,未完成高中,5,5,26,1.2,0.130416,0.181584, 711 | ID_710,31,大学,7,12,97,6,1.82748,3.99252, 712 | ID_711,45,未完成高中,8,25,27,2.6,0.415584,0.286416, 713 | ID_712,35,未完成高中,10,8,28,1.3,0.109928,0.254072, 714 | ID_713,47,高中,27,7,107,6.1,1.638277,4.888723, 715 | ID_714,50,大专,25,7,94,5.3,1.733736,3.248264, 716 | ID_715,37,高中,15,11,108,11.8,5.250528,7.493472, 717 | ID_716,46,未完成高中,7,6,41,23.4,0.585234,9.008766, 718 | ID_717,26,大学,1,5,92,13,6.50624,5.45376, 719 | ID_718,33,未完成高中,16,12,46,8.1,2.399544,1.326456, 720 | ID_719,43,未完成高中,8,0,32,19,1.23424,4.84576, 721 | ID_720,49,高中,14,26,63,15.8,0.935676,9.018324, 722 | ID_721,44,未完成高中,2,15,22,9.6,1.091904,1.020096, 723 | ID_722,32,未完成高中,12,10,33,11.2,0.79464,2.90136, 724 | ID_723,38,未完成高中,5,4,20,1.5,0.0915,0.2085, 725 | ID_724,52,未完成高中,33,23,139,5.6,2.288496,5.495504, 726 | ID_725,35,未完成高中,10,3,24,21.3,1.083744,4.028256, 727 | ID_726,33,大学,4,12,22,5.5,0.56628,0.64372, 728 | ID_727,35,未完成高中,11,12,77,4.7,1.100176,2.518824, 729 | ID_728,34,高中,9,3,40,1.6,0.37376,0.26624, 730 | ID_729,39,未完成高中,19,16,53,3.7,0.190217,1.770783, 731 | ID_730,31,未完成高中,8,4,27,5.4,0.673596,0.784404, 732 | ID_731,37,未完成高中,5,11,27,9.4,0.41877,2.11923, 733 | ID_732,44,未完成高中,19,9,40,10.9,0.34444,4.01556, 734 | ID_733,30,未完成高中,1,1,27,12.3,1.275264,2.045736, 735 | ID_734,37,未完成高中,18,9,58,10.3,2.86752,3.10648, 736 | ID_735,35,未完成高中,11,9,40,2.9,0.57188,0.58812, 737 | ID_736,43,未完成高中,4,11,26,7.1,0.751322,1.094678, 738 | ID_737,26,未完成高中,0,5,17,5,0.14195,0.70805, 739 | ID_738,35,未完成高中,13,4,42,17.6,0.768768,6.623232, 740 | ID_739,24,未完成高中,4,0,19,11,1.18503,0.90497, 741 | ID_740,24,未完成高中,4,1,23,4.9,0.242305,0.884695, 742 | ID_741,26,大专,3,1,40,10.8,1.89648,2.42352, 743 | ID_742,34,未完成高中,10,12,48,5.1,0.264384,2.183616, 744 | ID_743,44,大学,18,23,78,1,0.56472,0.21528, 745 | ID_744,46,未完成高中,9,6,72,5,0.828,2.772, 746 | ID_745,40,未完成高中,17,5,55,11.4,2.12553,4.14447, 747 | ID_746,37,大学,2,1,29,15.4,2.782318,1.683682, 748 | ID_747,35,大专,5,13,30,10.6,1.5264,1.6536, 749 | ID_748,46,高中,18,18,55,4.4,0.41866,2.00134, 750 | ID_749,40,大专,5,18,28,10,1.2628,1.5372, 751 | ID_750,48,高中,21,14,86,1.2,0.145512,0.886488, 752 | ID_751,53,未完成高中,33,25,324,7,7.05348,15.62652, 753 | ID_752,45,大专,9,0,84,13.1,1.276464,9.727536, 754 | ID_753,32,大专,6,12,22,6.7,0.384714,1.089286, 755 | ID_754,43,未完成高中,15,21,62,9.4,0.693532,5.134468, 756 | ID_755,29,高中,3,9,32,9,1.07136,1.80864, 757 | ID_756,47,高中,7,24,49,0.9,0.253575,0.187425, 758 | ID_757,21,高中,1,0,17,10.5,0.555135,1.229865, 759 | ID_758,30,未完成高中,0,2,20,5.4,0.62208,0.45792, 760 | ID_759,25,大专,3,2,54,7.4,1.162836,2.833164, 761 | ID_760,27,未完成高中,6,2,52,13.8,1.90164,5.27436, 762 | ID_761,36,未完成高中,4,17,25,4,0.144,0.856, 763 | ID_762,35,未完成高中,12,3,30,15.4,1.89882,2.72118, 764 | ID_763,33,未完成高中,11,6,35,15.9,0.506415,5.058585, 765 | ID_764,21,大专,0,1,41,19.5,2.36652,5.62848, 766 | ID_765,44,未完成高中,18,0,61,10.8,2.806488,3.781512, 767 | ID_766,37,未完成高中,19,7,38,13.5,2.59065,2.53935, 768 | ID_767,27,未完成高中,5,7,26,6.8,0.54808,1.21992, 769 | ID_768,37,高中,11,11,47,9.6,1.597248,2.914752, 770 | ID_769,48,高中,9,22,44,5.9,2.133912,0.462088, 771 | ID_770,30,未完成高中,4,2,21,3.5,0.228585,0.506415, 772 | ID_771,22,大学,0,1,25,12.2,1.49145,1.55855, 773 | ID_772,39,高中,18,18,47,7.6,1.564536,2.007464, 774 | ID_773,26,未完成高中,5,6,18,15.5,0.57474,2.21526, 775 | ID_774,29,高中,9,8,30,21.7,3.6456,2.8644, 776 | ID_775,47,未完成高中,29,20,169,2.2,0.349492,3.368508, 777 | ID_776,33,高中,5,2,37,8.4,1.028748,2.079252, 778 | ID_777,23,高中,2,2,48,7.5,0.5112,3.0888, 779 | ID_778,25,高中,5,5,35,16.5,1.969275,3.805725, 780 | ID_779,34,未完成高中,4,6,23,5.6,0.616952,0.671048, 781 | ID_780,56,未完成高中,19,26,66,3.3,0.847242,1.330758, 782 | ID_781,32,未完成高中,7,10,23,9.8,0.861028,1.392972, 783 | ID_782,27,大专,0,4,50,14.7,1.0437,6.3063, 784 | ID_783,41,高中,6,7,36,13.9,1.486188,3.517812, 785 | ID_784,30,未完成高中,8,11,27,20.3,3.743523,1.737477, 786 | ID_785,38,大学,13,2,126,13.7,7.612542,9.649458, 787 | ID_786,31,未完成高中,6,1,45,7.3,0.58473,2.70027, 788 | ID_787,37,大专,16,8,75,0.1,0.02205,0.05295, 789 | ID_788,30,高中,2,2,26,3.8,0.248976,0.739024, 790 | ID_789,44,高中,8,18,43,5,0.5547,1.5953, 791 | ID_790,25,高中,5,3,42,15.5,3.36567,3.14433, 792 | ID_791,33,高中,10,2,54,3,0.11988,1.50012, 793 | ID_792,25,未完成高中,3,5,31,8.1,0.881361,1.629639, 794 | ID_793,45,未完成高中,14,26,46,5.1,1.262148,1.083852, 795 | ID_794,23,未完成高中,6,2,15,12.7,1.37541,0.52959, 796 | ID_795,43,未完成高中,24,22,254,7.7,7.001764,12.556236, 797 | ID_796,38,高中,12,14,40,5.1,0.8976,1.1424, 798 | ID_797,24,未完成高中,1,4,16,7.2,0.877824,0.274176, 799 | ID_798,29,高中,2,4,16,10.5,0.43344,1.24656, 800 | ID_799,40,未完成高中,23,16,81,10.9,0.997677,7.831323, 801 | ID_800,47,未完成高中,3,1,21,15.4,0.067914,3.166086, 802 | ID_801,24,未完成高中,1,5,16,9.2,0.185472,1.286528, 803 | ID_802,35,高中,0,6,35,12.4,2.38266,1.95734, 804 | ID_803,38,未完成高中,1,9,42,9.1,0.890526,2.931474, 805 | ID_804,48,未完成高中,10,0,70,28.2,10.67934,9.06066, 806 | ID_805,35,高中,12,12,64,15,1.4496,8.1504, 807 | ID_806,27,未完成高中,11,1,21,11.4,0.914508,1.479492, 808 | ID_807,47,大专,16,7,266,2,2.19184,3.12816, 809 | ID_808,31,未完成高中,3,5,16,32.3,3.064624,2.103376, 810 | ID_809,30,未完成高中,12,4,40,7,1.2488,1.5512, 811 | ID_810,29,高中,10,3,61,6.2,0.798002,2.983998, 812 | ID_811,26,大学,1,6,64,23.3,7.75424,7.15776, 813 | ID_812,38,未完成高中,21,17,65,16.8,2.53344,8.38656, 814 | ID_813,45,未完成高中,7,17,29,6.1,0.739442,1.029558, 815 | ID_814,29,未完成高中,3,10,23,9.3,1.103724,1.035276, 816 | ID_815,52,未完成高中,17,4,73,8.7,1.054266,5.296734, 817 | ID_816,24,未完成高中,1,0,20,4.1,0.32472,0.49528, 818 | ID_817,33,高中,8,13,27,9.8,1.645812,1.000188, 819 | ID_818,38,高中,0,18,21,4.6,0.612444,0.353556, 820 | ID_819,26,未完成高中,0,2,15,5.4,0.38556,0.42444, 821 | ID_820,26,未完成高中,2,5,22,6.4,0.236544,1.171456, 822 | ID_821,35,未完成高中,16,0,37,17.2,4.212968,2.151032, 823 | ID_822,43,未完成高中,9,8,66,8.8,2.340624,3.467376, 824 | ID_823,45,大专,8,1,140,13.9,4.1839,15.2761, 825 | ID_824,24,未完成高中,5,1,46,3.8,0.529644,1.218356, 826 | ID_825,44,大专,7,16,78,10.5,3.15315,5.03685, 827 | ID_826,29,高中,0,7,23,8,1.242,0.598, 828 | ID_827,22,高中,0,0,14,17.1,0.241794,2.152206, 829 | ID_828,38,未完成高中,16,8,37,8.6,0.082732,3.099268, 830 | ID_829,46,未完成高中,6,19,30,17.6,1.41504,3.86496, 831 | ID_830,46,大学,7,16,73,1.1,0.555676,0.247324, 832 | ID_831,32,未完成高中,13,11,25,7.5,0.59625,1.27875, 833 | ID_832,39,大专,16,10,126,6.8,1.405152,7.162848, 834 | ID_833,40,高中,15,19,138,4.1,1.222128,4.435872, 835 | ID_834,47,未完成高中,16,19,110,12.6,5.8212,8.0388, 836 | ID_835,28,未完成高中,10,1,42,8.6,1.04748,2.56452, 837 | ID_836,36,未完成高中,19,8,45,12.1,0.920205,4.524795, 838 | ID_837,41,高中,13,1,93,14.7,9.542358,4.128642, 839 | ID_838,31,高中,12,8,44,9.6,1.867008,2.356992, 840 | ID_839,39,未完成高中,20,8,116,4.1,2.240076,2.515924, 841 | ID_840,37,未完成高中,4,10,24,14.2,0.419184,2.988816, 842 | ID_841,35,高中,11,1,62,32.4,9.702504,10.385496, 843 | ID_842,35,大学,10,12,45,8.5,1.0404,2.7846, 844 | ID_843,51,大学,15,30,26,13.6,2.011984,1.524016, 845 | ID_844,36,未完成高中,5,2,27,7,0.72387,1.16613, 846 | ID_845,23,未完成高中,3,4,13,3.1,0.045539,0.357461, 847 | ID_846,34,未完成高中,12,15,32,2.7,0.239328,0.624672, 848 | ID_847,32,高中,12,11,116,5.7,4.026708,2.585292, 849 | ID_848,48,未完成高中,13,11,38,10.8,0.722304,3.381696, 850 | ID_849,35,高中,1,11,24,7.8,0.417456,1.454544, 851 | ID_850,37,未完成高中,20,13,41,12.9,0.89913,4.38987, 852 | -------------------------------------------------------------------------------- /逻辑回归违约预测.py: -------------------------------------------------------------------------------- 1 | # -*- coding: utf-8 -*- 2 | 3 | 4 | import pandas as pd 5 | from sklearn.cross_validation import train_test_split 6 | from sklearn.linear_model import LogisticRegression 7 | from sklearn.metrics import accuracy_score 8 | # 导入并处理数据 9 | 10 | bankloan = pd.read_csv("gui/bankloan.csv") 11 | 12 | # 将教育变量转换成二分类变量，并删除原有多分类变量 13 | bankloan = pd.concat([bankloan,pd.get_dummies(bankloan.教育,drop_first=False)], 14 | axis=1).drop(['教育'],axis=1) 15 | # 提取建模用数据 16 | model_data = bankloan[:700] 17 | # 提取需要进行预测的数据 18 | predict_data = bankloan[700:] 19 | 20 | #变量替换为0,1表示 21 | model_data['违约'] = model_data['违约'].replace(('否','是'),('0','1')) 22 | 23 | 24 | # 将自变量与因变量分开 25 | x,y = model_data.drop(['违约','ID'],axis=1),model_data[['违约']] 26 | # 随机抽取训练集与测试集 27 | x_train, x_test, y_train, y_test = train_test_split(x,y,test_size = 0.3,random_state = 10) 28 | # 开始构建一个逻辑回归模型 29 | model = LogisticRegression() 30 | # 模型以X_train,y_train为输入数据进行训练 31 | model.fit(x_train,y_train) 32 | # 打印针对测试集而言的准确率 33 | print(accuracy_score(y_test,model.predict(x_test))) 34 | # 使用训练得到模型对这些新申请贷款的人的违约风险进行预测 35 | model.predict(predict_data.drop(['ID','违约'],axis=1)) 36 | 37 | 38 | df = pd.DataFrame(model.predict(predict_data.drop(['ID','违约'],axis=1))) 39 | df.columns = ['违约'] 40 | 41 | ####很重要，重置索引！！！！！不然无法合并 42 | predict_data1 = predict_data.reset_index(drop=True) 43 | 44 | #清洗预测集 45 | predict_data1['违约'] = df['违约'] 46 | predict_data1 = predict_data1[['ID','违约']] 47 | predict_data1['违约'] = predict_data1['违约'].replace(('0','1'),('否','是')) 48 | 49 | 50 | 51 | #下面的与主题无关，查数据类型用的 52 | print (df.dtypes) 53 | print (model_data.dtypes) 54 | --------------------------------------------------------------------------------