Function aggregates all pre-processing algorithms for bias mitigation. User passes unified arguments and specifies type to receive transformed data.frame
pre_process_data(data, protected, y, type = "resample_uniform", ...)| data |
|
|---|---|
| protected | factor, protected attribute (sensitive variable) containing information about gender, race etc... |
| y | numeric, numeric values of predicted variable. 1 should denote favorable outcome. |
| type | character, type of pre-processing algorithm to be used, one of:
|
| ... | other parameters passed to pre-processing algorithms |
modified data (data.frame). In case of type = 'reweight' data has feature `_weights_` containing weights that need to be passed to model.
In other cases data is ready to be passed as training data to a model.
data("german")
pre_process_data(german,
german$Sex,
as.numeric(german$Risk) - 1,
type = "disparate_impact_remover",
features_to_transform = "Age"
)
#> Risk Sex Job Housing Saving.accounts Checking.account Credit.amount
#> 1 good male 2 own not_known little 1169
#> 2 bad female 2 own little moderate 5951
#> 3 good male 1 own little not_known 2096
#> 4 good male 2 free little little 7882
#> 5 bad male 2 free little little 4870
#> 6 good male 1 free not_known not_known 9055
#> 7 good male 2 own quite rich not_known 2835
#> 8 good male 3 rent little moderate 6948
#> 9 good male 1 own rich not_known 3059
#> 10 bad male 3 own little moderate 5234
#> 11 bad female 2 rent little moderate 1295
#> 12 bad female 2 rent little little 4308
#> 13 good female 2 own little moderate 1567
#> 14 bad male 1 own little little 1199
#> 15 good female 2 rent little little 1403
#> 16 bad female 1 own moderate little 1282
#> 17 good male 2 own not_known not_known 2424
#> 18 good male 2 own not_known little 8072
#> 19 bad female 3 free little moderate 12579
#> 20 good male 2 own quite rich not_known 3430
#> 21 good male 2 own little not_known 2134
#> 22 good male 2 rent quite rich little 2647
#> 23 good male 1 rent little little 2241
#> 24 good male 2 own moderate moderate 1804
#> 25 good male 2 own not_known not_known 2069
#> 26 good male 1 own little little 1374
#> 27 good male 1 own little not_known 426
#> 28 good female 2 rent rich rich 409
#> 29 good male 2 own little moderate 2415
#> 30 bad male 2 own little little 6836
#> 31 good male 2 own rich moderate 1913
#> 32 good male 2 own little little 4020
#> 33 good male 2 own moderate moderate 5866
#> 34 good male 1 rent not_known not_known 1264
#> 35 good female 3 own little rich 1474
#> 36 bad male 1 own little moderate 4746
#> 37 good male 2 free little not_known 6110
#> 38 bad male 2 own little rich 2100
#> 39 good male 2 own little rich 1225
#> 40 good male 2 own little moderate 458
#> 41 good male 3 own quite rich not_known 2333
#> 42 good male 2 own quite rich moderate 1158
#> 43 good male 1 own little moderate 6204
#> 44 good male 2 rent moderate little 6187
#> 45 bad female 1 free little little 6143
#> 46 good female 3 own little not_known 1393
#> 47 good male 2 own quite rich not_known 2299
#> 48 good female 0 rent quite rich little 1352
#> 49 good male 1 own little not_known 7228
#> 50 good female 2 own moderate not_known 2073
#> 51 good male 1 own not_known moderate 2333
#> 52 good male 3 own little moderate 5965
#> 53 good male 2 own little not_known 1262
#> 54 good male 2 own not_known not_known 3378
#> 55 bad male 2 free little moderate 2225
#> 56 good male 1 own not_known not_known 783
#> 57 bad male 3 own not_known moderate 6468
#> 58 good female 2 own little not_known 9566
#> 59 good female 3 own little rich 1961
#> 60 bad female 1 rent little little 6229
#> 61 good male 2 own little moderate 1391
#> 62 good male 2 own not_known moderate 1537
#> 63 bad male 3 free little moderate 1953
#> 64 bad male 2 own little moderate 14421
#> 65 good female 2 own little not_known 3181
#> 66 good male 2 own not_known not_known 5190
#> 67 good female 2 own little not_known 2171
#> 68 good male 2 own rich moderate 1007
#> 69 bad male 2 free little not_known 1819
#> 70 good female 2 own not_known not_known 2394
#> 71 good female 2 own little not_known 8133
#> 72 good male 1 rent not_known not_known 730
#> 73 good male 3 free little little 1164
#> 74 good female 1 own little moderate 5954
#> 75 bad male 3 own not_known little 1977
#> 76 good male 3 free little little 1526
#> 77 bad male 2 own little little 3965
#> 78 good male 2 own little moderate 4771
#> 79 good male 1 own not_known not_known 9436
#> 80 good male 2 own little moderate 3832
#> 81 bad female 2 own not_known not_known 5943
#> 82 good male 2 own quite rich not_known 1213
#> 83 good female 1 rent moderate not_known 1568
#> 84 good female 1 own little little 1755
#> 85 good male 1 own little little 2315
#> 86 good female 3 own little not_known 1412
#> 87 good female 2 own little moderate 1295
#> 88 bad male 2 free moderate moderate 12612
#> 89 good male 3 own moderate little 2249
#> 90 bad male 2 own little little 1108
#> 91 good male 2 own little not_known 618
#> 92 good male 2 own little little 1409
#> 93 bad female 1 own not_known not_known 797
#> 94 good male 2 rent not_known rich 3617
#> 95 good male 2 own rich moderate 1318
#> 96 bad male 2 rent little moderate 15945
#> 97 good female 2 own not_known not_known 2012
#> 98 good male 2 own moderate moderate 2622
#> 99 good male 2 own little moderate 2337
#> 100 good male 3 rent not_known moderate 7057
#> 101 good male 1 rent moderate not_known 1469
#> 102 good male 2 rent little moderate 2323
#> 103 good female 2 own little not_known 932
#> 104 good male 2 rent little moderate 1919
#> 105 good male 2 rent not_known not_known 2445
#> 106 bad male 3 own little moderate 11938
#> 107 bad male 3 own little not_known 6458
#> 108 good male 2 own little moderate 6078
#> 109 good female 2 own not_known little 7721
#> 110 good male 2 own quite rich moderate 1410
#> 111 good male 2 own moderate moderate 1449
#> 112 good female 2 rent little rich 392
#> 113 good male 1 rent little moderate 6260
#> 114 bad female 2 own little not_known 7855
#> 115 good male 2 own quite rich little 1680
#> 116 good male 2 own not_known not_known 3578
#> 117 bad female 3 own not_known little 7174
#> 118 good female 2 rent not_known little 2132
#> 119 bad female 2 own quite rich little 4281
#> 120 good male 3 own quite rich moderate 2366
#> 121 bad female 2 own little little 1835
#> 122 good female 3 rent little not_known 3868
#> 123 good male 1 rent little not_known 1768
#> 124 good male 2 free little rich 781
#> 125 bad female 2 rent not_known moderate 1924
#> 126 good male 2 own little little 2121
#> 127 good male 1 own little little 701
#> 128 bad male 2 own little moderate 639
#> 129 good male 3 own little moderate 1860
#> 130 bad female 2 own little little 3499
#> 131 good female 2 own not_known moderate 8487
#> 132 bad male 2 own little little 6887
#> 133 good male 1 own little not_known 2708
#> 134 good male 2 free little not_known 1984
#> 135 good female 2 own moderate not_known 10144
#> 136 good female 2 own not_known not_known 1240
#> 137 good male 2 own rich not_known 8613
#> 138 bad male 1 own quite rich moderate 766
#> 139 good male 2 own not_known moderate 2728
#> 140 good female 1 rent little rich 1881
#> 141 good male 0 own rich rich 709
#> 142 good female 3 own little moderate 4795
#> 143 good male 3 own little little 3416
#> 144 bad male 2 own little little 2462
#> 145 good female 2 own little not_known 2288
#> 146 good male 2 own moderate moderate 3566
#> 147 good female 2 own little little 860
#> 148 good female 2 own moderate not_known 682
#> 149 good male 2 own little little 5371
#> 150 good male 2 own rich not_known 1582
#> 151 good male 2 free moderate not_known 1346
#> 152 good male 2 own little not_known 1924
#> 153 good male 2 own little rich 5848
#> 154 good female 2 rent rich moderate 7758
#> 155 good male 3 rent moderate moderate 6967
#> 156 bad female 2 rent little little 1282
#> 157 good male 2 own moderate little 1288
#> 158 good male 1 own little little 339
#> 159 good male 2 own moderate moderate 3512
#> 160 good male 1 own not_known not_known 1898
#> 161 good male 2 own moderate not_known 2872
#> 162 good female 2 own little not_known 1055
#> 163 good male 2 own quite rich not_known 1262
#> 164 good male 3 free little moderate 7308
#> 165 good male 2 own quite rich not_known 909
#> 166 good male 2 own quite rich not_known 2978
#> 167 bad female 2 own little little 1131
#> 168 good female 2 own rich moderate 1577
#> 169 good female 2 rent little not_known 3972
#> 170 bad male 2 own little moderate 1935
#> 171 bad male 2 rent little little 950
#> 172 good female 2 own little not_known 763
#> 173 bad female 3 own little moderate 2064
#> 174 good male 2 own little moderate 1414
#> 175 bad male 2 own little little 3414
#> 176 bad female 3 own not_known not_known 7485
#> 177 good male 2 own little little 2577
#> 178 good male 2 own quite rich little 338
#> 179 good male 3 rent little not_known 1963
#> 180 good male 2 own little little 571
#> 181 bad male 2 own little not_known 9572
#> 182 bad male 3 own little moderate 4455
#> 183 bad male 1 own not_known little 1647
#> 184 good male 2 own rich not_known 3777
#> 185 bad male 2 own little moderate 884
#> 186 good male 2 own little not_known 1360
#> 187 bad female 3 free little moderate 5129
#> 188 good male 0 free little moderate 1175
#> 189 bad male 2 own moderate little 674
#> 190 good female 2 own little moderate 3244
#> 191 bad male 3 own rich not_known 4591
#> 192 bad male 1 free moderate moderate 3844
#> 193 bad male 2 own little moderate 3915
#> 194 good male 2 rent little not_known 2108
#> 195 bad male 2 rent moderate moderate 3031
#> 196 bad female 3 own little moderate 1501
#> 197 good female 2 own little not_known 1382
#> 198 bad female 2 rent moderate moderate 951
#> 199 good male 2 free not_known moderate 2760
#> 200 bad male 3 own little moderate 4297
#> 201 good male 2 own quite rich not_known 936
#> 202 good male 1 own little little 1168
#> 203 good male 2 own little not_known 5117
#> 204 bad male 2 rent little little 902
#> 205 good male 1 own little not_known 1495
#> 206 good male 3 free little little 10623
#> 207 good male 2 own little not_known 1935
#> 208 good male 2 own little moderate 1424
#> 209 good male 1 own little little 6568
#> 210 good male 2 own rich not_known 1413
#> 211 good male 2 own not_known not_known 3074
#> 212 good female 1 own not_known not_known 3835
#> 213 bad male 2 own little little 5293
#> 214 bad male 3 own little rich 1908
#> 215 good male 2 own not_known not_known 3342
#> 216 good female 1 own not_known moderate 932
#> 217 good male 2 own little little 3104
#> 218 good male 2 own little rich 3913
#> 219 good male 1 rent little little 3021
#> 220 good female 2 own little not_known 1364
#> 221 good male 1 own little moderate 625
#> 222 good female 2 rent not_known little 1200
#> 223 good male 2 own little not_known 707
#> 224 good male 2 own not_known not_known 2978
#> 225 good male 2 own little not_known 4657
#> 226 good male 2 own little not_known 2613
#> 227 bad male 2 own rich moderate 10961
#> 228 bad male 3 free little little 7865
#> 229 bad male 2 own little not_known 1478
#> 230 good male 2 free little little 3149
#> 231 bad male 2 own little rich 4210
#> 232 good male 1 free quite rich not_known 2507
#> 233 good male 2 own moderate not_known 2141
#> 234 good male 1 own little moderate 866
#> 235 good male 1 own little not_known 1544
#> 236 bad male 3 own little little 1823
#> 237 bad male 0 own not_known moderate 14555
#> 238 bad male 1 rent moderate moderate 2767
#> 239 good female 2 own little not_known 1291
#> 240 good male 2 own little little 2522
#> 241 bad female 2 own not_known little 915
#> 242 good male 2 own little not_known 1595
#> 243 bad male 2 free little little 4605
#> 244 good female 2 own little not_known 1185
#> 245 good female 1 own quite rich not_known 3447
#> 246 good male 2 own little not_known 1258
#> 247 good male 2 own little not_known 717
#> 248 good male 2 rent moderate not_known 1204
#> 249 good male 2 own little rich 1925
#> 250 bad female 2 rent little not_known 433
#> 251 good female 1 own rich little 666
#> 252 good female 1 own little rich 2251
#> 253 bad female 2 own little moderate 2150
#> 254 good male 2 own moderate not_known 4151
#> 255 good male 2 own not_known moderate 2030
#> 256 good male 1 own not_known moderate 7418
#> 257 good male 1 own little not_known 2684
#> 258 bad male 2 free little little 2149
#> 259 good female 2 own moderate not_known 3812
#> 260 good female 1 own moderate not_known 1154
#> 261 good male 2 own little little 1657
#> 262 good female 2 own little little 1603
#> 263 good male 3 free little little 5302
#> 264 good female 1 free little not_known 2748
#> 265 good male 1 own little not_known 1231
#> 266 bad male 2 own little moderate 802
#> 267 good male 2 own not_known not_known 6304
#> 268 good female 2 own little not_known 1533
#> 269 bad male 3 own little little 8978
#> 270 good male 2 own not_known not_known 999
#> 271 good male 2 own not_known not_known 2662
#> 272 good female 2 rent quite rich not_known 1402
#> 273 good male 3 free not_known moderate 12169
#> 274 bad male 2 own little moderate 3060
#> 275 bad male 1 own little little 11998
#> 276 good male 2 own little not_known 2697
#> 277 good female 2 own little not_known 2404
#> 278 good male 1 own not_known little 1262
#> 279 bad female 2 own little not_known 4611
#> 280 good male 3 rent moderate not_known 1901
#> 281 good male 2 rent rich not_known 3368
#> 282 good male 2 own little not_known 1574
#> 283 good male 1 own not_known rich 1445
#> 284 good male 2 own not_known not_known 1520
#> 285 good male 2 own moderate moderate 3878
#> 286 good female 1 own little little 10722
#> 287 good male 2 own little little 4788
#> 288 good male 3 free moderate moderate 7582
#> 289 good female 2 own little moderate 1092
#> 290 bad male 2 own little little 1024
#> 291 good male 2 own little not_known 1076
#> 292 bad male 3 rent little moderate 9398
#> 293 good female 3 free little little 6419
#> 294 good male 2 free little rich 4796
#> 295 good male 3 own not_known not_known 7629
#> 296 bad female 2 own little moderate 9960
#> 297 good female 2 rent not_known not_known 4675
#> 298 good male 1 own not_known not_known 1287
#> 299 good male 2 own little not_known 2515
#> 300 good male 2 own rich moderate 2745
#> 301 good female 0 own little not_known 672
#> 302 bad female 2 own little moderate 3804
#> 303 bad male 1 own not_known rich 1344
#> 304 good male 2 own little little 1038
#> 305 bad male 2 free quite rich not_known 10127
#> 306 good male 2 own rich not_known 1543
#> 307 good female 1 rent not_known not_known 4811
#> 308 bad male 1 own moderate little 727
#> 309 bad female 2 own little moderate 1237
#> 310 good male 1 rent little moderate 276
#> 311 good male 0 free not_known moderate 5381
#> 312 good male 2 own moderate not_known 5511
#> 313 good female 2 own little rich 3749
#> 314 bad male 1 own little moderate 685
#> 315 good male 1 own not_known rich 1494
#> 316 bad male 2 own little little 2746
#> 317 good male 1 own little little 708
#> 318 good female 1 own not_known moderate 4351
#> 319 good male 2 own little not_known 701
#> 320 good female 1 own little little 3643
#> 321 bad male 3 own little moderate 4249
#> 322 bad male 2 own little little 1938
#> 323 good male 3 free little little 2910
#> 324 good male 2 own rich little 2659
#> 325 good female 2 own little not_known 1028
#> 326 good male 1 own little little 3398
#> 327 good male 2 rent not_known not_known 5801
#> 328 good female 2 own rich not_known 1525
#> 329 good male 2 own little rich 4473
#> 330 good male 2 own little moderate 1068
#> 331 good male 3 free little little 6615
#> 332 bad female 2 own moderate not_known 1864
#> 333 bad female 3 own moderate moderate 7408
#> 334 bad female 1 rent moderate not_known 11590
#> 335 bad male 2 rent little little 4110
#> 336 bad male 3 rent little little 3384
#> 337 good female 1 own little moderate 2101
#> 338 bad female 2 rent not_known little 1275
#> 339 good male 2 own little little 4169
#> 340 good male 1 own little moderate 1521
#> 341 good female 2 free little moderate 5743
#> 342 good female 1 rent little little 3599
#> 343 good male 2 rent quite rich moderate 3213
#> 344 good male 3 own little moderate 4439
#> 345 good male 1 own little rich 3949
#> 346 good female 1 own little not_known 1459
#> 347 good male 2 own little moderate 882
#> 348 good female 0 rent quite rich moderate 3758
#> 349 good male 1 own moderate not_known 1743
#> 350 bad male 2 free rich moderate 1136
#> 351 good female 2 rent little not_known 1236
#> 352 bad female 2 own little moderate 959
#> 353 good male 3 own not_known not_known 3229
#> 354 bad male 2 rent little little 6199
#> 355 good male 2 free quite rich not_known 727
#> 356 bad male 1 own little moderate 1246
#> 357 good male 2 own not_known not_known 2331
#> 358 bad male 3 own little not_known 4463
#> 359 good male 2 own little not_known 776
#> 360 bad female 2 rent little little 2406
#> 361 good male 2 free not_known moderate 1239
#> 362 good male 3 own not_known rich 3399
#> 363 good female 2 own little rich 2247
#> 364 good male 2 rent little not_known 1766
#> 365 bad male 0 own little little 2473
#> 366 good male 2 own little not_known 1542
#> 367 good male 2 own little not_known 3850
#> 368 good female 2 rent little little 3650
#> 369 bad male 2 own little little 3446
#> 370 good female 2 rent little moderate 3001
#> 371 good male 2 own not_known not_known 3079
#> 372 good male 2 own little not_known 6070
#> 373 good female 2 rent little not_known 2146
#> 374 good male 3 free not_known not_known 13756
#> 375 bad female 3 free moderate moderate 14782
#> 376 bad female 2 rent little little 7685
#> 377 good male 2 own little not_known 2320
#> 378 good male 2 free not_known not_known 846
#> 379 bad male 3 free little moderate 14318
#> 380 good female 1 own moderate not_known 362
#> 381 good male 2 own not_known little 2212
#> 382 bad female 3 free little moderate 12976
#> 383 good female 2 rent not_known not_known 1283
#> 384 good male 2 own little rich 1330
#> 385 good male 1 own moderate not_known 4272
#> 386 good female 2 own little not_known 2238
#> 387 good female 2 rent not_known not_known 1126
#> 388 good male 3 own little moderate 7374
#> 389 good male 2 own quite rich moderate 2326
#> 390 good female 2 own little not_known 1449
#> 391 good male 3 own little not_known 1820
#> 392 good female 1 rent rich moderate 983
#> 393 good male 3 free little little 3249
#> 394 good female 2 own little little 1957
#> 395 good male 3 own little not_known 2406
#> 396 good male 2 rent moderate moderate 11760
#> 397 good female 3 free little little 2578
#> 398 good male 2 own little little 2348
#> 399 bad male 2 rent little moderate 1223
#> 400 good female 1 own rich not_known 1516
#> 401 good male 2 own little not_known 1473
#> 402 good male 2 own not_known moderate 1887
#> 403 bad male 2 own little not_known 8648
#> 404 good male 1 own little not_known 802
#> 405 good male 2 own not_known moderate 2899
#> 406 bad male 2 own little moderate 2039
#> 407 good male 2 own not_known not_known 2197
#> 408 good male 2 own little little 1053
#> 409 good male 3 own quite rich not_known 3235
#> 410 bad male 2 own quite rich rich 939
#> 411 good female 2 own little moderate 1967
#> 412 good male 3 own little not_known 7253
#> 413 bad male 3 own little not_known 2292
#> 414 good male 1 rent quite rich not_known 1597
#> 415 bad female 2 own not_known little 1381
#> 416 good male 2 own little not_known 5842
#> 417 bad male 1 own little little 2579
#> 418 good female 2 rent not_known little 8471
#> 419 good female 3 own quite rich not_known 2782
#> 420 bad female 2 own not_known moderate 1042
#> 421 good female 2 rent rich not_known 3186
#> 422 good male 2 own not_known moderate 2028
#> 423 good male 1 own little moderate 958
#> 424 good male 3 own moderate not_known 1591
#> 425 bad female 2 own not_known moderate 2762
#> 426 good male 2 rent little moderate 2779
#> 427 good male 2 own little not_known 2743
#> 428 good male 2 own rich not_known 1149
#> 429 good male 2 own little not_known 1313
#> 430 bad female 0 free little little 1190
#> 431 good male 1 own little not_known 3448
#> 432 bad male 3 own little moderate 11328
#> 433 good male 3 free little little 1872
#> 434 good male 2 own little not_known 2058
#> 435 good male 2 own little little 2136
#> 436 bad male 2 own not_known moderate 1484
#> 437 good male 1 rent quite rich not_known 660
#> 438 good female 2 own rich not_known 1287
#> 439 good male 0 own little little 3394
#> 440 bad female 0 own little rich 609
#> 441 good male 3 own little not_known 1884
#> 442 good female 2 own little little 1620
#> 443 good male 2 own little moderate 2629
#> 444 bad male 1 own little not_known 719
#> 445 bad female 3 own little moderate 5096
#> 446 good female 1 rent not_known not_known 1244
#> 447 bad female 2 own little little 1842
#> 448 good male 2 own little moderate 2576
#> 449 good female 3 own not_known rich 1424
#> 450 bad male 2 own rich moderate 1512
#> 451 good male 3 own not_known not_known 11054
#> 452 good female 2 own little not_known 518
#> 453 good male 2 own little not_known 2759
#> 454 good male 3 own little not_known 2670
#> 455 bad male 2 own little little 4817
#> 456 good female 3 own little not_known 2679
#> 457 good male 2 rent little little 3905
#> 458 bad male 2 free little little 3386
#> 459 good female 2 own little little 343
#> 460 good male 2 own little not_known 4594
#> 461 good male 2 own little little 3620
#> 462 good male 2 own little little 1721
#> 463 good female 3 rent little moderate 3017
#> 464 good male 2 own not_known moderate 754
#> 465 good male 2 own little not_known 1950
#> 466 good male 2 own little little 2924
#> 467 bad female 1 rent little little 1659
#> 468 good male 2 own not_known not_known 7238
#> 469 good female 2 own little not_known 2764
#> 470 good male 1 own little not_known 4679
#> 471 bad male 2 rent moderate moderate 3092
#> 472 bad female 2 own little little 448
#> 473 bad male 1 own little little 654
#> 474 good male 3 own not_known not_known 1238
#> 475 bad male 2 own little moderate 1245
#> 476 bad female 2 rent little little 3114
#> 477 good male 2 own quite rich not_known 2569
#> 478 good male 2 own little rich 5152
#> 479 good male 1 own moderate moderate 1037
#> 480 good male 2 own little little 1478
#> 481 good female 1 own little moderate 3573
#> 482 good male 2 own little moderate 1201
#> 483 good female 2 rent rich little 3622
#> 484 good female 2 own rich not_known 960
#> 485 good male 2 own quite rich not_known 1163
#> 486 bad male 3 own little moderate 1209
#> 487 good male 2 own little not_known 3077
#> 488 good female 2 free little not_known 3757
#> 489 good male 1 rent moderate not_known 1418
#> 490 good male 2 rent little not_known 3518
#> 491 good male 2 own little not_known 1934
#> 492 bad female 3 free little moderate 8318
#> 493 good female 2 own moderate not_known 1237
#> 494 good male 2 own not_known moderate 368
#> 495 good male 1 rent little little 2122
#> 496 bad male 2 own not_known little 2996
#> 497 bad male 3 rent moderate moderate 9034
#> 498 good male 2 own little not_known 1585
#> 499 good male 1 own little moderate 1301
#> 500 good male 2 own moderate rich 1323
#> 501 bad female 2 own little little 3123
#> 502 good male 2 free little little 5493
#> 503 good male 2 own moderate rich 1126
#> 504 bad male 2 own moderate moderate 1216
#> 505 bad female 2 rent little little 1207
#> 506 bad male 1 own not_known not_known 1309
#> 507 good male 2 own quite rich rich 2360
#> 508 bad male 3 own moderate moderate 6850
#> 509 good male 2 own little not_known 1413
#> 510 good male 3 own moderate not_known 8588
#> 511 bad male 2 own little little 759
#> 512 good male 3 free little not_known 4686
#> 513 good male 2 rent little rich 2687
#> 514 good male 2 rent little moderate 585
#> 515 good male 2 own not_known not_known 2255
#> 516 good female 2 own little little 609
#> 517 good male 1 own little little 1361
#> 518 bad female 2 rent little not_known 7127
#> 519 good male 2 own moderate little 1203
#> 520 good male 2 free not_known not_known 700
#> 521 good male 2 free little not_known 5507
#> 522 bad female 2 own little little 3190
#> 523 bad male 2 free little little 7119
#> 524 good female 2 own moderate not_known 3488
#> 525 good female 1 own little moderate 1113
#> 526 good male 2 own little moderate 7966
#> 527 good female 2 own moderate not_known 1532
#> 528 good male 1 own little not_known 1503
#> 529 bad male 2 rent little little 2302
#> 530 good male 1 own little little 662
#> 531 good male 2 own little moderate 2273
#> 532 bad female 2 rent moderate moderate 2631
#> 533 good male 2 rent little not_known 1503
#> 534 good male 2 own moderate not_known 1311
#> 535 good male 2 own not_known not_known 3105
#> 536 bad male 2 rent little rich 2319
#> 537 good female 3 own not_known little 1374
#> 538 good female 2 own little moderate 3612
#> 539 bad male 3 free little little 7763
#> 540 good female 1 own little rich 3049
#> 541 bad male 2 rent little moderate 1534
#> 542 good male 2 free little not_known 2032
#> 543 bad male 2 own not_known little 6350
#> 544 bad male 1 own little rich 2864
#> 545 good male 1 own little not_known 1255
#> 546 bad male 2 free little little 1333
#> 547 good female 2 own little not_known 2022
#> 548 good male 2 own little not_known 1552
#> 549 bad female 1 own little little 626
#> 550 good male 2 free not_known not_known 8858
#> 551 good female 2 own not_known not_known 996
#> 552 good male 1 own quite rich not_known 1750
#> 553 bad male 2 own little little 6999
#> 554 good male 2 own moderate moderate 1995
#> 555 good female 3 own little moderate 1199
#> 556 bad male 2 own little moderate 1331
#> 557 bad female 2 own moderate moderate 2278
#> 558 bad female 2 own not_known not_known 5003
#> 559 bad male 2 own little little 3552
#> 560 bad male 1 own little moderate 1928
#> 561 good male 2 free not_known little 2964
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#> 569 good male 2 own not_known moderate 3979
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#> 577 good female 2 own little moderate 2930
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