library(readr)## Warning: package 'readr' was built under R version 4.3.2credit <- read.csv("Z:/Data_Mining/credit.csv", stringsAsFactors=TRUE)
View(credit)
credit## checking_balance months_loan_duration credit_history purpose
## 1 < 0 DM 6 critical furniture/appliances
## 2 1 - 200 DM 48 good furniture/appliances
## 3 unknown 12 critical education
## 4 < 0 DM 42 good furniture/appliances
## 5 < 0 DM 24 poor car
## 6 unknown 36 good education
## 7 unknown 24 good furniture/appliances
## 8 1 - 200 DM 36 good car
## 9 unknown 12 good furniture/appliances
## 10 1 - 200 DM 30 critical car
## 11 1 - 200 DM 12 good car
## 12 < 0 DM 48 good business
## 13 1 - 200 DM 12 good furniture/appliances
## 14 < 0 DM 24 critical car
## 15 < 0 DM 15 good car
## 16 < 0 DM 24 good furniture/appliances
## 17 unknown 24 critical furniture/appliances
## 18 < 0 DM 30 perfect business
## 19 1 - 200 DM 24 good car
## 20 unknown 24 good furniture/appliances
## 21 unknown 9 critical car
## 22 < 0 DM 6 good furniture/appliances
## 23 < 0 DM 10 critical car
## 24 1 - 200 DM 12 critical car
## 25 unknown 10 critical furniture/appliances
## 26 < 0 DM 6 good furniture/appliances
## 27 unknown 6 perfect furniture/appliances
## 28 > 200 DM 12 very good furniture/appliances
## 29 1 - 200 DM 7 good furniture/appliances
## 30 < 0 DM 60 poor business
## 31 1 - 200 DM 18 good business
## 32 < 0 DM 24 good furniture/appliances
## 33 1 - 200 DM 18 good car
## 34 unknown 12 critical business
## 35 > 200 DM 12 good furniture/appliances
## 36 1 - 200 DM 45 critical furniture/appliances
## 37 unknown 48 critical education
## 38 > 200 DM 18 good furniture/appliances
## 39 > 200 DM 10 good furniture/appliances
## 40 1 - 200 DM 9 good furniture/appliances
## 41 unknown 30 good furniture/appliances
## 42 1 - 200 DM 12 good furniture/appliances
## 43 1 - 200 DM 18 poor renovations
## 44 < 0 DM 30 critical car
## 45 < 0 DM 48 critical car
## 46 unknown 11 critical car
## 47 unknown 36 good furniture/appliances
## 48 < 0 DM 6 good car
## 49 unknown 11 critical car
## 50 unknown 12 good furniture/appliances
## 51 1 - 200 DM 24 poor furniture/appliances
## 52 1 - 200 DM 27 poor car
## 53 unknown 12 good furniture/appliances
## 54 unknown 18 good car
## 55 1 - 200 DM 36 poor car
## 56 unknown 6 very good car
## 57 1 - 200 DM 12 good furniture/appliances
## 58 unknown 36 critical furniture/appliances
## 59 > 200 DM 18 good car
## 60 < 0 DM 36 critical furniture/appliances
## 61 1 - 200 DM 9 good business
## 62 1 - 200 DM 15 critical furniture/appliances
## 63 1 - 200 DM 36 perfect business
## 64 1 - 200 DM 48 perfect business
## 65 unknown 24 good furniture/appliances
## 66 unknown 27 good renovations
## 67 unknown 12 good furniture/appliances
## 68 1 - 200 DM 12 good car
## 69 unknown 36 good education
## 70 unknown 36 good furniture/appliances
## 71 unknown 36 good car
## 72 unknown 7 critical furniture/appliances
## 73 < 0 DM 8 critical car0
## 74 1 - 200 DM 42 critical business
## 75 < 0 DM 36 good education
## 76 < 0 DM 12 critical car
## 77 < 0 DM 42 good furniture/appliances
## 78 1 - 200 DM 11 poor furniture/appliances
## 79 unknown 54 perfect car
## 80 1 - 200 DM 30 good furniture/appliances
## 81 unknown 24 good furniture/appliances
## 82 unknown 15 good furniture/appliances
## 83 unknown 18 good business
## 84 < 0 DM 24 good car0
## 85 < 0 DM 10 good furniture/appliances
## 86 unknown 12 critical business
## 87 1 - 200 DM 18 critical furniture/appliances
## 88 1 - 200 DM 36 good education
## 89 < 0 DM 18 good car
## 90 < 0 DM 12 perfect renovations
## 91 unknown 12 critical furniture/appliances
## 92 < 0 DM 12 critical car
## 93 unknown 12 critical furniture/appliances
## 94 > 200 DM 24 critical furniture/appliances
## 95 1 - 200 DM 12 good car
## 96 1 - 200 DM 54 perfect business
## 97 unknown 12 critical education
## 98 1 - 200 DM 18 good business
## 99 1 - 200 DM 36 critical furniture/appliances
## 100 1 - 200 DM 20 poor car
## 101 unknown 24 good car
## 102 1 - 200 DM 36 good furniture/appliances
## 103 unknown 6 poor furniture/appliances
## 104 1 - 200 DM 9 critical furniture/appliances
## 105 unknown 12 good car
## 106 1 - 200 DM 24 critical car0
## 107 unknown 18 very good car
## 108 1 - 200 DM 12 good car
## 109 < 0 DM 24 good furniture/appliances
## 110 1 - 200 DM 14 good business
## 111 1 - 200 DM 6 poor business
## 112 > 200 DM 15 good education
## 113 1 - 200 DM 18 good car
## 114 unknown 36 critical car
## 115 < 0 DM 12 good furniture/appliances
## 116 unknown 48 critical furniture/appliances
## 117 < 0 DM 42 good furniture/appliances
## 118 < 0 DM 10 critical furniture/appliances
## 119 < 0 DM 33 critical furniture/appliances
## 120 1 - 200 DM 12 critical car
## 121 < 0 DM 21 good furniture/appliances
## 122 unknown 24 critical car
## 123 unknown 12 good furniture/appliances
## 124 > 200 DM 10 critical car
## 125 1 - 200 DM 18 good furniture/appliances
## 126 < 0 DM 12 critical car
## 127 < 0 DM 12 good furniture/appliances
## 128 1 - 200 DM 12 good renovations
## 129 1 - 200 DM 12 critical car
## 130 < 0 DM 12 critical car
## 131 1 - 200 DM 48 good car
## 132 < 0 DM 36 poor education
## 133 unknown 15 good furniture/appliances
## 134 unknown 18 good furniture/appliances
## 135 unknown 60 good furniture/appliances
## 136 unknown 12 critical furniture/appliances
## 137 unknown 27 poor car
## 138 1 - 200 DM 12 good furniture/appliances
## 139 1 - 200 DM 15 critical furniture/appliances
## 140 > 200 DM 12 good furniture/appliances
## 141 > 200 DM 6 good car
## 142 1 - 200 DM 36 good furniture/appliances
## 143 < 0 DM 27 good furniture/appliances
## 144 < 0 DM 18 good furniture/appliances
## 145 unknown 21 critical furniture/appliances
## 146 1 - 200 DM 48 very good business
## 147 < 0 DM 6 critical car
## 148 unknown 12 critical car
## 149 < 0 DM 36 critical furniture/appliances
## 150 unknown 18 critical furniture/appliances
## 151 unknown 6 good furniture/appliances
## 152 unknown 10 good furniture/appliances
## 153 > 200 DM 36 good furniture/appliances
## 154 1 - 200 DM 24 critical car
## 155 1 - 200 DM 24 poor business
## 156 < 0 DM 12 good furniture/appliances
## 157 < 0 DM 9 critical renovations
## 158 < 0 DM 12 very good education
## 159 1 - 200 DM 24 good car
## 160 unknown 6 critical furniture/appliances
## 161 unknown 24 critical furniture/appliances
## 162 unknown 18 critical car
## 163 unknown 15 good furniture/appliances
## 164 1 - 200 DM 10 good car
## 165 unknown 36 good car
## 166 unknown 6 good furniture/appliances
## 167 < 0 DM 18 good furniture/appliances
## 168 1 - 200 DM 11 good furniture/appliances
## 169 unknown 24 good furniture/appliances
## 170 1 - 200 DM 24 critical business
## 171 < 0 DM 15 perfect car
## 172 unknown 12 good furniture/appliances
## 173 1 - 200 DM 24 poor furniture/appliances
## 174 1 - 200 DM 8 good furniture/appliances
## 175 < 0 DM 21 poor education
## 176 unknown 30 very good car
## 177 < 0 DM 12 good furniture/appliances
## 178 < 0 DM 6 critical furniture/appliances
## 179 unknown 12 good furniture/appliances
## 180 < 0 DM 21 critical car
## 181 unknown 36 poor business
## 182 1 - 200 DM 36 poor business
## 183 < 0 DM 21 very good car
## 184 unknown 24 critical furniture/appliances
## 185 1 - 200 DM 18 critical car
## 186 unknown 15 critical furniture/appliances
## 187 1 - 200 DM 9 very good car
## 188 1 - 200 DM 16 critical car
## 189 < 0 DM 12 good furniture/appliances
## 190 1 - 200 DM 18 perfect furniture/appliances
## 191 unknown 24 good business
## 192 1 - 200 DM 48 perfect business
## 193 1 - 200 DM 27 good business
## 194 unknown 6 good furniture/appliances
## 195 1 - 200 DM 45 good furniture/appliances
## 196 1 - 200 DM 9 critical education
## 197 unknown 6 critical furniture/appliances
## 198 1 - 200 DM 12 good furniture/appliances
## 199 1 - 200 DM 24 good car
## 200 1 - 200 DM 18 poor furniture/appliances
## 201 unknown 9 critical education
## 202 < 0 DM 12 good car
## 203 unknown 27 poor business
## 204 < 0 DM 12 good education
## 205 unknown 12 critical car
## 206 < 0 DM 30 critical car
## 207 unknown 12 critical furniture/appliances
## 208 1 - 200 DM 12 critical furniture/appliances
## 209 < 0 DM 24 good business
## 210 unknown 12 good car
## 211 unknown 9 critical furniture/appliances
## 212 unknown 36 good furniture/appliances
## 213 < 0 DM 27 perfect business
## 214 > 200 DM 30 poor business
## 215 unknown 36 critical furniture/appliances
## 216 1 - 200 DM 6 critical education
## 217 < 0 DM 18 perfect business
## 218 > 200 DM 36 good furniture/appliances
## 219 < 0 DM 24 good furniture/appliances
## 220 unknown 10 good car
## 221 1 - 200 DM 12 good furniture/appliances
## 222 < 0 DM 12 good education
## 223 unknown 12 good furniture/appliances
## 224 unknown 24 poor business
## 225 unknown 15 good car
## 226 unknown 36 perfect renovations
## 227 1 - 200 DM 48 good furniture/appliances
## 228 < 0 DM 12 good furniture/appliances
## 229 unknown 9 good furniture/appliances
## 230 < 0 DM 24 good furniture/appliances
## 231 > 200 DM 36 good furniture/appliances
## 232 unknown 9 good car
## 233 unknown 12 good furniture/appliances
## 234 1 - 200 DM 18 good furniture/appliances
## 235 unknown 4 critical furniture/appliances
## 236 < 0 DM 24 good furniture/appliances
## 237 1 - 200 DM 6 good car
## 238 1 - 200 DM 21 good business
## 239 unknown 12 critical furniture/appliances
## 240 < 0 DM 30 good furniture/appliances
## 241 < 0 DM 24 good car
## 242 unknown 6 good furniture/appliances
## 243 < 0 DM 48 perfect car
## 244 unknown 12 critical business
## 245 unknown 12 very good education
## 246 unknown 24 good business
## 247 unknown 12 critical furniture/appliances
## 248 unknown 6 perfect car
## 249 > 200 DM 24 good furniture/appliances
## 250 unknown 18 good furniture/appliances
## 251 < 0 DM 6 critical car
## 252 > 200 DM 12 good furniture/appliances
## 253 1 - 200 DM 30 good car
## 254 unknown 24 poor furniture/appliances
## 255 1 - 200 DM 9 good furniture/appliances
## 256 1 - 200 DM 60 poor furniture/appliances
## 257 unknown 24 critical furniture/appliances
## 258 < 0 DM 12 very good furniture/appliances
## 259 unknown 15 good car
## 260 unknown 11 critical furniture/appliances
## 261 < 0 DM 12 good furniture/appliances
## 262 < 0 DM 24 good furniture/appliances
## 263 < 0 DM 18 critical car
## 264 unknown 12 critical education
## 265 unknown 10 critical car
## 266 1 - 200 DM 15 good furniture/appliances
## 267 unknown 36 critical business
## 268 unknown 24 good furniture/appliances
## 269 < 0 DM 14 good car
## 270 unknown 24 good furniture/appliances
## 271 unknown 18 good car
## 272 unknown 12 critical furniture/appliances
## 273 1 - 200 DM 48 very good car
## 274 1 - 200 DM 48 good furniture/appliances
## 275 < 0 DM 30 good renovations
## 276 unknown 9 good furniture/appliances
## 277 unknown 18 critical furniture/appliances
## 278 < 0 DM 12 good furniture/appliances
## 279 unknown 6 good furniture/appliances
## 280 unknown 24 good furniture/appliances
## 281 unknown 15 critical car
## 282 unknown 12 good furniture/appliances
## 283 > 200 DM 18 very good furniture/appliances
## 284 unknown 15 critical furniture/appliances
## 285 1 - 200 DM 24 critical car
## 286 < 0 DM 47 good car
## 287 < 0 DM 48 good car
## 288 1 - 200 DM 48 poor car0
## 289 1 - 200 DM 12 good furniture/appliances
## 290 < 0 DM 24 poor furniture/appliances
## 291 unknown 12 good business
## 292 1 - 200 DM 36 good car
## 293 < 0 DM 24 critical car
## 294 > 200 DM 42 critical car
## 295 unknown 48 critical business
## 296 1 - 200 DM 48 good furniture/appliances
## 297 unknown 12 good car
## 298 unknown 10 good car
## 299 unknown 18 good furniture/appliances
## 300 1 - 200 DM 21 critical furniture/appliances
## 301 unknown 6 good car
## 302 1 - 200 DM 36 perfect furniture/appliances
## 303 > 200 DM 24 critical car
## 304 < 0 DM 10 critical car
## 305 unknown 48 critical car
## 306 unknown 6 good furniture/appliances
## 307 unknown 30 good car
## 308 < 0 DM 12 good furniture/appliances
## 309 1 - 200 DM 8 good furniture/appliances
## 310 1 - 200 DM 9 good car
## 311 1 - 200 DM 48 good car0
## 312 unknown 24 good furniture/appliances
## 313 > 200 DM 24 good furniture/appliances
## 314 1 - 200 DM 12 good car
## 315 > 200 DM 4 good car
## 316 < 0 DM 36 very good furniture/appliances
## 317 < 0 DM 12 good furniture/appliances
## 318 1 - 200 DM 24 good furniture/appliances
## 319 unknown 12 critical education
## 320 < 0 DM 15 poor furniture/appliances
## 321 1 - 200 DM 30 critical car
## 322 < 0 DM 24 good furniture/appliances
## 323 < 0 DM 24 good car
## 324 < 0 DM 18 good furniture/appliances
## 325 unknown 18 critical car
## 326 < 0 DM 8 critical car
## 327 unknown 12 critical furniture/appliances
## 328 unknown 24 good car
## 329 > 200 DM 36 good furniture/appliances
## 330 1 - 200 DM 6 good furniture/appliances
## 331 < 0 DM 24 critical car
## 332 unknown 18 critical education
## 333 1 - 200 DM 60 good car
## 334 unknown 48 critical car
## 335 < 0 DM 24 perfect furniture/appliances
## 336 < 0 DM 6 critical furniture/appliances
## 337 1 - 200 DM 13 good furniture/appliances
## 338 < 0 DM 15 good furniture/appliances
## 339 < 0 DM 24 good furniture/appliances
## 340 1 - 200 DM 10 good furniture/appliances
## 341 1 - 200 DM 24 critical education
## 342 < 0 DM 21 good furniture/appliances
## 343 1 - 200 DM 18 good furniture/appliances
## 344 1 - 200 DM 18 good business
## 345 > 200 DM 10 good car
## 346 unknown 15 critical furniture/appliances
## 347 1 - 200 DM 13 critical furniture/appliances
## 348 1 - 200 DM 24 good furniture/appliances
## 349 unknown 6 poor business
## 350 1 - 200 DM 9 critical education
## 351 unknown 9 good furniture/appliances
## 352 1 - 200 DM 9 good furniture/appliances
## 353 unknown 18 critical car
## 354 < 0 DM 12 perfect furniture/appliances
## 355 unknown 10 good education
## 356 1 - 200 DM 24 good car
## 357 unknown 12 critical furniture/appliances
## 358 unknown 36 poor furniture/appliances
## 359 unknown 12 good furniture/appliances
## 360 < 0 DM 30 good furniture/appliances
## 361 1 - 200 DM 18 good education
## 362 > 200 DM 12 good furniture/appliances
## 363 > 200 DM 12 poor car
## 364 unknown 6 good furniture/appliances
## 365 < 0 DM 18 good furniture/appliances
## 366 unknown 12 good business
## 367 unknown 18 critical car
## 368 < 0 DM 18 good furniture/appliances
## 369 < 0 DM 36 good furniture/appliances
## 370 1 - 200 DM 18 good furniture/appliances
## 371 unknown 36 good car
## 372 unknown 18 critical furniture/appliances
## 373 unknown 10 critical furniture/appliances
## 374 unknown 60 critical car
## 375 1 - 200 DM 60 very good car0
## 376 < 0 DM 48 very good business
## 377 unknown 18 poor furniture/appliances
## 378 unknown 7 poor furniture/appliances
## 379 1 - 200 DM 36 good car
## 380 unknown 6 critical car
## 381 < 0 DM 20 good furniture/appliances
## 382 1 - 200 DM 18 good car
## 383 unknown 22 good car
## 384 > 200 DM 12 good car
## 385 unknown 30 poor business
## 386 unknown 18 critical furniture/appliances
## 387 unknown 18 good furniture/appliances
## 388 1 - 200 DM 18 critical furniture/appliances
## 389 1 - 200 DM 15 critical business
## 390 unknown 9 good business
## 391 unknown 18 good car
## 392 1 - 200 DM 12 good furniture/appliances
## 393 < 0 DM 36 good car
## 394 < 0 DM 6 critical furniture/appliances
## 395 unknown 9 critical furniture/appliances
## 396 1 - 200 DM 39 poor education
## 397 < 0 DM 12 good furniture/appliances
## 398 < 0 DM 36 critical furniture/appliances
## 399 1 - 200 DM 12 good car
## 400 unknown 24 critical furniture/appliances
## 401 unknown 18 good furniture/appliances
## 402 1 - 200 DM 18 critical business
## 403 unknown 24 poor business
## 404 unknown 14 poor car
## 405 1 - 200 DM 18 poor car
## 406 1 - 200 DM 24 good furniture/appliances
## 407 unknown 24 critical car
## 408 < 0 DM 15 good furniture/appliances
## 409 unknown 24 good furniture/appliances
## 410 > 200 DM 12 critical car
## 411 1 - 200 DM 24 good furniture/appliances
## 412 unknown 33 critical car
## 413 unknown 12 critical business
## 414 unknown 10 good car
## 415 < 0 DM 24 good car
## 416 unknown 36 critical car
## 417 < 0 DM 12 good car
## 418 < 0 DM 18 poor education
## 419 unknown 21 good car
## 420 1 - 200 DM 18 good car
## 421 unknown 15 good car
## 422 1 - 200 DM 12 good car
## 423 1 - 200 DM 12 critical car
## 424 unknown 21 poor furniture/appliances
## 425 1 - 200 DM 12 good furniture/appliances
## 426 1 - 200 DM 18 good car
## 427 unknown 28 critical furniture/appliances
## 428 unknown 18 critical furniture/appliances
## 429 unknown 9 good furniture/appliances
## 430 < 0 DM 18 critical renovations
## 431 unknown 5 good business
## 432 1 - 200 DM 24 good car0
## 433 < 0 DM 6 critical furniture/appliances
## 434 unknown 24 critical renovations
## 435 < 0 DM 9 good furniture/appliances
## 436 1 - 200 DM 12 good furniture/appliances
## 437 unknown 6 good renovations
## 438 unknown 24 critical car
## 439 < 0 DM 42 critical renovations
## 440 > 200 DM 12 very good business
## 441 unknown 12 good car
## 442 < 0 DM 12 good furniture/appliances
## 443 1 - 200 DM 20 poor car0
## 444 unknown 12 good education
## 445 1 - 200 DM 48 critical furniture/appliances
## 446 unknown 9 critical education
## 447 < 0 DM 36 good car
## 448 1 - 200 DM 7 good furniture/appliances
## 449 > 200 DM 12 good furniture/appliances
## 450 1 - 200 DM 15 poor renovations
## 451 unknown 36 critical car
## 452 unknown 6 good furniture/appliances
## 453 unknown 12 perfect furniture/appliances
## 454 unknown 24 good car
## 455 < 0 DM 24 good car
## 456 unknown 24 good car
## 457 < 0 DM 11 critical car
## 458 < 0 DM 12 good car
## 459 < 0 DM 6 good furniture/appliances
## 460 unknown 18 good furniture/appliances
## 461 < 0 DM 36 good furniture/appliances
## 462 < 0 DM 15 good car
## 463 1 - 200 DM 12 good furniture/appliances
## 464 1 - 200 DM 12 good education
## 465 unknown 18 good business
## 466 < 0 DM 24 good car
## 467 < 0 DM 24 poor furniture/appliances
## 468 unknown 48 poor furniture/appliances
## 469 unknown 33 poor business
## 470 unknown 24 poor car
## 471 1 - 200 DM 24 good furniture/appliances
## 472 < 0 DM 6 good education
## 473 < 0 DM 9 good car
## 474 unknown 6 good education
## 475 1 - 200 DM 18 critical furniture/appliances
## 476 < 0 DM 18 perfect furniture/appliances
## 477 unknown 39 good car
## 478 > 200 DM 24 good furniture/appliances
## 479 1 - 200 DM 12 good business
## 480 < 0 DM 15 critical furniture/appliances
## 481 1 - 200 DM 12 critical furniture/appliances
## 482 1 - 200 DM 24 good car
## 483 < 0 DM 30 good furniture/appliances
## 484 unknown 15 poor furniture/appliances
## 485 unknown 12 critical car
## 486 1 - 200 DM 6 poor car
## 487 unknown 12 good furniture/appliances
## 488 unknown 24 good car
## 489 unknown 10 good car
## 490 unknown 6 good car
## 491 unknown 12 critical furniture/appliances
## 492 1 - 200 DM 27 perfect business
## 493 unknown 6 critical furniture/appliances
## 494 1 - 200 DM 6 good furniture/appliances
## 495 < 0 DM 12 critical car
## 496 < 0 DM 24 good furniture/appliances
## 497 1 - 200 DM 36 good furniture/appliances
## 498 unknown 24 critical furniture/appliances
## 499 1 - 200 DM 18 good furniture/appliances
## 500 > 200 DM 6 critical car
## 501 < 0 DM 24 good car
## 502 < 0 DM 36 good car
## 503 > 200 DM 9 good furniture/appliances
## 504 1 - 200 DM 24 critical furniture/appliances
## 505 < 0 DM 24 good car
## 506 unknown 10 good car
## 507 > 200 DM 15 critical car
## 508 1 - 200 DM 15 very good car
## 509 unknown 24 good furniture/appliances
## 510 unknown 39 good car
## 511 < 0 DM 12 good car
## 512 unknown 36 good car
## 513 > 200 DM 15 good business
## 514 1 - 200 DM 12 poor furniture/appliances
## 515 unknown 24 good car
## 516 < 0 DM 6 critical car
## 517 < 0 DM 6 critical car
## 518 unknown 36 critical furniture/appliances
## 519 < 0 DM 6 good car
## 520 unknown 6 critical furniture/appliances
## 521 unknown 24 critical renovations
## 522 < 0 DM 18 good furniture/appliances
## 523 < 0 DM 48 perfect furniture/appliances
## 524 unknown 24 good car
## 525 1 - 200 DM 18 good furniture/appliances
## 526 1 - 200 DM 26 good car
## 527 unknown 15 critical education
## 528 unknown 4 critical furniture/appliances
## 529 < 0 DM 36 good furniture/appliances
## 530 < 0 DM 6 good car
## 531 1 - 200 DM 36 good education
## 532 1 - 200 DM 15 good car
## 533 unknown 12 poor car
## 534 unknown 24 good furniture/appliances
## 535 unknown 24 good furniture/appliances
## 536 > 200 DM 21 critical education
## 537 < 0 DM 6 good car
## 538 1 - 200 DM 18 critical furniture/appliances
## 539 < 0 DM 48 good car
## 540 > 200 DM 18 good furniture/appliances
## 541 1 - 200 DM 12 good furniture/appliances
## 542 unknown 24 poor car
## 543 < 0 DM 30 good furniture/appliances
## 544 > 200 DM 18 good furniture/appliances
## 545 unknown 12 critical car
## 546 < 0 DM 24 poor car
## 547 unknown 24 critical car
## 548 unknown 24 good furniture/appliances
## 549 < 0 DM 12 very good furniture/appliances
## 550 unknown 48 critical car
## 551 unknown 12 critical renovations
## 552 unknown 6 very good furniture/appliances
## 553 < 0 DM 48 good furniture/appliances
## 554 1 - 200 DM 12 critical car
## 555 1 - 200 DM 9 good education
## 556 1 - 200 DM 12 good furniture/appliances
## 557 1 - 200 DM 18 perfect car
## 558 unknown 21 perfect car
## 559 < 0 DM 24 very good furniture/appliances
## 560 1 - 200 DM 18 critical furniture/appliances
## 561 < 0 DM 24 good car
## 562 < 0 DM 24 very good furniture/appliances
## 563 > 200 DM 6 poor furniture/appliances
## 564 1 - 200 DM 36 good car
## 565 1 - 200 DM 24 poor business
## 566 1 - 200 DM 24 poor furniture/appliances
## 567 < 0 DM 12 good car
## 568 unknown 24 critical furniture/appliances
## 569 1 - 200 DM 48 good furniture/appliances
## 570 < 0 DM 48 good furniture/appliances
## 571 < 0 DM 24 good furniture/appliances
## 572 unknown 30 critical furniture/appliances
## 573 unknown 24 good car
## 574 < 0 DM 15 good business
## 575 1 - 200 DM 9 good furniture/appliances
## 576 unknown 15 critical furniture/appliances
## 577 1 - 200 DM 12 good furniture/appliances
## 578 unknown 24 critical education
## 579 1 - 200 DM 36 critical car
## 580 unknown 24 good education
## 581 1 - 200 DM 18 critical car
## 582 1 - 200 DM 12 critical car
## 583 unknown 9 good furniture/appliances
## 584 1 - 200 DM 36 good renovations
## 585 unknown 12 good car
## 586 < 0 DM 18 good furniture/appliances
## 587 < 0 DM 9 critical car
## 588 < 0 DM 12 good furniture/appliances
## 589 < 0 DM 18 good furniture/appliances
## 590 < 0 DM 12 critical furniture/appliances
## 591 < 0 DM 12 critical furniture/appliances
## 592 1 - 200 DM 24 poor car
## 593 unknown 21 good business
## 594 1 - 200 DM 24 good car
## 595 < 0 DM 24 very good car0
## 596 1 - 200 DM 6 very good car
## 597 < 0 DM 24 good car
## 598 1 - 200 DM 24 perfect business
## 599 unknown 18 critical car
## 600 unknown 24 poor business
## 601 1 - 200 DM 7 good furniture/appliances
## 602 1 - 200 DM 9 good furniture/appliances
## 603 1 - 200 DM 24 very good education
## 604 unknown 36 good furniture/appliances
## 605 > 200 DM 10 good furniture/appliances
## 606 < 0 DM 24 very good furniture/appliances
## 607 unknown 24 critical business
## 608 1 - 200 DM 36 good furniture/appliances
## 609 unknown 18 good furniture/appliances
## 610 unknown 15 good car
## 611 < 0 DM 12 good furniture/appliances
## 612 > 200 DM 10 good car
## 613 < 0 DM 21 good furniture/appliances
## 614 < 0 DM 24 very good car
## 615 unknown 18 poor furniture/appliances
## 616 1 - 200 DM 48 perfect business
## 617 1 - 200 DM 60 poor furniture/appliances
## 618 < 0 DM 6 critical car
## 619 1 - 200 DM 30 good furniture/appliances
## 620 unknown 12 good car
## 621 1 - 200 DM 21 critical business
## 622 unknown 18 critical car
## 623 unknown 48 good business
## 624 < 0 DM 12 good furniture/appliances
## 625 < 0 DM 18 good furniture/appliances
## 626 unknown 15 good furniture/appliances
## 627 > 200 DM 6 good furniture/appliances
## 628 1 - 200 DM 9 very good car
## 629 unknown 42 critical furniture/appliances
## 630 unknown 9 good education
## 631 < 0 DM 24 good furniture/appliances
## 632 < 0 DM 18 very good furniture/appliances
## 633 1 - 200 DM 15 good furniture/appliances
## 634 unknown 9 good furniture/appliances
## 635 1 - 200 DM 24 good car
## 636 unknown 12 good education
## 637 unknown 24 good furniture/appliances
## 638 unknown 60 poor furniture/appliances
## 639 unknown 12 good furniture/appliances
## 640 < 0 DM 42 poor furniture/appliances
## 641 < 0 DM 18 good education
## 642 1 - 200 DM 15 good renovations
## 643 unknown 15 good education
## 644 unknown 24 critical furniture/appliances
## 645 < 0 DM 18 critical furniture/appliances
## 646 unknown 36 poor business
## 647 < 0 DM 30 perfect furniture/appliances
## 648 unknown 12 good car
## 649 > 200 DM 24 good car
## 650 < 0 DM 12 good education
## 651 < 0 DM 48 good education
## 652 1 - 200 DM 12 good furniture/appliances
## 653 < 0 DM 24 good car
## 654 1 - 200 DM 36 poor car
## 655 unknown 24 critical car
## 656 < 0 DM 14 good car
## 657 1 - 200 DM 12 good car
## 658 unknown 48 good furniture/appliances
## 659 1 - 200 DM 30 perfect business
## 660 1 - 200 DM 18 critical furniture/appliances
## 661 > 200 DM 12 good furniture/appliances
## 662 < 0 DM 12 good car
## 663 unknown 21 good furniture/appliances
## 664 1 - 200 DM 6 poor furniture/appliances
## 665 > 200 DM 6 critical education
## 666 unknown 24 critical car0
## 667 1 - 200 DM 30 very good furniture/appliances
## 668 unknown 48 very good business
## 669 < 0 DM 12 critical car
## 670 > 200 DM 30 critical furniture/appliances
## 671 unknown 24 critical business
## 672 unknown 36 good business
## 673 unknown 60 good car
## 674 unknown 6 critical car
## 675 unknown 21 poor business
## 676 unknown 30 critical furniture/appliances
## 677 unknown 24 critical furniture/appliances
## 678 1 - 200 DM 72 good furniture/appliances
## 679 < 0 DM 24 good furniture/appliances
## 680 unknown 18 good furniture/appliances
## 681 unknown 6 good education
## 682 unknown 12 good furniture/appliances
## 683 unknown 15 poor furniture/appliances
## 684 unknown 24 critical furniture/appliances
## 685 1 - 200 DM 36 poor business
## 686 unknown 60 good car
## 687 > 200 DM 10 critical furniture/appliances
## 688 1 - 200 DM 36 poor car
## 689 unknown 9 good furniture/appliances
## 690 < 0 DM 12 good car
## 691 < 0 DM 15 critical furniture/appliances
## 692 1 - 200 DM 15 good renovations
## 693 1 - 200 DM 24 good furniture/appliances
## 694 < 0 DM 6 critical car
## 695 unknown 24 good furniture/appliances
## 696 unknown 6 good car
## 697 1 - 200 DM 12 good furniture/appliances
## 698 unknown 12 critical car
## 699 unknown 18 critical furniture/appliances
## 700 > 200 DM 15 good education
## 701 unknown 12 good furniture/appliances
## 702 < 0 DM 48 critical car
## 703 > 200 DM 24 good furniture/appliances
## 704 1 - 200 DM 30 poor business
## 705 1 - 200 DM 27 good business
## 706 unknown 15 good car
## 707 1 - 200 DM 48 good car
## 708 1 - 200 DM 12 perfect furniture/appliances
## 709 1 - 200 DM 9 good furniture/appliances
## 710 1 - 200 DM 9 good furniture/appliances
## 711 unknown 18 critical furniture/appliances
## 712 < 0 DM 6 very good education
## 713 unknown 21 good car
## 714 < 0 DM 9 critical furniture/appliances
## 715 1 - 200 DM 60 good car
## 716 unknown 30 critical car
## 717 unknown 30 critical furniture/appliances
## 718 unknown 18 good furniture/appliances
## 719 > 200 DM 24 critical furniture/appliances
## 720 1 - 200 DM 20 perfect car
## 721 > 200 DM 9 perfect furniture/appliances
## 722 1 - 200 DM 6 very good education
## 723 < 0 DM 12 good car
## 724 1 - 200 DM 9 good furniture/appliances
## 725 unknown 27 good car
## 726 unknown 6 critical car
## 727 unknown 15 critical furniture/appliances
## 728 < 0 DM 18 good furniture/appliances
## 729 1 - 200 DM 48 very good business
## 730 > 200 DM 24 critical business
## 731 1 - 200 DM 24 poor furniture/appliances
## 732 < 0 DM 24 good furniture/appliances
## 733 1 - 200 DM 8 good furniture/appliances
## 734 unknown 24 good car
## 735 unknown 4 critical car
## 736 1 - 200 DM 36 very good furniture/appliances
## 737 1 - 200 DM 24 good car
## 738 < 0 DM 18 good car
## 739 unknown 6 critical car
## 740 1 - 200 DM 30 perfect business
## 741 < 0 DM 24 very good car
## 742 1 - 200 DM 10 very good furniture/appliances
## 743 unknown 21 good furniture/appliances
## 744 < 0 DM 24 very good furniture/appliances
## 745 < 0 DM 39 critical furniture/appliances
## 746 < 0 DM 13 critical business
## 747 < 0 DM 15 good car
## 748 < 0 DM 12 good car
## 749 unknown 21 good car
## 750 unknown 15 good car
## 751 < 0 DM 6 good furniture/appliances
## 752 < 0 DM 18 good car
## 753 1 - 200 DM 12 good business
## 754 unknown 30 critical furniture/appliances
## 755 unknown 12 poor renovations
## 756 < 0 DM 24 good car
## 757 > 200 DM 6 critical car
## 758 > 200 DM 15 critical furniture/appliances
## 759 unknown 24 good car
## 760 < 0 DM 12 critical car
## 761 unknown 15 critical car
## 762 < 0 DM 18 critical furniture/appliances
## 763 < 0 DM 12 good furniture/appliances
## 764 unknown 21 critical car
## 765 unknown 24 critical car
## 766 1 - 200 DM 12 good furniture/appliances
## 767 < 0 DM 30 good furniture/appliances
## 768 unknown 10 good car
## 769 1 - 200 DM 12 critical furniture/appliances
## 770 unknown 12 critical furniture/appliances
## 771 < 0 DM 24 good car
## 772 < 0 DM 36 critical education
## 773 unknown 21 critical car
## 774 unknown 24 critical furniture/appliances
## 775 > 200 DM 12 critical car
## 776 < 0 DM 24 good car
## 777 unknown 36 critical car
## 778 < 0 DM 18 good furniture/appliances
## 779 unknown 36 critical car
## 780 1 - 200 DM 18 good renovations
## 781 1 - 200 DM 39 critical furniture/appliances
## 782 unknown 24 critical car
## 783 1 - 200 DM 12 perfect education
## 784 1 - 200 DM 12 good car
## 785 1 - 200 DM 20 good car
## 786 1 - 200 DM 18 good business
## 787 unknown 22 good furniture/appliances
## 788 unknown 48 critical car
## 789 1 - 200 DM 48 poor education
## 790 < 0 DM 40 critical education
## 791 1 - 200 DM 21 good business
## 792 unknown 24 good car
## 793 unknown 6 critical furniture/appliances
## 794 > 200 DM 24 good furniture/appliances
## 795 unknown 24 good furniture/appliances
## 796 unknown 9 good furniture/appliances
## 797 < 0 DM 18 good car
## 798 unknown 12 critical furniture/appliances
## 799 unknown 24 poor car
## 800 1 - 200 DM 9 good car
## 801 unknown 24 critical education
## 802 1 - 200 DM 18 critical furniture/appliances
## 803 < 0 DM 20 critical furniture/appliances
## 804 unknown 12 critical furniture/appliances
## 805 1 - 200 DM 12 good car
## 806 < 0 DM 36 good car
## 807 1 - 200 DM 6 good furniture/appliances
## 808 unknown 12 critical furniture/appliances
## 809 1 - 200 DM 42 very good car
## 810 1 - 200 DM 15 perfect car
## 811 1 - 200 DM 8 good business
## 812 1 - 200 DM 6 good furniture/appliances
## 813 < 0 DM 36 critical car
## 814 < 0 DM 48 good furniture/appliances
## 815 < 0 DM 48 good car
## 816 1 - 200 DM 36 poor car
## 817 unknown 6 good furniture/appliances
## 818 unknown 6 critical furniture/appliances
## 819 < 0 DM 36 good car0
## 820 < 0 DM 18 good furniture/appliances
## 821 unknown 12 good car
## 822 > 200 DM 12 good furniture/appliances
## 823 < 0 DM 36 good furniture/appliances
## 824 < 0 DM 8 critical car
## 825 unknown 18 critical furniture/appliances
## 826 < 0 DM 21 critical car
## 827 < 0 DM 18 critical car
## 828 unknown 18 perfect business
## 829 < 0 DM 36 good car
## 830 1 - 200 DM 48 poor business
## 831 unknown 24 poor business
## 832 < 0 DM 18 good car
## 833 < 0 DM 45 perfect business
## 834 1 - 200 DM 24 good furniture/appliances
## 835 > 200 DM 15 good furniture/appliances
## 836 < 0 DM 12 perfect car
## 837 unknown 12 good furniture/appliances
## 838 unknown 4 good furniture/appliances
## 839 < 0 DM 24 critical car
## 840 unknown 24 critical furniture/appliances
## 841 < 0 DM 36 good furniture/appliances
## 842 unknown 21 poor car
## 843 unknown 18 good renovations
## 844 unknown 24 very good business
## 845 unknown 18 good furniture/appliances
## 846 1 - 200 DM 21 good furniture/appliances
## 847 unknown 18 good car
## 848 unknown 24 good car
## 849 < 0 DM 9 good furniture/appliances
## 850 < 0 DM 12 good furniture/appliances
## 851 < 0 DM 20 critical car
## 852 unknown 24 critical car
## 853 unknown 15 critical furniture/appliances
## 854 < 0 DM 18 very good car
## 855 unknown 36 poor car
## 856 unknown 24 good car
## 857 unknown 10 good education
## 858 unknown 15 critical furniture/appliances
## 859 < 0 DM 15 good car
## 860 unknown 9 good car
## 861 unknown 24 critical car
## 862 unknown 18 poor business
## 863 < 0 DM 24 good furniture/appliances
## 864 unknown 27 critical furniture/appliances
## 865 unknown 10 good furniture/appliances
## 866 unknown 15 good furniture/appliances
## 867 < 0 DM 18 good furniture/appliances
## 868 unknown 12 critical furniture/appliances
## 869 unknown 36 good business
## 870 < 0 DM 12 good furniture/appliances
## 871 unknown 36 poor furniture/appliances
## 872 > 200 DM 6 critical car
## 873 < 0 DM 24 critical business
## 874 unknown 15 good furniture/appliances
## 875 < 0 DM 12 good furniture/appliances
## 876 1 - 200 DM 11 critical car
## 877 < 0 DM 18 very good furniture/appliances
## 878 unknown 36 good furniture/appliances
## 879 < 0 DM 9 good car
## 880 unknown 30 critical furniture/appliances
## 881 unknown 24 good car
## 882 unknown 24 good car
## 883 1 - 200 DM 30 critical car
## 884 unknown 18 critical furniture/appliances
## 885 1 - 200 DM 24 good furniture/appliances
## 886 < 0 DM 12 good education
## 887 1 - 200 DM 24 critical business
## 888 1 - 200 DM 48 good business
## 889 unknown 36 critical car
## 890 unknown 28 very good car
## 891 < 0 DM 27 critical business
## 892 unknown 15 critical furniture/appliances
## 893 < 0 DM 12 critical car
## 894 1 - 200 DM 36 critical car
## 895 unknown 18 critical furniture/appliances
## 896 unknown 36 poor car
## 897 < 0 DM 21 good furniture/appliances
## 898 unknown 12 critical furniture/appliances
## 899 unknown 15 good furniture/appliances
## 900 < 0 DM 18 good furniture/appliances
## 901 < 0 DM 16 critical car
## 902 unknown 20 critical car
## 903 unknown 36 critical car
## 904 unknown 15 good furniture/appliances
## 905 unknown 24 good furniture/appliances
## 906 < 0 DM 12 good furniture/appliances
## 907 < 0 DM 21 good car
## 908 1 - 200 DM 36 good education
## 909 unknown 15 poor car
## 910 1 - 200 DM 9 good car
## 911 unknown 36 poor furniture/appliances
## 912 1 - 200 DM 24 critical furniture/appliances
## 913 1 - 200 DM 30 good furniture/appliances
## 914 unknown 11 good business
## 915 < 0 DM 24 very good business
## 916 1 - 200 DM 48 perfect car0
## 917 unknown 10 good car
## 918 < 0 DM 6 good car
## 919 < 0 DM 24 good furniture/appliances
## 920 < 0 DM 24 good furniture/appliances
## 921 unknown 18 critical furniture/appliances
## 922 unknown 48 poor furniture/appliances
## 923 < 0 DM 9 good furniture/appliances
## 924 1 - 200 DM 12 good car
## 925 < 0 DM 24 very good furniture/appliances
## 926 < 0 DM 12 very good car
## 927 < 0 DM 18 critical furniture/appliances
## 928 < 0 DM 48 good car
## 929 unknown 30 good furniture/appliances
## 930 < 0 DM 12 poor car
## 931 < 0 DM 24 good furniture/appliances
## 932 1 - 200 DM 9 good furniture/appliances
## 933 unknown 9 critical car
## 934 unknown 12 critical furniture/appliances
## 935 < 0 DM 12 good furniture/appliances
## 936 1 - 200 DM 30 poor furniture/appliances
## 937 > 200 DM 9 good furniture/appliances
## 938 1 - 200 DM 6 good furniture/appliances
## 939 1 - 200 DM 60 good education
## 940 unknown 24 critical car
## 941 unknown 12 good car
## 942 unknown 10 good car
## 943 unknown 24 good furniture/appliances
## 944 unknown 4 critical car
## 945 < 0 DM 15 good furniture/appliances
## 946 1 - 200 DM 48 perfect car
## 947 < 0 DM 24 very good furniture/appliances
## 948 unknown 12 good car
## 949 unknown 18 good furniture/appliances
## 950 unknown 24 good furniture/appliances
## 951 1 - 200 DM 18 critical business
## 952 < 0 DM 36 poor business
## 953 1 - 200 DM 24 good car
## 954 unknown 36 good furniture/appliances
## 955 < 0 DM 12 good car
## 956 < 0 DM 24 critical furniture/appliances
## 957 > 200 DM 30 critical furniture/appliances
## 958 1 - 200 DM 9 critical furniture/appliances
## 959 < 0 DM 28 good car
## 960 1 - 200 DM 24 good furniture/appliances
## 961 unknown 6 critical furniture/appliances
## 962 1 - 200 DM 21 poor car
## 963 unknown 15 good car
## 964 unknown 24 good furniture/appliances
## 965 1 - 200 DM 6 good renovations
## 966 1 - 200 DM 30 good furniture/appliances
## 967 1 - 200 DM 27 critical furniture/appliances
## 968 unknown 15 good furniture/appliances
## 969 unknown 42 good furniture/appliances
## 970 < 0 DM 11 critical car
## 971 1 - 200 DM 15 good renovations
## 972 unknown 24 good car
## 973 < 0 DM 24 very good car
## 974 < 0 DM 60 good business
## 975 unknown 30 critical furniture/appliances
## 976 > 200 DM 24 good furniture/appliances
## 977 1 - 200 DM 6 good furniture/appliances
## 978 1 - 200 DM 18 poor business
## 979 unknown 24 poor car
## 980 1 - 200 DM 15 very good car
## 981 1 - 200 DM 30 critical furniture/appliances
## 982 unknown 48 good business
## 983 > 200 DM 21 good car
## 984 < 0 DM 36 good car
## 985 unknown 24 critical furniture/appliances
## 986 < 0 DM 15 critical furniture/appliances
## 987 > 200 DM 42 perfect business
## 988 unknown 13 good furniture/appliances
## 989 < 0 DM 24 good car
## 990 1 - 200 DM 24 critical furniture/appliances
## 991 unknown 12 critical education
## 992 unknown 15 very good furniture/appliances
## 993 < 0 DM 18 good furniture/appliances
## 994 < 0 DM 36 good furniture/appliances
## 995 unknown 12 good car
## 996 unknown 12 good furniture/appliances
## 997 < 0 DM 30 good car
## 998 unknown 12 good furniture/appliances
## 999 < 0 DM 45 good furniture/appliances
## 1000 1 - 200 DM 45 critical car
## amount savings_balance employment_duration percent_of_income
## 1 1169 unknown > 7 years 4
## 2 5951 < 100 DM 1 - 4 years 2
## 3 2096 < 100 DM 4 - 7 years 2
## 4 7882 < 100 DM 4 - 7 years 2
## 5 4870 < 100 DM 1 - 4 years 3
## 6 9055 unknown 1 - 4 years 2
## 7 2835 500 - 1000 DM > 7 years 3
## 8 6948 < 100 DM 1 - 4 years 2
## 9 3059 > 1000 DM 4 - 7 years 2
## 10 5234 < 100 DM unemployed 4
## 11 1295 < 100 DM < 1 year 3
## 12 4308 < 100 DM < 1 year 3
## 13 1567 < 100 DM 1 - 4 years 1
## 14 1199 < 100 DM > 7 years 4
## 15 1403 < 100 DM 1 - 4 years 2
## 16 1282 100 - 500 DM 1 - 4 years 4
## 17 2424 unknown > 7 years 4
## 18 8072 unknown < 1 year 2
## 19 12579 < 100 DM > 7 years 4
## 20 3430 500 - 1000 DM > 7 years 3
## 21 2134 < 100 DM 1 - 4 years 4
## 22 2647 500 - 1000 DM 1 - 4 years 2
## 23 2241 < 100 DM < 1 year 1
## 24 1804 100 - 500 DM < 1 year 3
## 25 2069 unknown 1 - 4 years 2
## 26 1374 < 100 DM 1 - 4 years 1
## 27 426 < 100 DM > 7 years 4
## 28 409 > 1000 DM 1 - 4 years 3
## 29 2415 < 100 DM 1 - 4 years 3
## 30 6836 < 100 DM > 7 years 3
## 31 1913 > 1000 DM < 1 year 3
## 32 4020 < 100 DM 1 - 4 years 2
## 33 5866 100 - 500 DM 1 - 4 years 2
## 34 1264 unknown > 7 years 4
## 35 1474 < 100 DM < 1 year 4
## 36 4746 < 100 DM < 1 year 4
## 37 6110 < 100 DM 1 - 4 years 1
## 38 2100 < 100 DM 1 - 4 years 4
## 39 1225 < 100 DM 1 - 4 years 2
## 40 458 < 100 DM 1 - 4 years 4
## 41 2333 500 - 1000 DM > 7 years 4
## 42 1158 500 - 1000 DM 1 - 4 years 3
## 43 6204 < 100 DM 1 - 4 years 2
## 44 6187 100 - 500 DM 4 - 7 years 1
## 45 6143 < 100 DM > 7 years 4
## 46 1393 < 100 DM < 1 year 4
## 47 2299 500 - 1000 DM > 7 years 4
## 48 1352 500 - 1000 DM unemployed 1
## 49 7228 < 100 DM 1 - 4 years 1
## 50 2073 100 - 500 DM 1 - 4 years 4
## 51 2333 unknown < 1 year 4
## 52 5965 < 100 DM > 7 years 1
## 53 1262 < 100 DM 1 - 4 years 3
## 54 3378 unknown 1 - 4 years 2
## 55 2225 < 100 DM > 7 years 4
## 56 783 unknown 1 - 4 years 1
## 57 6468 unknown unemployed 2
## 58 9566 < 100 DM 1 - 4 years 2
## 59 1961 < 100 DM > 7 years 3
## 60 6229 < 100 DM < 1 year 4
## 61 1391 < 100 DM 1 - 4 years 2
## 62 1537 unknown > 7 years 4
## 63 1953 < 100 DM > 7 years 4
## 64 14421 < 100 DM 1 - 4 years 2
## 65 3181 < 100 DM < 1 year 4
## 66 5190 unknown > 7 years 4
## 67 2171 < 100 DM < 1 year 2
## 68 1007 > 1000 DM 1 - 4 years 4
## 69 1819 < 100 DM 1 - 4 years 4
## 70 2394 unknown 1 - 4 years 4
## 71 8133 < 100 DM 1 - 4 years 1
## 72 730 unknown > 7 years 4
## 73 1164 < 100 DM > 7 years 3
## 74 5954 < 100 DM 4 - 7 years 2
## 75 1977 unknown > 7 years 4
## 76 1526 < 100 DM > 7 years 4
## 77 3965 < 100 DM < 1 year 4
## 78 4771 < 100 DM 4 - 7 years 2
## 79 9436 unknown 1 - 4 years 2
## 80 3832 < 100 DM < 1 year 2
## 81 5943 unknown < 1 year 1
## 82 1213 500 - 1000 DM > 7 years 4
## 83 1568 100 - 500 DM 1 - 4 years 3
## 84 1755 < 100 DM > 7 years 4
## 85 2315 < 100 DM > 7 years 3
## 86 1412 < 100 DM 1 - 4 years 4
## 87 1295 < 100 DM < 1 year 4
## 88 12612 100 - 500 DM 1 - 4 years 1
## 89 2249 100 - 500 DM 4 - 7 years 4
## 90 1108 < 100 DM 4 - 7 years 4
## 91 618 < 100 DM > 7 years 4
## 92 1409 < 100 DM > 7 years 4
## 93 797 unknown > 7 years 4
## 94 3617 unknown > 7 years 4
## 95 1318 > 1000 DM > 7 years 4
## 96 15945 < 100 DM < 1 year 3
## 97 2012 unknown 4 - 7 years 4
## 98 2622 100 - 500 DM 1 - 4 years 4
## 99 2337 < 100 DM > 7 years 4
## 100 7057 unknown 4 - 7 years 3
## 101 1469 100 - 500 DM > 7 years 4
## 102 2323 < 100 DM 4 - 7 years 4
## 103 932 < 100 DM 1 - 4 years 3
## 104 1919 < 100 DM 4 - 7 years 4
## 105 2445 unknown < 1 year 2
## 106 11938 < 100 DM 1 - 4 years 2
## 107 6458 < 100 DM > 7 years 2
## 108 6078 < 100 DM 4 - 7 years 2
## 109 7721 unknown < 1 year 1
## 110 1410 500 - 1000 DM > 7 years 1
## 111 1449 100 - 500 DM > 7 years 1
## 112 392 < 100 DM < 1 year 4
## 113 6260 < 100 DM 4 - 7 years 3
## 114 7855 < 100 DM 1 - 4 years 4
## 115 1680 500 - 1000 DM > 7 years 3
## 116 3578 unknown > 7 years 4
## 117 7174 unknown 4 - 7 years 4
## 118 2132 unknown < 1 year 2
## 119 4281 500 - 1000 DM 1 - 4 years 1
## 120 2366 500 - 1000 DM 4 - 7 years 3
## 121 1835 < 100 DM 1 - 4 years 3
## 122 3868 < 100 DM > 7 years 4
## 123 1768 < 100 DM 1 - 4 years 3
## 124 781 < 100 DM > 7 years 4
## 125 1924 unknown < 1 year 4
## 126 2121 < 100 DM 1 - 4 years 4
## 127 701 < 100 DM 1 - 4 years 4
## 128 639 < 100 DM 1 - 4 years 4
## 129 1860 < 100 DM unemployed 4
## 130 3499 < 100 DM 1 - 4 years 3
## 131 8487 unknown 4 - 7 years 1
## 132 6887 < 100 DM 1 - 4 years 4
## 133 2708 < 100 DM < 1 year 2
## 134 1984 < 100 DM 1 - 4 years 4
## 135 10144 100 - 500 DM 4 - 7 years 2
## 136 1240 unknown > 7 years 4
## 137 8613 > 1000 DM 1 - 4 years 2
## 138 766 500 - 1000 DM 1 - 4 years 4
## 139 2728 unknown 4 - 7 years 4
## 140 1881 < 100 DM 1 - 4 years 2
## 141 709 > 1000 DM < 1 year 2
## 142 4795 < 100 DM < 1 year 4
## 143 3416 < 100 DM 1 - 4 years 3
## 144 2462 < 100 DM 1 - 4 years 2
## 145 2288 < 100 DM < 1 year 4
## 146 3566 100 - 500 DM 4 - 7 years 4
## 147 860 < 100 DM > 7 years 1
## 148 682 100 - 500 DM 4 - 7 years 4
## 149 5371 < 100 DM 1 - 4 years 3
## 150 1582 > 1000 DM > 7 years 4
## 151 1346 100 - 500 DM > 7 years 2
## 152 1924 < 100 DM 1 - 4 years 1
## 153 5848 < 100 DM 1 - 4 years 4
## 154 7758 > 1000 DM > 7 years 2
## 155 6967 100 - 500 DM 4 - 7 years 4
## 156 1282 < 100 DM 1 - 4 years 2
## 157 1288 100 - 500 DM > 7 years 3
## 158 339 < 100 DM > 7 years 4
## 159 3512 100 - 500 DM 4 - 7 years 2
## 160 1898 unknown 1 - 4 years 1
## 161 2872 100 - 500 DM > 7 years 3
## 162 1055 < 100 DM < 1 year 4
## 163 1262 500 - 1000 DM 4 - 7 years 4
## 164 7308 < 100 DM unemployed 2
## 165 909 500 - 1000 DM > 7 years 4
## 166 2978 500 - 1000 DM 1 - 4 years 1
## 167 1131 < 100 DM unemployed 4
## 168 1577 > 1000 DM < 1 year 4
## 169 3972 < 100 DM 4 - 7 years 2
## 170 1935 < 100 DM > 7 years 4
## 171 950 < 100 DM > 7 years 4
## 172 763 < 100 DM 1 - 4 years 4
## 173 2064 < 100 DM unemployed 3
## 174 1414 < 100 DM 1 - 4 years 4
## 175 3414 < 100 DM < 1 year 2
## 176 7485 unknown unemployed 4
## 177 2577 < 100 DM 1 - 4 years 2
## 178 338 500 - 1000 DM > 7 years 4
## 179 1963 < 100 DM 4 - 7 years 4
## 180 571 < 100 DM > 7 years 4
## 181 9572 < 100 DM < 1 year 1
## 182 4455 < 100 DM 1 - 4 years 2
## 183 1647 unknown 1 - 4 years 4
## 184 3777 > 1000 DM 1 - 4 years 4
## 185 884 < 100 DM > 7 years 4
## 186 1360 < 100 DM 1 - 4 years 4
## 187 5129 < 100 DM > 7 years 2
## 188 1175 < 100 DM unemployed 2
## 189 674 100 - 500 DM 4 - 7 years 4
## 190 3244 < 100 DM 1 - 4 years 1
## 191 4591 > 1000 DM 1 - 4 years 2
## 192 3844 100 - 500 DM 4 - 7 years 4
## 193 3915 < 100 DM 1 - 4 years 4
## 194 2108 < 100 DM 4 - 7 years 2
## 195 3031 100 - 500 DM 1 - 4 years 4
## 196 1501 < 100 DM > 7 years 2
## 197 1382 < 100 DM 1 - 4 years 1
## 198 951 100 - 500 DM < 1 year 4
## 199 2760 unknown > 7 years 4
## 200 4297 < 100 DM > 7 years 4
## 201 936 500 - 1000 DM > 7 years 4
## 202 1168 < 100 DM 1 - 4 years 4
## 203 5117 < 100 DM 4 - 7 years 3
## 204 902 < 100 DM 4 - 7 years 4
## 205 1495 < 100 DM > 7 years 4
## 206 10623 < 100 DM > 7 years 3
## 207 1935 < 100 DM > 7 years 4
## 208 1424 < 100 DM 4 - 7 years 4
## 209 6568 < 100 DM 1 - 4 years 2
## 210 1413 > 1000 DM 4 - 7 years 3
## 211 3074 unknown 1 - 4 years 1
## 212 3835 unknown > 7 years 2
## 213 5293 < 100 DM unemployed 2
## 214 1908 < 100 DM > 7 years 4
## 215 3342 unknown > 7 years 4
## 216 932 unknown 4 - 7 years 1
## 217 3104 < 100 DM 4 - 7 years 3
## 218 3913 < 100 DM 1 - 4 years 2
## 219 3021 < 100 DM 1 - 4 years 2
## 220 1364 < 100 DM 1 - 4 years 2
## 221 625 < 100 DM < 1 year 4
## 222 1200 unknown 1 - 4 years 4
## 223 707 < 100 DM 1 - 4 years 4
## 224 2978 unknown 1 - 4 years 4
## 225 4657 < 100 DM 1 - 4 years 3
## 226 2613 < 100 DM 1 - 4 years 4
## 227 10961 > 1000 DM 4 - 7 years 1
## 228 7865 < 100 DM > 7 years 4
## 229 1478 < 100 DM 4 - 7 years 4
## 230 3149 < 100 DM < 1 year 4
## 231 4210 < 100 DM 1 - 4 years 4
## 232 2507 500 - 1000 DM > 7 years 2
## 233 2141 100 - 500 DM 4 - 7 years 3
## 234 866 < 100 DM 1 - 4 years 4
## 235 1544 < 100 DM 4 - 7 years 2
## 236 1823 < 100 DM unemployed 4
## 237 14555 unknown unemployed 1
## 238 2767 100 - 500 DM > 7 years 4
## 239 1291 < 100 DM 1 - 4 years 4
## 240 2522 < 100 DM > 7 years 1
## 241 915 unknown > 7 years 4
## 242 1595 < 100 DM 4 - 7 years 3
## 243 4605 < 100 DM > 7 years 3
## 244 1185 < 100 DM 1 - 4 years 3
## 245 3447 500 - 1000 DM 1 - 4 years 4
## 246 1258 < 100 DM 4 - 7 years 4
## 247 717 < 100 DM > 7 years 4
## 248 1204 100 - 500 DM 1 - 4 years 4
## 249 1925 < 100 DM 1 - 4 years 2
## 250 433 < 100 DM unemployed 3
## 251 666 > 1000 DM 4 - 7 years 3
## 252 2251 < 100 DM 1 - 4 years 1
## 253 2150 < 100 DM 1 - 4 years 4
## 254 4151 100 - 500 DM 1 - 4 years 2
## 255 2030 unknown 4 - 7 years 2
## 256 7418 unknown 1 - 4 years 1
## 257 2684 < 100 DM 1 - 4 years 4
## 258 2149 < 100 DM 1 - 4 years 4
## 259 3812 100 - 500 DM < 1 year 1
## 260 1154 100 - 500 DM unemployed 4
## 261 1657 < 100 DM 1 - 4 years 2
## 262 1603 < 100 DM > 7 years 4
## 263 5302 < 100 DM > 7 years 2
## 264 2748 < 100 DM > 7 years 2
## 265 1231 < 100 DM > 7 years 3
## 266 802 < 100 DM > 7 years 4
## 267 6304 unknown > 7 years 4
## 268 1533 < 100 DM < 1 year 4
## 269 8978 < 100 DM > 7 years 1
## 270 999 unknown > 7 years 4
## 271 2662 unknown 4 - 7 years 4
## 272 1402 500 - 1000 DM 4 - 7 years 3
## 273 12169 unknown unemployed 4
## 274 3060 < 100 DM 4 - 7 years 4
## 275 11998 < 100 DM < 1 year 1
## 276 2697 < 100 DM 1 - 4 years 1
## 277 2404 < 100 DM 1 - 4 years 2
## 278 1262 unknown > 7 years 2
## 279 4611 < 100 DM < 1 year 1
## 280 1901 100 - 500 DM 1 - 4 years 4
## 281 3368 > 1000 DM > 7 years 3
## 282 1574 < 100 DM 1 - 4 years 4
## 283 1445 unknown 4 - 7 years 4
## 284 1520 unknown > 7 years 4
## 285 3878 100 - 500 DM < 1 year 4
## 286 10722 < 100 DM < 1 year 1
## 287 4788 < 100 DM 4 - 7 years 4
## 288 7582 100 - 500 DM unemployed 2
## 289 1092 < 100 DM 1 - 4 years 4
## 290 1024 < 100 DM < 1 year 4
## 291 1076 < 100 DM 1 - 4 years 2
## 292 9398 < 100 DM < 1 year 1
## 293 6419 < 100 DM > 7 years 2
## 294 4796 < 100 DM > 7 years 4
## 295 7629 unknown > 7 years 4
## 296 9960 < 100 DM < 1 year 1
## 297 4675 unknown < 1 year 1
## 298 1287 unknown > 7 years 4
## 299 2515 < 100 DM 1 - 4 years 3
## 300 2745 > 1000 DM 4 - 7 years 3
## 301 672 < 100 DM unemployed 1
## 302 3804 < 100 DM 1 - 4 years 4
## 303 1344 unknown 4 - 7 years 4
## 304 1038 < 100 DM 4 - 7 years 4
## 305 10127 500 - 1000 DM 1 - 4 years 2
## 306 1543 > 1000 DM 1 - 4 years 4
## 307 4811 unknown 4 - 7 years 2
## 308 727 100 - 500 DM < 1 year 4
## 309 1237 < 100 DM 1 - 4 years 3
## 310 276 < 100 DM 1 - 4 years 4
## 311 5381 unknown unemployed 3
## 312 5511 100 - 500 DM 1 - 4 years 4
## 313 3749 < 100 DM < 1 year 2
## 314 685 < 100 DM 4 - 7 years 2
## 315 1494 unknown < 1 year 1
## 316 2746 < 100 DM > 7 years 4
## 317 708 < 100 DM 1 - 4 years 2
## 318 4351 unknown 1 - 4 years 1
## 319 701 < 100 DM 1 - 4 years 4
## 320 3643 < 100 DM > 7 years 1
## 321 4249 < 100 DM unemployed 4
## 322 1938 < 100 DM < 1 year 4
## 323 2910 < 100 DM 4 - 7 years 2
## 324 2659 > 1000 DM 1 - 4 years 4
## 325 1028 < 100 DM 1 - 4 years 4
## 326 3398 < 100 DM 4 - 7 years 1
## 327 5801 unknown > 7 years 2
## 328 1525 > 1000 DM 4 - 7 years 4
## 329 4473 < 100 DM > 7 years 4
## 330 1068 < 100 DM > 7 years 4
## 331 6615 < 100 DM unemployed 2
## 332 1864 100 - 500 DM 1 - 4 years 4
## 333 7408 100 - 500 DM < 1 year 4
## 334 11590 100 - 500 DM 1 - 4 years 2
## 335 4110 < 100 DM > 7 years 3
## 336 3384 < 100 DM 1 - 4 years 1
## 337 2101 < 100 DM < 1 year 2
## 338 1275 unknown 1 - 4 years 4
## 339 4169 < 100 DM 1 - 4 years 4
## 340 1521 < 100 DM 1 - 4 years 4
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## 345 3949 < 100 DM < 1 year 1
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## 354 6199 < 100 DM 1 - 4 years 4
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## 359 776 < 100 DM 1 - 4 years 4
## 360 2406 < 100 DM 4 - 7 years 4
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## 407 2197 unknown 4 - 7 years 4
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## 418 8471 unknown 1 - 4 years 1
## 419 2782 500 - 1000 DM 4 - 7 years 1
## 420 1042 unknown 1 - 4 years 4
## 421 3186 > 1000 DM 4 - 7 years 2
## 422 2028 unknown 1 - 4 years 4
## 423 958 < 100 DM 4 - 7 years 2
## 424 1591 100 - 500 DM 4 - 7 years 4
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## 426 2779 < 100 DM 1 - 4 years 1
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## 437 660 500 - 1000 DM 4 - 7 years 2
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## 444 719 < 100 DM > 7 years 4
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## 449 1424 unknown > 7 years 3
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## 451 11054 unknown 1 - 4 years 4
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## 514 585 < 100 DM 1 - 4 years 4
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## 518 7127 < 100 DM < 1 year 2
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## 523 7119 < 100 DM 1 - 4 years 3
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## 540 3049 < 100 DM < 1 year 1
## 541 1534 < 100 DM < 1 year 1
## 542 2032 < 100 DM > 7 years 4
## 543 6350 unknown > 7 years 4
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## 549 626 < 100 DM 1 - 4 years 4
## 550 8858 unknown 4 - 7 years 2
## 551 996 unknown 4 - 7 years 4
## 552 1750 500 - 1000 DM > 7 years 2
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## 558 5003 unknown 1 - 4 years 1
## 559 3552 < 100 DM 4 - 7 years 3
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## 561 2964 unknown > 7 years 4
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## 563 683 < 100 DM < 1 year 2
## 564 12389 unknown 1 - 4 years 1
## 565 4712 unknown 1 - 4 years 4
## 566 1553 100 - 500 DM 4 - 7 years 3
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## 568 2578 > 1000 DM > 7 years 2
## 569 3979 unknown 4 - 7 years 4
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## 571 3234 < 100 DM < 1 year 4
## 572 5954 < 100 DM 4 - 7 years 3
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## 577 2930 < 100 DM 4 - 7 years 2
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## 579 2820 < 100 DM < 1 year 4
## 580 937 < 100 DM < 1 year 4
## 581 1056 < 100 DM > 7 years 3
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## 583 1388 < 100 DM 1 - 4 years 4
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## 585 2133 unknown > 7 years 4
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## 589 1217 < 100 DM 1 - 4 years 4
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## 591 385 < 100 DM 4 - 7 years 4
## 592 1965 unknown 1 - 4 years 4
## 593 1572 > 1000 DM > 7 years 4
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## 595 1358 unknown > 7 years 4
## 596 931 100 - 500 DM < 1 year 1
## 597 1442 < 100 DM 4 - 7 years 4
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## 600 3863 < 100 DM 1 - 4 years 1
## 601 2329 < 100 DM < 1 year 1
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## 605 1275 < 100 DM < 1 year 4
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## 613 3357 > 1000 DM < 1 year 4
## 614 3632 < 100 DM 1 - 4 years 1
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## 617 9157 unknown 1 - 4 years 2
## 618 3676 < 100 DM 1 - 4 years 1
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## 623 3914 unknown 1 - 4 years 4
## 624 1858 < 100 DM < 1 year 4
## 625 2600 < 100 DM 1 - 4 years 4
## 626 1979 unknown > 7 years 4
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## 628 1437 100 - 500 DM 4 - 7 years 2
## 629 4042 500 - 1000 DM 1 - 4 years 4
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## 631 3660 < 100 DM 1 - 4 years 2
## 632 1553 < 100 DM 1 - 4 years 4
## 633 1444 unknown < 1 year 4
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## 636 1393 < 100 DM > 7 years 4
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## 643 4623 100 - 500 DM 1 - 4 years 3
## 644 1851 < 100 DM 4 - 7 years 4
## 645 1880 < 100 DM 4 - 7 years 4
## 646 7980 unknown < 1 year 4
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## 648 1386 500 - 1000 DM 1 - 4 years 2
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## 650 684 < 100 DM 1 - 4 years 4
## 651 7476 < 100 DM 4 - 7 years 4
## 652 1922 < 100 DM 1 - 4 years 4
## 653 2303 < 100 DM > 7 years 4
## 654 8086 100 - 500 DM > 7 years 2
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## 660 6361 < 100 DM > 7 years 2
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## 669 4843 < 100 DM > 7 years 3
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## 671 4139 100 - 500 DM 1 - 4 years 3
## 672 5742 100 - 500 DM 4 - 7 years 2
## 673 10366 < 100 DM > 7 years 2
## 674 2080 500 - 1000 DM 1 - 4 years 1
## 675 2580 500 - 1000 DM < 1 year 4
## 676 4530 < 100 DM 4 - 7 years 4
## 677 5150 < 100 DM > 7 years 4
## 678 5595 100 - 500 DM 1 - 4 years 2
## 679 2384 < 100 DM > 7 years 4
## 680 1453 < 100 DM < 1 year 3
## 681 1538 < 100 DM < 1 year 1
## 682 2279 unknown 1 - 4 years 4
## 683 1478 < 100 DM 1 - 4 years 4
## 684 5103 < 100 DM < 1 year 3
## 685 9857 100 - 500 DM 4 - 7 years 1
## 686 6527 unknown 1 - 4 years 4
## 687 1347 unknown 4 - 7 years 4
## 688 2862 100 - 500 DM > 7 years 4
## 689 2753 100 - 500 DM > 7 years 3
## 690 3651 > 1000 DM 1 - 4 years 1
## 691 975 < 100 DM 1 - 4 years 2
## 692 2631 100 - 500 DM 1 - 4 years 3
## 693 2896 100 - 500 DM < 1 year 2
## 694 4716 unknown < 1 year 1
## 695 2284 < 100 DM 4 - 7 years 4
## 696 1236 500 - 1000 DM 1 - 4 years 2
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## 700 1905 < 100 DM > 7 years 4
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## 703 1377 100 - 500 DM > 7 years 4
## 704 2503 100 - 500 DM > 7 years 4
## 705 2528 < 100 DM < 1 year 4
## 706 5324 500 - 1000 DM > 7 years 1
## 707 6560 100 - 500 DM 4 - 7 years 3
## 708 2969 < 100 DM < 1 year 4
## 709 1206 < 100 DM > 7 years 4
## 710 2118 < 100 DM 1 - 4 years 2
## 711 629 500 - 1000 DM > 7 years 4
## 712 1198 < 100 DM > 7 years 4
## 713 2476 unknown > 7 years 4
## 714 1138 < 100 DM 1 - 4 years 4
## 715 14027 < 100 DM 4 - 7 years 4
## 716 7596 unknown > 7 years 1
## 717 3077 unknown > 7 years 3
## 718 1505 < 100 DM 1 - 4 years 4
## 719 3148 unknown 1 - 4 years 3
## 720 6148 100 - 500 DM > 7 years 3
## 721 1337 < 100 DM < 1 year 4
## 722 433 > 1000 DM < 1 year 4
## 723 1228 < 100 DM 1 - 4 years 4
## 724 790 500 - 1000 DM 1 - 4 years 4
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## 726 250 > 1000 DM 1 - 4 years 2
## 727 1316 500 - 1000 DM 1 - 4 years 2
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## 729 6416 < 100 DM > 7 years 4
## 730 1275 > 1000 DM 1 - 4 years 2
## 731 6403 < 100 DM < 1 year 1
## 732 1987 < 100 DM 1 - 4 years 2
## 733 760 < 100 DM 4 - 7 years 4
## 734 2603 > 1000 DM 1 - 4 years 2
## 735 3380 < 100 DM 4 - 7 years 1
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## 737 11560 < 100 DM 1 - 4 years 1
## 738 4380 100 - 500 DM 1 - 4 years 3
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## 740 4280 100 - 500 DM 1 - 4 years 4
## 741 2325 100 - 500 DM 4 - 7 years 2
## 742 1048 < 100 DM 1 - 4 years 4
## 743 3160 unknown > 7 years 4
## 744 2483 500 - 1000 DM 1 - 4 years 4
## 745 14179 unknown 4 - 7 years 4
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## 748 1274 < 100 DM < 1 year 3
## 749 5248 unknown 1 - 4 years 1
## 750 3029 < 100 DM 4 - 7 years 2
## 751 428 < 100 DM > 7 years 2
## 752 976 < 100 DM < 1 year 1
## 753 841 100 - 500 DM 4 - 7 years 2
## 754 5771 < 100 DM 4 - 7 years 4
## 755 1555 > 1000 DM > 7 years 4
## 756 1285 unknown 4 - 7 years 4
## 757 1299 < 100 DM 1 - 4 years 1
## 758 1271 unknown 1 - 4 years 3
## 759 1393 < 100 DM 1 - 4 years 2
## 760 691 < 100 DM > 7 years 4
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## 762 2124 < 100 DM 1 - 4 years 4
## 763 2214 < 100 DM 1 - 4 years 4
## 764 12680 unknown > 7 years 4
## 765 2463 100 - 500 DM 4 - 7 years 4
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## 767 3108 < 100 DM < 1 year 2
## 768 2901 unknown < 1 year 1
## 769 3617 < 100 DM > 7 years 1
## 770 1655 < 100 DM > 7 years 2
## 771 2812 unknown > 7 years 2
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## 774 2223 100 - 500 DM > 7 years 4
## 775 1480 500 - 1000 DM unemployed 2
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## 779 5711 > 1000 DM > 7 years 4
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## 781 4933 < 100 DM 4 - 7 years 2
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## 784 836 100 - 500 DM < 1 year 4
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## 787 2675 500 - 1000 DM > 7 years 3
## 788 2751 unknown > 7 years 4
## 789 6224 < 100 DM > 7 years 4
## 790 5998 < 100 DM 1 - 4 years 4
## 791 1188 < 100 DM > 7 years 2
## 792 6313 unknown > 7 years 3
## 793 1221 unknown 1 - 4 years 1
## 794 2892 < 100 DM > 7 years 3
## 795 3062 500 - 1000 DM > 7 years 4
## 796 2301 100 - 500 DM < 1 year 2
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## 798 1258 < 100 DM < 1 year 2
## 799 717 unknown > 7 years 4
## 800 1549 unknown < 1 year 4
## 801 1597 < 100 DM > 7 years 4
## 802 1795 < 100 DM > 7 years 3
## 803 4272 < 100 DM > 7 years 1
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## 806 9271 < 100 DM 4 - 7 years 2
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## 811 907 < 100 DM < 1 year 3
## 812 484 < 100 DM 4 - 7 years 3
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## 815 3931 < 100 DM 4 - 7 years 4
## 816 7432 < 100 DM 1 - 4 years 2
## 817 1338 500 - 1000 DM 1 - 4 years 1
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## 822 3016 < 100 DM 1 - 4 years 3
## 823 2712 < 100 DM > 7 years 2
## 824 731 < 100 DM > 7 years 4
## 825 3780 < 100 DM < 1 year 3
## 826 1602 < 100 DM > 7 years 4
## 827 3966 < 100 DM > 7 years 1
## 828 4165 < 100 DM 1 - 4 years 2
## 829 8335 unknown > 7 years 3
## 830 6681 unknown 1 - 4 years 4
## 831 2375 500 - 1000 DM 1 - 4 years 4
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## 834 5084 unknown > 7 years 2
## 835 2327 < 100 DM < 1 year 2
## 836 1082 < 100 DM 1 - 4 years 4
## 837 886 unknown 1 - 4 years 4
## 838 601 < 100 DM < 1 year 1
## 839 2957 < 100 DM > 7 years 4
## 840 2611 < 100 DM > 7 years 4
## 841 5179 < 100 DM 4 - 7 years 4
## 842 2993 < 100 DM 1 - 4 years 3
## 843 1943 < 100 DM < 1 year 4
## 844 1559 < 100 DM 4 - 7 years 4
## 845 3422 < 100 DM > 7 years 4
## 846 3976 unknown 4 - 7 years 2
## 847 6761 unknown 1 - 4 years 2
## 848 1249 < 100 DM < 1 year 4
## 849 1364 < 100 DM 4 - 7 years 3
## 850 709 < 100 DM > 7 years 4
## 851 2235 < 100 DM 1 - 4 years 4
## 852 4042 unknown 4 - 7 years 3
## 853 1471 < 100 DM 1 - 4 years 4
## 854 1442 < 100 DM 4 - 7 years 4
## 855 10875 < 100 DM > 7 years 2
## 856 1474 100 - 500 DM < 1 year 4
## 857 894 unknown 4 - 7 years 4
## 858 3343 < 100 DM 1 - 4 years 4
## 859 3959 < 100 DM 1 - 4 years 3
## 860 3577 100 - 500 DM 1 - 4 years 1
## 861 5804 > 1000 DM 1 - 4 years 4
## 862 2169 < 100 DM 1 - 4 years 4
## 863 2439 < 100 DM < 1 year 4
## 864 4526 > 1000 DM < 1 year 4
## 865 2210 < 100 DM 1 - 4 years 2
## 866 2221 500 - 1000 DM 1 - 4 years 2
## 867 2389 < 100 DM < 1 year 4
## 868 3331 < 100 DM > 7 years 2
## 869 7409 unknown > 7 years 3
## 870 652 < 100 DM > 7 years 4
## 871 7678 500 - 1000 DM 4 - 7 years 2
## 872 1343 < 100 DM > 7 years 1
## 873 1382 100 - 500 DM 4 - 7 years 4
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## 875 3590 < 100 DM 1 - 4 years 2
## 876 1322 > 1000 DM 1 - 4 years 4
## 877 1940 < 100 DM < 1 year 3
## 878 3595 < 100 DM > 7 years 4
## 879 1422 < 100 DM < 1 year 3
## 880 6742 unknown 4 - 7 years 2
## 881 7814 < 100 DM 4 - 7 years 3
## 882 9277 unknown 1 - 4 years 2
## 883 2181 unknown > 7 years 4
## 884 1098 < 100 DM unemployed 4
## 885 4057 < 100 DM 4 - 7 years 3
## 886 795 < 100 DM < 1 year 4
## 887 2825 unknown 4 - 7 years 4
## 888 15672 < 100 DM 1 - 4 years 2
## 889 6614 < 100 DM > 7 years 4
## 890 7824 unknown < 1 year 3
## 891 2442 < 100 DM > 7 years 4
## 892 1829 < 100 DM > 7 years 4
## 893 2171 < 100 DM 1 - 4 years 4
## 894 5800 < 100 DM 1 - 4 years 3
## 895 1169 unknown 1 - 4 years 4
## 896 8947 unknown 4 - 7 years 3
## 897 2606 < 100 DM < 1 year 4
## 898 1592 > 1000 DM 4 - 7 years 3
## 899 2186 unknown 4 - 7 years 1
## 900 4153 < 100 DM 1 - 4 years 2
## 901 2625 < 100 DM > 7 years 2
## 902 3485 unknown < 1 year 2
## 903 10477 unknown > 7 years 2
## 904 1386 unknown 1 - 4 years 4
## 905 1278 < 100 DM > 7 years 4
## 906 1107 < 100 DM 1 - 4 years 2
## 907 3763 unknown 4 - 7 years 2
## 908 3711 unknown 1 - 4 years 2
## 909 3594 < 100 DM < 1 year 1
## 910 3195 unknown 1 - 4 years 1
## 911 4454 < 100 DM 1 - 4 years 4
## 912 4736 < 100 DM < 1 year 2
## 913 2991 unknown > 7 years 2
## 914 2142 > 1000 DM > 7 years 1
## 915 3161 < 100 DM 1 - 4 years 4
## 916 18424 < 100 DM 1 - 4 years 1
## 917 2848 100 - 500 DM 1 - 4 years 1
## 918 14896 < 100 DM > 7 years 1
## 919 2359 100 - 500 DM unemployed 1
## 920 3345 < 100 DM > 7 years 4
## 921 1817 < 100 DM 1 - 4 years 4
## 922 12749 500 - 1000 DM 4 - 7 years 4
## 923 1366 < 100 DM < 1 year 3
## 924 2002 < 100 DM 4 - 7 years 3
## 925 6872 < 100 DM < 1 year 2
## 926 697 < 100 DM < 1 year 4
## 927 1049 < 100 DM < 1 year 4
## 928 10297 < 100 DM 4 - 7 years 4
## 929 1867 unknown > 7 years 4
## 930 1344 < 100 DM 1 - 4 years 4
## 931 1747 < 100 DM < 1 year 4
## 932 1670 < 100 DM < 1 year 4
## 933 1224 < 100 DM 1 - 4 years 3
## 934 522 500 - 1000 DM > 7 years 4
## 935 1498 < 100 DM 1 - 4 years 4
## 936 1919 100 - 500 DM < 1 year 4
## 937 745 < 100 DM 1 - 4 years 3
## 938 2063 < 100 DM < 1 year 4
## 939 6288 < 100 DM 1 - 4 years 4
## 940 6842 unknown 1 - 4 years 2
## 941 3527 unknown < 1 year 2
## 942 1546 < 100 DM 1 - 4 years 3
## 943 929 unknown 4 - 7 years 4
## 944 1455 < 100 DM 4 - 7 years 2
## 945 1845 < 100 DM < 1 year 4
## 946 8358 500 - 1000 DM < 1 year 1
## 947 3349 500 - 1000 DM < 1 year 4
## 948 2859 unknown unemployed 4
## 949 1533 < 100 DM < 1 year 4
## 950 3621 100 - 500 DM > 7 years 2
## 951 3590 < 100 DM unemployed 3
## 952 2145 < 100 DM 4 - 7 years 2
## 953 4113 500 - 1000 DM < 1 year 3
## 954 10974 < 100 DM unemployed 4
## 955 1893 < 100 DM 1 - 4 years 4
## 956 1231 > 1000 DM > 7 years 4
## 957 3656 unknown > 7 years 4
## 958 1154 < 100 DM > 7 years 2
## 959 4006 < 100 DM 1 - 4 years 3
## 960 3069 100 - 500 DM > 7 years 4
## 961 1740 < 100 DM > 7 years 2
## 962 2353 < 100 DM 1 - 4 years 1
## 963 3556 unknown 1 - 4 years 3
## 964 2397 500 - 1000 DM > 7 years 3
## 965 454 < 100 DM < 1 year 3
## 966 1715 unknown 1 - 4 years 4
## 967 2520 500 - 1000 DM 1 - 4 years 4
## 968 3568 < 100 DM > 7 years 4
## 969 7166 unknown 4 - 7 years 2
## 970 3939 < 100 DM 1 - 4 years 1
## 971 1514 100 - 500 DM 1 - 4 years 4
## 972 7393 < 100 DM 1 - 4 years 1
## 973 1193 < 100 DM unemployed 1
## 974 7297 < 100 DM > 7 years 4
## 975 2831 < 100 DM 1 - 4 years 4
## 976 1258 500 - 1000 DM 1 - 4 years 3
## 977 753 < 100 DM 1 - 4 years 2
## 978 2427 unknown > 7 years 4
## 979 2538 < 100 DM > 7 years 4
## 980 1264 100 - 500 DM 1 - 4 years 2
## 981 8386 < 100 DM 4 - 7 years 2
## 982 4844 < 100 DM unemployed 3
## 983 2923 100 - 500 DM 1 - 4 years 1
## 984 8229 < 100 DM 1 - 4 years 2
## 985 2028 < 100 DM 4 - 7 years 2
## 986 1433 < 100 DM 1 - 4 years 4
## 987 6289 < 100 DM < 1 year 2
## 988 1409 100 - 500 DM unemployed 2
## 989 6579 < 100 DM unemployed 4
## 990 1743 < 100 DM > 7 years 4
## 991 3565 unknown < 1 year 2
## 992 1569 100 - 500 DM > 7 years 4
## 993 1936 unknown 4 - 7 years 2
## 994 3959 < 100 DM unemployed 4
## 995 2390 unknown > 7 years 4
## 996 1736 < 100 DM 4 - 7 years 3
## 997 3857 < 100 DM 1 - 4 years 4
## 998 804 < 100 DM > 7 years 4
## 999 1845 < 100 DM 1 - 4 years 4
## 1000 4576 100 - 500 DM unemployed 3
## years_at_residence age other_credit housing existing_loans_count
## 1 4 67 none own 2
## 2 2 22 none own 1
## 3 3 49 none own 1
## 4 4 45 none other 1
## 5 4 53 none other 2
## 6 4 35 none other 1
## 7 4 53 none own 1
## 8 2 35 none rent 1
## 9 4 61 none own 1
## 10 2 28 none own 2
## 11 1 25 none rent 1
## 12 4 24 none rent 1
## 13 1 22 none own 1
## 14 4 60 none own 2
## 15 4 28 none rent 1
## 16 2 32 none own 1
## 17 4 53 none own 2
## 18 3 25 bank own 3
## 19 2 44 none other 1
## 20 2 31 none own 1
## 21 4 48 none own 3
## 22 3 44 none rent 1
## 23 3 48 none rent 2
## 24 4 44 none own 1
## 25 1 26 none own 2
## 26 2 36 bank own 1
## 27 4 39 none own 1
## 28 3 42 none rent 2
## 29 2 34 none own 1
## 30 4 63 none own 2
## 31 3 36 bank own 1
## 32 2 27 store own 1
## 33 2 30 none own 2
## 34 4 57 none rent 1
## 35 1 33 bank own 1
## 36 2 25 none own 2
## 37 3 31 bank other 1
## 38 2 37 store own 1
## 39 2 37 none own 1
## 40 3 24 none own 1
## 41 2 30 bank own 1
## 42 1 26 none own 1
## 43 4 44 none own 1
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## 45 4 58 store other 2
## 46 4 35 none own 2
## 47 4 39 none own 1
## 48 2 23 none rent 1
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## 50 2 28 none own 1
## 51 2 29 bank own 1
## 52 2 30 none own 2
## 53 2 25 none own 1
## 54 1 31 none own 1
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## 56 2 26 store own 1
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## 58 2 31 store own 2
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## 63 4 61 none other 1
## 64 2 25 none own 1
## 65 4 26 none own 1
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## 67 2 29 bank own 1
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## 69 4 37 store other 1
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## 72 2 46 none rent 2
## 73 4 51 bank other 2
## 74 1 41 bank own 2
## 75 4 40 none own 1
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## 77 3 34 none own 1
## 78 4 51 none own 1
## 79 2 39 none own 1
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## 91 4 56 none own 1
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## 102 4 24 none rent 1
## 103 2 24 none own 1
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## 137 2 27 none own 2
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## 144 2 22 none own 1
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## job dependents phone default
## 1 skilled 1 yes no
## 2 skilled 1 no yes
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## 4 skilled 2 no no
## 5 skilled 2 no yes
## 6 unskilled 2 yes no
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## 714 unskilled 1 no no
## 715 management 1 yes yes
## 716 skilled 1 no no
## 717 skilled 2 yes no
## 718 management 1 yes no
## 719 skilled 1 yes no
## 720 skilled 1 yes no
## 721 management 1 yes yes
## 722 skilled 2 no yes
## 723 unskilled 1 no yes
## 724 unskilled 1 no no
## 725 skilled 1 no yes
## 726 unskilled 1 no no
## 727 unskilled 1 no no
## 728 skilled 1 no yes
## 729 skilled 1 no yes
## 730 skilled 1 yes no
## 731 skilled 1 no no
## 732 unskilled 2 no yes
## 733 unskilled 1 no no
## 734 skilled 1 yes no
## 735 skilled 2 no no
## 736 unemployed 1 no no
## 737 management 1 no yes
## 738 unskilled 2 yes no
## 739 management 2 yes no
## 740 unskilled 1 no yes
## 741 skilled 1 no no
## 742 unskilled 1 no no
## 743 skilled 1 yes no
## 744 skilled 1 yes no
## 745 management 1 yes no
## 746 unskilled 1 no no
## 747 skilled 1 no no
## 748 unskilled 1 no yes
## 749 skilled 1 no no
## 750 skilled 1 no no
## 751 skilled 1 yes no
## 752 unskilled 1 no yes
## 753 unskilled 1 no no
## 754 skilled 1 no no
## 755 skilled 2 no yes
## 756 skilled 1 no yes
## 757 unemployed 2 no no
## 758 skilled 1 yes yes
## 759 skilled 1 yes no
## 760 skilled 1 no yes
## 761 skilled 1 yes no
## 762 skilled 1 no yes
## 763 unskilled 1 no no
## 764 management 1 yes yes
## 765 skilled 1 yes no
## 766 unskilled 1 no no
## 767 unskilled 1 no yes
## 768 skilled 1 no no
## 769 skilled 1 yes no
## 770 unskilled 1 yes no
## 771 skilled 1 no no
## 772 management 1 yes yes
## 773 management 1 yes no
## 774 skilled 1 no no
## 775 unemployed 1 no no
## 776 skilled 1 no yes
## 777 skilled 1 yes no
## 778 skilled 1 no no
## 779 management 1 yes no
## 780 skilled 1 yes no
## 781 skilled 1 no yes
## 782 skilled 1 yes no
## 783 unskilled 1 yes no
## 784 unskilled 1 no yes
## 785 management 1 yes no
## 786 unskilled 1 yes no
## 787 skilled 1 no no
## 788 skilled 2 yes no
## 789 skilled 1 no yes
## 790 skilled 1 yes yes
## 791 skilled 2 no yes
## 792 management 2 yes no
## 793 skilled 1 no no
## 794 skilled 1 no no
## 795 skilled 1 yes no
## 796 skilled 1 no no
## 797 skilled 2 yes yes
## 798 unskilled 1 no no
## 799 skilled 1 yes no
## 800 unemployed 1 no no
## 801 skilled 2 no no
## 802 unskilled 1 yes no
## 803 skilled 1 no no
## 804 skilled 1 no no
## 805 unemployed 1 no no
## 806 skilled 1 yes yes
## 807 unskilled 1 no no
## 808 skilled 1 no no
## 809 management 1 yes no
## 810 unemployed 1 no yes
## 811 skilled 1 yes no
## 812 unskilled 1 no no
## 813 skilled 1 yes yes
## 814 skilled 1 no yes
## 815 skilled 2 no yes
## 816 skilled 1 no no
## 817 skilled 1 no no
## 818 skilled 1 yes no
## 819 management 1 no no
## 820 skilled 1 no yes
## 821 skilled 1 yes no
## 822 skilled 1 no no
## 823 skilled 2 no yes
## 824 unskilled 1 no no
## 825 management 1 yes no
## 826 skilled 1 yes no
## 827 skilled 1 yes yes
## 828 skilled 2 no yes
## 829 skilled 1 no yes
## 830 skilled 2 yes no
## 831 skilled 2 yes no
## 832 skilled 1 yes yes
## 833 skilled 1 no yes
## 834 skilled 1 yes no
## 835 unskilled 1 no yes
## 836 skilled 1 no yes
## 837 skilled 1 no no
## 838 unskilled 2 no no
## 839 skilled 1 yes no
## 840 skilled 1 no no
## 841 skilled 1 no yes
## 842 unskilled 1 no no
## 843 skilled 1 no yes
## 844 skilled 1 yes no
## 845 skilled 2 yes no
## 846 skilled 1 yes no
## 847 skilled 1 no yes
## 848 skilled 1 no no
## 849 skilled 1 no no
## 850 unskilled 1 no yes
## 851 skilled 1 no yes
## 852 skilled 1 yes no
## 853 skilled 1 yes no
## 854 unskilled 2 no yes
## 855 skilled 2 yes no
## 856 skilled 1 yes no
## 857 skilled 1 yes no
## 858 skilled 1 yes no
## 859 skilled 1 yes yes
## 860 skilled 2 no no
## 861 skilled 1 no no
## 862 skilled 1 yes yes
## 863 skilled 1 yes yes
## 864 unskilled 2 yes no
## 865 unskilled 1 no yes
## 866 skilled 1 no no
## 867 skilled 1 no no
## 868 skilled 1 no no
## 869 skilled 1 no no
## 870 skilled 1 no no
## 871 skilled 1 yes no
## 872 skilled 2 no no
## 873 skilled 1 yes no
## 874 skilled 1 no no
## 875 unskilled 2 no no
## 876 skilled 1 no no
## 877 management 1 yes no
## 878 skilled 1 no no
## 879 management 1 yes yes
## 880 skilled 1 no no
## 881 management 1 yes no
## 882 skilled 1 yes no
## 883 skilled 1 no no
## 884 unemployed 1 no no
## 885 skilled 1 yes yes
## 886 skilled 1 no yes
## 887 skilled 2 yes no
## 888 skilled 1 yes yes
## 889 management 1 yes no
## 890 skilled 2 yes no
## 891 management 2 yes no
## 892 skilled 1 yes no
## 893 unskilled 1 no no
## 894 skilled 1 yes no
## 895 skilled 1 yes no
## 896 management 2 yes no
## 897 management 1 yes no
## 898 skilled 1 no no
## 899 unskilled 1 no no
## 900 skilled 1 no yes
## 901 skilled 1 yes yes
## 902 skilled 1 yes no
## 903 skilled 1 no no
## 904 skilled 1 yes no
## 905 management 1 yes no
## 906 management 2 yes no
## 907 unskilled 1 no no
## 908 skilled 1 no no
## 909 unskilled 1 no no
## 910 unskilled 1 no no
## 911 skilled 1 no no
## 912 unskilled 1 no yes
## 913 skilled 1 no no
## 914 skilled 1 yes no
## 915 skilled 1 yes yes
## 916 management 1 yes yes
## 917 skilled 2 no no
## 918 management 1 yes yes
## 919 skilled 1 no yes
## 920 management 1 yes yes
## 921 skilled 1 no no
## 922 management 1 yes no
## 923 skilled 1 no yes
## 924 skilled 2 yes no
## 925 skilled 1 yes yes
## 926 skilled 1 yes yes
## 927 skilled 1 no no
## 928 skilled 2 yes yes
## 929 skilled 1 yes no
## 930 unskilled 2 no no
## 931 unskilled 1 no no
## 932 skilled 1 yes yes
## 933 skilled 1 no no
## 934 skilled 2 yes no
## 935 skilled 1 no no
## 936 management 1 no yes
## 937 unskilled 1 no yes
## 938 management 1 yes no
## 939 skilled 1 no yes
## 940 management 2 yes no
## 941 management 2 yes no
## 942 unskilled 2 no no
## 943 skilled 1 yes no
## 944 unskilled 2 no no
## 945 skilled 1 no no
## 946 skilled 1 no no
## 947 skilled 2 yes yes
## 948 management 1 yes no
## 949 unskilled 2 no yes
## 950 skilled 1 no yes
## 951 unemployed 2 yes no
## 952 skilled 1 yes yes
## 953 skilled 1 no yes
## 954 management 1 yes yes
## 955 skilled 1 yes no
## 956 management 1 yes no
## 957 unskilled 1 no no
## 958 unskilled 1 no no
## 959 unskilled 1 no yes
## 960 skilled 1 no no
## 961 skilled 1 no no
## 962 skilled 1 no no
## 963 skilled 1 no no
## 964 skilled 1 yes yes
## 965 unskilled 1 no no
## 966 skilled 1 no no
## 967 unskilled 1 no yes
## 968 management 1 yes no
## 969 skilled 1 yes no
## 970 unskilled 2 no no
## 971 skilled 1 no no
## 972 unskilled 2 no no
## 973 unemployed 1 no yes
## 974 skilled 1 no yes
## 975 skilled 1 yes no
## 976 unskilled 1 no no
## 977 skilled 1 no no
## 978 skilled 1 no no
## 979 unskilled 2 no yes
## 980 skilled 1 no yes
## 981 skilled 1 no yes
## 982 management 1 yes yes
## 983 management 1 yes no
## 984 skilled 2 no yes
## 985 unskilled 1 no no
## 986 skilled 1 no no
## 987 skilled 1 no no
## 988 skilled 1 no no
## 989 management 1 yes no
## 990 unskilled 1 no no
## 991 unskilled 2 no no
## 992 unskilled 2 no no
## 993 unskilled 1 no no
## 994 management 1 yes no
## 995 skilled 1 yes no
## 996 unskilled 1 no no
## 997 management 1 yes no
## 998 skilled 1 no no
## 999 skilled 1 yes yes
## 1000 skilled 1 no no#entropy
ColorG<--((1/3*log2(1/3)+2/3*log2(2/3)))
ColorG## [1] 0.9182958ColorY<--((8/13*log2(8/13)+5/13*log2(5/13)))
ColorY## [1] 0.9612366#ATTRIBUTE ENTROPY
str(credit)## 'data.frame': 1000 obs. of 17 variables:
## $ checking_balance : Factor w/ 4 levels "< 0 DM","> 200 DM",..: 1 3 4 1 1 4 4 3 4 3 ...
## $ months_loan_duration: int 6 48 12 42 24 36 24 36 12 30 ...
## $ credit_history : Factor w/ 5 levels "critical","good",..: 1 2 1 2 4 2 2 2 2 1 ...
## $ purpose : Factor w/ 6 levels "business","car",..: 5 5 4 5 2 4 5 2 5 2 ...
## $ amount : int 1169 5951 2096 7882 4870 9055 2835 6948 3059 5234 ...
## $ savings_balance : Factor w/ 5 levels "< 100 DM","> 1000 DM",..: 5 1 1 1 1 5 4 1 2 1 ...
## $ employment_duration : Factor w/ 5 levels "< 1 year","> 7 years",..: 2 3 4 4 3 3 2 3 4 5 ...
## $ percent_of_income : int 4 2 2 2 3 2 3 2 2 4 ...
## $ years_at_residence : int 4 2 3 4 4 4 4 2 4 2 ...
## $ age : int 67 22 49 45 53 35 53 35 61 28 ...
## $ other_credit : Factor w/ 3 levels "bank","none",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ housing : Factor w/ 3 levels "other","own",..: 2 2 2 1 1 1 2 3 2 2 ...
## $ existing_loans_count: int 2 1 1 1 2 1 1 1 1 2 ...
## $ job : Factor w/ 4 levels "management","skilled",..: 2 2 4 2 2 4 2 1 4 1 ...
## $ dependents : int 1 1 2 2 2 2 1 1 1 1 ...
## $ phone : Factor w/ 2 levels "no","yes": 2 1 1 1 1 2 1 2 1 1 ...
## $ default : Factor w/ 2 levels "no","yes": 1 2 1 1 2 1 1 1 1 2 ...credit<-credit[-1001,]
credit[155, 1]=as.factor("1 - 200 DM")
credit[155,1]## [1] 1 - 200 DM
## Levels: < 0 DM > 200 DM 1 - 200 DM unknowntable(credit$checking_balance)##
## < 0 DM > 200 DM 1 - 200 DM unknown
## 274 63 269 394prop.table(table(credit$checking_balance))##
## < 0 DM > 200 DM 1 - 200 DM unknown
## 0.274 0.063 0.269 0.394str(credit$checking_balance)## Factor w/ 4 levels "< 0 DM","> 200 DM",..: 1 3 4 1 1 4 4 3 4 3 ...table(credit$savings_balance)##
## < 100 DM > 1000 DM 100 - 500 DM 500 - 1000 DM unknown
## 603 48 103 63 183prop.table(table(credit$savings_balance))##
## < 100 DM > 1000 DM 100 - 500 DM 500 - 1000 DM unknown
## 0.603 0.048 0.103 0.063 0.183summary(credit$months_loan_duration)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 4.0 12.0 18.0 20.9 24.0 72.0summary(credit$amount)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 250 1366 2320 3271 3972 18424str(credit$default)## Factor w/ 2 levels "no","yes": 1 2 1 1 2 1 1 1 1 2 ...credit$default<-factor(credit$default)
str(credit$default)## Factor w/ 2 levels "no","yes": 1 2 1 1 2 1 1 1 1 2 ...table(credit$default)##
## no yes
## 700 300prop.table(table(credit$default))##
## no yes
## 0.7 0.3set.seed(12345)
credit_rand<-credit[order(runif(1000)), ]
head(credit_rand)## checking_balance months_loan_duration credit_history purpose
## 14 < 0 DM 24 critical car
## 448 1 - 200 DM 7 good furniture/appliances
## 697 1 - 200 DM 12 good furniture/appliances
## 32 < 0 DM 24 good furniture/appliances
## 196 1 - 200 DM 9 critical education
## 83 unknown 18 good business
## amount savings_balance employment_duration percent_of_income
## 14 1199 < 100 DM > 7 years 4
## 448 2576 < 100 DM 1 - 4 years 2
## 697 1103 < 100 DM 4 - 7 years 4
## 32 4020 < 100 DM 1 - 4 years 2
## 196 1501 < 100 DM > 7 years 2
## 83 1568 100 - 500 DM 1 - 4 years 3
## years_at_residence age other_credit housing existing_loans_count job
## 14 4 60 none own 2 unskilled
## 448 2 35 none own 1 skilled
## 697 3 29 none own 2 skilled
## 32 2 27 store own 1 skilled
## 196 3 34 none own 2 management
## 83 4 24 none rent 1 unskilled
## dependents phone default
## 14 1 no yes
## 448 1 no no
## 697 1 no no
## 32 1 no no
## 196 1 yes yes
## 83 1 no nocredit_train <- credit_rand[1:900, ]
credit_test <- credit_rand[901:1000, ]
library(C50)## Warning: package 'C50' was built under R version 4.3.3m<-C5.0(credit_train, credit_train$default, trials=1, costs=NULL)
m##
## Call:
## C5.0.default(x = credit_train, y = credit_train$default, trials = 1, costs
## = NULL)
##
## Classification Tree
## Number of samples: 900
## Number of predictors: 17
##
## Tree size: 2
##
## Non-standard options: attempt to group attributes