Manual Binning
For manual binning, you need to specify the cut points for the bins.
rbin follows the left closed and right open interval
([0,1) = {x | 0 ≤ x < 1}) for creating bins. The number
of cut points you specify is one less than the number of bins you want
to create i.e. if you want to create 10 bins, you need to specify only 9
cut points as shown in the below example. The accompanying RStudio
addin, rbinAddin() can be used to iteratively bin the data
and to enforce monotonic increasing/decreasing trend.
After finalizing the bins, you can use rbin_create() to
create the dummy variables.
Bins
bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
bins
#> Binning Summary
#> ---------------------------
#> Method Manual
#> Response y
#> Predictor age
#> Bins 10
#> Count 4521
#> Goods 517
#> Bads 4004
#> Entropy 0.5
#> Information Value 0.12
#>
#>
#> cut_point bin_count good bad woe iv entropy
#> 1 < 29 410 71 339 -0.483686036 2.547353e-02 0.6649069
#> 2 < 31 313 41 272 -0.154776266 1.760055e-03 0.5601482
#> 3 < 34 567 55 512 0.183985174 3.953685e-03 0.4594187
#> 4 < 36 396 45 351 0.007117468 4.425063e-06 0.5107878
#> 5 < 39 519 47 472 0.259825118 7.008270e-03 0.4383322
#> 6 < 42 431 33 398 0.442938178 1.575567e-02 0.3899626
#> 7 < 46 449 47 402 0.099298221 9.423907e-04 0.4836486
#> 8 < 51 521 40 481 0.439981550 1.881380e-02 0.3907140
#> 9 < 56 445 49 396 0.042587647 1.756117e-04 0.5002548
#> 10 >= 56 470 89 381 -0.592843261 4.564428e-02 0.7001343
Dummy Variables
bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
rbin_create(mbank, age, bins)
#> age job marital education default balance housing loan
#> 1 34 technician married tertiary no 297 yes no
#> 2 49 services married secondary no 180 yes yes
#> 3 38 admin. single secondary no 262 no no
#> 4 47 services married secondary no 367 yes no
#> 5 51 self-employed single secondary no 1640 yes no
#> 6 40 unemployed married secondary no 3382 yes no
#> 7 58 retired married secondary no 1227 no no
#> 8 32 unemployed married primary no 309 yes no
#> 9 46 blue-collar married secondary no 922 yes no
#> 10 32 services married tertiary no 0 no no
#> 11 32 services married secondary no 414 yes no
#> 12 50 blue-collar married primary no 0 no no
#> 13 41 management married tertiary no 2226 no no
#> 14 38 services divorced primary no 0 yes no
#> 15 31 self-employed married tertiary yes 147 yes no
#> 16 42 admin. single secondary no 283 yes no
#> 17 56 retired married primary no -1 no no
#> 18 54 management divorced unknown no 901 no no
#> 19 42 management married secondary no 372 yes no
#> 20 58 services married secondary no 627 no no
#> 21 51 admin. married tertiary no 26 yes no
#> 22 44 management married secondary no 438 yes no
#> 23 51 management single unknown no -461 yes no
#> 24 41 management married tertiary no -195 no yes
#> 25 57 technician married secondary no 16063 yes no
#> 26 32 management single tertiary no 3097 yes no
#> 27 32 management married tertiary no 1232 no no
#> 28 45 management married tertiary no 4693 no yes
#> 29 56 entrepreneur married secondary no 196 no no
#> 30 38 technician married secondary no 0 yes no
#> 31 54 self-employed married tertiary no 990 no no
#> 32 53 unemployed single primary no 183 no no
#> 33 36 management single tertiary no 219 no no
#> 34 37 blue-collar married secondary no -97 yes no
#> 35 31 services single secondary no 222 yes no
#> 36 42 technician married secondary no 234 no no
#> 37 34 services single primary no 25 yes yes
#> 38 37 technician married secondary no 1762 no no
#> 39 59 blue-collar married primary no 80 yes no
#> 40 54 management married primary yes 0 yes yes
#> 41 54 blue-collar married primary no 1357 yes yes
#> 42 59 admin. married secondary no -198 yes yes
#> 43 33 management single tertiary no 2059 no no
#> 44 24 services single secondary no 258 yes no
#> 45 29 technician single tertiary no 2269 yes no
#> 46 49 blue-collar married secondary no 0 no no
#> 47 37 technician married secondary no 77 yes yes
#> 48 28 blue-collar married primary no 254 yes no
#> 49 82 retired married primary no 103 no no
#> 50 57 blue-collar married primary no 452 yes no
#> 51 39 technician single unknown no 45248 yes no
#> 52 39 management single tertiary no 0 no no
#> 53 33 technician married secondary no 620 no no
#> 54 32 blue-collar married secondary no 2263 no no
#> 55 24 blue-collar single secondary no 8594 yes no
#> 56 52 technician married secondary no 306 no no
#> 57 32 management single tertiary no 10281 no no
#> 58 33 technician single tertiary no 469 no no
#> 59 31 management single tertiary no 86 no no
#> 60 42 management married tertiary no 477 yes no
#> 61 27 blue-collar married primary no 1 yes no
#> 62 32 technician married secondary no 0 yes yes
#> 63 30 management single tertiary no 0 yes no
#> 64 42 admin. divorced secondary no -172 yes yes
#> 65 43 blue-collar married secondary no 2706 yes yes
#> 66 27 technician single tertiary no 808 yes no
#> 67 57 technician divorced secondary no 164 no no
#> 68 32 unemployed single secondary no 331 yes no
#> 69 31 admin. single secondary no 1374 yes no
#> 70 36 blue-collar married primary no 0 yes no
#> 71 31 management married secondary no 625 yes no
#> 72 39 blue-collar married secondary no 747 yes yes
#> 73 42 services married primary no 124 yes no
#> 74 68 retired married primary no 0 no no
#> 75 56 technician married tertiary no 787 no yes
#> 76 46 technician divorced tertiary no 405 yes no
#> 77 35 admin. married tertiary no -272 no yes
#> 78 50 services married secondary no 57435 yes no
#> 79 50 blue-collar married primary no 167 no no
#> 80 60 housemaid divorced secondary no 2063 no no
#> 81 32 technician married tertiary no 0 yes no
#> 82 30 admin. single secondary no 255 no no
#> 83 48 services single primary no 204 yes no
#> 84 30 admin. single secondary no 648 no no
#> 85 31 blue-collar married primary no 33 yes no
#> 86 45 blue-collar married secondary no 430 no yes
#> 87 35 blue-collar married secondary no 260 yes no
#> 88 26 admin. single secondary no 0 yes no
#> 89 32 admin. married secondary no 1604 no yes
#> 90 50 technician married secondary no -568 yes yes
#> 91 34 technician married secondary no 966 yes no
#> 92 29 blue-collar married unknown no 356 yes no
#> 93 29 blue-collar married secondary no 2378 yes yes
#> 94 75 retired divorced primary no 852 no no
#> 95 72 retired married primary no 1388 no no
#> 96 48 blue-collar married secondary no 1230 yes yes
#> 97 37 management married tertiary no 9895 yes no
#> 98 34 technician single secondary no 27446 yes no
#> 99 44 management married primary no 1880 yes no
#> 100 35 services married secondary no 0 yes no
#> 101 28 student married tertiary no 803 yes no
#> 102 25 blue-collar single secondary no 158 yes yes
#> 103 51 blue-collar married secondary no 328 no no
#> 104 44 unemployed divorced secondary no 522 no no
#> 105 47 blue-collar married primary no 550 yes no
#> 106 59 retired divorced secondary no 602 no no
#> 107 38 blue-collar married primary no 467 yes no
#> 108 39 management single tertiary no 1682 yes no
#> 109 43 technician divorced secondary no 305 yes no
#> 110 45 management divorced tertiary no 24598 yes no
#> 111 24 blue-collar single primary no 2129 yes yes
#> 112 24 self-employed single tertiary no 931 yes no
#> 113 69 technician married secondary no 9064 no no
#> 114 37 blue-collar single unknown no 2188 no no
#> 115 29 technician single tertiary no -803 yes yes
#> 116 51 blue-collar married primary no -11 no no
#> 117 26 student single secondary no 5296 no no
#> 118 53 admin. divorced tertiary no 122 no no
#> 119 41 services married secondary no 6687 yes no
#> 120 42 blue-collar married secondary no 902 yes no
#> 121 25 entrepreneur married tertiary no 30 yes no
#> 122 39 technician single secondary no 1048 yes yes
#> 123 50 services married secondary no 1687 no no
#> 124 55 blue-collar married primary no 771 no no
#> 125 34 admin. single secondary no 663 yes no
#> 126 31 technician divorced tertiary no 2287 yes no
#> 127 32 technician single secondary yes -1 no no
#> 128 56 blue-collar married secondary no 1686 no no
#> 129 51 blue-collar married secondary no 1779 yes no
#> 130 25 blue-collar married secondary no 316 yes yes
#> 131 33 management divorced tertiary no 312 yes yes
#> 132 54 management married secondary yes 5249 yes no
#> 133 34 entrepreneur married secondary no 2 yes yes
#> 134 39 technician single secondary no 175 no yes
#> 135 45 technician married secondary no 406 yes no
#> 136 43 blue-collar married primary no -454 yes no
#> 137 54 technician divorced secondary no -11 yes no
#> 138 34 services divorced secondary no 27 yes no
#> 139 45 technician married secondary no 3395 yes no
#> 140 38 services divorced secondary no 49 yes no
#> 141 33 blue-collar divorced secondary no 1 no no
#> 142 27 student single tertiary no 24 yes no
#> 143 53 management divorced tertiary no 2894 yes no
#> 144 32 admin. single secondary no 6042 yes no
#> 145 37 blue-collar single tertiary no 481 no no
#> 146 51 blue-collar married primary no 7098 no no
#> 147 55 retired married secondary no 123 no no
#> 148 61 retired married secondary no 280 yes no
#> 149 41 technician married tertiary no 139 no no
#> 150 39 blue-collar married secondary no 1042 yes no
#> 151 34 blue-collar single secondary no 1423 yes no
#> 152 37 management married tertiary no 591 yes no
#> 153 30 management married tertiary no 1235 no no
#> 154 54 unemployed divorced secondary no 3721 yes no
#> 155 47 technician divorced secondary no 1851 yes no
#> 156 32 unemployed married tertiary no 283 yes no
#> 157 42 admin. single secondary no 2095 yes no
#> 158 52 blue-collar divorced primary no -97 yes yes
#> 159 83 retired single primary no 3349 no no
#> 160 42 technician single secondary no 0 yes no
#> 161 38 management single tertiary no 3141 no no
#> 162 56 unemployed married secondary no -246 no yes
#> 163 52 management divorced tertiary no 0 no no
#> 164 56 services divorced unknown no 1877 yes no
#> 165 55 technician married secondary no 0 yes yes
#> 166 56 technician divorced secondary no 3450 no no
#> 167 29 technician single tertiary no 673 yes no
#> 168 73 retired married primary no 542 no no
#> 169 62 housemaid married secondary no 2 no no
#> 170 56 management married tertiary no -762 yes yes
#> 171 36 technician married primary no 1653 yes yes
#> 172 32 blue-collar married primary no 50 yes no
#> 173 48 management married tertiary no 14530 yes yes
#> 174 31 admin. single secondary no 358 yes no
#> 175 26 blue-collar single secondary no 3145 no no
#> 176 27 blue-collar single secondary no 1311 yes no
#> 177 56 services married primary no 486 no yes
#> 178 31 management single tertiary no 34 no no
#> 179 36 blue-collar married secondary no 0 no no
#> 180 53 technician married unknown no 6921 yes no
#> 181 39 blue-collar married secondary no 98 no no
#> 182 82 retired divorced primary no 928 no no
#> 183 30 technician married secondary no 671 no no
#> 184 31 technician married secondary no 535 no no
#> 185 47 self-employed married tertiary no -80 yes no
#> 186 58 unemployed married primary no 3884 no no
#> 187 55 management married tertiary no 1402 yes no
#> 188 25 admin. single secondary no 425 no no
#> 189 31 blue-collar single secondary no -161 no no
#> 190 53 technician married secondary no 2647 yes no
#> 191 43 blue-collar married primary no 517 yes no
#> 192 56 entrepreneur married tertiary no 40 no yes
#> 193 51 technician married secondary no 8758 no no
#> 194 34 admin. married secondary no 764 no no
#> 195 45 management married secondary no 446 no no
#> 196 60 blue-collar married primary no 5 no no
#> 197 46 management single tertiary no 6651 no no
#> 198 40 entrepreneur married secondary no 0 yes no
#> 199 53 management married tertiary no 913 yes no
#> 200 57 admin. married unknown no 596 no no
#> 201 25 blue-collar single primary no -221 yes no
#> 202 31 unemployed divorced tertiary no 756 no no
#> 203 64 retired married secondary no 1612 no no
#> 204 37 admin. married secondary no 1314 yes no
#> 205 30 admin. single secondary no 1009 yes no
#> 206 37 admin. single secondary no 781 no no
#> 207 48 blue-collar married secondary no 5078 yes no
#> 208 48 blue-collar married primary no 8 no no
#> 209 50 services married secondary no 1134 no no
#> 210 38 admin. married secondary no 689 yes no
#> 211 43 self-employed married secondary no 634 yes no
#> 212 31 technician single secondary no 9 no no
#> 213 48 management married tertiary no 1147 no no
#> 214 40 admin. single secondary no 963 yes no
#> 215 63 entrepreneur married secondary no 3904 no no
#> 216 41 management married tertiary no 23 no no
#> 217 23 services single secondary no 665 yes no
#> 218 29 management single tertiary no 536 no no
#> 219 52 blue-collar single tertiary yes -517 no yes
#> 220 44 entrepreneur married secondary yes -848 yes no
#> 221 39 technician married secondary no 375 yes yes
#> 222 49 blue-collar married primary no 371 yes no
#> 223 34 admin. married secondary no 95 yes no
#> 224 33 technician married tertiary no 148 no no
#> 225 51 blue-collar divorced primary no 886 no no
#> 226 24 management single tertiary no 1 no no
#> 227 34 services married secondary no 142 yes no
#> 228 50 blue-collar married primary no 506 yes no
#> 229 44 blue-collar married secondary no 129 yes yes
#> 230 57 blue-collar divorced primary no 1299 no no
#> 231 26 student single unknown no 19 no no
#> 232 29 blue-collar married primary no 163 yes yes
#> 233 50 blue-collar married primary no 0 no no
#> 234 52 management married secondary no 4096 yes no
#> 235 31 admin. married secondary no 0 yes yes
#> 236 32 blue-collar single primary no 33 no no
#> 237 33 technician single secondary no 0 no no
#> 238 33 admin. single secondary no 1779 yes no
#> 239 41 unemployed divorced tertiary no -198 yes no
#> 240 28 technician married tertiary no 107 yes no
#> 241 41 entrepreneur single primary no 7264 no yes
#> 242 32 blue-collar married primary no 289 yes no
#> 243 48 services married unknown no 1155 yes no
#> 244 45 self-employed divorced tertiary no 963 yes no
#> 245 39 blue-collar married secondary no 0 yes no
#> 246 36 admin. divorced secondary no -37 yes no
#> 247 60 retired married secondary no 3932 yes no
#> 248 42 admin. single secondary no -247 yes yes
#> 249 34 blue-collar single primary no 505 yes no
#> 250 40 management divorced tertiary no 205 no no
#> 251 26 housemaid single secondary no 93 no no
#> 252 42 services married secondary no 1545 yes no
#> 253 47 management married tertiary no 1147 no no
#> 254 35 blue-collar married secondary no 765 yes no
#> 255 24 student single secondary no 822 no no
#> 256 42 management divorced tertiary no 461 yes no
#> 257 53 services married secondary no 76 yes no
#> 258 44 technician divorced secondary no 316 yes no
#> 259 44 self-employed single tertiary no 97 yes no
#> 260 43 blue-collar married primary no -41 no no
#> 261 28 blue-collar single primary no 2340 yes no
#> 262 53 services married primary no 2618 yes no
#> 263 23 student single secondary no 1062 no no
#> 264 32 services married secondary no 206 yes yes
#> 265 27 blue-collar married secondary no 191 yes no
#> 266 55 technician single secondary no 11 no no
#> 267 48 admin. married unknown no 0 yes no
#> 268 32 blue-collar married primary no 827 yes no
#> 269 45 blue-collar married primary no 351 yes no
#> 270 38 technician married secondary no 54 yes yes
#> 271 53 blue-collar divorced primary no -1 yes no
#> 272 26 technician single secondary no 941 no yes
#> 273 34 entrepreneur married secondary no 223 no yes
#> 274 31 management single tertiary no 53 yes no
#> 275 45 entrepreneur divorced tertiary no 0 yes no
#> 276 56 management divorced tertiary no 310 no no
#> 277 38 blue-collar married primary no 635 yes no
#> 278 39 management single tertiary no 668 no no
#> 279 26 services single secondary no 1700 yes no
#> 280 35 student divorced primary no 2755 yes no
#> 281 30 management single tertiary no 0 no no
#> 282 41 services divorced secondary no 83 no no
#> 283 47 entrepreneur married secondary no 0 no no
#> 284 38 services married unknown no 10189 yes no
#> 285 61 management married tertiary no 5157 no no
#> 286 35 blue-collar married primary no 4366 yes no
#> 287 30 blue-collar married secondary yes -18 no no
#> 288 35 technician married secondary no 561 yes no
#> 289 35 technician married secondary no -255 yes no
#> 290 32 blue-collar married primary no 391 yes no
#> 291 40 services married secondary no 9374 yes no
#> 292 30 services single secondary no 695 yes no
#> 293 21 student single secondary no 71 no no
#> 294 38 technician married secondary no 0 no no
#> 295 54 entrepreneur divorced tertiary no 20527 no no
#> 296 35 blue-collar single secondary no 219 yes yes
#> 297 45 blue-collar married primary no 491 yes yes
#> 298 37 technician single secondary no -272 no yes
#> 299 42 entrepreneur married tertiary no 859 no no
#> 300 34 admin. married secondary no -33 yes yes
#> 301 38 housemaid married secondary no 1508 no yes
#> 302 36 management married tertiary no 918 no no
#> 303 30 technician married tertiary no 606 yes no
#> 304 44 technician divorced secondary no 414 yes yes
#> 305 50 blue-collar married secondary no 325 yes no
#> 306 42 admin. single secondary no 734 yes no
#> 307 64 retired married primary no 43 no no
#> 308 31 entrepreneur married tertiary no 0 yes no
#> 309 35 entrepreneur married tertiary no 0 no no
#> 310 58 management divorced tertiary no 4256 no no
#> 311 44 management married tertiary no 474 yes yes
#> 312 79 retired divorced primary no 336 no no
#> 313 37 admin. divorced secondary no 0 yes yes
#> 314 36 services single secondary no 9713 yes no
#> 315 57 retired married tertiary no 4451 no yes
#> 316 32 technician single secondary no -138 no no
#> 317 26 unemployed single secondary no 771 no no
#> 318 25 services single secondary no 333 no yes
#> 319 39 admin. married secondary no 563 yes no
#> 320 40 blue-collar married secondary no 4795 yes no
#> 321 50 blue-collar married primary no 157 no no
#> 322 38 technician single tertiary no 178 yes no
#> 323 31 management single tertiary no 0 no no
#> 324 45 blue-collar married primary no 0 yes no
#> 325 57 management divorced tertiary no 236 no no
#> 326 30 management single tertiary no 536 no no
#> 327 36 admin. married secondary no 3308 no yes
#> 328 32 blue-collar single secondary no 1211 yes no
#> 329 41 admin. married secondary no 1705 no no
#> 330 59 housemaid married primary no 5 no yes
#> 331 58 unemployed married primary no 4967 no no
#> 332 26 admin. married secondary no 284 no no
#> 333 50 blue-collar divorced primary no -19 yes no
#> 334 38 blue-collar married primary no 168 yes yes
#> 335 36 admin. single secondary no 148 yes no
#> 336 28 technician single tertiary no 386 no no
#> 337 52 entrepreneur married secondary no 3332 yes yes
#> 338 35 housemaid married primary no 0 no no
#> 339 35 blue-collar married primary no 0 yes no
#> 340 39 technician married secondary no 2765 yes yes
#> 341 53 technician married secondary no 3398 no yes
#> 342 52 entrepreneur married secondary no 330 no yes
#> 343 41 blue-collar married secondary no 2152 yes no
#> 344 50 technician married secondary no 8001 no no
#> 345 57 self-employed married secondary no 2109 no no
#> 346 56 management married tertiary no 79 no no
#> 347 34 management single tertiary no -578 yes no
#> 348 41 blue-collar married secondary no 449 yes yes
#> 349 54 management divorced tertiary no 5253 yes yes
#> 350 66 housemaid divorced primary no 3701 no no
#> 351 28 management married tertiary no 395 no no
#> 352 22 student single secondary no 722 yes no
#> 353 50 technician married secondary no 4 no no
#> 354 35 management single tertiary no 0 yes no
#> 355 37 entrepreneur married tertiary no 7944 no no
#> 356 30 management single tertiary no 59 yes yes
#> 357 38 admin. single secondary no 221 yes no
#> 358 36 blue-collar married secondary no 330 yes no
#> 359 43 management single tertiary no 3872 yes no
#> 360 42 blue-collar married secondary no 3052 yes no
#> 361 28 blue-collar single secondary no 362 yes no
#> 362 37 management married tertiary no 5355 no no
#> 363 39 management married tertiary no 285 yes no
#> 364 34 services single primary no 3648 yes no
#> 365 55 unemployed married tertiary no 4809 yes no
#> 366 37 entrepreneur married tertiary no 298 no no
#> 367 29 technician single tertiary no 1185 yes no
#> 368 34 technician married secondary no 2 yes no
#> 369 42 services single secondary no 838 yes no
#> 370 32 admin. married secondary no 552 yes no
#> 371 32 blue-collar married secondary no 2561 yes no
#> 372 34 blue-collar married primary no 351 no yes
#> 373 39 blue-collar married secondary no 161 yes no
#> 374 35 blue-collar married primary no -167 yes no
#> 375 55 retired married secondary no 3948 no no
#> 376 31 admin. married secondary no -36 yes yes
#> 377 59 retired married secondary no 374 no no
#> 378 34 management married tertiary no 362 yes no
#> 379 53 services single secondary no 1162 yes no
#> 380 38 blue-collar married secondary no 0 no no
#> 381 41 management married tertiary no 5936 no no
#> 382 46 blue-collar married secondary no 853 no no
#> 383 31 admin. married secondary no 2 yes yes
#> 384 27 services single secondary no 814 yes no
#> 385 51 blue-collar married primary no 0 no no
#> 386 40 technician divorced secondary no 16 yes no
#> 387 49 management married tertiary no 865 no no
#> 388 39 housemaid married secondary no 1444 no no
#> 389 50 blue-collar married secondary no 278 no no
#> 390 45 management married tertiary no 77 yes no
#> 391 46 blue-collar married secondary no 265 yes no
#> 392 39 blue-collar married primary no 541 yes no
#> 393 61 self-employed divorced tertiary no 52587 no no
#> 394 37 technician single secondary no -59 yes no
#> 395 38 technician married unknown no 90 yes yes
#> 396 32 management married tertiary no 1660 yes no
#> 397 51 admin. married secondary no 924 yes no
#> 398 38 technician single secondary no 553 yes no
#> 399 39 housemaid married secondary no 0 yes no
#> 400 42 management married tertiary no 36 no no
#> 401 43 self-employed married secondary no 5317 no no
#> 402 38 technician single secondary no 61 yes no
#> 403 49 management divorced secondary no 1598 yes no
#> 404 58 retired married primary no 4007 no no
#> 405 39 blue-collar single primary no 1537 no yes
#> 406 50 management married tertiary no 782 no no
#> 407 28 management married tertiary no 12 yes no
#> 408 51 blue-collar married secondary no 51 no yes
#> 409 47 technician married secondary no 72 no no
#> 410 30 admin. single tertiary no 5 no yes
#> 411 55 technician divorced secondary no 852 no no
#> 412 40 management single tertiary no -222 yes no
#> 413 33 technician single tertiary no 129 yes no
#> 414 31 technician single unknown no 694 yes no
#> 415 33 technician married tertiary no 145 yes no
#> 416 58 retired married unknown no 928 no no
#> 417 48 entrepreneur married secondary no 86 yes no
#> 418 28 admin. single unknown no 731 yes no
#> 419 38 unemployed single secondary no 7159 no no
#> 420 44 blue-collar married secondary no 294 yes no
#> 421 31 management married tertiary no 1126 no no
#> 422 46 unknown married unknown no 2911 no no
#> 423 32 management single tertiary no 1804 yes no
#> 424 36 management single unknown no 601 no no
#> 425 47 housemaid married tertiary no 1692 yes no
#> 426 29 unemployed single tertiary no 1311 no no
#> 427 35 management single unknown no 342 no yes
#> 428 43 entrepreneur married tertiary no 210 no no
#> 429 34 management married tertiary no 1770 yes no
#> 430 30 technician single secondary no 1416 no no
#> 431 59 services married primary no 196 yes no
#> 432 50 management divorced tertiary no 405 no no
#> 433 35 blue-collar married secondary no 463 yes no
#> 434 37 admin. single secondary no 192 yes no
#> 435 45 blue-collar married primary no 487 yes no
#> 436 54 admin. divorced secondary no -288 yes no
#> 437 64 management married tertiary no 3951 no no
#> 438 48 management married tertiary no 0 no yes
#> 439 62 unemployed married primary no 532 no no
#> 440 53 blue-collar married primary no 1388 no no
#> 441 59 blue-collar married secondary no 0 no no
#> 442 43 admin. single secondary no 445 yes no
#> 443 48 management married tertiary no 2 no no
#> 444 40 management married tertiary no -1212 yes no
#> 445 46 blue-collar married primary no 5164 yes no
#> 446 36 services single secondary no 616 yes yes
#> 447 36 technician married tertiary no 571 yes yes
#> 448 29 services married secondary no 182 yes no
#> 449 29 student single secondary no 1093 yes no
#> 450 39 blue-collar divorced tertiary no 382 no no
#> 451 38 self-employed married secondary no 173 no no
#> 452 55 blue-collar married secondary no 176 no yes
#> 453 30 management married tertiary no 367 no no
#> 454 33 technician single tertiary no 231 yes no
#> 455 42 technician married secondary no 233 no no
#> 456 29 management married tertiary no 318 yes no
#> 457 43 unemployed married primary no 9 yes yes
#> 458 46 management single tertiary no 502 no no
#> 459 32 blue-collar single secondary no 259 yes no
#> 460 33 services married secondary no 1631 yes no
#> 461 55 technician married primary no 284 no no
#> 462 36 management married tertiary no 0 yes no
#> 463 47 entrepreneur married unknown no 1481 yes no
#> 464 45 self-employed married secondary no 3080 no no
#> 465 30 management single secondary no 135 no no
#> 466 41 management married tertiary no 5883 no no
#> 467 75 retired divorced primary no 3881 yes no
#> 468 43 technician divorced secondary no 1648 no no
#> 469 46 housemaid married secondary no 271 yes no
#> 470 23 services single secondary no 75 yes no
#> 471 35 technician single tertiary no 354 yes no
#> 472 30 admin. married primary no 40 yes yes
#> 473 48 unemployed single primary no 63 no no
#> 474 32 services single secondary no 459 yes no
#> 475 49 services married secondary no 0 no no
#> 476 37 blue-collar married secondary no 223 yes no
#> 477 35 services married secondary no 74 yes no
#> 478 58 management married primary no 2769 yes no
#> 479 53 technician married tertiary no 4323 yes no
#> 480 44 technician married tertiary no 4580 yes no
#> 481 42 admin. married primary no -306 yes no
#> 482 43 technician married tertiary no 2643 no no
#> 483 53 entrepreneur married primary no -257 yes yes
#> 484 28 technician single secondary no 441 no yes
#> 485 27 blue-collar single secondary yes -2 yes yes
#> 486 54 technician married secondary no 10185 no no
#> 487 33 admin. married secondary no 2374 yes no
#> 488 69 retired married tertiary no 473 no no
#> 489 39 management single tertiary no 3281 no no
#> 490 50 technician married secondary no 423 no no
#> 491 52 technician married secondary no 1373 no no
#> 492 60 retired married tertiary no 2557 yes no
#> 493 57 technician married secondary no 3858 no no
#> 494 42 technician married secondary no 334 yes no
#> 495 52 blue-collar divorced primary no 1250 no no
#> 496 40 technician married secondary no 657 yes no
#> 497 32 technician married secondary no 1951 yes no
#> 498 37 admin. single secondary no 515 yes no
#> 499 36 management single tertiary no 181 yes no
#> 500 60 retired married secondary no -222 no no
#> 501 31 services single secondary yes 68 yes no
#> 502 39 blue-collar single secondary no 0 yes no
#> 503 49 services single secondary no 3061 yes no
#> 504 39 management married tertiary no 691 yes yes
#> 505 45 housemaid divorced primary no 544 no no
#> 506 34 blue-collar married secondary no 355 yes no
#> 507 53 admin. married primary no 6280 no no
#> 508 38 technician single secondary no 227 no no
#> 509 28 admin. single secondary no 419 yes no
#> 510 53 housemaid married primary yes 945 no no
#> 511 27 blue-collar single secondary no 940 yes no
#> 512 30 technician single secondary no 2567 no no
#> 513 33 management married secondary no 56 yes no
#> 514 37 technician single tertiary no 1609 no yes
#> 515 30 management single tertiary no 364 no no
#> 516 53 blue-collar married primary no -864 yes no
#> 517 27 management single tertiary no 1137 yes no
#> 518 37 blue-collar married secondary no 374 yes no
#> 519 27 management single tertiary no 2786 no no
#> 520 40 blue-collar single primary no 366 yes yes
#> 521 76 housemaid married primary no 1483 no no
#> 522 32 blue-collar married secondary no 1779 yes no
#> 523 52 admin. married secondary no 722 no no
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#> 1057 38 entrepreneur married unknown no 1134 yes no
#> 1058 48 entrepreneur single secondary no 0 yes no
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#> 1226 39 admin. married secondary no 260 yes no
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#> 1317 49 entrepreneur married tertiary no 388 yes no
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#> 1320 35 blue-collar married secondary no 26 yes no
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#> 1331 31 technician single secondary no 538 yes no
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#> 1342 31 blue-collar married secondary no 822 yes no
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#> 1360 46 self-employed married tertiary no -80 yes no
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#> 1388 33 admin. single secondary no 572 yes no
#> 1389 33 admin. single secondary no -371 yes yes
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#> 1426 48 blue-collar married secondary no 729 yes no
#> 1427 34 blue-collar married primary no -78 yes no
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#> 1429 35 blue-collar married primary no 0 yes no
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#> 1438 38 technician married tertiary no 1004 yes no
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#> 1443 50 management married tertiary no 830 no no
#> 1444 39 technician married secondary no 130 no no
#> 1445 52 blue-collar married secondary no 33 no yes
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#> 1448 36 management single tertiary no 0 yes yes
#> 1449 46 blue-collar married secondary no 624 yes no
#> 1450 32 blue-collar single secondary no 3662 no no
#> 1451 62 blue-collar married secondary no 272 no no
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#> 1456 43 technician married secondary no -330 yes yes
#> 1457 49 blue-collar married secondary no 457 yes yes
#> 1458 60 retired married tertiary no 3461 no no
#> 1459 50 technician married secondary no 1518 no yes
#> 1460 30 services married secondary no 33 no no
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#> 1462 44 management married tertiary no -68 no yes
#> 1463 45 technician married secondary no 2776 yes no
#> 1464 46 blue-collar married secondary no 243 yes no
#> 1465 42 unknown single unknown yes 61 no no
#> 1466 43 blue-collar single primary no 0 no no
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#> 1469 32 admin. single secondary no 739 yes no
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#> 1471 46 services married secondary no 311 yes yes
#> 1472 28 housemaid married primary no 5 no no
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#> 1475 24 admin. single secondary no 845 yes no
#> 1476 28 student single secondary no 949 yes no
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#> 1479 77 retired married tertiary no 0 no no
#> 1480 37 technician single tertiary no 876 yes no
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#> 1482 48 management divorced tertiary no 5978 no no
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#> 1485 34 services married secondary no -211 yes no
#> 1486 37 technician single secondary no 181 no no
#> 1487 50 blue-collar married secondary no 562 yes no
#> 1488 34 management married tertiary no 105 yes no
#> 1489 48 blue-collar married secondary no 341 yes yes
#> 1490 28 services single secondary no 2992 yes no
#> 1491 31 admin. single secondary no 1016 yes no
#> 1492 35 blue-collar married secondary no 5639 yes no
#> 1493 46 management married tertiary no 48 no no
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#> 1499 29 admin. single secondary no 454 no no
#> 1500 27 admin. married secondary no 73 yes no
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#> 1502 46 entrepreneur married secondary no 583 yes no
#> 1503 49 admin. married secondary no 5361 no no
#> 1504 27 admin. married secondary no 639 no yes
#> 1505 37 blue-collar married secondary no 398 yes no
#> 1506 37 blue-collar married primary no 1222 yes no
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#> 1515 54 management married tertiary no 2216 yes no
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#> 1518 42 technician married secondary no 422 yes no
#> 1519 58 management married tertiary no 1602 no no
#> 1520 56 technician married secondary no 1750 no no
#> 1521 45 blue-collar single primary no 695 yes no
#> 1522 61 admin. married secondary no 1541 no no
#> 1523 36 unknown single unknown no 1070 no no
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#> 1533 30 management single secondary no -383 yes no
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#> 1537 30 technician single tertiary no 1289 yes no
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#> 1542 32 technician married secondary no 587 yes no
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#> 1545 27 services married secondary no 8 yes no
#> 1546 30 services married secondary no -932 no no
#> 1547 32 blue-collar married primary no 400 no no
#> 1548 44 blue-collar married primary no -237 yes no
#> 1549 50 management married tertiary no 1854 yes yes
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#> 1553 23 admin. single tertiary no 897 yes no
#> 1554 35 management married tertiary no 0 yes no
#> 1555 56 blue-collar married primary no 397 yes no
#> 1556 39 blue-collar married secondary no 7653 no no
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#> 1561 30 management single tertiary no 2317 yes no
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#> 1569 47 technician married primary no 1280 no no
#> 1570 54 retired married primary no 0 yes no
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#> 1572 42 housemaid single primary no 5774 yes no
#> 1573 29 management single tertiary no 1026 no no
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#> 1576 38 self-employed married secondary no -165 yes no
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#> 1584 53 technician married secondary no 4930 no yes
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#> 1589 50 retired married primary no 14 no yes
#> 1590 46 blue-collar married primary no 596 yes no
#> 1591 55 services married secondary no 1695 yes no
#> 1592 37 blue-collar married secondary no 1114 yes yes
#> 1593 31 entrepreneur married tertiary no 312 no no
#> 1594 54 technician single tertiary no 3233 no no
#> 1595 36 blue-collar married primary no 1993 yes yes
#> 1596 40 entrepreneur married secondary no 0 yes yes
#> 1597 32 blue-collar single secondary no 33 yes no
#> 1598 56 management married primary no 31 yes no
#> 1599 39 technician single tertiary no 1043 no no
#> 1600 45 self-employed married secondary no 2278 no no
#> 1601 42 technician married secondary no 738 no no
#> 1602 37 self-employed divorced tertiary no 1513 no no
#> 1603 40 technician single secondary no 57 no yes
#> 1604 31 management single tertiary no 59 yes yes
#> 1605 30 services single secondary no 399 yes yes
#> 1606 44 management married secondary no 27 yes no
#> 1607 49 blue-collar married primary no 1387 yes yes
#> 1608 59 management married tertiary no 5956 no no
#> 1609 31 management single tertiary no 291 yes no
#> 1610 32 management single tertiary no 2223 no no
#> 1611 46 blue-collar married primary no 874 no no
#> 1612 40 services married secondary no 5248 yes yes
#> 1613 50 management married tertiary no 4 no no
#> 1614 52 management married tertiary no 1177 yes no
#> 1615 31 technician married tertiary no 4089 no no
#> 1616 31 admin. married secondary no 23 no no
#> 1617 34 management married tertiary no 1778 no no
#> 1618 34 technician married secondary no 260 yes no
#> 1619 53 management married tertiary no 0 yes no
#> 1620 35 management single tertiary no 578 yes no
#> 1621 35 admin. married secondary no 100 yes no
#> 1622 32 blue-collar divorced primary no -156 yes no
#> 1623 39 blue-collar married secondary no 660 yes yes
#> 1624 51 blue-collar divorced secondary no 113 no no
#> 1625 61 retired divorced secondary no 4243 no no
#> 1626 33 management married tertiary no 296 no no
#> 1627 25 technician single secondary no 1135 yes no
#> 1628 26 services married secondary no 104 no no
#> 1629 32 admin. single secondary no 184 yes no
#> 1630 27 services divorced secondary no 397 no yes
#> 1631 32 management married secondary no 14611 yes no
#> 1632 52 technician married secondary no 945 no no
#> 1633 60 retired married secondary no 78 no yes
#> 1634 34 technician married tertiary no 1524 yes no
#> 1635 37 blue-collar divorced secondary no 48 yes no
#> 1636 19 student single unknown no 60 no no
#> 1637 48 management married primary no 1744 no no
#> 1638 48 services divorced secondary no -203 yes no
#> 1639 32 blue-collar divorced secondary no -289 yes yes
#> 1640 36 management married secondary no -267 no no
#> 1641 47 unknown married unknown no 0 no no
#> 1642 30 blue-collar single secondary no 953 yes no
#> 1643 45 technician divorced secondary no 299 yes no
#> 1644 49 blue-collar married secondary no 0 no yes
#> 1645 48 blue-collar married primary no 104 no no
#> 1646 25 technician single secondary no 31 no no
#> 1647 54 blue-collar divorced primary no 2656 yes no
#> 1648 47 blue-collar married primary no 2642 no no
#> 1649 49 technician divorced secondary no 790 yes no
#> 1650 28 technician married tertiary no 1198 no yes
#> 1651 32 blue-collar single secondary no 2696 yes no
#> 1652 49 management divorced tertiary no 1253 yes no
#> 1653 55 management married tertiary no 979 no yes
#> 1654 45 admin. married secondary no 0 no no
#> 1655 34 unemployed married secondary no 428 yes no
#> 1656 40 management married tertiary no 8963 no no
#> 1657 35 technician married secondary no 2 no no
#> 1658 31 technician single tertiary no 1710 yes no
#> 1659 28 services single secondary no 117 yes no
#> 1660 48 technician married secondary no 0 yes no
#> 1661 52 management married primary no 0 no no
#> 1662 39 housemaid single primary no 1340 no no
#> 1663 36 blue-collar married primary no 345 yes no
#> 1664 29 services married tertiary no -62 yes yes
#> 1665 34 admin. married secondary no 920 no no
#> 1666 43 technician single unknown no 572 no no
#> 1667 38 technician married secondary no 0 yes no
#> 1668 36 management divorced tertiary no -978 yes no
#> 1669 44 blue-collar married tertiary no 2185 yes no
#> 1670 56 retired divorced secondary no 1005 no yes
#> 1671 57 self-employed single secondary no 3277 no no
#> 1672 40 technician single secondary no 191 yes no
#> 1673 23 admin. single secondary no 4681 yes no
#> 1674 36 technician married secondary no -456 yes no
#> 1675 47 admin. single secondary no 303 yes yes
#> 1676 48 management single tertiary no 399 no yes
#> 1677 28 technician single secondary no 2000 no no
#> 1678 32 management single tertiary no 0 no no
#> 1679 44 technician married secondary no 945 yes no
#> 1680 52 housemaid divorced tertiary no 4306 no no
#> 1681 44 self-employed married secondary no 706 no no
#> 1682 45 unemployed married secondary no -407 yes no
#> 1683 48 blue-collar married secondary no 865 yes no
#> 1684 28 entrepreneur married secondary no 490 yes no
#> 1685 29 management married tertiary no 20 yes no
#> 1686 27 management single tertiary no 170 no no
#> 1687 32 management single secondary no 1088 yes no
#> 1688 35 blue-collar single primary no -759 yes no
#> 1689 38 entrepreneur married tertiary no 898 yes no
#> 1690 32 technician divorced secondary no 210 yes yes
#> 1691 31 services married secondary no -489 yes yes
#> 1692 41 admin. single secondary no 0 yes yes
#> 1693 34 technician married secondary no 1 no no
#> 1694 54 admin. married unknown no 3965 yes no
#> 1695 30 management married tertiary no 805 no no
#> 1696 26 student single secondary no 1164 no no
#> 1697 39 blue-collar married secondary no 481 no no
#> 1698 29 services married secondary no 1432 no no
#> 1699 31 services divorced secondary no 1016 yes no
#> 1700 33 blue-collar married secondary no 596 yes no
#> 1701 34 blue-collar married secondary no 123 yes no
#> 1702 41 unemployed married tertiary no 1666 no no
#> 1703 28 technician single secondary no 205 yes no
#> 1704 35 blue-collar single primary no -276 yes no
#> 1705 35 blue-collar single secondary no 1253 no no
#> 1706 29 technician single secondary no 22008 yes no
#> 1707 30 management married tertiary no 0 yes no
#> 1708 50 blue-collar married primary no 2590 yes no
#> 1709 57 housemaid divorced tertiary no 3767 no no
#> 1710 41 blue-collar married secondary no -56 yes no
#> 1711 32 housemaid married primary no 344 yes no
#> 1712 54 services married primary no 1059 no no
#> 1713 25 management single tertiary no 667 no no
#> 1714 42 management married secondary no 2580 yes no
#> 1715 36 blue-collar married secondary no -231 no yes
#> 1716 41 technician married secondary no 767 yes yes
#> 1717 40 unemployed divorced secondary no 1694 no no
#> 1718 41 technician married tertiary no 744 yes no
#> 1719 40 entrepreneur married primary no 3676 yes yes
#> 1720 27 services single tertiary no 9965 yes no
#> 1721 54 management married tertiary no 0 no no
#> 1722 29 admin. single tertiary no 422 yes no
#> 1723 39 blue-collar married secondary no 507 yes no
#> 1724 33 technician single secondary no -325 yes no
#> 1725 28 services single secondary no 129 yes no
#> 1726 36 technician divorced secondary no 566 yes no
#> 1727 43 blue-collar married primary no 445 yes no
#> 1728 50 management divorced tertiary no 0 no no
#> 1729 49 technician married secondary no 808 yes no
#> 1730 34 management married secondary no 240 yes no
#> 1731 33 technician divorced secondary yes 10 yes yes
#> 1732 53 technician married secondary no 4807 no no
#> 1733 43 unemployed married primary no 519 no no
#> 1734 32 management single tertiary no 739 yes no
#> 1735 56 management divorced tertiary no 94 no no
#> 1736 26 management single tertiary no 205 no no
#> 1737 46 blue-collar married primary no 296 yes no
#> 1738 45 technician married secondary no -149 yes no
#> 1739 42 blue-collar single secondary no 985 no no
#> 1740 39 management single secondary no 113 yes no
#> 1741 38 management single tertiary no 8669 yes no
#> 1742 35 technician married tertiary no 7050 no no
#> 1743 53 self-employed married secondary no 1 yes yes
#> 1744 29 management married tertiary no 246 yes no
#> 1745 36 technician single secondary no -206 yes no
#> 1746 25 services single secondary no -107 yes no
#> 1747 44 management divorced tertiary no 193 no yes
#> 1748 49 technician married secondary no 25 yes yes
#> 1749 30 technician single secondary no 1286 no no
#> 1750 49 blue-collar divorced primary no 24 yes no
#> 1751 53 self-employed married tertiary no 4397 yes no
#> 1752 28 entrepreneur married tertiary no 4064 no yes
#> 1753 29 management single tertiary no 307 yes no
#> 1754 28 technician single tertiary no 183 yes yes
#> 1755 53 management married tertiary no 490 yes no
#> 1756 35 services divorced tertiary no 877 yes no
#> 1757 32 management married tertiary no -383 yes no
#> 1758 26 blue-collar single secondary no 123 no yes
#> 1759 34 technician married secondary no 4248 yes no
#> 1760 43 blue-collar married secondary no 3 yes no
#> 1761 32 admin. married secondary no 277 yes no
#> 1762 24 student single secondary no 1925 no no
#> 1763 50 blue-collar married primary no -37 yes no
#> 1764 53 admin. single secondary no 1178 yes no
#> 1765 51 management married secondary no 873 no no
#> 1766 30 technician single tertiary no 53 no no
#> 1767 54 technician married secondary no 25 yes no
#> 1768 35 blue-collar single primary no 109 yes no
#> 1769 30 technician single tertiary no 2832 no no
#> 1770 45 services married secondary no 350 yes yes
#> 1771 56 retired married secondary no 393 no yes
#> 1772 33 management married tertiary no 3713 yes no
#> 1773 54 services married secondary no 158 yes no
#> 1774 39 blue-collar single unknown no 10 yes no
#> 1775 29 services single secondary no 0 no no
#> 1776 49 housemaid divorced primary no 164 yes no
#> 1777 25 student single secondary no 722 yes no
#> 1778 40 technician single tertiary no 1175 no no
#> 1779 52 admin. married secondary no 190 no no
#> 1780 35 technician married secondary yes -29 yes yes
#> 1781 43 blue-collar married primary no 582 yes no
#> 1782 32 blue-collar married secondary no 950 yes yes
#> 1783 55 management married tertiary no 2537 no no
#> 1784 34 services married secondary no 0 no no
#> 1785 60 blue-collar married secondary no 0 no no
#> 1786 57 admin. married secondary no 567 yes no
#> 1787 58 blue-collar married secondary no 1075 yes no
#> 1788 26 blue-collar single primary no 535 yes no
#> 1789 59 admin. married secondary no 1001 no no
#> 1790 58 services married secondary no 553 no yes
#> 1791 49 management married tertiary no 2187 no no
#> 1792 37 services married secondary no 3429 yes yes
#> 1793 47 technician married secondary no 179 yes no
#> 1794 39 services divorced secondary no -152 yes no
#> 1795 58 services married secondary no 818 no no
#> 1796 30 self-employed married tertiary no 805 yes no
#> 1797 44 entrepreneur married secondary no 6649 yes no
#> 1798 27 blue-collar married secondary no 556 yes no
#> 1799 42 blue-collar married secondary no 1598 yes yes
#> 1800 25 management married tertiary no 127 yes no
#> 1801 32 blue-collar married secondary no 113 yes yes
#> 1802 55 technician married secondary no 0 yes no
#> 1803 55 services married tertiary no 2877 no no
#> 1804 40 services single secondary no 326 yes no
#> 1805 35 admin. divorced secondary no 45 yes no
#> 1806 25 unemployed married secondary no 285 yes no
#> 1807 36 blue-collar married unknown no -400 yes yes
#> 1808 32 technician married secondary no 6172 yes no
#> 1809 49 technician married secondary no 1982 yes yes
#> 1810 56 services married primary no 219 yes no
#> 1811 32 management married tertiary no 1388 yes no
#> 1812 26 self-employed single tertiary no 3044 yes yes
#> 1813 33 admin. married secondary no 7 yes no
#> 1814 37 technician married tertiary no 127 yes no
#> 1815 45 technician married secondary no 1412 yes no
#> 1816 49 housemaid married primary no 78 no no
#> 1817 28 admin. single tertiary no 1104 yes no
#> 1818 30 blue-collar single unknown no 694 yes yes
#> 1819 31 technician married secondary no 585 yes no
#> 1820 54 admin. divorced unknown no 0 no no
#> 1821 27 blue-collar married secondary no 72 yes no
#> 1822 34 technician married secondary no 30 no no
#> 1823 41 self-employed married secondary no 305 yes no
#> 1824 58 technician married secondary no 589 yes no
#> 1825 31 blue-collar single primary no 5972 no no
#> 1826 38 management divorced tertiary no -980 yes no
#> 1827 30 admin. married secondary no 35 yes yes
#> 1828 36 technician married secondary no 154 yes no
#> 1829 51 technician married tertiary no 2506 no no
#> 1830 53 blue-collar married secondary no 208 no no
#> 1831 27 student single tertiary no 3687 no no
#> 1832 25 blue-collar married secondary no -23 yes no
#> 1833 56 technician divorced tertiary no 1593 yes no
#> 1834 43 admin. married secondary no 324 no no
#> 1835 28 services single secondary no 168 yes no
#> 1836 53 retired divorced secondary no -477 no no
#> 1837 28 self-employed single tertiary no 0 yes no
#> 1838 57 technician divorced tertiary no 114 no no
#> 1839 24 student single primary no 474 no no
#> 1840 51 blue-collar married primary no 19 no no
#> 1841 38 services married secondary no 433 no no
#> 1842 32 services single secondary no -23 no no
#> 1843 51 management divorced tertiary no 492 no yes
#> 1844 45 blue-collar married secondary no -149 yes no
#> 1845 33 blue-collar married secondary no 0 no no
#> 1846 51 services married secondary no 0 no yes
#> 1847 31 technician single secondary no 845 yes no
#> 1848 34 self-employed married tertiary no 191 no no
#> 1849 42 services married secondary no 3236 no no
#> 1850 52 services divorced primary no -644 no no
#> 1851 74 retired married tertiary no 1843 no no
#> 1852 56 unknown married unknown no 15088 no no
#> 1853 43 self-employed married tertiary no 10072 no no
#> 1854 44 technician married secondary no 0 yes no
#> 1855 41 blue-collar married primary no 3803 yes no
#> 1856 38 blue-collar single secondary no 745 yes no
#> 1857 40 technician single tertiary no 693 no no
#> 1858 42 blue-collar married secondary no 2717 yes yes
#> 1859 48 retired married tertiary no 4 no yes
#> 1860 55 blue-collar married secondary no 660 no no
#> 1861 38 blue-collar single unknown no 10 yes no
#> 1862 37 management divorced tertiary no 1775 no no
#> 1863 42 unemployed married primary yes -581 yes no
#> 1864 42 technician married secondary no 4791 yes no
#> 1865 28 technician married secondary no 139 yes yes
#> 1866 54 services married secondary no 1301 yes no
#> 1867 43 management married tertiary no 2886 no no
#> 1868 31 management divorced tertiary no 1742 yes no
#> 1869 50 entrepreneur married primary yes 537 yes no
#> 1870 72 retired married primary no 796 no no
#> 1871 54 blue-collar married unknown no 1827 no no
#> 1872 57 admin. married secondary no 2137 no no
#> 1873 42 management married tertiary no -700 yes no
#> 1874 47 housemaid single tertiary no 3232 no no
#> 1875 60 admin. married secondary no 0 no no
#> 1876 41 blue-collar divorced primary no 1498 no no
#> 1877 31 self-employed married tertiary no 0 yes no
#> 1878 49 technician married secondary no -215 yes no
#> 1879 60 housemaid married primary no 211 no no
#> 1880 36 housemaid married tertiary yes -1941 yes no
#> 1881 37 management single tertiary no 455 yes no
#> 1882 34 blue-collar married primary no 1451 yes no
#> 1883 57 management married tertiary no 1171 no no
#> 1884 34 admin. married tertiary no 899 yes no
#> 1885 46 services divorced secondary no 755 no no
#> 1886 36 admin. married secondary no 542 yes no
#> 1887 35 management married tertiary no 5367 no no
#> 1888 40 management married tertiary no 270 no no
#> 1889 30 management divorced secondary no -274 yes yes
#> 1890 53 management married unknown no 2240 yes no
#> 1891 31 technician married secondary no 344 yes no
#> 1892 39 management married tertiary no 575 no no
#> 1893 57 admin. divorced secondary no 18268 yes no
#> 1894 54 unemployed married primary no 6427 yes no
#> 1895 35 admin. married secondary no -488 yes no
#> 1896 34 blue-collar married primary no 1031 yes no
#> 1897 30 student single unknown no -145 no yes
#> 1898 39 admin. married primary no 0 no no
#> 1899 49 self-employed married secondary no 1103 no no
#> 1900 58 self-employed married unknown no 1187 yes no
#> 1901 37 housemaid married primary no 0 yes no
#> 1902 34 services married secondary no 184 yes no
#> 1903 41 technician single secondary no -3 no no
#> 1904 23 student single secondary no 556 yes no
#> 1905 47 services married primary no 1496 yes no
#> 1906 35 blue-collar single primary no 1277 yes no
#> 1907 42 admin. divorced secondary no 24 yes no
#> 1908 49 blue-collar married primary no 352 yes no
#> 1909 37 admin. single secondary no 262 no no
#> 1910 31 blue-collar single secondary no 4978 yes no
#> 1911 41 technician married secondary no 2125 yes yes
#> 1912 36 technician single secondary no 98 no no
#> 1913 29 blue-collar single tertiary no 98 no no
#> 1914 39 admin. married secondary no 441 no no
#> 1915 53 retired married secondary no 366 no yes
#> 1916 36 blue-collar single secondary no 168 yes no
#> 1917 33 technician married secondary no 180 no no
#> 1918 29 blue-collar single secondary no 1166 yes no
#> 1919 43 retired married primary no 7298 no no
#> 1920 32 blue-collar married primary no 1518 yes no
#> 1921 44 technician married tertiary no 851 yes no
#> 1922 50 blue-collar married primary no 2190 no no
#> 1923 37 technician married tertiary no 4596 yes no
#> 1924 31 technician single tertiary no 1166 yes no
#> 1925 36 blue-collar married secondary no 108 yes no
#> 1926 38 blue-collar married secondary no -152 no no
#> 1927 55 blue-collar divorced primary no 962 no yes
#> 1928 43 management married tertiary no 9261 yes no
#> 1929 40 blue-collar married secondary no 0 yes no
#> 1930 38 technician single secondary no 2442 no no
#> 1931 36 management single tertiary no 4123 no no
#> 1932 43 management divorced tertiary no 3163 yes no
#> 1933 43 services divorced secondary no 1040 yes no
#> 1934 33 blue-collar divorced secondary no 474 no no
#> 1935 30 management single tertiary no 2186 yes no
#> 1936 54 blue-collar married secondary no 844 no no
#> 1937 41 entrepreneur married tertiary no 221 yes no
#> 1938 46 housemaid single primary no 10889 no no
#> 1939 50 blue-collar married primary no 565 yes yes
#> 1940 36 blue-collar married secondary yes 13 no yes
#> 1941 43 management divorced tertiary no 481 yes no
#> 1942 32 blue-collar divorced secondary no 8 yes no
#> 1943 25 student single secondary no 2975 no no
#> 1944 33 blue-collar married secondary no 331 yes no
#> 1945 41 services married secondary no 3992 yes no
#> 1946 70 entrepreneur married tertiary no 15265 no no
#> 1947 37 services married unknown no -224 no no
#> 1948 52 management married secondary no 4873 no no
#> 1949 31 entrepreneur single tertiary no 544 no yes
#> 1950 31 technician single secondary no 1819 yes no
#> 1951 45 management single secondary no 142 no yes
#> 1952 47 blue-collar married primary no 4666 no no
#> 1953 50 services married secondary no 5699 yes no
#> 1954 49 blue-collar married secondary no 90 yes no
#> 1955 38 management single tertiary no 2346 yes no
#> 1956 28 management married secondary no 3 yes no
#> 1957 42 management married secondary no 2608 yes no
#> 1958 30 blue-collar married secondary no -269 yes no
#> 1959 37 management single secondary no 1572 no no
#> 1960 58 retired divorced secondary no 439 no yes
#> 1961 46 admin. single tertiary no 2889 yes no
#> 1962 33 management single tertiary no 641 yes no
#> 1963 31 self-employed married secondary no 0 yes no
#> 1964 42 admin. single secondary no -76 yes no
#> 1965 35 services single primary no 739 yes no
#> 1966 32 management married tertiary yes 2 no no
#> 1967 31 admin. single secondary no 43 no no
#> 1968 37 services married secondary no -21 yes yes
#> 1969 44 entrepreneur divorced tertiary no 134 yes no
#> 1970 43 admin. married secondary no 1138 no no
#> 1971 31 technician single tertiary no 1109 no no
#> 1972 37 services single primary no 3715 yes no
#> 1973 41 technician married secondary no 201 no yes
#> 1974 32 blue-collar married secondary no 150 yes no
#> 1975 58 management divorced secondary no 44 yes no
#> 1976 38 technician divorced tertiary yes -530 yes no
#> 1977 52 admin. married secondary no 199 no no
#> 1978 33 services single tertiary no 1595 yes no
#> 1979 31 unemployed married primary no 213 yes no
#> 1980 52 management married tertiary no 258 no no
#> 1981 30 services single tertiary no 3516 yes no
#> 1982 31 technician single secondary no 1626 no no
#> 1983 42 management married tertiary no 202 no no
#> 1984 43 blue-collar married primary yes -635 yes no
#> 1985 58 technician single tertiary no 388 no no
#> 1986 32 services married secondary no 1977 yes yes
#> 1987 53 retired married tertiary no 1778 no no
#> 1988 33 admin. single secondary no 395 yes no
#> 1989 47 blue-collar married secondary no -18 no yes
#> 1990 36 self-employed married tertiary no 254 yes no
#> 1991 58 entrepreneur married tertiary no 0 no yes
#> 1992 35 management married tertiary no 24 yes no
#> 1993 23 student single secondary no 107 no no
#> 1994 37 blue-collar married primary no 2939 yes no
#> 1995 33 management divorced secondary no 321 no yes
#> 1996 35 services married primary no 31 no yes
#> 1997 57 management married tertiary no 1832 yes no
#> 1998 36 technician married secondary no 696 yes no
#> 1999 31 admin. single secondary no 2076 no yes
#> 2000 47 unknown married unknown no 1880 no no
#> 2001 45 unemployed single primary no 2249 yes no
#> 2002 37 technician single tertiary no 971 no no
#> 2003 33 admin. divorced secondary no 661 yes no
#> 2004 24 management single tertiary no 507 no no
#> 2005 46 blue-collar married primary no 5461 yes no
#> 2006 43 blue-collar married secondary no 1127 yes no
#> 2007 30 admin. married secondary no 215 no yes
#> 2008 46 admin. single secondary no 849 yes no
#> 2009 47 blue-collar married primary no 17 no no
#> 2010 49 technician married tertiary no 8422 yes no
#> 2011 50 blue-collar married secondary no 378 yes no
#> 2012 61 retired married secondary no 1058 no no
#> 2013 31 blue-collar married primary no 251 yes no
#> 2014 31 management married tertiary no 2344 yes no
#> 2015 48 blue-collar married secondary no 5058 no no
#> 2016 28 admin. single tertiary no 1540 yes no
#> 2017 27 unemployed single tertiary no -446 yes no
#> 2018 35 admin. single tertiary no 777 no yes
#> 2019 43 unemployed married secondary no 0 yes no
#> 2020 36 technician married secondary no 1508 no no
#> 2021 39 management divorced tertiary no 295 no no
#> 2022 27 student single secondary no 2245 no no
#> 2023 34 admin. married secondary no 79 yes no
#> 2024 46 blue-collar married primary no 1303 no no
#> 2025 39 blue-collar single secondary no 29 yes no
#> 2026 44 housemaid married primary no 3706 no no
#> 2027 35 blue-collar single secondary no 4963 yes no
#> 2028 30 admin. married secondary no 518 yes no
#> 2029 26 technician married secondary no 267 yes no
#> 2030 26 student single secondary no 316 no no
#> 2031 28 admin. single secondary no 520 yes no
#> 2032 39 blue-collar married secondary no 474 yes yes
#> 2033 31 blue-collar married secondary no 512 yes no
#> 2034 55 management divorced tertiary no 1633 no no
#> 2035 57 services single secondary no 2236 yes no
#> 2036 41 technician single unknown no 2701 yes no
#> 2037 26 blue-collar single primary no 36 no yes
#> 2038 56 management married primary no 870 no no
#> 2039 42 admin. divorced secondary no 153 yes no
#> 2040 37 management single tertiary no 1730 no no
#> 2041 55 admin. single secondary yes 986 no yes
#> 2042 23 technician single secondary no 4 yes no
#> 2043 35 services divorced secondary no 440 yes no
#> 2044 34 admin. divorced secondary no 1186 yes yes
#> 2045 35 technician divorced secondary no -281 no no
#> 2046 50 blue-collar divorced primary no 388 no no
#> 2047 47 self-employed married secondary no 4420 yes yes
#> 2048 43 management single primary no 0 no no
#> 2049 58 blue-collar married secondary no 343 yes no
#> 2050 35 management divorced tertiary no 788 yes no
#> 2051 32 self-employed married secondary no 67 no no
#> 2052 39 blue-collar married unknown no 295 yes no
#> 2053 46 blue-collar married primary no 0 yes no
#> 2054 60 blue-collar married primary no 93 no yes
#> 2055 29 management single tertiary no 1739 yes no
#> 2056 34 entrepreneur married tertiary no 1076 yes no
#> 2057 34 services married secondary no 404 yes no
#> 2058 30 admin. single secondary no 4925 yes no
#> 2059 41 self-employed married secondary no 323 yes no
#> 2060 55 retired married primary no 868 no no
#> 2061 33 management married tertiary no 2744 yes no
#> 2062 36 blue-collar divorced secondary no 719 yes no
#> 2063 34 student single unknown no 1281 no no
#> 2064 51 services married primary no -553 yes no
#> 2065 58 housemaid married tertiary no 497 no no
#> 2066 25 self-employed single tertiary no 882 yes no
#> 2067 50 blue-collar married primary no 4121 yes yes
#> 2068 50 management married tertiary no 536 no no
#> 2069 51 entrepreneur married primary no 726 yes yes
#> 2070 56 retired married secondary no 0 no no
#> 2071 52 admin. married secondary no 2851 no yes
#> 2072 41 blue-collar married secondary no 232 no no
#> 2073 48 admin. divorced secondary no 0 no yes
#> 2074 36 technician married tertiary no 98 no no
#> 2075 31 management single tertiary no 12857 yes no
#> 2076 39 management single tertiary no 1509 no no
#> 2077 45 unemployed married secondary no 2040 no no
#> 2078 57 blue-collar married primary no 1460 no no
#> 2079 44 management married tertiary no 170 no no
#> 2080 42 management single tertiary no 196 yes no
#> 2081 38 blue-collar married primary no 1099 yes no
#> 2082 41 housemaid married tertiary no 783 yes no
#> 2083 34 technician married secondary no 1137 no no
#> 2084 37 services single secondary no -196 yes no
#> 2085 43 admin. single secondary no 6 no no
#> 2086 46 admin. married secondary no 9319 yes no
#> 2087 41 blue-collar single secondary no 1564 yes no
#> 2088 27 blue-collar single primary no 140 no no
#> 2089 44 blue-collar married primary no 195 yes no
#> 2090 35 blue-collar married secondary no -461 no no
#> 2091 30 management single tertiary no 0 yes no
#> 2092 36 entrepreneur married secondary no 302 yes no
#> 2093 41 unknown single unknown no 1259 no no
#> 2094 61 retired divorced secondary no 1857 yes no
#> 2095 38 management married tertiary no 1221 yes no
#> 2096 36 technician married secondary no 1731 yes yes
#> 2097 34 student single unknown no 1281 no no
#> 2098 46 technician married secondary no 9299 no no
#> 2099 31 housemaid single tertiary no 287 yes no
#> 2100 43 management divorced tertiary no -173 no yes
#> 2101 37 blue-collar single secondary no 240 yes no
#> 2102 37 services married primary no 0 yes yes
#> 2103 56 services married primary no 966 no yes
#> 2104 26 unemployed single secondary no 461 no no
#> 2105 42 unemployed married primary no 259 yes no
#> 2106 31 technician married secondary no -720 yes no
#> 2107 39 housemaid married tertiary no 94 no no
#> 2108 34 blue-collar married secondary no 405 yes no
#> 2109 57 admin. married secondary no 1218 no no
#> 2110 48 unemployed married tertiary no 1571 yes no
#> 2111 49 management single tertiary no 1 yes no
#> 2112 44 technician married primary no 4389 no no
#> 2113 46 technician married tertiary no 4176 yes no
#> 2114 50 unemployed married secondary no 297 yes no
#> 2115 58 technician married secondary no 5618 yes no
#> 2116 61 retired married tertiary no 1257 no no
#> 2117 49 blue-collar married secondary no 1350 no no
#> 2118 56 services divorced secondary no 6101 no no
#> 2119 26 student single unknown no 826 no no
#> 2120 44 services married secondary no -230 yes yes
#> 2121 37 admin. married secondary no 1207 yes no
#> 2122 58 blue-collar married primary no 0 no no
#> 2123 30 services single secondary yes -366 yes no
#> 2124 37 admin. married tertiary no 801 no no
#> 2125 36 technician single secondary no 333 no no
#> 2126 59 management married tertiary no 518 no no
#> 2127 27 services married secondary no 0 yes no
#> 2128 42 unemployed married tertiary no 1270 yes no
#> 2129 36 admin. divorced secondary no 181 yes no
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#> 2165 29 admin. single secondary no 200 yes no
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#> 2218 30 technician married secondary no 817 yes no
#> 2219 44 entrepreneur married secondary no 242 no yes
#> 2220 24 admin. single secondary no 66 yes no
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#> 2222 46 blue-collar married secondary no 5 no no
#> 2223 27 technician single secondary no 235 yes no
#> 2224 34 technician single tertiary yes -1 no no
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#> 2227 35 technician married secondary no 18 yes yes
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#> 2233 57 technician married tertiary no -40 no yes
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#> 2235 44 entrepreneur married secondary no 692 no no
#> 2236 56 management married tertiary no 154 no no
#> 2237 35 management single tertiary no 1496 yes no
#> 2238 40 entrepreneur married tertiary no 70 no no
#> 2239 30 admin. single secondary no 52 no yes
#> 2240 31 admin. single secondary no 78 yes no
#> 2241 36 services single tertiary no 72 yes no
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#> 2254 43 services married secondary no 0 yes no
#> 2255 34 blue-collar married secondary no 587 yes no
#> 2256 44 technician married secondary no 858 no no
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#> 2258 36 management single tertiary no 202 no no
#> 2259 43 admin. married secondary no 1625 yes yes
#> 2260 29 blue-collar single tertiary no 455 no no
#> 2261 41 admin. married secondary no 3138 no no
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#> 2263 57 blue-collar married unknown no 4148 no no
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#> 2266 35 technician married secondary no 1140 yes no
#> 2267 26 blue-collar married secondary no 5795 yes no
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#> 2280 44 blue-collar married secondary no 1308 no no
#> 2281 31 admin. single secondary no 483 yes yes
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#> 2283 42 management married tertiary no 27696 no no
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#> 2285 50 blue-collar married primary no 1203 yes yes
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#> 2287 32 management single tertiary no 703 yes no
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#> 2290 27 services single secondary no -266 no yes
#> 2291 50 blue-collar single primary no 496 yes no
#> 2292 30 self-employed married tertiary yes -1083 yes no
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#> 2296 27 blue-collar married primary no 1535 yes no
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#> 2299 59 management divorced tertiary no 51 no no
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#> 2303 41 technician single secondary no 1147 yes no
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#> 2305 34 blue-collar married primary no 2720 yes no
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#> 2307 33 blue-collar single secondary no 4404 yes no
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#> 2309 36 management married tertiary no 332 yes no
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#> 2315 32 services single secondary no 1987 yes no
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#> 2319 32 management married tertiary no -360 yes no
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#> 2323 34 management single tertiary no -444 yes yes
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#> 2329 42 entrepreneur married secondary no 718 yes no
#> 2330 47 blue-collar married primary yes 25 yes yes
#> 2331 39 blue-collar married primary no 879 yes no
#> 2332 48 unknown married unknown no 2261 no no
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#> 2334 36 services married secondary no 0 yes no
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#> 2337 33 services married secondary no 0 yes yes
#> 2338 31 blue-collar single secondary no 2089 yes no
#> 2339 32 technician single secondary no 14 yes yes
#> 2340 47 services married secondary no -835 yes yes
#> 2341 27 technician single secondary no 8 yes no
#> 2342 37 blue-collar single secondary no 13156 yes no
#> 2343 52 admin. single secondary no 2398 yes no
#> 2344 41 technician married secondary no -4 no no
#> 2345 33 technician married secondary no 1029 yes no
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#> 2348 34 admin. married tertiary no 798 yes no
#> 2349 61 management married tertiary no 0 yes no
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#> 2351 30 blue-collar single secondary no 327 yes no
#> 2352 42 technician single secondary no -15 no no
#> 2353 26 admin. single secondary no 338 no no
#> 2354 27 management married tertiary no 1531 yes no
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#> 2357 51 management divorced secondary no 292 no no
#> 2358 60 services married secondary no 594 yes no
#> 2359 32 management single tertiary no 2 yes no
#> 2360 49 blue-collar divorced unknown no 39 yes no
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#> 2365 55 blue-collar married primary no 0 no no
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#> 2370 36 blue-collar single secondary no 1089 yes no
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#> 2372 30 management single tertiary no 440 yes no
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#> 2380 53 technician married secondary no 6671 yes yes
#> 2381 46 admin. married secondary no 186 yes no
#> 2382 30 management single tertiary no 2344 yes no
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#> 2384 47 technician married primary no 1375 yes yes
#> 2385 55 technician single secondary no 99 yes no
#> 2386 54 admin. married secondary no 4943 no no
#> 2387 41 blue-collar single secondary no 925 yes no
#> 2388 34 admin. married secondary no 396 yes no
#> 2389 30 blue-collar married secondary no 365 no no
#> 2390 67 retired married secondary no 1443 no no
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#> 2398 39 management married tertiary no 568 yes yes
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#> 2404 50 blue-collar married secondary no 26 yes no
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#> 2406 30 blue-collar divorced secondary no 4591 yes no
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#> 2408 31 blue-collar married secondary no 33 no no
#> 2409 25 admin. married secondary no 894 yes no
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#> 2411 49 blue-collar married unknown no 154 yes no
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#> 2413 50 technician married secondary no 3176 no no
#> 2414 35 technician married secondary no 1364 yes yes
#> 2415 29 blue-collar married secondary no -114 yes no
#> 2416 55 blue-collar married unknown no 23 no no
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#> 2424 37 entrepreneur married primary no 0 no no
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#> 2432 40 technician married secondary no 265 no no
#> 2433 58 management married primary no 1021 no no
#> 2434 47 management married secondary no 2010 no no
#> 2435 46 blue-collar married primary no 143 yes no
#> 2436 58 blue-collar married secondary no 381 no no
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#> 2438 42 services married tertiary no 412 yes no
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#> 2440 48 technician married secondary yes 295 no yes
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#> 2446 50 management divorced tertiary no 30 no no
#> 2447 46 blue-collar married secondary no 176 no no
#> 2448 40 blue-collar married primary no 2880 yes no
#> 2449 43 technician married secondary no 463 no no
#> 2450 37 management married tertiary no 725 no no
#> 2451 47 management married secondary yes 0 no yes
#> 2452 31 blue-collar single secondary no 0 yes no
#> 2453 37 blue-collar married secondary no 298 yes no
#> 2454 38 blue-collar married secondary no 861 yes no
#> 2455 40 admin. married secondary no 2591 yes yes
#> 2456 43 technician married secondary no 764 yes no
#> 2457 34 blue-collar married primary no 6352 yes no
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#> 2459 44 technician married secondary no 0 no yes
#> 2460 66 retired married primary no 1004 no no
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#> 2469 34 management married tertiary no 0 no no
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#> 2472 46 admin. married secondary no 68 yes no
#> 2473 42 management married tertiary no 1323 yes yes
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#> 2483 56 retired married secondary no 102 yes no
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#> 2488 37 management married tertiary no 0 yes no
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#> 2491 44 blue-collar married primary no 617 yes no
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#> 2508 31 management married tertiary no 242 yes no
#> 2509 28 technician single tertiary no 1026 yes no
#> 2510 42 blue-collar married secondary yes -204 yes no
#> 2511 38 services single secondary no -196 yes no
#> 2512 38 blue-collar married secondary no 2283 yes no
#> 2513 53 admin. divorced secondary no 2687 yes no
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#> 2519 34 management married primary no 2026 yes no
#> 2520 43 management married tertiary no 0 yes no
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#> 2530 39 blue-collar divorced secondary yes -202 yes yes
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#> 2532 40 entrepreneur married secondary no 6403 no no
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#> 2535 43 technician single secondary no 463 yes no
#> 2536 45 management married secondary no 1134 no yes
#> 2537 32 services married secondary no 59 yes yes
#> 2538 39 unknown single unknown no 0 no no
#> 2539 37 blue-collar married primary no 20 no yes
#> 2540 29 admin. married primary no 624 yes no
#> 2541 44 admin. single unknown yes -612 yes no
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#> 2546 64 housemaid married primary no 67 no no
#> 2547 62 management married tertiary no 7458 no no
#> 2548 59 self-employed married tertiary no 185 no no
#> 2549 52 technician married secondary no 371 yes yes
#> 2550 37 services single secondary no 459 no no
#> 2551 34 entrepreneur single tertiary yes 1709 no yes
#> 2552 56 blue-collar married primary no 551 no no
#> 2553 46 management divorced tertiary no 675 no yes
#> 2554 59 management married tertiary no 4152 yes no
#> 2555 32 blue-collar single secondary no -255 no yes
#> 2556 46 technician divorced secondary no 0 yes yes
#> 2557 39 admin. married secondary no 168 yes no
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#> 2563 51 entrepreneur single tertiary no 0 no no
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#> 2568 46 technician married secondary no 1028 yes no
#> 2569 28 services married secondary no 462 yes yes
#> 2570 45 blue-collar married secondary no 196 yes no
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#> 2572 29 services married secondary no -597 no no
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#> 2579 29 admin. single secondary no 65 yes no
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#> 2582 32 blue-collar married secondary no 1914 yes no
#> 2583 54 blue-collar married secondary no 1487 yes no
#> 2584 46 technician married secondary no 0 yes no
#> 2585 31 technician married secondary no 0 no no
#> 2586 47 blue-collar married primary no 0 no no
#> 2587 34 management divorced tertiary no 27 no yes
#> 2588 47 blue-collar divorced secondary no 1480 yes no
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#> 2590 38 management married tertiary no 546 no no
#> 2591 33 management divorced tertiary no 723 yes no
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#> 2593 35 technician married secondary no -288 yes yes
#> 2594 40 services married primary no 1117 yes no
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#> 2596 43 admin. married secondary no 323 yes yes
#> 2597 29 management married tertiary no 1 yes yes
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#> 2599 39 admin. married secondary no 104 yes no
#> 2600 31 blue-collar married secondary no 297 yes no
#> 2601 51 blue-collar married secondary no 4695 no no
#> 2602 33 blue-collar married secondary no 308 yes no
#> 2603 39 blue-collar married primary no 315 yes no
#> 2604 28 services married secondary no 376 no yes
#> 2605 50 blue-collar married secondary no -581 yes no
#> 2606 77 retired married primary no 2590 no no
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#> 2608 48 admin. married primary no 3 yes no
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#> 2611 49 entrepreneur married secondary no 687 no no
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#> 2615 34 management single tertiary no 1012 yes yes
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#> 2619 43 management divorced secondary no 51 no no
#> 2620 52 entrepreneur single tertiary no 3469 yes no
#> 2621 45 blue-collar married unknown no 248 yes no
#> 2622 36 management married tertiary no 953 yes yes
#> 2623 27 management single tertiary no 0 yes no
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#> 2625 37 technician single secondary no 363 yes no
#> 2626 34 blue-collar married unknown no 41 yes no
#> 2627 59 management married unknown no 3428 yes yes
#> 2628 56 management married tertiary no 1803 no no
#> 2629 50 management married secondary no 2717 yes no
#> 2630 59 blue-collar married primary no 99 yes no
#> 2631 45 admin. married unknown no -299 yes no
#> 2632 32 technician married tertiary no 903 yes no
#> 2633 43 blue-collar married primary no 46 yes no
#> 2634 31 services single secondary no 13 no yes
#> 2635 46 technician single secondary yes -1124 yes yes
#> 2636 38 blue-collar single secondary no 334 yes no
#> 2637 31 management single tertiary no 18 no no
#> 2638 43 technician married tertiary no 1485 no no
#> 2639 58 retired married primary no 69 no no
#> 2640 36 management married tertiary no 406 no no
#> 2641 33 blue-collar single primary no 127 yes no
#> 2642 30 services single tertiary no 44 no no
#> 2643 38 entrepreneur single tertiary yes 0 yes no
#> 2644 48 technician married secondary no 504 no yes
#> 2645 35 technician single secondary no 2 no no
#> 2646 36 blue-collar married unknown no -417 yes no
#> 2647 41 admin. single secondary no 1322 yes no
#> 2648 52 management married tertiary no 2578 no no
#> 2649 36 management divorced tertiary no 2397 no no
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#> 2651 42 management married tertiary no 4014 yes no
#> 2652 55 management married tertiary no 86 no no
#> 2653 52 admin. single secondary no 2332 no no
#> 2654 51 entrepreneur married unknown no 3404 no no
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#> 2658 46 management married tertiary no 144 no no
#> 2659 36 services married secondary no 1746 yes no
#> 2660 34 blue-collar married secondary no -185 yes yes
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#> 2867 27 blue-collar single secondary no 541 yes no
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#> 2910 48 technician single secondary no 329 no no
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#> 2935 43 blue-collar married secondary no 1559 yes no
#> 2936 52 blue-collar married secondary no 2206 yes no
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#> 2940 24 blue-collar married secondary no 142 yes yes
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#> 2976 38 admin. married secondary no 8 yes no
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#> 2986 29 technician single secondary no 740 yes no
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#> 3001 55 blue-collar married primary no 663 yes no
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#> 3014 45 blue-collar married secondary no 1003 yes no
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#> 3019 39 blue-collar married primary no 467 yes no
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#> 3025 37 technician married secondary no 603 no no
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#> 3028 30 technician single tertiary no 985 yes no
#> 3029 33 blue-collar married secondary no 0 no no
#> 3030 59 blue-collar married primary no 914 no no
#> 3031 33 management single tertiary no 417 yes no
#> 3032 40 blue-collar single unknown no 29 no no
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#> 3034 75 self-employed married unknown no 4984 no no
#> 3035 34 blue-collar single secondary no 47 yes no
#> 3036 24 services single secondary no 11 yes no
#> 3037 37 blue-collar single secondary no 277 yes no
#> 3038 51 technician divorced primary no 548 no no
#> 3039 39 admin. married secondary no 2783 yes no
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#> 3041 35 entrepreneur married tertiary no 753 no no
#> 3042 29 management single tertiary no 91 yes no
#> 3043 37 blue-collar married primary no 1534 yes no
#> 3044 32 technician single secondary no 43 no no
#> 3045 41 services married primary no 373 yes no
#> 3046 32 management single tertiary no 718 yes no
#> 3047 56 blue-collar married secondary no 345 yes no
#> 3048 35 management single tertiary no 4 yes no
#> 3049 37 blue-collar married primary no 0 yes no
#> 3050 31 technician single tertiary no 319 no yes
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#> 3053 40 admin. single secondary no 2360 yes no
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#> 3058 33 admin. single tertiary no 12704 yes no
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#> 3060 42 technician married secondary no 525 no no
#> 3061 30 self-employed married tertiary no 1930 no no
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#> 3063 47 technician married secondary no 826 yes no
#> 3064 27 admin. divorced secondary no 76 yes no
#> 3065 60 housemaid married secondary no 0 no no
#> 3066 58 entrepreneur married primary no 1153 yes yes
#> 3067 39 management married secondary no 0 no no
#> 3068 30 blue-collar single secondary no 23 yes no
#> 3069 60 admin. divorced secondary no 162 no no
#> 3070 42 management married tertiary no 3841 yes no
#> 3071 59 retired married secondary no 2396 no no
#> 3072 38 management married tertiary no 1617 yes no
#> 3073 30 management married tertiary no 131 yes no
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#> 3075 52 retired married secondary no 414 no no
#> 3076 33 management single tertiary no 12686 yes no
#> 3077 50 blue-collar married primary no -522 yes no
#> 3078 35 housemaid single tertiary no 608 yes yes
#> 3079 52 unemployed married secondary no -9 no no
#> 3080 41 blue-collar married secondary no 0 no no
#> 3081 40 technician divorced tertiary no 1871 yes no
#> 3082 34 blue-collar divorced secondary no 0 yes no
#> 3083 26 admin. married secondary no 0 no no
#> 3084 51 technician married secondary no 117 no no
#> 3085 52 management divorced secondary no 944 no yes
#> 3086 37 blue-collar married secondary no 7 yes yes
#> 3087 53 blue-collar married secondary no 25 no no
#> 3088 28 blue-collar single secondary no 1103 yes no
#> 3089 39 services divorced secondary no -718 yes no
#> 3090 26 self-employed single tertiary no 1393 no no
#> 3091 47 services married secondary no 440 yes no
#> 3092 32 entrepreneur married secondary no -25 yes no
#> 3093 35 blue-collar single secondary no 448 no yes
#> 3094 35 blue-collar divorced secondary no 0 no no
#> 3095 31 management single secondary no 783 yes no
#> 3096 54 housemaid married secondary no 209 yes yes
#> 3097 49 blue-collar married secondary no 188 yes no
#> 3098 54 blue-collar married primary no 489 yes yes
#> 3099 33 management married tertiary no 332 yes yes
#> 3100 38 technician single secondary no 1711 no no
#> 3101 34 management single tertiary no 6766 no no
#> 3102 60 technician married tertiary no 91 no no
#> 3103 35 technician married secondary no 4508 yes no
#> 3104 28 unemployed single secondary no 1055 no no
#> 3105 32 blue-collar divorced primary no 88 yes no
#> 3106 48 management divorced tertiary no 174 no no
#> 3107 52 services married tertiary no 1135 yes yes
#> 3108 52 management single tertiary no 597 no no
#> 3109 38 management single tertiary no 455 yes no
#> 3110 39 management married tertiary no 1654 no yes
#> 3111 50 entrepreneur married tertiary no 5420 yes no
#> 3112 30 management single tertiary no 424 no no
#> 3113 26 entrepreneur single tertiary no 81 no no
#> 3114 57 management married primary no 0 no no
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#> 3117 56 retired married primary no 63 no no
#> 3118 49 technician married secondary no -142 yes yes
#> 3119 48 blue-collar divorced primary no -18 yes no
#> 3120 35 blue-collar divorced secondary no 0 yes no
#> 3121 59 management married tertiary no 5397 no no
#> 3122 36 technician single tertiary no 53 no yes
#> 3123 37 services married secondary no 50 yes no
#> 3124 31 admin. single secondary no 144 yes no
#> 3125 35 blue-collar married secondary no 1287 yes no
#> 3126 35 technician married secondary no 14 yes no
#> 3127 38 management married tertiary no -469 yes no
#> 3128 35 blue-collar divorced secondary no 3102 yes no
#> 3129 32 technician single tertiary no 1849 yes no
#> 3130 57 admin. married unknown no 5 no no
#> 3131 44 admin. married secondary no 1206 no no
#> 3132 32 self-employed single secondary no 123 yes no
#> 3133 26 student single unknown no -41 yes no
#> 3134 30 services single secondary no 1649 yes no
#> 3135 32 blue-collar married secondary no -428 yes no
#> 3136 59 retired married primary no -411 no no
#> 3137 70 retired married unknown no 647 no no
#> 3138 30 blue-collar single primary no 334 no no
#> 3139 39 entrepreneur married secondary no 580 yes no
#> 3140 27 technician single secondary no 41 yes yes
#> 3141 60 blue-collar married unknown no 104 yes no
#> 3142 35 self-employed married tertiary no 980 no no
#> 3143 43 technician divorced secondary no -36 yes no
#> 3144 73 retired divorced secondary no 1092 no no
#> 3145 35 management single tertiary no 71 yes no
#> 3146 41 services married secondary no 510 yes no
#> 3147 33 technician married secondary no 1072 no yes
#> 3148 34 entrepreneur married tertiary no 121 yes no
#> 3149 30 technician married unknown yes -315 yes no
#> 3150 34 admin. married secondary no 287 yes no
#> 3151 39 blue-collar single secondary no 175 no no
#> 3152 44 admin. divorced secondary no 0 no no
#> 3153 30 blue-collar single secondary no 906 yes yes
#> 3154 30 technician married secondary no -280 yes no
#> 3155 44 services married secondary no 0 yes yes
#> 3156 49 admin. married secondary no 1096 yes no
#> 3157 36 unemployed divorced secondary no 2178 yes no
#> 3158 31 self-employed married tertiary no 0 yes no
#> 3159 42 blue-collar divorced primary no 103 yes no
#> 3160 58 unknown married primary no 15 no no
#> 3161 31 admin. married secondary no 1262 yes no
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#> 3163 25 technician married tertiary no 839 yes no
#> 3164 42 management married tertiary no 1680 yes no
#> 3165 38 blue-collar married secondary no 1102 yes no
#> 3166 52 unemployed married secondary no 2142 no no
#> 3167 44 blue-collar single primary no 1593 yes no
#> 3168 43 management single tertiary no 359 yes no
#> 3169 36 management married tertiary no 8277 yes no
#> 3170 25 blue-collar single secondary no 335 yes no
#> 3171 45 blue-collar married secondary no -96 no no
#> 3172 28 blue-collar married primary no 0 yes yes
#> 3173 45 admin. married secondary no 251 yes no
#> 3174 35 management married tertiary no 697 no no
#> 3175 43 blue-collar married unknown no 245 yes yes
#> 3176 50 blue-collar married primary no 180 yes no
#> 3177 36 admin. single secondary no 587 yes no
#> 3178 44 blue-collar married secondary no 88 yes no
#> 3179 49 admin. single secondary no 0 no no
#> 3180 37 housemaid divorced primary no 0 yes yes
#> 3181 42 blue-collar married primary no 1556 no yes
#> 3182 29 blue-collar single secondary no 348 yes no
#> 3183 32 technician single tertiary no 190 yes yes
#> 3184 26 student single secondary no 1209 yes no
#> 3185 50 management single tertiary no 3537 no no
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#> 3187 54 blue-collar married secondary no 1291 yes no
#> 3188 34 technician single tertiary no 612 no no
#> 3189 41 services single secondary no 397 yes no
#> 3190 31 admin. single secondary no 507 yes no
#> 3191 42 management married tertiary no 478 no yes
#> 3192 44 management married tertiary no -61 no no
#> 3193 24 services married secondary no 183 yes no
#> 3194 38 management married tertiary no 272 yes no
#> 3195 48 technician married secondary no 220 no no
#> 3196 36 entrepreneur divorced secondary no 2996 yes no
#> 3197 49 management married tertiary no 2005 no no
#> 3198 56 housemaid divorced primary yes 1238 no no
#> 3199 71 retired married tertiary no 2651 no no
#> 3200 47 admin. married secondary no 1210 no no
#> 3201 52 management married tertiary no 583 no no
#> 3202 37 services married secondary no 102 yes no
#> 3203 40 management divorced tertiary no -78 yes no
#> 3204 30 services married secondary no 1743 yes no
#> 3205 35 management single secondary no 0 no no
#> 3206 38 technician married secondary no 508 yes no
#> 3207 52 blue-collar married primary no 779 yes no
#> 3208 49 management married tertiary no 3840 yes no
#> 3209 59 management single tertiary no 911 no yes
#> 3210 47 services divorced primary no 91 yes no
#> 3211 43 blue-collar married primary no 632 yes no
#> 3212 25 technician single secondary no 102 no yes
#> 3213 26 blue-collar single primary no 619 yes yes
#> 3214 45 services married secondary no 507 no yes
#> 3215 26 technician single tertiary no 1216 yes no
#> 3216 67 retired married primary no 4416 no no
#> 3217 32 management married tertiary no 1544 yes no
#> 3218 83 housemaid married primary no 2140 no no
#> 3219 28 blue-collar married unknown no 486 yes no
#> 3220 39 blue-collar married primary no 519 yes yes
#> 3221 41 services married secondary no 0 yes yes
#> 3222 47 self-employed married secondary no 2830 yes no
#> 3223 49 management divorced tertiary no 20727 no no
#> 3224 59 blue-collar married secondary no 448 no no
#> 3225 25 management single tertiary no 145 no no
#> 3226 57 blue-collar married primary no 630 yes no
#> 3227 50 blue-collar married secondary no 170 yes yes
#> 3228 26 blue-collar single secondary no 339 yes no
#> 3229 42 technician single secondary no 1882 yes no
#> 3230 33 management single tertiary no 206 no no
#> 3231 29 blue-collar married primary no 1280 yes no
#> 3232 55 blue-collar married secondary no 0 no no
#> 3233 26 technician single secondary no 342 no no
#> 3234 36 unemployed single tertiary no 577 yes no
#> 3235 31 blue-collar married secondary no 457 yes no
#> 3236 38 housemaid divorced secondary no 216 no no
#> 3237 42 management single tertiary no 1608 no no
#> 3238 29 services single tertiary no 1788 no no
#> 3239 34 admin. married secondary no 19 yes yes
#> 3240 25 student single tertiary no 58 no no
#> 3241 27 admin. married secondary no 1417 yes no
#> 3242 43 self-employed married tertiary no 64 no no
#> 3243 41 management single unknown no 335 no no
#> 3244 46 blue-collar married primary no -339 yes yes
#> 3245 38 technician married secondary no 0 no no
#> 3246 33 services married tertiary no 546 yes yes
#> 3247 35 entrepreneur married tertiary no 2723 yes yes
#> 3248 46 blue-collar married secondary no 2121 yes no
#> 3249 32 management married tertiary no 141 no no
#> 3250 35 technician single secondary no -54 yes no
#> 3251 54 self-employed married secondary no 153 yes no
#> 3252 32 technician married secondary no 0 yes no
#> 3253 55 blue-collar married secondary no 2854 yes no
#> 3254 30 admin. married secondary no 1589 yes no
#> 3255 36 entrepreneur married primary no 600 no no
#> 3256 39 unemployed divorced secondary no 193 yes no
#> 3257 50 self-employed married tertiary no 4012 no no
#> 3258 56 admin. divorced secondary no 3337 yes no
#> 3259 72 retired married primary no 0 no no
#> 3260 46 blue-collar married primary no 633 yes no
#> 3261 36 technician divorced tertiary no 119 no no
#> 3262 38 services married secondary no 497 yes yes
#> 3263 51 technician married tertiary no 825 no no
#> 3264 32 management married tertiary no 184 yes no
#> 3265 32 blue-collar married secondary no 944 no no
#> 3266 51 blue-collar married primary yes -283 yes no
#> 3267 31 unemployed single secondary no 209 yes no
#> 3268 33 technician divorced secondary no 751 yes no
#> 3269 38 technician divorced tertiary no 1425 yes no
#> 3270 39 blue-collar married secondary no 1254 yes no
#> 3271 33 blue-collar married secondary no 327 yes no
#> 3272 46 management divorced tertiary no 0 no no
#> 3273 45 retired divorced primary no 261 no no
#> 3274 59 retired married unknown no 7586 no no
#> 3275 25 blue-collar single secondary yes 15 yes no
#> 3276 36 blue-collar single secondary no 2390 yes no
#> 3277 33 entrepreneur married secondary no 135 yes no
#> 3278 46 entrepreneur married secondary no 757 no no
#> 3279 43 entrepreneur married secondary no 0 yes no
#> 3280 33 services married secondary no 260 yes no
#> 3281 46 management married tertiary no 71 yes no
#> 3282 34 management married secondary no 15 no no
#> 3283 44 services single secondary no 862 yes no
#> 3284 56 services married secondary no 530 yes no
#> 3285 42 admin. married secondary no 976 yes no
#> 3286 45 management married primary no 4758 yes no
#> 3287 58 admin. married primary no 879 yes no
#> 3288 30 management married tertiary no 3 yes no
#> 3289 51 blue-collar married tertiary no 7816 yes no
#> 3290 53 retired married secondary no 1296 yes no
#> 3291 42 technician married tertiary no 246 yes no
#> 3292 33 blue-collar married secondary no 478 yes no
#> 3293 32 blue-collar single secondary no 3845 yes no
#> 3294 59 blue-collar divorced secondary no 61 yes no
#> 3295 58 management divorced unknown no 3498 no no
#> 3296 31 unemployed single unknown no 167 no no
#> 3297 69 retired married primary no 324 no no
#> 3298 51 blue-collar single primary no 60 no no
#> 3299 30 technician married secondary no 616 yes no
#> 3300 33 unemployed single tertiary no 617 no no
#> 3301 34 admin. single tertiary no 18 yes no
#> 3302 48 technician divorced secondary no 1290 no no
#> 3303 45 housemaid married secondary no 360 no no
#> 3304 36 blue-collar married primary no 8135 yes no
#> 3305 39 technician single tertiary no 1674 no no
#> 3306 58 management married tertiary no 1016 no no
#> 3307 36 blue-collar single secondary no 2235 yes no
#> 3308 34 services married secondary no -451 yes yes
#> 3309 36 management single tertiary no 124 yes no
#> 3310 40 management married secondary no 752 no yes
#> 3311 33 management single tertiary no 215 yes no
#> 3312 55 retired married secondary no -185 no yes
#> 3313 45 self-employed married secondary no -124 no no
#> 3314 31 student single secondary no 93 no no
#> 3315 51 services married secondary no 144 no yes
#> 3316 54 technician divorced secondary no 255 yes no
#> 3317 48 retired married primary no 1591 no no
#> 3318 28 admin. divorced secondary no 451 yes no
#> 3319 57 blue-collar married primary no 162 yes no
#> 3320 60 retired married secondary no 597 no no
#> 3321 51 blue-collar married primary no 230 yes no
#> 3322 47 admin. married secondary no 70 yes no
#> 3323 40 management divorced tertiary no 490 yes no
#> 3324 43 blue-collar single primary no 13620 yes no
#> 3325 50 unemployed married secondary no 5164 no no
#> 3326 41 technician married secondary no -329 no no
#> 3327 30 technician single tertiary no 419 yes yes
#> 3328 45 entrepreneur married unknown no 3133 yes yes
#> 3329 23 services married secondary no 2673 yes no
#> 3330 31 services married secondary no 1004 no no
#> 3331 25 admin. single tertiary no 760 yes no
#> 3332 34 management married tertiary no 0 no no
#> 3333 55 blue-collar married primary no 3957 no yes
#> 3334 29 admin. single secondary no 428 yes yes
#> 3335 58 self-employed married tertiary no 327 no yes
#> 3336 30 admin. married secondary no 401 no no
#> 3337 51 unknown married unknown no 167 no no
#> 3338 32 management married tertiary no 258 yes yes
#> 3339 28 student single secondary no 970 no no
#> 3340 44 management married tertiary no 839 no no
#> 3341 38 housemaid divorced tertiary no 4312 no no
#> 3342 57 retired married secondary no 1408 no no
#> 3343 34 management married tertiary no 581 yes no
#> 3344 54 blue-collar divorced secondary no 1145 yes no
#> 3345 33 housemaid married tertiary no 10 yes no
#> 3346 34 management single tertiary no 84 no no
#> 3347 55 technician married secondary no 77 yes no
#> 3348 52 services married secondary no -1 no yes
#> 3349 38 management married tertiary no 389 yes no
#> 3350 55 admin. married secondary no 183 yes no
#> 3351 45 technician married secondary no 1441 yes no
#> 3352 36 blue-collar married secondary no 975 yes no
#> 3353 56 services single secondary no -40 yes no
#> 3354 38 admin. married secondary no 545 no no
#> 3355 29 management married tertiary no 55 yes no
#> 3356 30 blue-collar married primary no 5956 yes yes
#> 3357 28 services married secondary no 1214 no no
#> 3358 56 management married primary no 7747 no no
#> 3359 49 blue-collar married primary no 3028 yes no
#> 3360 58 retired divorced tertiary no 5253 no no
#> 3361 59 retired married secondary no 3382 yes no
#> 3362 36 management single tertiary no 442 yes yes
#> 3363 53 management married tertiary no 7067 no no
#> 3364 55 blue-collar married primary no 135 yes no
#> 3365 33 blue-collar divorced secondary no -131 yes no
#> 3366 48 blue-collar married secondary no 893 no no
#> 3367 32 blue-collar married secondary no 0 yes yes
#> 3368 26 management single tertiary no 1438 no no
#> 3369 56 unemployed divorced primary no 282 no no
#> 3370 32 blue-collar single secondary no 53 yes no
#> 3371 50 services single secondary no 321 no no
#> 3372 40 entrepreneur married tertiary no 1089 yes yes
#> 3373 46 services married secondary no 244 no no
#> 3374 36 entrepreneur married secondary no 546 no no
#> 3375 48 management married tertiary no 4006 no no
#> 3376 54 housemaid divorced tertiary no 1241 no no
#> 3377 52 management married primary no 324 no no
#> 3378 38 blue-collar married primary no 190 yes no
#> 3379 41 blue-collar married secondary no 1885 yes no
#> 3380 37 management married tertiary no 142 no no
#> 3381 33 services married secondary no 39 yes no
#> 3382 54 technician divorced secondary no 2156 yes no
#> 3383 30 technician married secondary no -287 yes no
#> 3384 45 technician married tertiary no 2359 no no
#> 3385 68 retired married secondary no 1316 no no
#> 3386 25 services single secondary no -439 yes no
#> 3387 27 blue-collar married primary no 0 no no
#> 3388 44 blue-collar married secondary no 1071 yes no
#> 3389 27 management single tertiary no 831 yes no
#> 3390 29 blue-collar single secondary no 445 yes no
#> 3391 37 services single secondary no 253 yes yes
#> 3392 52 admin. married secondary no -462 yes no
#> 3393 58 retired married primary no 1241 no no
#> 3394 58 management divorced unknown no 2986 no no
#> 3395 37 blue-collar married secondary no 131 yes no
#> 3396 37 blue-collar married primary no -29 yes yes
#> 3397 30 admin. single secondary no 1223 yes no
#> 3398 34 housemaid single secondary no 1408 yes no
#> 3399 26 technician single secondary no 7 yes no
#> 3400 55 management single unknown no 111 no no
#> 3401 58 retired married secondary no 630 no no
#> 3402 40 management divorced tertiary no 823 no no
#> 3403 32 management single tertiary no 1131 yes no
#> 3404 51 admin. single secondary no 895 no no
#> 3405 45 entrepreneur married secondary no 4688 no no
#> 3406 57 retired divorced primary no 720 no no
#> 3407 57 retired married tertiary no 478 no no
#> 3408 54 blue-collar divorced primary no 190 yes no
#> 3409 30 technician married secondary no 0 yes no
#> 3410 40 services married secondary no 1358 no no
#> 3411 53 management single tertiary no 0 no no
#> 3412 33 technician married secondary yes 72 yes no
#> 3413 40 technician single secondary no 34 no no
#> 3414 41 management single tertiary no 1253 no no
#> 3415 50 management married tertiary no 2488 yes no
#> 3416 31 admin. single tertiary no 253 yes no
#> 3417 49 admin. married unknown no 1101 no no
#> 3418 41 technician married secondary no 634 no no
#> 3419 60 technician married primary no 4243 yes no
#> 3420 34 technician married tertiary no 2069 no no
#> 3421 32 technician married unknown no 1879 no no
#> 3422 53 retired married secondary no 357 no no
#> 3423 34 blue-collar married secondary no 277 no yes
#> 3424 29 admin. single secondary no 171 yes no
#> 3425 38 blue-collar married secondary no 35 yes no
#> 3426 31 technician single tertiary no 127 yes no
#> 3427 37 blue-collar married primary no 5643 yes no
#> 3428 30 services single secondary no 148 no yes
#> 3429 32 blue-collar single primary no 18 yes yes
#> 3430 30 self-employed single secondary no 280 no no
#> 3431 41 technician married tertiary no 354 no no
#> 3432 47 management married tertiary no 1493 no no
#> 3433 34 technician single secondary no 1866 no no
#> 3434 38 blue-collar married secondary no 1165 yes no
#> 3435 41 technician divorced secondary no 1545 no yes
#> 3436 27 technician single tertiary no 434 yes no
#> 3437 33 student married tertiary no 476 yes no
#> 3438 38 services single secondary no 322 yes no
#> 3439 41 management married tertiary no 2031 yes no
#> 3440 37 unemployed divorced secondary no 74 yes no
#> 3441 26 management single tertiary no 1720 no no
#> 3442 36 services married secondary no 0 yes no
#> 3443 28 student married tertiary no 327 yes no
#> 3444 59 management married tertiary no 101 no yes
#> 3445 35 management single tertiary no 4788 yes no
#> 3446 43 unknown single unknown no 181 no no
#> 3447 50 blue-collar divorced primary no -333 no yes
#> 3448 24 services single secondary no 0 no no
#> 3449 32 technician married tertiary no 500 no no
#> 3450 41 technician married secondary no 1043 yes yes
#> 3451 39 management married tertiary no 399 no no
#> 3452 50 retired single primary no 208 no no
#> 3453 40 management married secondary no 1576 yes yes
#> 3454 50 management married tertiary no 346 no no
#> 3455 63 blue-collar married secondary no 641 no no
#> 3456 31 technician divorced secondary no 105 yes no
#> 3457 34 services married secondary no 1337 no no
#> 3458 28 blue-collar single secondary no 121 no no
#> 3459 32 technician married secondary no -410 yes yes
#> 3460 32 blue-collar married secondary yes -1 yes no
#> 3461 52 services married primary no -585 yes yes
#> 3462 43 unknown married primary no 2113 no no
#> 3463 43 unemployed married tertiary no 58 yes no
#> 3464 23 management single secondary no 85 yes no
#> 3465 47 technician married tertiary no 1115 yes no
#> 3466 52 management married tertiary no 4173 no yes
#> 3467 37 self-employed married secondary no 2203 no yes
#> 3468 31 management single tertiary no 15 no no
#> 3469 40 housemaid married secondary no 4136 yes no
#> 3470 42 management married tertiary no 261 no no
#> 3471 33 blue-collar married primary no 392 yes no
#> 3472 40 retired single secondary no 1400 no no
#> 3473 51 management married tertiary no 615 yes no
#> 3474 53 unemployed single secondary no 4 no no
#> 3475 36 management single tertiary no 339 no no
#> 3476 34 technician married secondary no 1553 no no
#> 3477 30 management married tertiary no 14 no no
#> 3478 29 blue-collar married primary no 258 yes no
#> 3479 38 admin. married primary no 3 yes yes
#> 3480 41 blue-collar married primary no 620 no no
#> 3481 33 management single tertiary no -67 yes no
#> 3482 28 services single secondary no 430 yes no
#> 3483 47 unknown married unknown no 270 no no
#> 3484 36 admin. single secondary no 1328 no no
#> 3485 57 blue-collar married primary no 93 yes no
#> 3486 36 management married secondary no 1825 yes no
#> 3487 51 technician married unknown no 573 yes yes
#> 3488 51 blue-collar married primary no 541 no no
#> 3489 40 blue-collar married primary no 2133 yes yes
#> 3490 45 technician single secondary no 410 yes no
#> 3491 52 admin. married secondary no 2347 no yes
#> 3492 35 entrepreneur single tertiary no 145 yes no
#> 3493 33 unemployed married secondary yes -108 yes yes
#> 3494 38 admin. divorced secondary no 382 yes no
#> 3495 36 blue-collar married secondary no 13 no no
#> 3496 75 retired married primary no 3504 no no
#> 3497 31 admin. single secondary no 1801 yes no
#> 3498 33 management single tertiary no 1308 no no
#> 3499 31 blue-collar married secondary no 136 no no
#> 3500 56 unemployed married secondary no 12 no no
#> 3501 37 technician married secondary no -421 yes no
#> 3502 33 management single tertiary no 1271 yes no
#> 3503 30 technician married secondary no -910 yes no
#> 3504 56 services married secondary no 1150 no yes
#> 3505 35 blue-collar married secondary no -102 yes no
#> 3506 56 unknown married unknown no 778 no no
#> 3507 58 services married secondary no 74 no no
#> 3508 67 self-employed married tertiary no 1979 no no
#> 3509 38 management married tertiary no 0 yes no
#> 3510 37 management divorced tertiary yes -1 yes yes
#> 3511 57 blue-collar married secondary no 8195 yes no
#> 3512 35 entrepreneur married secondary no 24 yes no
#> 3513 27 blue-collar single secondary no 1 yes no
#> 3514 33 management married tertiary no 801 no no
#> 3515 37 blue-collar married primary no 3517 yes no
#> 3516 37 management married secondary no 222 yes no
#> 3517 56 retired married primary no 1906 no yes
#> 3518 55 admin. married secondary no 128 no no
#> 3519 40 blue-collar married primary no 0 yes no
#> 3520 41 blue-collar married primary no 5560 yes no
#> 3521 27 blue-collar married secondary no 613 yes no
#> 3522 49 management married tertiary no 17432 no no
#> 3523 54 management divorced tertiary no 1692 yes no
#> 3524 42 self-employed married tertiary no 1385 no no
#> 3525 34 technician single secondary no 0 no no
#> 3526 34 technician married tertiary no 932 yes no
#> 3527 38 admin. married secondary no 257 yes no
#> 3528 33 entrepreneur married secondary yes -54 no yes
#> 3529 26 blue-collar married secondary no 818 no no
#> 3530 35 blue-collar married secondary no 1257 yes no
#> 3531 48 management single secondary no 61 yes no
#> 3532 64 retired married tertiary no 380 no no
#> 3533 31 admin. married secondary no 1229 no no
#> 3534 39 services married secondary no 1970 yes no
#> 3535 38 management married tertiary no 0 yes no
#> 3536 40 blue-collar married primary no 2562 yes no
#> 3537 49 blue-collar married primary yes -98 yes no
#> 3538 36 management married tertiary no 1604 yes no
#> 3539 51 unknown married unknown no 1585 no no
#> 3540 58 technician single secondary no 409 no yes
#> 3541 33 technician single secondary no 2481 no no
#> 3542 28 blue-collar single secondary no 2845 yes no
#> 3543 42 blue-collar married primary no 1320 no no
#> 3544 52 self-employed married secondary no 9 no yes
#> 3545 54 management divorced tertiary no 496 no no
#> 3546 60 retired divorced secondary no 514 no no
#> 3547 31 admin. single secondary no 40 no no
#> 3548 32 blue-collar single secondary no 760 yes no
#> 3549 53 admin. married secondary no 1796 no no
#> 3550 28 self-employed single tertiary no 0 yes no
#> 3551 47 technician married secondary no 834 no yes
#> 3552 29 blue-collar single secondary no -138 yes yes
#> 3553 78 retired married unknown no 3208 no no
#> 3554 43 entrepreneur married secondary no 59 no no
#> 3555 27 admin. married tertiary no 73 no no
#> 3556 51 blue-collar married primary no 0 yes no
#> 3557 52 blue-collar married primary no -27 no no
#> 3558 49 self-employed married secondary no 358 yes yes
#> 3559 35 services married secondary no 1659 yes no
#> 3560 58 services married secondary no 1667 yes yes
#> 3561 36 management married tertiary no 255 no no
#> 3562 58 blue-collar married secondary no 2592 yes no
#> 3563 51 housemaid married primary no 1275 no no
#> 3564 42 technician married secondary no 3228 no no
#> 3565 37 management married tertiary no 2401 no no
#> 3566 44 blue-collar married secondary no 3610 yes no
#> 3567 38 blue-collar divorced secondary no 727 yes no
#> 3568 34 blue-collar married secondary no 452 yes no
#> 3569 31 unemployed single tertiary no 1489 yes no
#> 3570 32 services single secondary no 81 yes no
#> 3571 54 management divorced tertiary no -125 no yes
#> 3572 38 blue-collar single primary no 162 yes no
#> 3573 40 housemaid married secondary no 864 no no
#> 3574 30 services single secondary no 187 yes no
#> 3575 43 entrepreneur married secondary no 0 no no
#> 3576 39 management married tertiary no 21111 yes no
#> 3577 29 management single tertiary no 21 yes no
#> 3578 46 blue-collar single secondary no 76 yes no
#> 3579 28 technician single secondary no 154 yes no
#> 3580 50 management married tertiary no 4654 no no
#> 3581 29 technician single secondary no 359 yes no
#> 3582 39 blue-collar married secondary no 648 yes no
#> 3583 38 technician married secondary no 0 yes no
#> 3584 57 unemployed married primary no 5126 yes no
#> 3585 54 self-employed divorced primary no 351 yes no
#> 3586 52 services married secondary no 540 yes no
#> 3587 50 self-employed married secondary no 0 yes no
#> 3588 30 technician single secondary no 18 no no
#> 3589 49 management married tertiary no 350 no no
#> 3590 40 admin. single secondary no 419 no yes
#> 3591 42 blue-collar single secondary no 419 no no
#> 3592 52 management married tertiary no 4675 no no
#> 3593 31 technician married tertiary no 3192 yes no
#> 3594 33 self-employed single tertiary no 4996 no no
#> 3595 26 technician single secondary no 174 yes no
#> 3596 36 blue-collar single secondary no 507 yes no
#> 3597 29 management single secondary no 0 yes no
#> 3598 42 blue-collar married secondary no 1657 yes yes
#> 3599 47 technician married secondary no 2394 no yes
#> 3600 33 management single secondary no -298 no no
#> 3601 34 admin. married secondary no -44 yes yes
#> 3602 57 technician married secondary no 1070 no no
#> 3603 36 blue-collar married secondary no 274 yes no
#> 3604 57 admin. married secondary no 16873 no no
#> 3605 36 admin. married secondary no 786 yes yes
#> 3606 29 technician single secondary no 525 yes no
#> 3607 32 technician single secondary no 35 no no
#> 3608 30 admin. single secondary no 223 yes no
#> 3609 41 admin. married primary no -306 yes no
#> 3610 50 management married tertiary no 463 no yes
#> 3611 50 technician divorced secondary no 636 yes no
#> 3612 41 unemployed divorced primary no 487 no no
#> 3613 36 management married secondary no 873 yes no
#> 3614 35 management married tertiary no 267 yes no
#> 3615 63 blue-collar married primary no 115 no no
#> 3616 25 technician single secondary no -55 yes yes
#> 3617 33 blue-collar married secondary no 0 yes yes
#> 3618 37 services married secondary no 4760 yes no
#> 3619 28 entrepreneur single tertiary no 219 yes no
#> 3620 43 blue-collar married secondary no 232 yes no
#> 3621 34 blue-collar married secondary no 0 yes no
#> 3622 26 technician single secondary no -525 yes yes
#> 3623 57 technician married tertiary no -1 no no
#> 3624 20 student single secondary no 1191 no no
#> 3625 52 management married tertiary no 7192 no no
#> 3626 39 services single tertiary no 410 no no
#> 3627 32 services married secondary no 0 yes no
#> 3628 54 admin. single secondary no 15 yes no
#> 3629 39 services married secondary no 18 yes yes
#> 3630 31 blue-collar single secondary no 530 no yes
#> 3631 25 student single secondary no 715 no no
#> 3632 59 technician married secondary no 478 no no
#> 3633 39 admin. single secondary no 470 yes no
#> 3634 47 technician married secondary no 11 no no
#> 3635 22 services single primary no 35 yes no
#> 3636 26 unemployed single tertiary no 3511 no no
#> 3637 37 services married secondary no 655 no no
#> 3638 52 services divorced secondary no 43 yes yes
#> 3639 28 admin. single secondary no 392 yes yes
#> 3640 46 services married secondary no 0 yes no
#> 3641 30 admin. single secondary no 523 no yes
#> 3642 30 technician married tertiary no 1338 yes yes
#> 3643 34 admin. single secondary no 239 no no
#> 3644 51 housemaid married primary no 1521 no no
#> 3645 46 entrepreneur married tertiary no 0 yes yes
#> 3646 70 retired married secondary no 2815 no no
#> 3647 41 technician married tertiary no 0 no no
#> 3648 32 technician single tertiary no 0 yes no
#> 3649 32 blue-collar single primary no 60 yes no
#> 3650 50 management married secondary no 0 yes no
#> 3651 38 admin. married secondary no 505 yes yes
#> 3652 32 admin. single tertiary no 8866 no no
#> 3653 30 blue-collar single secondary no 1472 yes no
#> 3654 39 blue-collar married secondary no -99 no no
#> 3655 30 technician single primary no 2731 yes no
#> 3656 44 entrepreneur married secondary no -165 yes yes
#> 3657 45 blue-collar married primary no 2128 yes no
#> 3658 56 self-employed married secondary no 800 no yes
#> 3659 37 management married tertiary no 1330 yes no
#> 3660 30 blue-collar married primary no 837 yes no
#> 3661 54 services married primary no 8 yes no
#> 3662 53 admin. married secondary no -375 yes no
#> 3663 27 student single tertiary no 5169 yes no
#> 3664 36 management married tertiary no 162 yes no
#> 3665 43 entrepreneur single tertiary no 42 no no
#> 3666 52 housemaid married primary no 335 no no
#> 3667 48 blue-collar married secondary no 10724 no no
#> 3668 39 management single tertiary no 416 no no
#> 3669 35 blue-collar married unknown no 4822 yes no
#> 3670 76 retired divorced primary no 3049 no no
#> 3671 40 services married secondary no 191 yes no
#> 3672 57 retired married primary no 4908 no no
#> 3673 59 blue-collar married primary no -546 no no
#> 3674 45 housemaid married secondary no 698 yes no
#> 3675 37 technician married tertiary no 143 no no
#> 3676 28 technician single tertiary no -481 yes yes
#> 3677 57 unemployed married secondary no 3867 yes no
#> 3678 45 blue-collar married primary no 292 yes no
#> 3679 58 housemaid married primary no 4605 no no
#> 3680 30 blue-collar married secondary no -529 yes no
#> 3681 48 blue-collar married secondary no 1738 yes no
#> 3682 61 self-employed married tertiary no 4162 no no
#> 3683 34 management single secondary no 524 no no
#> 3684 43 technician divorced tertiary no 101 no no
#> 3685 44 technician single secondary no 2403 yes no
#> 3686 29 blue-collar married primary no 50 no no
#> 3687 37 blue-collar married primary no 357 yes no
#> 3688 41 unemployed divorced secondary no 1281 no no
#> 3689 34 technician married secondary no 1795 yes no
#> 3690 40 blue-collar married primary no 98 yes no
#> 3691 59 self-employed married tertiary no 2013 no no
#> 3692 35 self-employed married tertiary no 506 no no
#> 3693 58 management divorced tertiary no 1573 yes yes
#> 3694 20 services single secondary no -103 yes no
#> 3695 55 technician divorced secondary no 184 no no
#> 3696 51 blue-collar married secondary no 955 no yes
#> 3697 31 self-employed single tertiary no 1788 no no
#> 3698 52 management married tertiary no 547 no no
#> 3699 31 management single tertiary no 62 yes no
#> 3700 34 blue-collar married secondary no 1575 yes no
#> 3701 32 management single tertiary no 623 no no
#> 3702 36 admin. single secondary no 47 no yes
#> 3703 41 blue-collar married secondary no 1293 no no
#> contact day month duration campaign pdays previous poutcome y age_<_29
#> 1 cellular 29 jan 375 2 -1 0 unknown 0 0
#> 2 unknown 2 jun 392 3 -1 0 unknown 0 0
#> 3 cellular 3 feb 315 2 180 6 failure 1 0
#> 4 cellular 12 may 309 1 306 4 success 1 0
#> 5 unknown 15 may 67 4 -1 0 unknown 0 0
#> 6 unknown 14 may 125 1 -1 0 unknown 0 0
#> 7 cellular 14 aug 182 2 37 2 failure 0 0
#> 8 telephone 13 may 185 1 370 3 failure 0 0
#> 9 telephone 18 nov 296 2 -1 0 unknown 0 0
#> 10 cellular 21 nov 80 1 -1 0 unknown 0 0
#> 11 cellular 3 feb 236 2 272 1 failure 0 0
#> 12 unknown 9 jun 199 4 -1 0 unknown 0 0
#> 13 cellular 7 aug 182 2 99 1 failure 1 0
#> 14 cellular 20 nov 250 1 155 2 failure 0 0
#> 15 cellular 11 may 12 5 -1 0 unknown 0 0
#> 16 unknown 19 jun 446 1 -1 0 unknown 0 0
#> 17 cellular 27 aug 89 23 -1 0 unknown 0 0
#> 18 unknown 20 jun 7 3 -1 0 unknown 0 0
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#> 1952 unknown 14 may 451 3 -1 0 unknown 0 0
#> 1953 unknown 5 may 381 2 -1 0 unknown 0 0
#> 1954 unknown 7 may 127 1 -1 0 unknown 0 0
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#> 1967 unknown 1 jul 484 1 -1 0 unknown 0 0
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#> 1974 unknown 9 may 1178 4 -1 0 unknown 0 0
#> 1975 cellular 29 jan 147 1 195 1 other 0 0
#> 1976 unknown 21 may 236 1 -1 0 unknown 0 0
#> 1977 cellular 28 jan 978 2 189 1 other 0 0
#> 1978 unknown 26 may 296 1 -1 0 unknown 0 0
#> 1979 unknown 9 may 479 2 -1 0 unknown 0 0
#> 1980 unknown 14 may 188 1 -1 0 unknown 0 0
#> 1981 unknown 29 may 447 4 -1 0 unknown 0 0
#> 1982 cellular 7 may 356 2 286 3 failure 0 0
#> 1983 unknown 6 jun 136 1 -1 0 unknown 0 0
#> 1984 unknown 20 may 37 9 -1 0 unknown 0 0
#> 1985 cellular 19 nov 96 1 -1 0 unknown 0 0
#> 1986 cellular 18 may 44 4 -1 0 unknown 0 0
#> 1987 cellular 19 nov 186 2 -1 0 unknown 0 0
#> 1988 unknown 12 may 95 8 -1 0 unknown 0 0
#> 1989 cellular 22 aug 155 2 -1 0 unknown 0 0
#> 1990 telephone 17 jul 202 5 -1 0 unknown 0 0
#> 1991 cellular 30 jan 540 1 2 2 other 0 0
#> 1992 cellular 8 apr 169 1 231 2 failure 0 0
#> 1993 cellular 13 apr 256 5 181 2 success 1 1
#> 1994 cellular 4 may 191 3 -1 0 unknown 0 0
#> 1995 cellular 30 jul 151 10 -1 0 unknown 0 0
#> 1996 cellular 19 nov 131 3 133 3 failure 0 0
#> 1997 cellular 2 nov 131 2 -1 0 unknown 0 0
#> 1998 cellular 5 feb 590 5 -1 0 unknown 0 0
#> 1999 cellular 18 nov 178 1 127 7 other 0 0
#> 2000 unknown 18 jun 64 2 -1 0 unknown 0 0
#> 2001 cellular 9 feb 247 5 -1 0 unknown 0 0
#> 2002 cellular 19 aug 120 6 -1 0 unknown 0 0
#> 2003 cellular 11 aug 108 1 99 7 failure 0 0
#> 2004 cellular 3 jul 257 1 -1 0 unknown 1 1
#> 2005 cellular 13 may 562 2 174 2 success 0 0
#> 2006 cellular 17 apr 126 3 345 2 other 0 0
#> 2007 cellular 4 jul 95 2 -1 0 unknown 0 0
#> 2008 unknown 5 jun 508 2 -1 0 unknown 1 0
#> 2009 cellular 8 aug 121 2 -1 0 unknown 0 0
#> 2010 cellular 20 nov 166 3 -1 0 unknown 0 0
#> 2011 cellular 28 jan 155 1 -1 0 unknown 0 0
#> 2012 cellular 27 apr 159 3 -1 0 unknown 1 0
#> 2013 unknown 7 may 212 2 -1 0 unknown 0 0
#> 2014 cellular 14 aug 221 6 -1 0 unknown 0 0
#> 2015 unknown 20 may 169 4 -1 0 unknown 0 0
#> 2016 unknown 2 jun 442 11 -1 0 unknown 0 1
#> 2017 unknown 26 may 120 1 -1 0 unknown 0 1
#> 2018 cellular 28 may 85 1 -1 0 unknown 0 0
#> 2019 unknown 6 may 245 1 -1 0 unknown 0 0
#> 2020 cellular 29 jan 187 2 185 8 failure 0 0
#> 2021 cellular 28 aug 68 2 -1 0 unknown 0 0
#> 2022 cellular 18 jan 163 1 -1 0 unknown 0 1
#> 2023 unknown 23 may 83 1 -1 0 unknown 0 0
#> 2024 cellular 4 aug 174 1 -1 0 unknown 0 0
#> 2025 unknown 7 may 214 2 -1 0 unknown 0 0
#> 2026 unknown 17 jun 209 3 -1 0 unknown 0 0
#> 2027 cellular 14 may 456 1 300 1 failure 1 0
#> 2028 cellular 8 may 127 1 -1 0 unknown 0 0
#> 2029 cellular 28 jul 817 2 -1 0 unknown 1 1
#> 2030 cellular 18 oct 375 2 -1 0 unknown 0 1
#> 2031 cellular 15 jun 29 1 -1 0 unknown 0 1
#> 2032 unknown 26 may 219 4 -1 0 unknown 0 0
#> 2033 cellular 18 may 109 2 -1 0 unknown 0 0
#> 2034 telephone 2 jun 128 1 -1 0 unknown 0 0
#> 2035 unknown 14 may 73 2 -1 0 unknown 0 0
#> 2036 cellular 6 feb 278 4 -1 0 unknown 0 0
#> 2037 cellular 31 jul 34 32 -1 0 unknown 0 1
#> 2038 cellular 16 nov 257 1 -1 0 unknown 1 0
#> 2039 unknown 16 may 844 1 -1 0 unknown 1 0
#> 2040 cellular 19 mar 167 1 -1 0 unknown 1 0
#> 2041 cellular 2 feb 12 3 -1 0 unknown 0 0
#> 2042 cellular 8 may 763 1 -1 0 unknown 1 1
#> 2043 unknown 2 jun 101 1 -1 0 unknown 0 0
#> 2044 cellular 18 nov 131 1 -1 0 unknown 0 0
#> 2045 cellular 4 aug 148 1 -1 0 unknown 0 0
#> 2046 cellular 5 feb 701 1 -1 0 unknown 0 0
#> 2047 cellular 20 nov 454 1 -1 0 unknown 1 0
#> 2048 unknown 20 jun 280 1 -1 0 unknown 0 0
#> 2049 unknown 26 may 265 4 -1 0 unknown 0 0
#> 2050 unknown 7 may 297 3 -1 0 unknown 0 0
#> 2051 cellular 5 aug 153 1 -1 0 unknown 0 0
#> 2052 cellular 3 feb 254 1 -1 0 unknown 0 0
#> 2053 telephone 11 may 30 4 304 2 other 0 0
#> 2054 unknown 27 may 125 4 -1 0 unknown 0 0
#> 2055 cellular 3 jun 114 1 -1 0 unknown 0 0
#> 2056 cellular 5 feb 136 10 -1 0 unknown 1 0
#> 2057 cellular 9 apr 208 12 337 1 failure 0 0
#> 2058 cellular 21 nov 86 1 -1 0 unknown 0 0
#> 2059 cellular 17 apr 949 2 254 6 other 1 0
#> 2060 unknown 19 jun 207 1 -1 0 unknown 0 0
#> 2061 telephone 19 nov 103 1 -1 0 unknown 0 0
#> 2062 unknown 13 may 1052 1 -1 0 unknown 0 0
#> 2063 cellular 30 apr 109 1 -1 0 unknown 0 0
#> 2064 unknown 4 jun 149 8 -1 0 unknown 0 0
#> 2065 unknown 11 jun 138 5 -1 0 unknown 0 0
#> 2066 cellular 13 may 341 1 -1 0 unknown 0 1
#> 2067 cellular 20 apr 184 2 151 1 failure 0 0
#> 2068 unknown 20 jun 75 3 -1 0 unknown 0 0
#> 2069 cellular 15 apr 87 2 -1 0 unknown 0 0
#> 2070 cellular 26 jan 413 2 -1 0 unknown 0 0
#> 2071 telephone 2 feb 35 1 -1 0 unknown 0 0
#> 2072 telephone 8 jul 104 3 -1 0 unknown 0 0
#> 2073 cellular 11 jul 487 3 -1 0 unknown 0 0
#> 2074 cellular 4 feb 146 1 -1 0 unknown 0 0
#> 2075 telephone 4 may 483 4 87 2 success 1 0
#> 2076 cellular 11 nov 248 1 -1 0 unknown 0 0
#> 2077 telephone 2 feb 803 1 -1 0 unknown 1 0
#> 2078 unknown 13 may 91 2 -1 0 unknown 0 0
#> 2079 cellular 4 jun 94 1 -1 0 unknown 0 0
#> 2080 unknown 12 may 325 3 -1 0 unknown 0 0
#> 2081 cellular 15 may 22 5 -1 0 unknown 0 0
#> 2082 unknown 30 may 130 2 -1 0 unknown 0 0
#> 2083 cellular 29 jan 383 2 206 1 other 0 0
#> 2084 unknown 7 may 207 1 -1 0 unknown 0 0
#> 2085 unknown 16 may 244 1 -1 0 unknown 0 0
#> 2086 cellular 21 nov 31 7 -1 0 unknown 0 0
#> 2087 cellular 12 may 493 10 362 1 other 0 0
#> 2088 telephone 28 jan 183 2 -1 0 unknown 0 1
#> 2089 unknown 16 may 541 5 -1 0 unknown 0 0
#> 2090 unknown 23 may 339 1 -1 0 unknown 0 0
#> 2091 cellular 2 apr 293 2 314 2 failure 0 0
#> 2092 cellular 17 apr 112 1 -1 0 unknown 0 0
#> 2093 unknown 11 jun 177 8 -1 0 unknown 0 0
#> 2094 unknown 28 may 173 4 -1 0 unknown 0 0
#> 2095 unknown 3 jun 258 1 -1 0 unknown 0 0
#> 2096 unknown 28 may 207 1 -1 0 unknown 0 0
#> 2097 cellular 25 aug 279 1 117 1 failure 0 0
#> 2098 cellular 19 jul 1148 1 276 2 other 1 0
#> 2099 cellular 19 nov 182 1 -1 0 unknown 0 0
#> 2100 cellular 18 aug 119 7 -1 0 unknown 0 0
#> 2101 unknown 6 may 246 1 -1 0 unknown 0 0
#> 2102 unknown 12 jun 137 1 -1 0 unknown 0 0
#> 2103 cellular 10 jul 68 1 -1 0 unknown 0 0
#> 2104 cellular 28 jan 214 1 -1 0 unknown 0 1
#> 2105 unknown 15 may 155 6 -1 0 unknown 0 0
#> 2106 unknown 17 jun 638 16 -1 0 unknown 0 0
#> 2107 cellular 6 aug 181 2 -1 0 unknown 0 0
#> 2108 unknown 21 may 103 1 -1 0 unknown 0 0
#> 2109 cellular 29 aug 214 7 -1 0 unknown 0 0
#> 2110 cellular 24 feb 104 3 -1 0 unknown 0 0
#> 2111 unknown 6 jun 59 3 -1 0 unknown 0 0
#> 2112 cellular 29 jul 33 1 -1 0 unknown 0 0
#> 2113 unknown 12 jun 153 6 -1 0 unknown 0 0
#> 2114 cellular 31 jul 29 10 -1 0 unknown 0 0
#> 2115 unknown 15 may 113 1 -1 0 unknown 0 0
#> 2116 cellular 10 feb 503 1 -1 0 unknown 1 0
#> 2117 cellular 18 aug 22 2 -1 0 unknown 0 0
#> 2118 cellular 14 apr 422 4 -1 0 unknown 0 0
#> 2119 cellular 29 jan 177 1 -1 0 unknown 0 1
#> 2120 unknown 27 may 99 1 -1 0 unknown 0 0
#> 2121 telephone 6 apr 1353 2 138 2 success 1 0
#> 2122 telephone 13 aug 181 1 -1 0 unknown 0 0
#> 2123 cellular 18 jul 516 1 -1 0 unknown 1 0
#> 2124 cellular 11 aug 331 7 -1 0 unknown 0 0
#> 2125 cellular 7 aug 44 2 -1 0 unknown 0 0
#> 2126 cellular 11 aug 230 2 -1 0 unknown 0 0
#> 2127 cellular 22 jul 1608 13 -1 0 unknown 1 1
#> 2128 unknown 15 may 192 1 -1 0 unknown 0 0
#> 2129 cellular 7 may 271 2 -1 0 unknown 0 0
#> 2130 cellular 27 oct 96 1 158 1 failure 0 0
#> 2131 cellular 14 jan 187 7 -1 0 unknown 1 0
#> 2132 cellular 18 may 145 1 -1 0 unknown 0 1
#> 2133 cellular 26 feb 771 1 171 1 success 1 0
#> 2134 cellular 24 jul 559 2 -1 0 unknown 0 0
#> 2135 unknown 29 may 187 3 -1 0 unknown 0 1
#> 2136 unknown 16 may 65 3 -1 0 unknown 0 0
#> 2137 cellular 18 aug 625 4 -1 0 unknown 1 0
#> 2138 cellular 21 nov 268 3 -1 0 unknown 0 0
#> 2139 cellular 11 may 128 3 -1 0 unknown 0 0
#> 2140 cellular 19 nov 201 2 174 3 success 0 0
#> 2141 cellular 7 may 124 1 338 2 failure 0 0
#> 2142 cellular 4 feb 260 2 -1 0 unknown 0 0
#> 2143 unknown 21 may 86 2 -1 0 unknown 0 1
#> 2144 cellular 12 may 30 7 -1 0 unknown 0 0
#> 2145 cellular 21 aug 184 3 -1 0 unknown 0 0
#> 2146 cellular 30 jan 82 2 -1 0 unknown 0 0
#> 2147 unknown 6 jun 223 3 -1 0 unknown 0 0
#> 2148 cellular 20 nov 75 2 119 2 success 0 0
#> 2149 cellular 9 jul 80 1 -1 0 unknown 0 0
#> 2150 cellular 31 jul 43 2 -1 0 unknown 0 0
#> 2151 telephone 31 aug 139 1 -1 0 unknown 0 1
#> 2152 unknown 19 jun 82 1 -1 0 unknown 0 0
#> 2153 telephone 12 may 370 2 -1 0 unknown 0 0
#> 2154 cellular 11 jul 271 5 -1 0 unknown 0 1
#> 2155 cellular 14 may 61 6 -1 0 unknown 0 0
#> 2156 telephone 31 jul 84 6 -1 0 unknown 0 0
#> 2157 unknown 28 may 513 2 -1 0 unknown 0 0
#> 2158 cellular 29 oct 140 2 -1 0 unknown 0 1
#> 2159 cellular 10 jul 1187 3 -1 0 unknown 1 1
#> 2160 cellular 31 mar 684 4 -1 0 unknown 0 0
#> 2161 cellular 30 jul 142 9 -1 0 unknown 0 0
#> 2162 cellular 9 jul 115 2 -1 0 unknown 0 0
#> 2163 cellular 29 jul 176 4 -1 0 unknown 0 0
#> 2164 cellular 18 jul 610 1 -1 0 unknown 1 0
#> 2165 cellular 18 may 261 1 -1 0 unknown 0 0
#> 2166 cellular 28 jul 68 3 -1 0 unknown 0 0
#> 2167 cellular 18 aug 242 5 -1 0 unknown 0 0
#> 2168 cellular 12 may 59 3 -1 0 unknown 0 0
#> 2169 cellular 20 nov 184 1 -1 0 unknown 0 0
#> 2170 cellular 2 feb 871 4 -1 0 unknown 0 0
#> 2171 unknown 23 may 777 2 -1 0 unknown 1 0
#> 2172 cellular 22 jul 153 1 -1 0 unknown 0 0
#> 2173 unknown 7 may 60 1 -1 0 unknown 0 0
#> 2174 cellular 20 aug 129 2 -1 0 unknown 0 0
#> 2175 unknown 9 jun 98 1 -1 0 unknown 0 0
#> 2176 cellular 8 jul 226 1 -1 0 unknown 0 0
#> 2177 unknown 4 jun 193 10 -1 0 unknown 0 0
#> 2178 cellular 9 feb 150 3 -1 0 unknown 0 0
#> 2179 cellular 3 jun 273 1 -1 0 unknown 0 0
#> 2180 unknown 18 jun 74 2 -1 0 unknown 0 0
#> 2181 cellular 30 apr 687 1 9 3 success 1 0
#> 2182 cellular 31 jul 48 3 -1 0 unknown 0 0
#> 2183 cellular 14 may 365 6 36 3 failure 0 0
#> 2184 unknown 27 may 374 9 -1 0 unknown 0 0
#> 2185 cellular 17 nov 91 2 -1 0 unknown 0 0
#> 2186 cellular 21 jul 76 3 -1 0 unknown 0 0
#> 2187 cellular 7 sep 337 1 186 1 success 1 0
#> 2188 cellular 7 may 239 3 -1 0 unknown 0 1
#> 2189 unknown 27 may 167 3 -1 0 unknown 0 1
#> 2190 cellular 2 jun 118 2 81 1 success 0 0
#> 2191 cellular 20 nov 48 1 -1 0 unknown 0 0
#> 2192 cellular 12 aug 96 2 -1 0 unknown 0 0
#> 2193 unknown 11 jun 140 1 -1 0 unknown 0 0
#> 2194 unknown 6 jun 463 4 -1 0 unknown 0 0
#> 2195 cellular 18 may 99 2 -1 0 unknown 0 0
#> 2196 unknown 9 may 226 2 -1 0 unknown 0 0
#> 2197 cellular 6 feb 1192 3 -1 0 unknown 0 1
#> 2198 unknown 16 may 243 3 -1 0 unknown 0 0
#> 2199 unknown 26 may 369 1 -1 0 unknown 0 0
#> 2200 telephone 30 jul 273 4 -1 0 unknown 0 0
#> 2201 unknown 18 jun 1009 1 -1 0 unknown 0 0
#> 2202 cellular 4 may 90 4 -1 0 unknown 0 1
#> 2203 cellular 8 aug 93 1 -1 0 unknown 0 0
#> 2204 cellular 4 may 233 2 -1 0 unknown 0 0
#> 2205 unknown 6 jun 262 2 -1 0 unknown 0 0
#> 2206 cellular 27 apr 99 1 329 4 other 0 0
#> 2207 cellular 5 jul 101 3 -1 0 unknown 0 0
#> 2208 cellular 21 nov 65 1 -1 0 unknown 0 0
#> 2209 cellular 6 may 667 2 -1 0 unknown 1 0
#> 2210 unknown 19 jun 34 31 -1 0 unknown 0 0
#> 2211 unknown 28 may 160 2 -1 0 unknown 0 1
#> 2212 cellular 3 apr 170 1 -1 0 unknown 0 0
#> 2213 cellular 12 aug 234 2 -1 0 unknown 0 0
#> 2214 cellular 13 may 354 1 370 2 failure 0 1
#> 2215 cellular 26 aug 131 2 -1 0 unknown 0 0
#> 2216 cellular 8 jul 606 2 -1 0 unknown 0 1
#> 2217 cellular 8 aug 433 2 -1 0 unknown 0 0
#> 2218 cellular 21 nov 208 3 91 4 failure 0 0
#> 2219 cellular 21 jul 100 4 -1 0 unknown 0 0
#> 2220 unknown 3 jun 825 1 -1 0 unknown 0 1
#> 2221 cellular 13 may 172 3 173 1 other 0 0
#> 2222 cellular 18 aug 71 3 -1 0 unknown 0 0
#> 2223 cellular 12 may 13 5 -1 0 unknown 0 1
#> 2224 cellular 27 aug 787 13 -1 0 unknown 0 0
#> 2225 cellular 11 aug 110 1 -1 0 unknown 0 0
#> 2226 unknown 20 may 265 1 -1 0 unknown 0 0
#> 2227 cellular 14 may 62 2 -1 0 unknown 0 0
#> 2228 cellular 4 feb 1052 2 -1 0 unknown 0 0
#> 2229 cellular 19 nov 339 3 -1 0 unknown 0 0
#> 2230 unknown 14 may 360 2 -1 0 unknown 0 0
#> 2231 cellular 7 jul 126 3 -1 0 unknown 0 0
#> 2232 cellular 18 nov 434 2 -1 0 unknown 0 0
#> 2233 cellular 7 jul 88 1 -1 0 unknown 0 0
#> 2234 cellular 27 aug 38 6 -1 0 unknown 0 0
#> 2235 unknown 18 jun 73 4 -1 0 unknown 0 0
#> 2236 cellular 25 aug 454 6 -1 0 unknown 0 0
#> 2237 cellular 22 aug 73 4 -1 0 unknown 0 0
#> 2238 cellular 20 nov 57 1 -1 0 unknown 0 0
#> 2239 cellular 7 jul 422 1 -1 0 unknown 0 0
#> 2240 cellular 11 may 360 1 370 1 other 0 0
#> 2241 unknown 8 may 80 1 -1 0 unknown 0 0
#> 2242 cellular 18 may 90 1 -1 0 unknown 0 0
#> 2243 unknown 12 may 325 4 -1 0 unknown 0 0
#> 2244 unknown 6 may 289 1 -1 0 unknown 0 0
#> 2245 cellular 22 feb 287 1 130 1 failure 0 0
#> 2246 cellular 17 jul 384 4 -1 0 unknown 0 0
#> 2247 unknown 19 jun 394 1 -1 0 unknown 0 0
#> 2248 unknown 9 may 390 2 -1 0 unknown 0 0
#> 2249 unknown 5 may 204 2 -1 0 unknown 0 1
#> 2250 unknown 3 jun 275 1 -1 0 unknown 0 0
#> 2251 cellular 17 apr 815 2 -1 0 unknown 0 0
#> 2252 cellular 8 mar 111 3 585 6 other 0 0
#> 2253 cellular 19 nov 73 1 -1 0 unknown 0 0
#> 2254 unknown 14 may 260 3 -1 0 unknown 0 0
#> 2255 unknown 4 jun 77 8 -1 0 unknown 0 0
#> 2256 unknown 30 may 567 2 -1 0 unknown 0 0
#> 2257 cellular 20 apr 207 1 -1 0 unknown 0 0
#> 2258 cellular 13 aug 150 4 -1 0 unknown 0 0
#> 2259 cellular 21 jul 56 1 -1 0 unknown 0 0
#> 2260 telephone 21 apr 403 1 -1 0 unknown 1 0
#> 2261 cellular 14 sep 409 1 398 1 failure 1 0
#> 2262 cellular 12 may 158 1 351 1 failure 0 0
#> 2263 unknown 18 jun 340 3 -1 0 unknown 0 0
#> 2264 unknown 6 may 448 1 -1 0 unknown 0 0
#> 2265 cellular 19 nov 599 4 100 2 failure 0 0
#> 2266 cellular 14 jul 69 2 -1 0 unknown 0 0
#> 2267 cellular 14 may 1094 2 -1 0 unknown 1 1
#> 2268 cellular 12 may 524 3 326 1 other 0 0
#> 2269 unknown 17 jun 205 1 -1 0 unknown 0 0
#> 2270 unknown 19 jun 573 1 -1 0 unknown 0 0
#> 2271 cellular 6 aug 72 4 -1 0 unknown 0 0
#> 2272 cellular 3 jun 157 1 -1 0 unknown 0 0
#> 2273 cellular 12 apr 143 1 -1 0 unknown 0 0
#> 2274 cellular 4 dec 720 5 536 5 failure 0 0
#> 2275 cellular 28 jul 127 6 -1 0 unknown 0 0
#> 2276 unknown 28 may 184 2 -1 0 unknown 0 1
#> 2277 telephone 7 may 202 2 167 1 failure 0 0
#> 2278 unknown 29 may 105 3 -1 0 unknown 0 0
#> 2279 cellular 30 jun 121 3 195 2 other 0 1
#> 2280 cellular 30 jan 334 1 -1 0 unknown 0 0
#> 2281 cellular 20 apr 159 2 -1 0 unknown 0 0
#> 2282 cellular 11 may 85 1 -1 0 unknown 0 0
#> 2283 cellular 12 may 176 2 89 5 success 1 0
#> 2284 cellular 9 apr 494 1 -1 0 unknown 0 0
#> 2285 unknown 28 may 66 7 -1 0 unknown 0 0
#> 2286 cellular 10 jul 526 1 -1 0 unknown 0 0
#> 2287 cellular 17 apr 200 3 -1 0 unknown 0 0
#> 2288 cellular 31 jul 98 5 -1 0 unknown 0 0
#> 2289 unknown 4 jul 88 1 -1 0 unknown 0 0
#> 2290 cellular 10 jul 162 6 -1 0 unknown 0 1
#> 2291 cellular 8 may 108 1 -1 0 unknown 0 0
#> 2292 cellular 6 may 401 1 336 2 failure 0 0
#> 2293 cellular 14 apr 401 1 -1 0 unknown 0 0
#> 2294 telephone 11 may 114 1 368 1 failure 0 0
#> 2295 cellular 18 aug 100 4 -1 0 unknown 0 0
#> 2296 cellular 15 may 238 1 -1 0 unknown 0 1
#> 2297 unknown 13 may 125 1 -1 0 unknown 0 1
#> 2298 cellular 19 aug 387 8 -1 0 unknown 0 0
#> 2299 cellular 28 aug 129 2 -1 0 unknown 0 0
#> 2300 unknown 9 jun 559 2 -1 0 unknown 0 0
#> 2301 cellular 11 sep 658 4 95 2 other 1 0
#> 2302 cellular 29 jan 219 1 246 1 failure 0 0
#> 2303 unknown 20 jun 17 10 -1 0 unknown 0 0
#> 2304 unknown 5 may 136 2 -1 0 unknown 0 0
#> 2305 cellular 21 nov 147 2 179 3 failure 0 0
#> 2306 cellular 16 apr 218 1 330 2 failure 0 0
#> 2307 cellular 20 nov 766 3 -1 0 unknown 0 0
#> 2308 telephone 18 jul 494 2 -1 0 unknown 0 0
#> 2309 cellular 22 may 566 7 -1 0 unknown 0 0
#> 2310 cellular 6 may 311 3 364 1 failure 0 0
#> 2311 unknown 5 jun 166 2 -1 0 unknown 0 0
#> 2312 cellular 19 aug 599 3 -1 0 unknown 0 0
#> 2313 cellular 18 nov 62 6 -1 0 unknown 0 0
#> 2314 cellular 18 feb 185 1 -1 0 unknown 1 1
#> 2315 telephone 15 may 36 2 176 2 failure 0 0
#> 2316 cellular 15 may 133 1 -1 0 unknown 0 0
#> 2317 cellular 6 may 207 1 342 1 failure 0 0
#> 2318 cellular 11 jul 1973 2 -1 0 unknown 1 0
#> 2319 cellular 21 jul 176 4 -1 0 unknown 0 0
#> 2320 unknown 21 may 162 1 -1 0 unknown 0 0
#> 2321 cellular 18 aug 445 3 -1 0 unknown 0 0
#> 2322 cellular 28 aug 119 2 95 3 success 0 0
#> 2323 cellular 17 apr 129 2 148 4 other 0 0
#> 2324 unknown 15 may 177 3 -1 0 unknown 0 0
#> 2325 cellular 9 jul 125 1 -1 0 unknown 0 0
#> 2326 cellular 2 aug 486 1 286 2 failure 0 0
#> 2327 cellular 14 may 167 4 -1 0 unknown 0 0
#> 2328 unknown 6 may 199 1 -1 0 unknown 0 0
#> 2329 cellular 14 may 201 2 365 2 failure 0 0
#> 2330 cellular 7 jul 142 3 -1 0 unknown 0 0
#> 2331 unknown 26 may 102 2 -1 0 unknown 0 0
#> 2332 unknown 18 jun 445 3 -1 0 unknown 0 0
#> 2333 unknown 4 jun 654 2 -1 0 unknown 0 1
#> 2334 cellular 8 may 346 1 368 1 failure 0 0
#> 2335 unknown 14 may 283 8 -1 0 unknown 0 0
#> 2336 unknown 14 may 137 2 -1 0 unknown 0 0
#> 2337 cellular 7 apr 487 1 -1 0 unknown 0 0
#> 2338 unknown 20 may 34 1 -1 0 unknown 0 0
#> 2339 cellular 16 apr 429 1 -1 0 unknown 0 0
#> 2340 unknown 25 jun 231 1 -1 0 unknown 0 0
#> 2341 unknown 20 may 777 3 -1 0 unknown 0 1
#> 2342 unknown 21 may 240 1 -1 0 unknown 0 0
#> 2343 cellular 3 nov 412 1 -1 0 unknown 1 0