We are happy to introduce the rbin package, a set of tools for binning/discretization of data, designed keeping in mind beginner/intermediate R users. It comes with two RStudio addins for interactive binning.
Installation
# Install release version from CRAN
install.packages("rbin")
# Install development version from GitHub
# install.packages("devtools")
devtools::install_github("rsquaredacademy/rbin")RStudio Addins
rbin includes two RStudio addins for manually binning data. Below is a demo:
Read on to learn more about the features of rbin, or see the rbin website for detailed documentation on using the package.
Introduction
Binning is the process of transforming numerical or continuous data into categorical data. It is a common data pre-processing step of the model building process. rbin has the following features:
- manual binning using shiny app
- equal length binning method
- winsorized binning method
- quantile binning method
- combine levels of categorical data
- create dummy variables based on binning method
- calculates weight of evidence (WOE), entropy and information value (IV)
- provides summary information about binning process
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 0.7001343Plot
plot(bins)
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
## 524 45 admin. single secondary no 341 yes yes
## 525 34 management divorced tertiary no 157 yes no
## 526 43 management single tertiary no 776 no no
## 527 38 admin. married secondary no 505 yes yes
## 528 60 housemaid married primary no 182 no no
## 529 33 blue-collar single secondary no 498 no no
## 530 29 management married tertiary no 991 no no
## 531 41 technician married secondary no 2851 no no
## 532 38 blue-collar married primary no 1807 no no
## 533 40 blue-collar married primary no -310 yes yes
## 534 41 entrepreneur divorced tertiary no -413 yes no
## 535 45 admin. married secondary no -405 no no
## 536 31 unemployed single secondary no 315 no no
## 537 33 technician married secondary no 575 no yes
## 538 30 services married secondary no 0 yes no
## 539 40 housemaid married secondary no 116 no no
## 540 49 admin. married secondary no 635 no no
## 541 31 services married secondary no 2050 yes no
## 542 33 services single unknown no 523 yes no
## 543 47 technician divorced secondary no 84 no no
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## 1567 27 management single tertiary no 3 yes yes
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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
## 1574 35 self-employed married tertiary no 1820 yes yes
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## 1582 54 services divorced unknown no 0 yes no
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## 1584 53 technician married secondary no 4930 no yes
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## 1590 46 blue-collar married primary no 596 yes no
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## 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
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## 1600 45 self-employed married secondary no 2278 no no
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## 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
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## 1610 32 management single tertiary no 2223 no no
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## 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
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## 1625 61 retired divorced secondary no 4243 no no
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## 1627 25 technician single secondary no 1135 yes no
## 1628 26 services married secondary no 104 no no
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## 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
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## 1636 19 student single unknown no 60 no no
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## 1640 36 management married secondary no -267 no no
## 1641 47 unknown married unknown no 0 no no
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## 1644 49 blue-collar married secondary no 0 no yes
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## 1646 25 technician single secondary no 31 no no
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## 1650 28 technician married tertiary no 1198 no yes
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## 1654 45 admin. married secondary no 0 no no
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## 1657 35 technician married secondary no 2 no no
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## 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
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## 1666 43 technician single unknown no 572 no no
## 1667 38 technician married secondary no 0 yes no
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## 1672 40 technician single secondary no 191 yes no
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## 1675 47 admin. single secondary no 303 yes yes
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## 1677 28 technician single secondary no 2000 no no
## 1678 32 management single tertiary no 0 no no
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## 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
## 2130 46 management single tertiary no 311 yes yes
## 2131 35 technician single tertiary no 0 no no
## 2132 24 admin. single secondary no 120 yes no
## 2133 71 retired divorced secondary no 0 no no
## 2134 41 blue-collar married secondary no 2717 yes yes
## 2135 25 blue-collar single secondary no 1429 yes no
## 2136 52 self-employed married secondary no 1066 yes no
## 2137 55 blue-collar married primary no 3485 no no
## 2138 52 admin. married secondary no 4493 no no
## 2139 29 blue-collar married secondary no 415 yes no
## 2140 44 blue-collar single primary no 1593 yes no
## 2141 46 management married secondary no 21 yes no
## 2142 39 blue-collar married secondary no 3045 no no
## 2143 28 services single secondary no 348 yes no
## 2144 54 management married tertiary no 384 yes no
## 2145 47 technician married secondary no 11 no no
## 2146 42 blue-collar married secondary no 0 yes no
## 2147 40 technician married secondary no -282 yes no
## 2148 31 management married tertiary no 1224 yes yes
## 2149 37 self-employed married tertiary no 1146 no yes
## 2150 45 services married secondary no 27 yes yes
## 2151 22 services single secondary no 652 no no
## 2152 44 admin. single secondary no 2524 no no
## 2153 59 services married primary no 64 yes yes
## 2154 27 admin. single secondary no 3638 no no
## 2155 34 blue-collar married primary no -204 yes no
## 2156 56 management married secondary no 208 no yes
## 2157 33 services married secondary no -384 yes no
## 2158 28 student single tertiary no 2306 no no
## 2159 26 management single tertiary no 45 no no
## 2160 57 management divorced tertiary no 6468 yes no
## 2161 52 admin. married secondary no 1746 no no
## 2162 49 technician married secondary no 313 no no
## 2163 44 housemaid married primary no 1109 yes yes
## 2164 30 blue-collar single secondary no 183 yes no
## 2165 29 admin. single secondary no 200 yes no
## 2166 43 services divorced secondary no -145 yes no
## 2167 35 technician married secondary no 150 no no
## 2168 34 blue-collar single secondary no 1599 yes no
## 2169 34 management married tertiary no 179 yes no
## 2170 39 entrepreneur married tertiary no 4 yes yes
## 2171 33 blue-collar divorced secondary no 3546 yes no
## 2172 33 management married tertiary no 149 yes yes
## 2173 41 management divorced secondary no 276 yes no
## 2174 40 management married secondary no 569 no no
## 2175 44 services divorced secondary no 20 no no
## 2176 56 blue-collar divorced primary no 12 no no
## 2177 35 management married tertiary no 5057 yes no
## 2178 31 technician single tertiary no 830 yes no
## 2179 32 services single tertiary no 785 no no
## 2180 60 management married secondary no 358 no no
## 2181 35 management single tertiary no 1750 yes no
## 2182 40 admin. married secondary no 1412 no no
## 2183 37 technician married secondary no 720 yes no
## 2184 35 blue-collar married primary no 914 yes no
## 2185 58 admin. married secondary no 3735 no no
## 2186 46 admin. divorced secondary no 289 no yes
## 2187 37 management married tertiary no 6771 no no
## 2188 26 student single secondary no 279 no no
## 2189 28 technician single tertiary no 4513 yes no
## 2190 48 blue-collar married secondary no 238 yes yes
## 2191 36 management married tertiary no 11675 yes no
## 2192 39 technician married secondary no 52 no no
## 2193 40 admin. divorced secondary no 6 no no
## 2194 56 management divorced tertiary no 0 no no
## 2195 32 admin. single unknown no 2692 yes no
## 2196 34 blue-collar married secondary no 6411 yes yes
## 2197 28 management married tertiary no 247 no no
## 2198 46 technician married tertiary no 2207 yes no
## 2199 33 blue-collar divorced primary no -53 yes no
## 2200 51 services divorced secondary no 0 no no
## 2201 59 retired married primary no 0 no no
## 2202 28 blue-collar married primary no -65 yes no
## 2203 52 unemployed married secondary no 1639 no no
## 2204 30 management single tertiary no 220 yes no
## 2205 41 management married tertiary no 850 no no
## 2206 37 admin. married secondary no 55 yes yes
## 2207 35 self-employed single tertiary no 398 no no
## 2208 50 entrepreneur married tertiary no 2410 no no
## 2209 29 management married tertiary no 0 yes no
## 2210 54 technician married secondary no 415 yes no
## 2211 27 management single tertiary no 3104 yes no
## 2212 32 management divorced tertiary no 530 yes no
## 2213 39 housemaid married primary no 562 no no
## 2214 28 technician single secondary no 584 yes no
## 2215 54 admin. married tertiary no 19 no no
## 2216 27 services single secondary no 167 no yes
## 2217 35 management married tertiary no 3161 no no
## 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
## 2221 33 entrepreneur single tertiary no 1481 yes no
## 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
## 2225 55 technician divorced secondary no 3450 no no
## 2226 33 services married secondary no 4434 yes no
## 2227 35 technician married secondary no 18 yes yes
## 2228 33 unemployed single secondary no 237 yes no
## 2229 51 entrepreneur married tertiary no 3188 yes yes
## 2230 57 technician divorced secondary no 0 yes no
## 2231 59 admin. married secondary no 1914 yes no
## 2232 36 services single secondary no 461 no no
## 2233 57 technician married tertiary no -40 no yes
## 2234 46 management married secondary no 0 no no
## 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
## 2242 32 blue-collar married tertiary no 143 yes yes
## 2243 36 blue-collar married secondary no 1554 yes no
## 2244 30 student single tertiary no 34 yes no
## 2245 59 unemployed divorced secondary no 7469 no no
## 2246 29 admin. married secondary no 453 yes no
## 2247 53 admin. divorced secondary no -112 no no
## 2248 41 unemployed married secondary no 121 yes no
## 2249 24 student single secondary no 82 yes no
## 2250 30 unemployed single secondary no -306 yes no
## 2251 31 services single secondary no 0 yes no
## 2252 49 self-employed divorced tertiary no 3293 no no
## 2253 30 unemployed married secondary no 1566 no no
## 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
## 2257 35 services married secondary no 2179 no no
## 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
## 2262 35 blue-collar married unknown no -465 no no
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## 2265 37 technician married secondary no 5287 yes yes
## 2266 35 technician married secondary no 1140 yes no
## 2267 26 blue-collar married secondary no 5795 yes no
## 2268 37 technician married tertiary no 1733 yes no
## 2269 54 retired single secondary no 515 yes no
## 2270 58 blue-collar married primary no 0 yes no
## 2271 49 management married tertiary no 322 no no
## 2272 39 management married tertiary no 5142 no no
## 2273 29 student married tertiary no 10596 yes no
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## 2282 47 technician divorced unknown no 442 yes no
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## 2290 27 services single secondary no -266 no yes
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## 2292 30 self-employed married tertiary yes -1083 yes no
## 2293 33 technician single tertiary no 318 yes no
## 2294 58 admin. divorced secondary no 3058 yes no
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## 2296 27 blue-collar married primary no 1535 yes no
## 2297 24 technician single secondary no -192 yes no
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## 2300 51 admin. divorced secondary no 2717 no no
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## 2302 35 technician single secondary no 175 yes no
## 2303 41 technician single secondary no 1147 yes no
## 2304 40 retired single primary no 0 no no
## 2305 34 blue-collar married primary no 2720 yes no
## 2306 30 blue-collar single secondary no 445 yes no
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## 2314 24 student single secondary no 23878 no no
## 2315 32 services single secondary no 1987 yes no
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## 2322 43 technician divorced secondary no 1612 no no
## 2323 34 management single tertiary no -444 yes yes
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## 2325 33 management single tertiary no 383 yes no
## 2326 32 unemployed single secondary no 8304 no no
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## 2329 42 entrepreneur married secondary no 718 yes no
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## 2331 39 blue-collar married primary no 879 yes no
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## 2334 36 services married secondary no 0 yes no
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## 2339 32 technician single secondary no 14 yes yes
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## 2341 27 technician single secondary no 8 yes no
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## 2343 52 admin. single secondary no 2398 yes no
## 2344 41 technician married secondary no -4 no no
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## 2364 33 unemployed single unknown no 170 yes no
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## 2401 53 retired divorced primary no 1126 no no
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## 2403 48 technician married secondary no 454 yes no
## 2404 50 blue-collar married secondary no 26 yes no
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## 2409 25 admin. married secondary no 894 yes no
## 2410 30 entrepreneur single tertiary no 999 no no
## 2411 49 blue-collar married unknown no 154 yes no
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## 2414 35 technician married secondary no 1364 yes yes
## 2415 29 blue-collar married secondary no -114 yes no
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## 2432 40 technician married secondary no 265 no no
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## 2583 54 blue-collar married secondary no 1487 yes no
## 2584 46 technician married secondary no 0 yes no
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## 2605 50 blue-collar married secondary no -581 yes no
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## 2611 49 entrepreneur married secondary no 687 no no
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## 2635 46 technician single secondary yes -1124 yes yes
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## 2643 38 entrepreneur single tertiary yes 0 yes no
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## 2654 51 entrepreneur married unknown no 3404 no no
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## 2665 33 blue-collar single secondary no 6285 yes no
## 2666 50 technician married secondary no 0 yes no
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## 2689 51 technician married secondary no 371 yes yes
## 2690 37 technician married secondary no 6384 yes yes
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## 2753 30 technician single secondary no 237 yes no
## 2754 30 student single secondary no 25 no no
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## 2769 43 blue-collar married secondary yes 128 yes no
## 2770 43 management married tertiary no 348 no yes
## 2771 40 technician married secondary no -396 yes no
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## 2778 47 technician married secondary no 3519 no yes
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## 2780 48 management married tertiary no 732 no no
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## 2788 43 blue-collar married primary no 197 yes no
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## 2790 41 blue-collar married secondary no -664 yes yes
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## 2794 50 services married secondary no 1 no no
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## 2798 34 technician married secondary no -56 yes no
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## 2800 31 housemaid married primary no 25 no no
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## 2803 29 services single secondary no 0 yes no
## 2804 43 blue-collar married secondary no 699 yes yes
## 2805 51 blue-collar married primary no 303 yes no
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## 2807 33 technician married secondary no 0 no no
## 2808 31 admin. single tertiary no 0 no no
## 2809 34 blue-collar married secondary no 205 yes yes
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## 2812 36 self-employed married tertiary no 328 yes yes
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## 2820 33 management single tertiary no -61 no no
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## 2823 51 housemaid married secondary no 2239 no no
## 2824 26 technician single secondary no 1256 no no
## 2825 46 blue-collar married primary no 85 yes no
## 2826 54 entrepreneur married secondary no 0 no no
## 2827 21 technician single unknown no 360 no no
## 2828 45 housemaid married tertiary no 40 yes no
## 2829 36 blue-collar divorced secondary no 107 yes no
## 2830 65 retired divorced secondary no 744 no no
## 2831 26 blue-collar single secondary no 96 yes no
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## 2839 30 technician married secondary no -280 yes no
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## 2843 47 technician married secondary no 17206 yes no
## 2844 55 housemaid married secondary no 127 yes no
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## 2847 49 technician single secondary no -188 yes yes
## 2848 27 blue-collar single unknown no -15 yes yes
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## 2854 41 blue-collar married primary yes 76 no yes
## 2855 37 management single tertiary no 509 yes no
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## 2861 23 technician single secondary no 283 yes no
## 2862 36 admin. divorced secondary no 543 yes no
## 2863 45 unknown divorced unknown no 0 no no
## 2864 32 technician single tertiary no 418 no yes
## 2865 38 technician married secondary no 254 yes no
## 2866 26 blue-collar single secondary no 8 yes no
## 2867 27 blue-collar single secondary no 541 yes no
## 2868 36 entrepreneur married tertiary no 0 yes no
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## 2870 38 entrepreneur single tertiary no -281 yes no
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## 2872 52 admin. married secondary no 692 yes no
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## 2874 30 technician single secondary no 341 no no
## 2875 44 management divorced tertiary no 71 yes no
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## 2877 30 management single tertiary no 156 yes no
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## 2892 32 technician single secondary no 0 no no
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## 2910 48 technician single secondary no 329 no no
## 2911 40 admin. married secondary no 0 no no
## 2912 50 blue-collar married secondary no 289 no no
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## 2914 35 management married tertiary no -126 no no
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## 2920 53 blue-collar married secondary no 148 yes no
## 2921 38 technician single tertiary no 1369 yes no
## 2922 29 management married secondary no 147 yes yes
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## 2925 32 technician married tertiary no 2688 no no
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## 2927 36 blue-collar married secondary no 7265 no no
## 2928 48 unemployed married secondary no 11371 yes no
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## 2930 55 blue-collar married unknown no 7561 no no
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## 2932 33 technician married tertiary no 0 yes 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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## 2939 28 technician single secondary no 113 no no
## 2940 24 blue-collar married secondary no 142 yes yes
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## 2943 25 self-employed single tertiary no 557 no no
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## 2946 58 management married secondary no -382 no no
## 2947 31 management single tertiary no 170 yes yes
## 2948 29 entrepreneur single secondary no 404 no no
## 2949 35 housemaid married secondary no 738 yes no
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## 2951 32 technician married secondary no 901 yes no
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## 2956 51 housemaid married secondary no 294 no no
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## 2959 43 technician single secondary no 257 yes no
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## 2961 35 housemaid single unknown no 4378 no no
## 2962 60 self-employed married primary no 46 yes no
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## 2965 38 technician single tertiary no 25 yes no
## 2966 54 technician married secondary no 0 no no
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## 2976 38 admin. married secondary no 8 yes no
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## 2984 39 entrepreneur married secondary no 0 yes no
## 2985 41 technician single secondary no 143 no no
## 2986 29 technician single secondary no 740 yes no
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## 2988 53 blue-collar married primary no 1794 yes no
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## 3000 30 admin. married secondary yes 23 no yes
## 3001 55 blue-collar married primary no 663 yes no
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## 3022 31 technician divorced secondary no 0 no no
## 3023 29 management single tertiary no 722 yes no
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## 3026 24 blue-collar single secondary no -398 yes 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
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## 3039 39 admin. married secondary no 2783 yes no
## 3040 50 blue-collar married secondary no 5 no no
## 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
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## 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
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## 3053 40 admin. single secondary no 2360 yes no
## 3054 57 housemaid married primary no 151 yes no
## 3055 31 technician single secondary no -348 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
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## 3087 53 blue-collar married secondary no 25 no no
## 3088 28 blue-collar single secondary no 1103 yes no
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## 3092 32 entrepreneur married secondary no -25 yes no
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## 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
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## 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
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## 3113 26 entrepreneur single tertiary no 81 no no
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## 3125 35 blue-collar married secondary no 1287 yes no
## 3126 35 technician married secondary no 14 yes no
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## 3130 57 admin. married unknown no 5 no no
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## 3133 26 student single unknown no -41 yes no
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## 3137 70 retired married unknown no 647 no no
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## 3140 27 technician single secondary no 41 yes yes
## 3141 60 blue-collar married unknown no 104 yes no
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## 3148 34 entrepreneur married tertiary no 121 yes no
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## 3152 44 admin. divorced secondary no 0 no no
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## 3154 30 technician married secondary no -280 yes no
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## 3157 36 unemployed divorced secondary no 2178 yes no
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## 3175 43 blue-collar married unknown no 245 yes yes
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## 3178 44 blue-collar married secondary no 88 yes no
## 3179 49 admin. single secondary no 0 no no
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## 3184 26 student single secondary no 1209 yes no
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## 3189 41 services single secondary no 397 yes no
## 3190 31 admin. single secondary no 507 yes no
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## 3192 44 management married tertiary no -61 no no
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## 3195 48 technician married secondary no 220 no no
## 3196 36 entrepreneur divorced secondary no 2996 yes no
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## 3199 71 retired married tertiary no 2651 no no
## 3200 47 admin. married secondary no 1210 no no
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## 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
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## 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
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## 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
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## 3243 41 management single unknown no 335 no no
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## 3245 38 technician married secondary no 0 no no
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## 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
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## 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
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## 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
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## 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
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## 3283 44 services single secondary no 862 yes no
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## 3285 42 admin. married secondary no 976 yes no
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 1804 cellular 18 nov 124 1 175 1 failure 0 0
## 1805 unknown 29 may 167 1 -1 0 unknown 0 0
## 1806 unknown 29 may 859 2 -1 0 unknown 0 1
## 1807 cellular 6 may 362 2 307 1 failure 0 0
## 1808 cellular 4 feb 93 1 -1 0 unknown 0 0
## 1809 cellular 22 aug 73 15 -1 0 unknown 0 0
## 1810 unknown 7 may 130 4 -1 0 unknown 0 0
## 1811 cellular 13 aug 102 1 105 1 success 0 0
## 1812 cellular 17 apr 550 1 325 1 other 0 1
## 1813 cellular 20 nov 203 1 -1 0 unknown 0 0
## 1814 cellular 25 aug 192 1 193 1 success 1 0
## 1815 cellular 11 may 764 4 -1 0 unknown 0 0
## 1816 telephone 10 jul 139 1 -1 0 unknown 0 0
## 1817 cellular 28 jul 73 7 -1 0 unknown 0 1
## 1818 cellular 18 may 599 1 306 4 success 0 0
## 1819 telephone 11 nov 133 1 -1 0 unknown 0 0
## 1820 cellular 14 jul 191 3 -1 0 unknown 0 0
## 1821 unknown 19 may 105 1 -1 0 unknown 0 1
## 1822 cellular 19 aug 193 2 -1 0 unknown 0 0
## 1823 cellular 13 may 174 2 -1 0 unknown 0 0
## 1824 cellular 10 feb 511 3 183 6 success 1 0
## 1825 telephone 20 nov 59 1 -1 0 unknown 0 0
## 1826 unknown 20 may 91 1 -1 0 unknown 0 0
## 1827 cellular 21 nov 91 2 -1 0 unknown 0 0
## 1828 cellular 18 nov 231 1 96 2 other 0 0
## 1829 cellular 30 nov 210 3 -1 0 unknown 0 0
## 1830 unknown 20 jun 333 15 -1 0 unknown 0 0
## 1831 cellular 8 apr 335 2 -1 0 unknown 0 1
## 1832 cellular 25 jul 936 1 -1 0 unknown 0 1
## 1833 cellular 31 jul 434 4 -1 0 unknown 0 0
## 1834 cellular 8 aug 629 4 -1 0 unknown 0 0
## 1835 cellular 7 may 128 1 -1 0 unknown 0 1
## 1836 cellular 17 jul 235 2 -1 0 unknown 0 0
## 1837 cellular 29 jan 379 1 192 1 failure 0 1
## 1838 cellular 19 aug 281 2 -1 0 unknown 0 0
## 1839 cellular 12 aug 249 1 104 1 success 0 1
## 1840 cellular 26 aug 26 10 -1 0 unknown 0 0
## 1841 unknown 11 jun 148 1 -1 0 unknown 0 0
## 1842 cellular 10 jul 182 1 -1 0 unknown 0 0
## 1843 cellular 29 jul 54 7 -1 0 unknown 0 0
## 1844 unknown 15 may 644 2 -1 0 unknown 0 0
## 1845 unknown 7 may 107 1 -1 0 unknown 0 0
## 1846 unknown 26 jun 565 3 -1 0 unknown 0 0
## 1847 cellular 22 oct 168 2 -1 0 unknown 0 0
## 1848 cellular 8 jul 59 1 -1 0 unknown 0 0
## 1849 unknown 18 jun 521 11 -1 0 unknown 0 0
## 1850 cellular 18 aug 119 3 -1 0 unknown 0 0
## 1851 cellular 15 mar 192 1 185 2 success 1 0
## 1852 cellular 11 aug 179 4 -1 0 unknown 0 0
## 1853 cellular 12 may 98 1 77 5 failure 0 0
## 1854 unknown 5 may 225 2 -1 0 unknown 0 0
## 1855 cellular 20 nov 611 3 -1 0 unknown 0 0
## 1856 unknown 21 may 281 15 -1 0 unknown 0 0
## 1857 cellular 30 jan 427 1 -1 0 unknown 0 0
## 1858 cellular 20 apr 181 2 270 2 failure 0 0
## 1859 cellular 23 jul 70 5 -1 0 unknown 0 0
## 1860 unknown 5 jun 348 1 -1 0 unknown 0 0
## 1861 unknown 3 jun 266 10 -1 0 unknown 0 0
## 1862 cellular 15 jul 514 5 -1 0 unknown 1 0
## 1863 cellular 13 may 224 1 370 2 failure 0 0
## 1864 unknown 30 may 88 2 -1 0 unknown 0 0
## 1865 cellular 8 apr 72 1 -1 0 unknown 0 1
## 1866 unknown 13 may 173 1 -1 0 unknown 0 0
## 1867 cellular 20 nov 230 1 -1 0 unknown 0 0
## 1868 cellular 20 apr 156 1 -1 0 unknown 0 0
## 1869 unknown 20 jun 11 15 -1 0 unknown 0 0
## 1870 cellular 24 apr 173 2 -1 0 unknown 0 0
## 1871 cellular 20 apr 167 1 350 1 failure 0 0
## 1872 telephone 8 jul 132 7 -1 0 unknown 0 0
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## 1874 telephone 16 mar 294 1 274 2 failure 0 0
## 1875 cellular 5 aug 202 1 -1 0 unknown 0 0
## 1876 unknown 20 jun 10 2 -1 0 unknown 0 0
## 1877 cellular 30 jul 1037 24 -1 0 unknown 0 0
## 1878 unknown 26 may 155 2 -1 0 unknown 0 0
## 1879 cellular 26 feb 480 2 189 1 failure 0 0
## 1880 unknown 16 jun 505 1 -1 0 unknown 0 0
## 1881 cellular 13 aug 904 6 -1 0 unknown 1 0
## 1882 cellular 9 apr 765 3 -1 0 unknown 0 0
## 1883 cellular 8 aug 448 5 -1 0 unknown 0 0
## 1884 unknown 12 nov 114 1 170 3 failure 1 0
## 1885 cellular 28 jan 246 1 -1 0 unknown 0 0
## 1886 unknown 18 jun 604 6 -1 0 unknown 0 0
## 1887 cellular 2 jun 80 1 92 1 failure 0 0
## 1888 unknown 16 jun 362 3 -1 0 unknown 0 0
## 1889 cellular 19 aug 166 2 -1 0 unknown 0 0
## 1890 cellular 2 jun 282 2 385 1 success 1 0
## 1891 unknown 7 may 123 1 -1 0 unknown 0 0
## 1892 unknown 6 jun 109 1 -1 0 unknown 0 0
## 1893 cellular 19 nov 68 1 -1 0 unknown 0 0
## 1894 telephone 19 nov 53 1 -1 0 unknown 0 0
## 1895 unknown 2 jun 97 4 -1 0 unknown 0 0
## 1896 unknown 29 may 751 3 -1 0 unknown 1 0
## 1897 cellular 8 jul 154 1 -1 0 unknown 0 0
## 1898 cellular 17 nov 106 1 -1 0 unknown 0 0
## 1899 cellular 12 aug 428 2 -1 0 unknown 0 0
## 1900 cellular 6 may 228 2 -1 0 unknown 0 0
## 1901 cellular 24 jul 347 5 -1 0 unknown 0 0
## 1902 cellular 18 nov 87 1 -1 0 unknown 0 0
## 1903 cellular 8 jul 413 1 -1 0 unknown 0 0
## 1904 cellular 15 may 170 2 -1 0 unknown 0 1
## 1905 unknown 16 may 211 2 -1 0 unknown 0 0
## 1906 cellular 20 apr 143 4 -1 0 unknown 0 0
## 1907 cellular 6 may 219 2 -1 0 unknown 0 0
## 1908 unknown 9 may 188 2 -1 0 unknown 0 0
## 1909 cellular 7 aug 305 1 179 5 other 0 0
## 1910 cellular 12 may 313 1 -1 0 unknown 0 0
## 1911 cellular 21 nov 285 3 116 4 failure 0 0
## 1912 cellular 30 jan 771 1 -1 0 unknown 1 0
## 1913 cellular 10 aug 170 2 -1 0 unknown 0 0
## 1914 unknown 6 jun 101 2 -1 0 unknown 0 0
## 1915 cellular 16 jul 171 6 -1 0 unknown 0 0
## 1916 telephone 12 may 52 1 -1 0 unknown 0 0
## 1917 cellular 4 aug 561 1 435 3 failure 1 0
## 1918 unknown 16 may 33 1 -1 0 unknown 0 0
## 1919 unknown 11 jun 36 2 -1 0 unknown 0 0
## 1920 telephone 6 feb 35 3 -1 0 unknown 0 0
## 1921 cellular 11 jul 47 2 -1 0 unknown 0 0
## 1922 unknown 17 jun 269 1 -1 0 unknown 0 0
## 1923 cellular 7 may 218 2 211 4 success 0 0
## 1924 cellular 21 nov 119 2 171 1 failure 0 0
## 1925 cellular 5 may 348 1 -1 0 unknown 0 0
## 1926 unknown 20 may 100 1 -1 0 unknown 0 0
## 1927 telephone 28 jan 88 2 -1 0 unknown 0 0
## 1928 cellular 17 apr 273 2 254 2 failure 0 0
## 1929 cellular 11 may 54 1 -1 0 unknown 0 0
## 1930 cellular 27 may 161 1 100 3 success 0 0
## 1931 cellular 11 aug 146 2 -1 0 unknown 0 0
## 1932 cellular 22 jul 211 3 -1 0 unknown 0 0
## 1933 unknown 19 may 552 3 -1 0 unknown 1 0
## 1934 cellular 22 jul 400 2 -1 0 unknown 0 0
## 1935 unknown 3 jun 366 1 -1 0 unknown 0 0
## 1936 telephone 5 feb 8 7 189 18 other 0 0
## 1937 unknown 14 may 57 2 -1 0 unknown 0 0
## 1938 cellular 19 oct 167 3 -1 0 unknown 0 0
## 1939 cellular 28 aug 36 3 -1 0 unknown 0 0
## 1940 cellular 3 feb 150 4 -1 0 unknown 0 0
## 1941 cellular 3 jun 187 1 20 1 other 1 0
## 1942 cellular 16 jul 226 1 -1 0 unknown 0 0
## 1943 cellular 2 sep 799 2 -1 0 unknown 1 1
## 1944 cellular 14 may 178 7 365 5 other 0 0
## 1945 telephone 20 nov 281 2 -1 0 unknown 0 0
## 1946 cellular 17 aug 551 2 -1 0 unknown 0 0
## 1947 unknown 18 jun 332 2 -1 0 unknown 0 0
## 1948 telephone 6 feb 381 6 213 9 failure 0 0
## 1949 cellular 5 feb 401 2 8 3 other 0 0
## 1950 unknown 15 may 226 2 -1 0 unknown 0 0
## 1951 cellular 6 aug 99 4 -1 0 unknown 0 0
## 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
## 1955 cellular 28 jan 315 1 -1 0 unknown 0 0
## 1956 cellular 14 sep 112 2 24 2 other 0 1
## 1957 unknown 29 may 201 1 -1 0 unknown 0 0
## 1958 unknown 27 may 293 2 -1 0 unknown 0 0
## 1959 cellular 13 may 499 3 -1 0 unknown 0 0
## 1960 cellular 10 jul 48 2 -1 0 unknown 0 0
## 1961 cellular 5 may 494 1 -1 0 unknown 1 0
## 1962 cellular 4 feb 147 1 253 7 other 0 0
## 1963 cellular 20 nov 23 1 -1 0 unknown 0 0
## 1964 unknown 5 may 787 1 -1 0 unknown 0 0
## 1965 cellular 4 feb 605 1 -1 0 unknown 0 0
## 1966 cellular 8 jul 82 1 -1 0 unknown 0 0
## 1967 unknown 1 jul 484 1 -1 0 unknown 0 0
## 1968 unknown 23 may 61 2 -1 0 unknown 0 0
## 1969 cellular 12 may 78 5 -1 0 unknown 0 0
## 1970 cellular 16 apr 132 2 -1 0 unknown 0 0
## 1971 cellular 5 feb 642 1 167 2 failure 1 0
## 1972 unknown 20 jun 6 17 -1 0 unknown 0 0
## 1973 cellular 14 jul 53 8 -1 0 unknown 0 0
## 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
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## 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
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## 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
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## 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
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## 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
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## 2077 telephone 2 feb 803 1 -1 0 unknown 1 0
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## 2083 cellular 29 jan 383 2 206 1 other 0 0
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## 2088 telephone 28 jan 183 2 -1 0 unknown 0 1
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## 2091 cellular 2 apr 293 2 314 2 failure 0 0
## 2092 cellular 17 apr 112 1 -1 0 unknown 0 0
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## 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
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## 2103 cellular 10 jul 68 1 -1 0 unknown 0 0
## 2104 cellular 28 jan 214 1 -1 0 unknown 0 1
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 2244 unknown 6 may 289 1 -1 0 unknown 0 0
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## 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
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## 2256 unknown 30 may 567 2 -1 0 unknown 0 0
## 2257 cellular 20 apr 207 1 -1 0 unknown 0 0
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## 2259 cellular 21 jul 56 1 -1 0 unknown 0 0
## 2260 telephone 21 apr 403 1 -1 0 unknown 1 0
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## 2262 cellular 12 may 158 1 351 1 failure 0 0
## 2263 unknown 18 jun 340 3 -1 0 unknown 0 0
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## 2265 cellular 19 nov 599 4 100 2 failure 0 0
## 2266 cellular 14 jul 69 2 -1 0 unknown 0 0
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## 2268 cellular 12 may 524 3 326 1 other 0 0
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## 2271 cellular 6 aug 72 4 -1 0 unknown 0 0
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## 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
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## 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
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## 2289 unknown 4 jul 88 1 -1 0 unknown 0 0
## 2290 cellular 10 jul 162 6 -1 0 unknown 0 1
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## 2292 cellular 6 may 401 1 336 2 failure 0 0
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## 2295 cellular 18 aug 100 4 -1 0 unknown 0 0
## 2296 cellular 15 may 238 1 -1 0 unknown 0 1
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## 2303 unknown 20 jun 17 10 -1 0 unknown 0 0
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## 2316 cellular 15 may 133 1 -1 0 unknown 0 0
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## [ reached 'max' / getOption("max.print") -- omitted 818 rows ]Factor Binning
You can collapse or combine levels of a factor/categorical variable using
rbin_factor_combine() and then use rbin_factor() to look at weight of
evidence, entropy and information value. After finalizing the bins, you can
use rbin_factor_create() to create the dummy variables. You can use the
RStudio addin, rbinFactorAddin() to interactively combine the levels and
create dummy variables after finalizing the bins.
Combine Levels
upper <- c("secondary", "tertiary")
out <- rbin_factor_combine(mbank, education, upper, "upper")
table(out$education)##
## upper unknown primary
## 3651 179 691out <- rbin_factor_combine(mbank, education, c("secondary", "tertiary"), "upper")
table(out$education)##
## upper unknown primary
## 3651 179 691Bins
bins <- rbin_factor(mbank, y, education)
bins## Binning Summary
## ---------------------------
## Method Custom
## Response y
## Predictor education
## Levels 4
## Count 4521
## Goods 517
## Bads 4004
## Entropy 0.51
## Information Value 0.05
##
##
## level bin_count good bad woe iv entropy
## 1 tertiary 1299 195 1104 -0.3133106 0.031785905 0.6101292
## 2 secondary 2352 231 2121 0.1702190 0.014113157 0.4633093
## 3 primary 691 66 625 0.2010906 0.005717878 0.4546110
## 4 unknown 179 25 154 -0.2289295 0.002265111 0.5833603Plot
plot(bins)
Create Bins
upper <- c("secondary", "tertiary")
out <- rbin_factor_combine(mbank, education, upper, "upper")
rbin_factor_create(out, education)## age job marital default balance housing loan contact day
## 1 34 technician married no 297 yes no cellular 29
## 2 49 services married no 180 yes yes unknown 2
## 3 38 admin. single no 262 no no cellular 3
## 4 47 services married no 367 yes no cellular 12
## 5 51 self-employed single no 1640 yes no unknown 15
## 6 40 unemployed married no 3382 yes no unknown 14
## 7 58 retired married no 1227 no no cellular 14
## 8 32 unemployed married no 309 yes no telephone 13
## 9 46 blue-collar married no 922 yes no telephone 18
## 10 32 services married no 0 no no cellular 21
## 11 32 services married no 414 yes no cellular 3
## 12 50 blue-collar married no 0 no no unknown 9
## 13 41 management married no 2226 no no cellular 7
## 14 38 services divorced no 0 yes no cellular 20
## 15 31 self-employed married yes 147 yes no cellular 11
## 16 42 admin. single no 283 yes no unknown 19
## 17 56 retired married no -1 no no cellular 27
## 18 54 management divorced no 901 no no unknown 20
## 19 42 management married no 372 yes no telephone 31
## 20 58 services married no 627 no no cellular 13
## 21 51 admin. married no 26 yes no telephone 28
## 22 44 management married no 438 yes no telephone 9
## 23 51 management single no -461 yes no unknown 28
## 24 41 management married no -195 no yes cellular 20
## 25 57 technician married no 16063 yes no unknown 30
## 26 32 management single no 3097 yes no cellular 20
## 27 32 management married no 1232 no no cellular 25
## 28 45 management married no 4693 no yes cellular 9
## 29 56 entrepreneur married no 196 no no cellular 19
## 30 38 technician married no 0 yes no unknown 21
## 31 54 self-employed married no 990 no no cellular 3
## 32 53 unemployed single no 183 no no cellular 9
## 33 36 management single no 219 no no cellular 3
## 34 37 blue-collar married no -97 yes no unknown 5
## 35 31 services single no 222 yes no cellular 13
## 36 42 technician married no 234 no no cellular 4
## 37 34 services single no 25 yes yes cellular 9
## 38 37 technician married no 1762 no no cellular 16
## 39 59 blue-collar married no 80 yes no telephone 31
## 40 54 management married yes 0 yes yes cellular 6
## 41 54 blue-collar married no 1357 yes yes cellular 5
## 42 59 admin. married no -198 yes yes cellular 8
## 43 33 management single no 2059 no no cellular 29
## 44 24 services single no 258 yes no cellular 18
## 45 29 technician single no 2269 yes no cellular 20
## 46 49 blue-collar married no 0 no no cellular 14
## 47 37 technician married no 77 yes yes cellular 21
## 48 28 blue-collar married no 254 yes no cellular 20
## 49 82 retired married no 103 no no cellular 1
## 50 57 blue-collar married no 452 yes no unknown 13
## 51 39 technician single no 45248 yes no unknown 6
## 52 39 management single no 0 no no cellular 25
## 53 33 technician married no 620 no no cellular 14
## 54 32 blue-collar married no 2263 no no cellular 7
## 55 24 blue-collar single no 8594 yes no unknown 28
## 56 52 technician married no 306 no no cellular 25
## 57 32 management single no 10281 no no cellular 22
## 58 33 technician single no 469 no no cellular 26
## 59 31 management single no 86 no no cellular 29
## 60 42 management married no 477 yes no unknown 5
## 61 27 blue-collar married no 1 yes no cellular 5
## 62 32 technician married no 0 yes yes cellular 10
## 63 30 management single no 0 yes no cellular 5
## 64 42 admin. divorced no -172 yes yes unknown 4
## 65 43 blue-collar married no 2706 yes yes unknown 14
## 66 27 technician single no 808 yes no cellular 15
## 67 57 technician divorced no 164 no no unknown 9
## 68 32 unemployed single no 331 yes no unknown 9
## 69 31 admin. single no 1374 yes no cellular 18
## 70 36 blue-collar married no 0 yes no cellular 18
## 71 31 management married no 625 yes no cellular 7
## 72 39 blue-collar married no 747 yes yes cellular 19
## 73 42 services married no 124 yes no cellular 2
## 74 68 retired married no 0 no no telephone 15
## 75 56 technician married no 787 no yes cellular 9
## 76 46 technician divorced no 405 yes no unknown 15
## 77 35 admin. married no -272 no yes cellular 29
## 78 50 services married no 57435 yes no cellular 21
## 79 50 blue-collar married no 167 no no cellular 19
## 80 60 housemaid divorced no 2063 no no cellular 21
## 81 32 technician married no 0 yes no cellular 2
## 82 30 admin. single no 255 no no cellular 27
## 83 48 services single no 204 yes no cellular 22
## 84 30 admin. single no 648 no no cellular 19
## 85 31 blue-collar married no 33 yes no cellular 24
## 86 45 blue-collar married no 430 no yes cellular 21
## 87 35 blue-collar married no 260 yes no telephone 13
## 88 26 admin. single no 0 yes no cellular 13
## 89 32 admin. married no 1604 no yes cellular 7
## 90 50 technician married no -568 yes yes unknown 28
## 91 34 technician married no 966 yes no cellular 18
## 92 29 blue-collar married no 356 yes no unknown 4
## 93 29 blue-collar married no 2378 yes yes cellular 20
## 94 75 retired divorced no 852 no no cellular 16
## 95 72 retired married no 1388 no no telephone 20
## 96 48 blue-collar married no 1230 yes yes unknown 7
## 97 37 management married no 9895 yes no cellular 20
## 98 34 technician single no 27446 yes no cellular 21
## 99 44 management married no 1880 yes no cellular 18
## 100 35 services married no 0 yes no unknown 21
## 101 28 student married no 803 yes no cellular 25
## 102 25 blue-collar single no 158 yes yes cellular 16
## 103 51 blue-collar married no 328 no no unknown 4
## 104 44 unemployed divorced no 522 no no cellular 7
## 105 47 blue-collar married no 550 yes no unknown 7
## 106 59 retired divorced no 602 no no unknown 20
## 107 38 blue-collar married no 467 yes no unknown 16
## 108 39 management single no 1682 yes no unknown 2
## 109 43 technician divorced no 305 yes no cellular 5
## 110 45 management divorced no 24598 yes no unknown 5
## 111 24 blue-collar single no 2129 yes yes telephone 18
## 112 24 self-employed single no 931 yes no unknown 28
## 113 69 technician married no 9064 no no cellular 7
## 114 37 blue-collar single no 2188 no no unknown 16
## 115 29 technician single no -803 yes yes cellular 6
## 116 51 blue-collar married no -11 no no telephone 16
## 117 26 student single no 5296 no no telephone 12
## 118 53 admin. divorced no 122 no no cellular 27
## 119 41 services married no 6687 yes no cellular 21
## 120 42 blue-collar married no 902 yes no unknown 14
## 121 25 entrepreneur married no 30 yes no cellular 24
## 122 39 technician single no 1048 yes yes cellular 8
## 123 50 services married no 1687 no no cellular 19
## 124 55 blue-collar married no 771 no no cellular 29
## 125 34 admin. single no 663 yes no cellular 20
## 126 31 technician divorced no 2287 yes no unknown 21
## 127 32 technician single yes -1 no no cellular 29
## 128 56 blue-collar married no 1686 no no telephone 17
## 129 51 blue-collar married no 1779 yes no unknown 15
## 130 25 blue-collar married no 316 yes yes unknown 19
## 131 33 management divorced no 312 yes yes cellular 13
## 132 54 management married yes 5249 yes no cellular 17
## 133 34 entrepreneur married no 2 yes yes cellular 5
## 134 39 technician single no 175 no yes unknown 16
## 135 45 technician married no 406 yes no cellular 3
## 136 43 blue-collar married no -454 yes no unknown 7
## 137 54 technician divorced no -11 yes no cellular 12
## 138 34 services divorced no 27 yes no cellular 6
## 139 45 technician married no 3395 yes no cellular 18
## 140 38 services divorced no 49 yes no cellular 18
## 141 33 blue-collar divorced no 1 no no unknown 16
## 142 27 student single no 24 yes no cellular 2
## 143 53 management divorced no 2894 yes no cellular 5
## 144 32 admin. single no 6042 yes no cellular 15
## 145 37 blue-collar single no 481 no no cellular 18
## 146 51 blue-collar married no 7098 no no cellular 6
## 147 55 retired married no 123 no no cellular 28
## 148 61 retired married no 280 yes no unknown 15
## 149 41 technician married no 139 no no cellular 18
## 150 39 blue-collar married no 1042 yes no unknown 8
## 151 34 blue-collar single no 1423 yes no cellular 21
## 152 37 management married no 591 yes no cellular 7
## 153 30 management married no 1235 no no cellular 28
## 154 54 unemployed divorced no 3721 yes no cellular 30
## 155 47 technician divorced no 1851 yes no unknown 19
## 156 32 unemployed married no 283 yes no cellular 22
## 157 42 admin. single no 2095 yes no cellular 21
## 158 52 blue-collar divorced no -97 yes yes unknown 9
## 159 83 retired single no 3349 no no telephone 12
## 160 42 technician single no 0 yes no unknown 7
## 161 38 management single no 3141 no no cellular 9
## 162 56 unemployed married no -246 no yes cellular 28
## 163 52 management divorced no 0 no no cellular 4
## 164 56 services divorced no 1877 yes no unknown 30
## 165 55 technician married no 0 yes yes cellular 2
## 166 56 technician divorced no 3450 no no cellular 10
## 167 29 technician single no 673 yes no cellular 9
## 168 73 retired married no 542 no no cellular 26
## 169 62 housemaid married no 2 no no cellular 3
## 170 56 management married no -762 yes yes cellular 11
## 171 36 technician married no 1653 yes yes unknown 27
## 172 32 blue-collar married no 50 yes no cellular 13
## 173 48 management married no 14530 yes yes telephone 29
## 174 31 admin. single no 358 yes no unknown 14
## 175 26 blue-collar single no 3145 no no cellular 28
## 176 27 blue-collar single no 1311 yes no unknown 13
## 177 56 services married no 486 no yes telephone 21
## 178 31 management single no 34 no no cellular 22
## 179 36 blue-collar married no 0 no no unknown 5
## 180 53 technician married no 6921 yes no cellular 19
## 181 39 blue-collar married no 98 no no cellular 31
## 182 82 retired divorced no 928 no no telephone 23
## 183 30 technician married no 671 no no cellular 11
## 184 31 technician married no 535 no no cellular 8
## 185 47 self-employed married no -80 yes no cellular 6
## 186 58 unemployed married no 3884 no no unknown 9
## 187 55 management married no 1402 yes no cellular 17
## 188 25 admin. single no 425 no no cellular 27
## 189 31 blue-collar single no -161 no no cellular 11
## 190 53 technician married no 2647 yes no unknown 30
## 191 43 blue-collar married no 517 yes no cellular 20
## 192 56 entrepreneur married no 40 no yes cellular 11
## 193 51 technician married no 8758 no no telephone 31
## 194 34 admin. married no 764 no no cellular 9
## 195 45 management married no 446 no no cellular 6
## 196 60 blue-collar married no 5 no no cellular 29
## 197 46 management single no 6651 no no cellular 23
## 198 40 entrepreneur married no 0 yes no cellular 22
## 199 53 management married no 913 yes no unknown 9
## 200 57 admin. married no 596 no no cellular 29
## 201 25 blue-collar single no -221 yes no unknown 23
## 202 31 unemployed divorced no 756 no no cellular 20
## 203 64 retired married no 1612 no no cellular 18
## 204 37 admin. married no 1314 yes no cellular 12
## 205 30 admin. single no 1009 yes no cellular 29
## 206 37 admin. single no 781 no no cellular 20
## 207 48 blue-collar married no 5078 yes no telephone 8
## 208 48 blue-collar married no 8 no no cellular 20
## 209 50 services married no 1134 no no unknown 18
## 210 38 admin. married no 689 yes no cellular 25
## 211 43 self-employed married no 634 yes no cellular 17
## 212 31 technician single no 9 no no cellular 7
## 213 48 management married no 1147 no no cellular 3
## 214 40 admin. single no 963 yes no cellular 7
## 215 63 entrepreneur married no 3904 no no telephone 4
## 216 41 management married no 23 no no cellular 22
## 217 23 services single no 665 yes no unknown 28
## 218 29 management single no 536 no no cellular 29
## 219 52 blue-collar single yes -517 no yes cellular 10
## 220 44 entrepreneur married yes -848 yes no unknown 19
## 221 39 technician married no 375 yes yes telephone 17
## 222 49 blue-collar married no 371 yes no cellular 31
## 223 34 admin. married no 95 yes no cellular 18
## 224 33 technician married no 148 no no cellular 27
## 225 51 blue-collar divorced no 886 no no unknown 17
## 226 24 management single no 1 no no cellular 14
## 227 34 services married no 142 yes no unknown 8
## 228 50 blue-collar married no 506 yes no telephone 7
## 229 44 blue-collar married no 129 yes yes unknown 5
## 230 57 blue-collar divorced no 1299 no no cellular 27
## 231 26 student single no 19 no no telephone 30
## 232 29 blue-collar married no 163 yes yes cellular 29
## 233 50 blue-collar married no 0 no no unknown 5
## 234 52 management married no 4096 yes no unknown 4
## 235 31 admin. married no 0 yes yes cellular 18
## 236 32 blue-collar single no 33 no no cellular 23
## 237 33 technician single no 0 no no cellular 26
## 238 33 admin. single no 1779 yes no unknown 21
## 239 41 unemployed divorced no -198 yes no cellular 17
## 240 28 technician married no 107 yes no cellular 29
## 241 41 entrepreneur single no 7264 no yes unknown 1
## 242 32 blue-collar married no 289 yes no unknown 8
## 243 48 services married no 1155 yes no unknown 16
## 244 45 self-employed divorced no 963 yes no cellular 12
## 245 39 blue-collar married no 0 yes no cellular 18
## 246 36 admin. divorced no -37 yes no unknown 27
## 247 60 retired married no 3932 yes no unknown 14
## 248 42 admin. single no -247 yes yes cellular 18
## 249 34 blue-collar single no 505 yes no unknown 13
## 250 40 management divorced no 205 no no cellular 25
## 251 26 housemaid single no 93 no no cellular 11
## 252 42 services married no 1545 yes no cellular 17
## 253 47 management married no 1147 no no cellular 27
## 254 35 blue-collar married no 765 yes no unknown 29
## 255 24 student single no 822 no no cellular 27
## 256 42 management divorced no 461 yes no unknown 3
## 257 53 services married no 76 yes no unknown 19
## 258 44 technician divorced no 316 yes no cellular 21
## 259 44 self-employed single no 97 yes no unknown 6
## 260 43 blue-collar married no -41 no no unknown 20
## 261 28 blue-collar single no 2340 yes no unknown 19
## 262 53 services married no 2618 yes no cellular 5
## 263 23 student single no 1062 no no telephone 27
## 264 32 services married no 206 yes yes unknown 12
## 265 27 blue-collar married no 191 yes no cellular 20
## 266 55 technician single no 11 no no unknown 20
## 267 48 admin. married no 0 yes no cellular 8
## 268 32 blue-collar married no 827 yes no unknown 23
## 269 45 blue-collar married no 351 yes no unknown 19
## 270 38 technician married no 54 yes yes cellular 5
## 271 53 blue-collar divorced no -1 yes no cellular 2
## 272 26 technician single no 941 no yes cellular 25
## 273 34 entrepreneur married no 223 no yes cellular 11
## 274 31 management single no 53 yes no cellular 7
## 275 45 entrepreneur divorced no 0 yes no cellular 13
## 276 56 management divorced no 310 no no unknown 20
## 277 38 blue-collar married no 635 yes no unknown 3
## 278 39 management single no 668 no no cellular 14
## 279 26 services single no 1700 yes no cellular 7
## 280 35 student divorced no 2755 yes no cellular 14
## 281 30 management single no 0 no no cellular 28
## 282 41 services divorced no 83 no no unknown 20
## 283 47 entrepreneur married no 0 no no unknown 5
## 284 38 services married no 10189 yes no cellular 18
## 285 61 management married no 5157 no no cellular 13
## 286 35 blue-collar married no 4366 yes no unknown 28
## 287 30 blue-collar married yes -18 no no unknown 3
## 288 35 technician married no 561 yes no cellular 22
## 289 35 technician married no -255 yes no cellular 13
## 290 32 blue-collar married no 391 yes no cellular 17
## 291 40 services married no 9374 yes no cellular 21
## 292 30 services single no 695 yes no unknown 20
## 293 21 student single no 71 no no cellular 13
## 294 38 technician married no 0 no no cellular 26
## 295 54 entrepreneur divorced no 20527 no no telephone 20
## 296 35 blue-collar single no 219 yes yes unknown 29
## 297 45 blue-collar married no 491 yes yes cellular 12
## 298 37 technician single no -272 no yes cellular 20
## 299 42 entrepreneur married no 859 no no cellular 29
## 300 34 admin. married no -33 yes yes cellular 10
## 301 38 housemaid married no 1508 no yes cellular 8
## 302 36 management married no 918 no no cellular 28
## 303 30 technician married no 606 yes no cellular 30
## 304 44 technician divorced no 414 yes yes unknown 6
## 305 50 blue-collar married no 325 yes no cellular 17
## 306 42 admin. single no 734 yes no cellular 16
## 307 64 retired married no 43 no no cellular 11
## 308 31 entrepreneur married no 0 yes no unknown 23
## 309 35 entrepreneur married no 0 no no cellular 18
## 310 58 management divorced no 4256 no no cellular 22
## 311 44 management married no 474 yes yes unknown 14
## 312 79 retired divorced no 336 no no cellular 6
## 313 37 admin. divorced no 0 yes yes cellular 14
## 314 36 services single no 9713 yes no unknown 27
## 315 57 retired married no 4451 no yes cellular 7
## 316 32 technician single no -138 no no cellular 16
## 317 26 unemployed single no 771 no no cellular 22
## 318 25 services single no 333 no yes cellular 15
## 319 39 admin. married no 563 yes no cellular 4
## 320 40 blue-collar married no 4795 yes no cellular 17
## 321 50 blue-collar married no 157 no no cellular 27
## 322 38 technician single no 178 yes no cellular 7
## 323 31 management single no 0 no no cellular 28
## 324 45 blue-collar married no 0 yes no cellular 21
## 325 57 management divorced no 236 no no cellular 18
## 326 30 management single no 536 no no cellular 2
## 327 36 admin. married no 3308 no yes cellular 31
## 328 32 blue-collar single no 1211 yes no unknown 19
## 329 41 admin. married no 1705 no no cellular 30
## 330 59 housemaid married no 5 no yes telephone 22
## 331 58 unemployed married no 4967 no no telephone 4
## 332 26 admin. married no 284 no no unknown 10
## 333 50 blue-collar divorced no -19 yes no cellular 21
## 334 38 blue-collar married no 168 yes yes telephone 13
## 335 36 admin. single no 148 yes no cellular 15
## 336 28 technician single no 386 no no cellular 25
## 337 52 entrepreneur married no 3332 yes yes cellular 13
## 338 35 housemaid married no 0 no no cellular 18
## 339 35 blue-collar married no 0 yes no cellular 8
## 340 39 technician married no 2765 yes yes unknown 20
## 341 53 technician married no 3398 no yes telephone 20
## 342 52 entrepreneur married no 330 no yes cellular 4
## 343 41 blue-collar married no 2152 yes no cellular 17
## 344 50 technician married no 8001 no no unknown 6
## 345 57 self-employed married no 2109 no no cellular 21
## 346 56 management married no 79 no no cellular 7
## 347 34 management single no -578 yes no cellular 18
## 348 41 blue-collar married no 449 yes yes cellular 12
## 349 54 management divorced no 5253 yes yes cellular 7
## 350 66 housemaid divorced no 3701 no no telephone 3
## 351 28 management married no 395 no no unknown 21
## 352 22 student single no 722 yes no cellular 2
## 353 50 technician married no 4 no no cellular 10
## 354 35 management single no 0 yes no unknown 30
## 355 37 entrepreneur married no 7944 no no cellular 21
## 356 30 management single no 59 yes yes unknown 8
## 357 38 admin. single no 221 yes no cellular 4
## 358 36 blue-collar married no 330 yes no cellular 13
## 359 43 management single no 3872 yes no cellular 9
## 360 42 blue-collar married no 3052 yes no unknown 27
## 361 28 blue-collar single no 362 yes no unknown 19
## 362 37 management married no 5355 no no telephone 17
## 363 39 management married no 285 yes no cellular 15
## 364 34 services single no 3648 yes no cellular 5
## 365 55 unemployed married no 4809 yes no cellular 21
## 366 37 entrepreneur married no 298 no no cellular 27
## 367 29 technician single no 1185 yes no unknown 26
## 368 34 technician married no 2 yes no cellular 25
## 369 42 services single no 838 yes no cellular 19
## 370 32 admin. married no 552 yes no cellular 6
## 371 32 blue-collar married no 2561 yes no unknown 20
## 372 34 blue-collar married no 351 no yes cellular 14
## 373 39 blue-collar married no 161 yes no cellular 18
## 374 35 blue-collar married no -167 yes no cellular 15
## 375 55 retired married no 3948 no no cellular 19
## 376 31 admin. married no -36 yes yes unknown 4
## 377 59 retired married no 374 no no cellular 29
## 378 34 management married no 362 yes no unknown 30
## 379 53 services single no 1162 yes no cellular 18
## 380 38 blue-collar married no 0 no no unknown 20
## 381 41 management married no 5936 no no cellular 29
## 382 46 blue-collar married no 853 no no cellular 11
## 383 31 admin. married no 2 yes yes cellular 12
## 384 27 services single no 814 yes no cellular 7
## 385 51 blue-collar married no 0 no no unknown 8
## 386 40 technician divorced no 16 yes no telephone 12
## 387 49 management married no 865 no no cellular 28
## 388 39 housemaid married no 1444 no no telephone 25
## 389 50 blue-collar married no 278 no no unknown 20
## 390 45 management married no 77 yes no cellular 17
## 391 46 blue-collar married no 265 yes no unknown 5
## 392 39 blue-collar married no 541 yes no cellular 2
## 393 61 self-employed divorced no 52587 no no cellular 15
## 394 37 technician single no -59 yes no cellular 22
## 395 38 technician married no 90 yes yes unknown 8
## 396 32 management married no 1660 yes no cellular 11
## 397 51 admin. married no 924 yes no unknown 16
## 398 38 technician single no 553 yes no cellular 15
## 399 39 housemaid married no 0 yes no cellular 29
## 400 42 management married no 36 no no cellular 21
## 401 43 self-employed married no 5317 no no cellular 31
## 402 38 technician single no 61 yes no cellular 13
## 403 49 management divorced no 1598 yes no cellular 12
## 404 58 retired married no 4007 no no cellular 30
## 405 39 blue-collar single no 1537 no yes unknown 5
## 406 50 management married no 782 no no cellular 16
## 407 28 management married no 12 yes no cellular 9
## 408 51 blue-collar married no 51 no yes cellular 20
## 409 47 technician married no 72 no no unknown 29
## 410 30 admin. single no 5 no yes cellular 11
## 411 55 technician divorced no 852 no no cellular 20
## 412 40 management single no -222 yes no cellular 8
## 413 33 technician single no 129 yes no unknown 8
## 414 31 technician single no 694 yes no unknown 6
## 415 33 technician married no 145 yes no cellular 20
## 416 58 retired married no 928 no no telephone 4
## 417 48 entrepreneur married no 86 yes no unknown 13
## 418 28 admin. single no 731 yes no unknown 5
## 419 38 unemployed single no 7159 no no telephone 30
## 420 44 blue-collar married no 294 yes no cellular 2
## 421 31 management married no 1126 no no unknown 14
## 422 46 unknown married no 2911 no no telephone 7
## 423 32 management single no 1804 yes no unknown 20
## 424 36 management single no 601 no no cellular 2
## 425 47 housemaid married no 1692 yes no cellular 30
## 426 29 unemployed single no 1311 no no cellular 28
## 427 35 management single no 342 no yes cellular 2
## 428 43 entrepreneur married no 210 no no cellular 29
## 429 34 management married no 1770 yes no unknown 6
## 430 30 technician single no 1416 no no telephone 19
## 431 59 services married no 196 yes no telephone 20
## 432 50 management divorced no 405 no no cellular 2
## 433 35 blue-collar married no 463 yes no unknown 21
## 434 37 admin. single no 192 yes no unknown 23
## 435 45 blue-collar married no 487 yes no cellular 19
## 436 54 admin. divorced no -288 yes no unknown 27
## 437 64 management married no 3951 no no cellular 28
## 438 48 management married no 0 no yes cellular 6
## 439 62 unemployed married no 532 no no cellular 31
## 440 53 blue-collar married no 1388 no no cellular 7
## 441 59 blue-collar married no 0 no no unknown 18
## 442 43 admin. single no 445 yes no unknown 19
## 443 48 management married no 2 no no cellular 15
## 444 40 management married no -1212 yes no cellular 15
## 445 46 blue-collar married no 5164 yes no unknown 5
## 446 36 services single no 616 yes yes unknown 12
## 447 36 technician married no 571 yes yes cellular 31
## 448 29 services married no 182 yes no telephone 13
## 449 29 student single no 1093 yes no unknown 29
## 450 39 blue-collar divorced no 382 no no cellular 18
## 451 38 self-employed married no 173 no no cellular 18
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## 917 43 management married no 0 yes no cellular 17
## 918 28 blue-collar married no 86 yes yes unknown 15
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## 984 28 management single no 4937 yes no telephone 13
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## 992 29 management married no 16 yes no cellular 16
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## 1008 55 technician single no 3339 yes no unknown 2
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## 1126 51 entrepreneur single no 440 no no unknown 18
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## 1278 30 management single no 19358 no no cellular 19
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## 1315 49 management married no 1 no no telephone 4
## 1316 54 blue-collar married no 1223 yes no cellular 7
## 1317 49 entrepreneur married no 388 yes no unknown 16
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## 1320 35 blue-collar married no 26 yes no unknown 2
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## 1334 29 blue-collar married no 1 yes no unknown 6
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## 1342 31 blue-collar married no 822 yes no unknown 13
## 1343 45 blue-collar married no 146 yes yes unknown 5
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## 1345 38 admin. married no 3632 yes yes cellular 13
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## 1359 51 blue-collar married no 814 yes no cellular 14
## 1360 46 self-employed married no -80 yes no unknown 12
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## 1364 39 blue-collar married no 2805 yes no unknown 26
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## 1366 50 blue-collar married no 1329 yes yes telephone 4
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## 1368 30 blue-collar married no -166 yes yes unknown 13
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## 1373 34 blue-collar married no 187 yes no unknown 12
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## 1375 27 blue-collar single no 100 yes no cellular 11
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## 1381 27 management single no 102 no no unknown 26
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## 1383 34 blue-collar married no 3990 yes no cellular 24
## 1384 38 management married no 7124 no no unknown 16
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## 1388 33 admin. single no 572 yes no cellular 14
## 1389 33 admin. single no -371 yes yes cellular 18
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## 1392 35 blue-collar single no 0 yes no cellular 8
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## 1398 52 management married no 1065 yes yes unknown 30
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## 1400 30 management single no 61 yes no telephone 5
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## 1404 30 admin. single no 1018 yes no cellular 29
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## 1409 41 admin. married no 4178 no no unknown 20
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## 1411 39 blue-collar married no 1386 yes yes unknown 4
## 1412 40 self-employed married no 1498 no no cellular 4
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## 1414 41 technician divorced no 258 no no cellular 13
## 1415 35 management married no 2123 yes no cellular 21
## 1416 34 management married no 11 yes no cellular 18
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## 1418 58 management married no 2729 no no unknown 18
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## 1424 34 blue-collar married no 2137 no no unknown 9
## 1425 33 admin. single no 1221 yes no unknown 23
## 1426 48 blue-collar married no 729 yes no telephone 15
## 1427 34 blue-collar married no -78 yes no unknown 9
## 1428 35 technician single no 103 yes no unknown 26
## 1429 35 blue-collar married no 0 yes no unknown 6
## 1430 39 blue-collar married no 521 no yes cellular 10
## 1431 27 management single no 2489 no no cellular 15
## 1432 36 entrepreneur married no 177 yes no unknown 12
## 1433 38 blue-collar married no 1731 yes yes cellular 14
## 1434 51 admin. married no 227 no no cellular 5
## 1435 35 technician married no 128 no yes cellular 29
## 1436 37 blue-collar single no 1222 no no unknown 27
## 1437 59 technician married no 4263 no yes cellular 20
## 1438 38 technician married no 1004 yes no cellular 16
## 1439 46 blue-collar married no 942 no no cellular 18
## 1440 73 retired married no 3443 no no telephone 4
## 1441 24 technician married no 691 yes no unknown 19
## 1442 51 technician married no 180 yes no cellular 20
## 1443 50 management married no 830 no no unknown 2
## 1444 39 technician married no 130 no no cellular 8
## 1445 52 blue-collar married no 33 no yes cellular 13
## 1446 46 technician married no 179 no yes unknown 18
## 1447 34 services single no 194 yes yes cellular 15
## 1448 36 management single no 0 yes yes cellular 7
## 1449 46 blue-collar married no 624 yes no cellular 16
## 1450 32 blue-collar single no 3662 no no telephone 28
## 1451 62 blue-collar married no 272 no no cellular 11
## 1452 36 management married no 190 yes no cellular 5
## 1453 51 self-employed married no 126 yes no cellular 10
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## 1455 45 technician married no 1003 yes no unknown 4
## 1456 43 technician married no -330 yes yes cellular 8
## 1457 49 blue-collar married no 457 yes yes unknown 28
## 1458 60 retired married no 3461 no no cellular 3
## 1459 50 technician married no 1518 no yes cellular 31
## 1460 30 services married no 33 no no cellular 18
## 1461 46 blue-collar married no 310 yes no cellular 24
## 1462 44 management married no -68 no yes cellular 25
## 1463 45 technician married no 2776 yes no cellular 27
## 1464 46 blue-collar married no 243 yes no unknown 3
## 1465 42 unknown single yes 61 no no unknown 20
## 1466 43 blue-collar single no 0 no no unknown 9
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## 1468 33 blue-collar married no 983 no no unknown 8
## 1469 32 admin. single no 739 yes no cellular 20
## 1470 50 blue-collar married no 280 yes no unknown 18
## 1471 46 services married no 311 yes yes cellular 15
## 1472 28 housemaid married no 5 no no cellular 28
## 1473 38 blue-collar divorced no 1686 yes no unknown 19
## 1474 44 blue-collar single no 712 yes yes cellular 6
## 1475 24 admin. single no 845 yes no unknown 13
## 1476 28 student single no 949 yes no unknown 28
## 1477 29 blue-collar single no 3508 yes no cellular 17
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## 1479 77 retired married no 0 no no cellular 27
## 1480 37 technician single no 876 yes no unknown 23
## 1481 52 blue-collar single no 210 yes no unknown 12
## 1482 48 management divorced no 5978 no no cellular 28
## 1483 43 services married no 2478 yes no unknown 12
## 1484 57 admin. married no 407 yes yes cellular 15
## 1485 34 services married no -211 yes no unknown 4
## 1486 37 technician single no 181 no no cellular 5
## 1487 50 blue-collar married no 562 yes no cellular 8
## 1488 34 management married no 105 yes no unknown 6
## 1489 48 blue-collar married no 341 yes yes unknown 26
## 1490 28 services single no 2992 yes no cellular 30
## 1491 31 admin. single no 1016 yes no unknown 20
## 1492 35 blue-collar married no 5639 yes no cellular 20
## 1493 46 management married no 48 no no unknown 13
## 1494 33 management married no 0 yes no unknown 6
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## 1497 52 blue-collar married no 1141 yes no cellular 12
## 1498 43 technician single no 4990 yes no cellular 22
## 1499 29 admin. single no 454 no no telephone 16
## 1500 27 admin. married no 73 yes no cellular 5
## 1501 50 blue-collar married no 253 yes yes cellular 5
## 1502 46 entrepreneur married no 583 yes no unknown 20
## 1503 49 admin. married no 5361 no no cellular 7
## 1504 27 admin. married no 639 no yes cellular 14
## 1505 37 blue-collar married no 398 yes no unknown 19
## 1506 37 blue-collar married no 1222 yes no cellular 6
## 1507 35 technician married no 518 yes no cellular 30
## 1508 29 blue-collar single no 992 yes yes unknown 28
## 1509 30 management married no 0 no no cellular 7
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## 1511 33 housemaid married no 2054 no no cellular 25
## 1512 33 technician married no 105 yes yes unknown 20
## 1513 39 management married no 3518 yes no cellular 8
## 1514 26 admin. married no 233 yes no cellular 21
## 1515 54 management married no 2216 yes no cellular 13
## 1516 60 technician married no -247 yes no telephone 12
## 1517 40 blue-collar married no 1386 yes yes cellular 20
## 1518 42 technician married no 422 yes no cellular 16
## 1519 58 management married no 1602 no no cellular 21
## 1520 56 technician married no 1750 no no cellular 19
## 1521 45 blue-collar single no 695 yes no cellular 21
## 1522 61 admin. married no 1541 no no cellular 20
## 1523 36 unknown single no 1070 no no unknown 5
## 1524 34 management divorced no 1173 no yes cellular 18
## 1525 33 admin. single no 21854 yes no cellular 20
## 1526 42 technician married no 33 no no telephone 22
## 1527 35 entrepreneur married no -394 yes no cellular 20
## 1528 57 management married no 6900 no no cellular 23
## 1529 39 management married no 0 yes yes cellular 17
## 1530 49 blue-collar married no 783 yes no unknown 12
## 1531 27 blue-collar married no 409 yes no cellular 18
## 1532 34 admin. single no 1880 yes no unknown 23
## 1533 30 management single no -383 yes no cellular 18
## 1534 36 blue-collar single no 1598 yes no cellular 5
## 1535 51 entrepreneur married no 538 no no cellular 18
## 1536 35 technician single no 2288 no no telephone 28
## 1537 30 technician single no 1289 yes no unknown 21
## 1538 38 management married no 484 yes no cellular 8
## 1539 43 blue-collar single no 2 yes no cellular 30
## 1540 55 services divorced no 935 no no cellular 14
## 1541 37 blue-collar married no 3370 yes no cellular 20
## 1542 32 technician married no 587 yes no unknown 23
## 1543 36 blue-collar married no 0 yes no cellular 30
## 1544 31 services married no 447 no no cellular 19
## 1545 27 services married no 8 yes no unknown 6
## 1546 30 services married no -932 no no unknown 27
## 1547 32 blue-collar married no 400 no no cellular 20
## 1548 44 blue-collar married no -237 yes no telephone 10
## 1549 50 management married no 1854 yes yes unknown 3
## 1550 24 admin. single no 454 yes no cellular 15
## 1551 41 technician divorced no 3465 yes no cellular 11
## 1552 43 blue-collar married no 547 no yes unknown 9
## 1553 23 admin. single no 897 yes no cellular 8
## 1554 35 management married no 0 yes no cellular 20
## 1555 56 blue-collar married no 397 yes no cellular 13
## 1556 39 blue-collar married no 7653 no no unknown 11
## 1557 44 management married no 392 yes no unknown 9
## 1558 37 services married no 0 yes no cellular 12
## 1559 33 entrepreneur divorced no 596 no yes cellular 5
## 1560 21 student single no 423 no no telephone 18
## 1561 30 management single no 2317 yes no unknown 26
## 1562 38 blue-collar divorced no 595 yes no cellular 7
## 1563 35 blue-collar married no 994 yes no unknown 23
## 1564 51 blue-collar divorced no 104 no no cellular 9
## 1565 35 management married no 3168 no no cellular 22
## 1566 38 services married no 4644 yes no telephone 18
## 1567 27 management single no 3 yes yes cellular 22
## 1568 58 blue-collar married no 3109 no no cellular 29
## 1569 47 technician married no 1280 no no cellular 8
## 1570 54 retired married no 0 yes no unknown 13
## 1571 34 management single no 1049 yes no cellular 11
## 1572 42 housemaid single no 5774 yes no unknown 15
## 1573 29 management single no 1026 no no cellular 12
## 1574 35 self-employed married no 1820 yes yes cellular 29
## 1575 52 services married no 911 no no unknown 20
## 1576 38 self-employed married no -165 yes no unknown 21
## 1577 47 technician married no 2106 yes no unknown 6
## 1578 34 unemployed married no 309 no no cellular 5
## 1579 41 blue-collar married no 0 yes no cellular 3
## 1580 44 management married no 368 no no cellular 9
## 1581 28 services single no 45 yes no unknown 16
## 1582 54 services divorced no 0 yes no cellular 16
## 1583 49 blue-collar married no 11317 yes no unknown 14
## 1584 53 technician married no 4930 no yes cellular 2
## 1585 43 management married no 79 no no cellular 26
## 1586 57 unemployed divorced no 1088 no no cellular 29
## 1587 55 services married no -747 yes no cellular 15
## 1588 36 unemployed single no 605 no no cellular 30
## 1589 50 retired married no 14 no yes telephone 23
## 1590 46 blue-collar married no 596 yes no unknown 3
## 1591 55 services married no 1695 yes no unknown 3
## 1592 37 blue-collar married no 1114 yes yes cellular 6
## 1593 31 entrepreneur married no 312 no no cellular 29
## 1594 54 technician single no 3233 no no unknown 20
## 1595 36 blue-collar married no 1993 yes yes cellular 13
## 1596 40 entrepreneur married no 0 yes yes unknown 15
## 1597 32 blue-collar single no 33 yes no cellular 18
## 1598 56 management married no 31 yes no cellular 12
## 1599 39 technician single no 1043 no no cellular 18
## 1600 45 self-employed married no 2278 no no unknown 17
## 1601 42 technician married no 738 no no unknown 20
## 1602 37 self-employed divorced no 1513 no no unknown 30
## 1603 40 technician single no 57 no yes cellular 6
## 1604 31 management single no 59 yes yes cellular 6
## 1605 30 services single no 399 yes yes unknown 23
## 1606 44 management married no 27 yes no unknown 29
## 1607 49 blue-collar married no 1387 yes yes unknown 9
## 1608 59 management married no 5956 no no cellular 3
## 1609 31 management single no 291 yes no cellular 15
## 1610 32 management single no 2223 no no unknown 9
## 1611 46 blue-collar married no 874 no no cellular 6
## 1612 40 services married no 5248 yes yes cellular 20
## 1613 50 management married no 4 no no cellular 17
## 1614 52 management married no 1177 yes no unknown 29
## 1615 31 technician married no 4089 no no cellular 12
## 1616 31 admin. married no 23 no no cellular 28
## 1617 34 management married no 1778 no no cellular 5
## 1618 34 technician married no 260 yes no cellular 17
## 1619 53 management married no 0 yes no cellular 9
## 1620 35 management single no 578 yes no cellular 19
## 1621 35 admin. married no 100 yes no cellular 14
## 1622 32 blue-collar divorced no -156 yes no cellular 24
## 1623 39 blue-collar married no 660 yes yes cellular 20
## 1624 51 blue-collar divorced no 113 no no cellular 15
## 1625 61 retired divorced no 4243 no no cellular 30
## 1626 33 management married no 296 no no cellular 13
## 1627 25 technician single no 1135 yes no unknown 12
## 1628 26 services married no 104 no no unknown 14
## 1629 32 admin. single no 184 yes no unknown 8
## 1630 27 services divorced no 397 no yes cellular 30
## 1631 32 management married no 14611 yes no cellular 17
## 1632 52 technician married no 945 no no unknown 20
## 1633 60 retired married no 78 no yes unknown 27
## 1634 34 technician married no 1524 yes no cellular 16
## 1635 37 blue-collar divorced no 48 yes no unknown 8
## 1636 19 student single no 60 no no cellular 14
## 1637 48 management married no 1744 no no unknown 9
## 1638 48 services divorced no -203 yes no cellular 18
## 1639 32 blue-collar divorced no -289 yes yes cellular 21
## 1640 36 management married no -267 no no cellular 21
## 1641 47 unknown married no 0 no no unknown 6
## 1642 30 blue-collar single no 953 yes no unknown 2
## 1643 45 technician divorced no 299 yes no cellular 28
## 1644 49 blue-collar married no 0 no yes cellular 9
## 1645 48 blue-collar married no 104 no no cellular 8
## 1646 25 technician single no 31 no no cellular 2
## 1647 54 blue-collar divorced no 2656 yes no cellular 15
## 1648 47 blue-collar married no 2642 no no cellular 13
## 1649 49 technician divorced no 790 yes no cellular 7
## 1650 28 technician married no 1198 no yes cellular 10
## 1651 32 blue-collar single no 2696 yes no cellular 20
## 1652 49 management divorced no 1253 yes no cellular 14
## 1653 55 management married no 979 no yes cellular 8
## 1654 45 admin. married no 0 no no cellular 19
## 1655 34 unemployed married no 428 yes no cellular 7
## 1656 40 management married no 8963 no no cellular 3
## 1657 35 technician married no 2 no no telephone 28
## 1658 31 technician single no 1710 yes no unknown 23
## 1659 28 services single no 117 yes no cellular 11
## 1660 48 technician married no 0 yes no cellular 21
## 1661 52 management married no 0 no no unknown 5
## 1662 39 housemaid single no 1340 no no unknown 18
## 1663 36 blue-collar married no 345 yes no cellular 20
## 1664 29 services married no -62 yes yes cellular 25
## 1665 34 admin. married no 920 no no cellular 14
## 1666 43 technician single no 572 no no cellular 17
## 1667 38 technician married no 0 yes no cellular 4
## 1668 36 management divorced no -978 yes no cellular 13
## 1669 44 blue-collar married no 2185 yes no unknown 16
## 1670 56 retired divorced no 1005 no yes cellular 30
## 1671 57 self-employed single no 3277 no no unknown 5
## 1672 40 technician single no 191 yes no cellular 18
## 1673 23 admin. single no 4681 yes no unknown 28
## 1674 36 technician married no -456 yes no cellular 11
## 1675 47 admin. single no 303 yes yes cellular 28
## 1676 48 management single no 399 no yes cellular 7
## 1677 28 technician single no 2000 no no telephone 3
## 1678 32 management single no 0 no no cellular 29
## 1679 44 technician married no 945 yes no cellular 4
## 1680 52 housemaid divorced no 4306 no no cellular 22
## 1681 44 self-employed married no 706 no no unknown 5
## 1682 45 unemployed married no -407 yes no cellular 15
## 1683 48 blue-collar married no 865 yes no cellular 13
## 1684 28 entrepreneur married no 490 yes no cellular 17
## 1685 29 management married no 20 yes no cellular 12
## 1686 27 management single no 170 no no cellular 29
## 1687 32 management single no 1088 yes no cellular 6
## 1688 35 blue-collar single no -759 yes no cellular 31
## 1689 38 entrepreneur married no 898 yes no cellular 20
## 1690 32 technician divorced no 210 yes yes unknown 7
## 1691 31 services married no -489 yes yes cellular 19
## 1692 41 admin. single no 0 yes yes cellular 7
## 1693 34 technician married no 1 no no cellular 22
## 1694 54 admin. married no 3965 yes no unknown 15
## 1695 30 management married no 805 no no cellular 10
## 1696 26 student single no 1164 no no cellular 9
## 1697 39 blue-collar married no 481 no no cellular 4
## 1698 29 services married no 1432 no no cellular 22
## 1699 31 services divorced no 1016 yes no cellular 6
## 1700 33 blue-collar married no 596 yes no cellular 18
## 1701 34 blue-collar married no 123 yes no cellular 8
## 1702 41 unemployed married no 1666 no no unknown 9
## 1703 28 technician single no 205 yes no unknown 12
## 1704 35 blue-collar single no -276 yes no cellular 13
## 1705 35 blue-collar single no 1253 no no unknown 29
## 1706 29 technician single no 22008 yes no unknown 28
## 1707 30 management married no 0 yes no cellular 9
## 1708 50 blue-collar married no 2590 yes no telephone 20
## 1709 57 housemaid divorced no 3767 no no cellular 2
## 1710 41 blue-collar married no -56 yes no cellular 13
## 1711 32 housemaid married no 344 yes no unknown 9
## 1712 54 services married no 1059 no no cellular 7
## 1713 25 management single no 667 no no cellular 29
## 1714 42 management married no 2580 yes no unknown 16
## 1715 36 blue-collar married no -231 no yes cellular 15
## 1716 41 technician married no 767 yes yes unknown 6
## 1717 40 unemployed divorced no 1694 no no cellular 12
## 1718 41 technician married no 744 yes no unknown 14
## 1719 40 entrepreneur married no 3676 yes yes unknown 15
## 1720 27 services single no 9965 yes no cellular 22
## 1721 54 management married no 0 no no cellular 14
## 1722 29 admin. single no 422 yes no cellular 7
## 1723 39 blue-collar married no 507 yes no unknown 8
## 1724 33 technician single no -325 yes no cellular 15
## 1725 28 services single no 129 yes no cellular 18
## 1726 36 technician divorced no 566 yes no unknown 20
## 1727 43 blue-collar married no 445 yes no unknown 15
## 1728 50 management divorced no 0 no no cellular 29
## 1729 49 technician married no 808 yes no cellular 28
## 1730 34 management married no 240 yes no unknown 23
## 1731 33 technician divorced yes 10 yes yes cellular 18
## 1732 53 technician married no 4807 no no telephone 19
## 1733 43 unemployed married no 519 no no unknown 20
## 1734 32 management single no 739 yes no cellular 2
## 1735 56 management divorced no 94 no no unknown 4
## 1736 26 management single no 205 no no unknown 26
## 1737 46 blue-collar married no 296 yes no unknown 4
## 1738 45 technician married no -149 yes no cellular 14
## 1739 42 blue-collar single no 985 no no cellular 20
## 1740 39 management single no 113 yes no telephone 27
## 1741 38 management single no 8669 yes no telephone 20
## 1742 35 technician married no 7050 no no cellular 11
## 1743 53 self-employed married no 1 yes yes unknown 23
## 1744 29 management married no 246 yes no unknown 9
## 1745 36 technician single no -206 yes no cellular 14
## 1746 25 services single no -107 yes no cellular 14
## 1747 44 management divorced no 193 no yes cellular 8
## 1748 49 technician married no 25 yes yes cellular 19
## 1749 30 technician single no 1286 no no telephone 28
## 1750 49 blue-collar divorced no 24 yes no cellular 11
## 1751 53 self-employed married no 4397 yes no unknown 12
## 1752 28 entrepreneur married no 4064 no yes cellular 11
## 1753 29 management single no 307 yes no cellular 2
## 1754 28 technician single no 183 yes yes unknown 28
## 1755 53 management married no 490 yes no unknown 28
## 1756 35 services divorced no 877 yes no cellular 15
## 1757 32 management married no -383 yes no unknown 27
## 1758 26 blue-collar single no 123 no yes cellular 7
## 1759 34 technician married no 4248 yes no cellular 20
## 1760 43 blue-collar married no 3 yes no telephone 13
## 1761 32 admin. married no 277 yes no unknown 3
## 1762 24 student single no 1925 no no cellular 11
## 1763 50 blue-collar married no -37 yes no unknown 12
## 1764 53 admin. single no 1178 yes no unknown 15
## 1765 51 management married no 873 no no cellular 29
## 1766 30 technician single no 53 no no cellular 29
## 1767 54 technician married no 25 yes no telephone 2
## 1768 35 blue-collar single no 109 yes no unknown 7
## 1769 30 technician single no 2832 no no cellular 18
## 1770 45 services married no 350 yes yes unknown 13
## 1771 56 retired married no 393 no yes cellular 26
## 1772 33 management married no 3713 yes no cellular 20
## 1773 54 services married no 158 yes no unknown 19
## 1774 39 blue-collar single no 10 yes no telephone 15
## 1775 29 services single no 0 no no cellular 17
## 1776 49 housemaid divorced no 164 yes no unknown 9
## 1777 25 student single no 722 yes no unknown 19
## 1778 40 technician single no 1175 no no cellular 14
## 1779 52 admin. married no 190 no no cellular 27
## 1780 35 technician married yes -29 yes yes unknown 21
## 1781 43 blue-collar married no 582 yes no telephone 11
## 1782 32 blue-collar married no 950 yes yes cellular 20
## 1783 55 management married no 2537 no no cellular 19
## 1784 34 services married no 0 no no unknown 27
## 1785 60 blue-collar married no 0 no no cellular 21
## 1786 57 admin. married no 567 yes no cellular 2
## 1787 58 blue-collar married no 1075 yes no cellular 18
## 1788 26 blue-collar single no 535 yes no unknown 9
## 1789 59 admin. married no 1001 no no unknown 6
## 1790 58 services married no 553 no yes telephone 17
## 1791 49 management married no 2187 no no cellular 25
## 1792 37 services married no 3429 yes yes cellular 8
## 1793 47 technician married no 179 yes no cellular 18
## 1794 39 services divorced no -152 yes no cellular 3
## 1795 58 services married no 818 no no cellular 22
## 1796 30 self-employed married no 805 yes no unknown 1
## 1797 44 entrepreneur married no 6649 yes no cellular 19
## 1798 27 blue-collar married no 556 yes no cellular 9
## 1799 42 blue-collar married no 1598 yes yes cellular 16
## 1800 25 management married no 127 yes no cellular 18
## 1801 32 blue-collar married no 113 yes yes unknown 20
## 1802 55 technician married no 0 yes no unknown 30
## 1803 55 services married no 2877 no no cellular 9
## 1804 40 services single no 326 yes no cellular 18
## 1805 35 admin. divorced no 45 yes no unknown 29
## 1806 25 unemployed married no 285 yes no unknown 29
## 1807 36 blue-collar married no -400 yes yes cellular 6
## 1808 32 technician married no 6172 yes no cellular 4
## 1809 49 technician married no 1982 yes yes cellular 22
## 1810 56 services married no 219 yes no unknown 7
## 1811 32 management married no 1388 yes no cellular 13
## 1812 26 self-employed single no 3044 yes yes cellular 17
## 1813 33 admin. married no 7 yes no cellular 20
## 1814 37 technician married no 127 yes no cellular 25
## 1815 45 technician married no 1412 yes no cellular 11
## 1816 49 housemaid married no 78 no no telephone 10
## 1817 28 admin. single no 1104 yes no cellular 28
## 1818 30 blue-collar single no 694 yes yes cellular 18
## 1819 31 technician married no 585 yes no telephone 11
## 1820 54 admin. divorced no 0 no no cellular 14
## 1821 27 blue-collar married no 72 yes no unknown 19
## 1822 34 technician married no 30 no no cellular 19
## 1823 41 self-employed married no 305 yes no cellular 13
## 1824 58 technician married no 589 yes no cellular 10
## 1825 31 blue-collar single no 5972 no no telephone 20
## 1826 38 management divorced no -980 yes no unknown 20
## 1827 30 admin. married no 35 yes yes cellular 21
## 1828 36 technician married no 154 yes no cellular 18
## 1829 51 technician married no 2506 no no cellular 30
## 1830 53 blue-collar married no 208 no no unknown 20
## 1831 27 student single no 3687 no no cellular 8
## 1832 25 blue-collar married no -23 yes no cellular 25
## 1833 56 technician divorced no 1593 yes no cellular 31
## 1834 43 admin. married no 324 no no cellular 8
## 1835 28 services single no 168 yes no cellular 7
## 1836 53 retired divorced no -477 no no cellular 17
## 1837 28 self-employed single no 0 yes no cellular 29
## 1838 57 technician divorced no 114 no no cellular 19
## 1839 24 student single no 474 no no cellular 12
## 1840 51 blue-collar married no 19 no no cellular 26
## 1841 38 services married no 433 no no unknown 11
## 1842 32 services single no -23 no no cellular 10
## 1843 51 management divorced no 492 no yes cellular 29
## 1844 45 blue-collar married no -149 yes no unknown 15
## 1845 33 blue-collar married no 0 no no unknown 7
## 1846 51 services married no 0 no yes unknown 26
## 1847 31 technician single no 845 yes no cellular 22
## 1848 34 self-employed married no 191 no no cellular 8
## 1849 42 services married no 3236 no no unknown 18
## 1850 52 services divorced no -644 no no cellular 18
## 1851 74 retired married no 1843 no no cellular 15
## 1852 56 unknown married no 15088 no no cellular 11
## 1853 43 self-employed married no 10072 no no cellular 12
## 1854 44 technician married no 0 yes no unknown 5
## 1855 41 blue-collar married no 3803 yes no cellular 20
## 1856 38 blue-collar single no 745 yes no unknown 21
## 1857 40 technician single no 693 no no cellular 30
## 1858 42 blue-collar married no 2717 yes yes cellular 20
## 1859 48 retired married no 4 no yes cellular 23
## 1860 55 blue-collar married no 660 no no unknown 5
## 1861 38 blue-collar single no 10 yes no unknown 3
## 1862 37 management divorced no 1775 no no cellular 15
## 1863 42 unemployed married yes -581 yes no cellular 13
## 1864 42 technician married no 4791 yes no unknown 30
## 1865 28 technician married no 139 yes yes cellular 8
## 1866 54 services married no 1301 yes no unknown 13
## 1867 43 management married no 2886 no no cellular 20
## 1868 31 management divorced no 1742 yes no cellular 20
## 1869 50 entrepreneur married yes 537 yes no unknown 20
## 1870 72 retired married no 796 no no cellular 24
## 1871 54 blue-collar married no 1827 no no cellular 20
## 1872 57 admin. married no 2137 no no telephone 8
## 1873 42 management married no -700 yes no unknown 14
## 1874 47 housemaid single no 3232 no no telephone 16
## 1875 60 admin. married no 0 no no cellular 5
## 1876 41 blue-collar divorced no 1498 no no unknown 20
## 1877 31 self-employed married no 0 yes no cellular 30
## 1878 49 technician married no -215 yes no unknown 26
## 1879 60 housemaid married no 211 no no cellular 26
## 1880 36 housemaid married yes -1941 yes no unknown 16
## 1881 37 management single no 455 yes no cellular 13
## 1882 34 blue-collar married no 1451 yes no cellular 9
## 1883 57 management married no 1171 no no cellular 8
## 1884 34 admin. married no 899 yes no unknown 12
## 1885 46 services divorced no 755 no no cellular 28
## 1886 36 admin. married no 542 yes no unknown 18
## 1887 35 management married no 5367 no no cellular 2
## 1888 40 management married no 270 no no unknown 16
## 1889 30 management divorced no -274 yes yes cellular 19
## 1890 53 management married no 2240 yes no cellular 2
## 1891 31 technician married no 344 yes no unknown 7
## 1892 39 management married no 575 no no unknown 6
## 1893 57 admin. divorced no 18268 yes no cellular 19
## 1894 54 unemployed married no 6427 yes no telephone 19
## 1895 35 admin. married no -488 yes no unknown 2
## 1896 34 blue-collar married no 1031 yes no unknown 29
## 1897 30 student single no -145 no yes cellular 8
## 1898 39 admin. married no 0 no no cellular 17
## 1899 49 self-employed married no 1103 no no cellular 12
## 1900 58 self-employed married no 1187 yes no cellular 6
## 1901 37 housemaid married no 0 yes no cellular 24
## 1902 34 services married no 184 yes no cellular 18
## 1903 41 technician single no -3 no no cellular 8
## 1904 23 student single no 556 yes no cellular 15
## 1905 47 services married no 1496 yes no unknown 16
## 1906 35 blue-collar single no 1277 yes no cellular 20
## 1907 42 admin. divorced no 24 yes no cellular 6
## 1908 49 blue-collar married no 352 yes no unknown 9
## 1909 37 admin. single no 262 no no cellular 7
## 1910 31 blue-collar single no 4978 yes no cellular 12
## 1911 41 technician married no 2125 yes yes cellular 21
## 1912 36 technician single no 98 no no cellular 30
## 1913 29 blue-collar single no 98 no no cellular 10
## 1914 39 admin. married no 441 no no unknown 6
## 1915 53 retired married no 366 no yes cellular 16
## 1916 36 blue-collar single no 168 yes no telephone 12
## 1917 33 technician married no 180 no no cellular 4
## 1918 29 blue-collar single no 1166 yes no unknown 16
## 1919 43 retired married no 7298 no no unknown 11
## 1920 32 blue-collar married no 1518 yes no telephone 6
## 1921 44 technician married no 851 yes no cellular 11
## 1922 50 blue-collar married no 2190 no no unknown 17
## 1923 37 technician married no 4596 yes no cellular 7
## 1924 31 technician single no 1166 yes no cellular 21
## 1925 36 blue-collar married no 108 yes no cellular 5
## 1926 38 blue-collar married no -152 no no unknown 20
## 1927 55 blue-collar divorced no 962 no yes telephone 28
## 1928 43 management married no 9261 yes no cellular 17
## 1929 40 blue-collar married no 0 yes no cellular 11
## 1930 38 technician single no 2442 no no cellular 27
## 1931 36 management single no 4123 no no cellular 11
## 1932 43 management divorced no 3163 yes no cellular 22
## 1933 43 services divorced no 1040 yes no unknown 19
## 1934 33 blue-collar divorced no 474 no no cellular 22
## 1935 30 management single no 2186 yes no unknown 3
## 1936 54 blue-collar married no 844 no no telephone 5
## 1937 41 entrepreneur married no 221 yes no unknown 14
## 1938 46 housemaid single no 10889 no no cellular 19
## 1939 50 blue-collar married no 565 yes yes cellular 28
## 1940 36 blue-collar married yes 13 no yes cellular 3
## 1941 43 management divorced no 481 yes no cellular 3
## 1942 32 blue-collar divorced no 8 yes no cellular 16
## 1943 25 student single no 2975 no no cellular 2
## 1944 33 blue-collar married no 331 yes no cellular 14
## 1945 41 services married no 3992 yes no telephone 20
## 1946 70 entrepreneur married no 15265 no no cellular 17
## 1947 37 services married no -224 no no unknown 18
## 1948 52 management married no 4873 no no telephone 6
## 1949 31 entrepreneur single no 544 no yes cellular 5
## 1950 31 technician single no 1819 yes no unknown 15
## 1951 45 management single no 142 no yes cellular 6
## 1952 47 blue-collar married no 4666 no no unknown 14
## 1953 50 services married no 5699 yes no unknown 5
## 1954 49 blue-collar married no 90 yes no unknown 7
## 1955 38 management single no 2346 yes no cellular 28
## 1956 28 management married no 3 yes no cellular 14
## 1957 42 management married no 2608 yes no unknown 29
## 1958 30 blue-collar married no -269 yes no unknown 27
## 1959 37 management single no 1572 no no cellular 13
## 1960 58 retired divorced no 439 no yes cellular 10
## 1961 46 admin. single no 2889 yes no cellular 5
## 1962 33 management single no 641 yes no cellular 4
## 1963 31 self-employed married no 0 yes no cellular 20
## 1964 42 admin. single no -76 yes no unknown 5
## 1965 35 services single no 739 yes no cellular 4
## 1966 32 management married yes 2 no no cellular 8
## 1967 31 admin. single no 43 no no unknown 1
## 1968 37 services married no -21 yes yes unknown 23
## 1969 44 entrepreneur divorced no 134 yes no cellular 12
## 1970 43 admin. married no 1138 no no cellular 16
## 1971 31 technician single no 1109 no no cellular 5
## 1972 37 services single no 3715 yes no unknown 20
## 1973 41 technician married no 201 no yes cellular 14
## 1974 32 blue-collar married no 150 yes no unknown 9
## 1975 58 management divorced no 44 yes no cellular 29
## 1976 38 technician divorced yes -530 yes no unknown 21
## 1977 52 admin. married no 199 no no cellular 28
## 1978 33 services single no 1595 yes no unknown 26
## 1979 31 unemployed married no 213 yes no unknown 9
## 1980 52 management married no 258 no no unknown 14
## 1981 30 services single no 3516 yes no unknown 29
## 1982 31 technician single no 1626 no no cellular 7
## 1983 42 management married no 202 no no unknown 6
## 1984 43 blue-collar married yes -635 yes no unknown 20
## 1985 58 technician single no 388 no no cellular 19
## 1986 32 services married no 1977 yes yes cellular 18
## 1987 53 retired married no 1778 no no cellular 19
## 1988 33 admin. single no 395 yes no unknown 12
## 1989 47 blue-collar married no -18 no yes cellular 22
## 1990 36 self-employed married no 254 yes no telephone 17
## 1991 58 entrepreneur married no 0 no yes cellular 30
## 1992 35 management married no 24 yes no cellular 8
## 1993 23 student single no 107 no no cellular 13
## 1994 37 blue-collar married no 2939 yes no cellular 4
## 1995 33 management divorced no 321 no yes cellular 30
## 1996 35 services married no 31 no yes cellular 19
## 1997 57 management married no 1832 yes no cellular 2
## 1998 36 technician married no 696 yes no cellular 5
## 1999 31 admin. single no 2076 no yes cellular 18
## 2000 47 unknown married no 1880 no no unknown 18
## 2001 45 unemployed single no 2249 yes no cellular 9
## 2002 37 technician single no 971 no no cellular 19
## 2003 33 admin. divorced no 661 yes no cellular 11
## 2004 24 management single no 507 no no cellular 3
## 2005 46 blue-collar married no 5461 yes no cellular 13
## 2006 43 blue-collar married no 1127 yes no cellular 17
## 2007 30 admin. married no 215 no yes cellular 4
## 2008 46 admin. single no 849 yes no unknown 5
## 2009 47 blue-collar married no 17 no no cellular 8
## 2010 49 technician married no 8422 yes no cellular 20
## 2011 50 blue-collar married no 378 yes no cellular 28
## 2012 61 retired married no 1058 no no cellular 27
## 2013 31 blue-collar married no 251 yes no unknown 7
## 2014 31 management married no 2344 yes no cellular 14
## 2015 48 blue-collar married no 5058 no no unknown 20
## 2016 28 admin. single no 1540 yes no unknown 2
## 2017 27 unemployed single no -446 yes no unknown 26
## 2018 35 admin. single no 777 no yes cellular 28
## 2019 43 unemployed married no 0 yes no unknown 6
## 2020 36 technician married no 1508 no no cellular 29
## 2021 39 management divorced no 295 no no cellular 28
## 2022 27 student single no 2245 no no cellular 18
## 2023 34 admin. married no 79 yes no unknown 23
## 2024 46 blue-collar married no 1303 no no cellular 4
## 2025 39 blue-collar single no 29 yes no unknown 7
## 2026 44 housemaid married no 3706 no no unknown 17
## 2027 35 blue-collar single no 4963 yes no cellular 14
## 2028 30 admin. married no 518 yes no cellular 8
## 2029 26 technician married no 267 yes no cellular 28
## 2030 26 student single no 316 no no cellular 18
## 2031 28 admin. single no 520 yes no cellular 15
## 2032 39 blue-collar married no 474 yes yes unknown 26
## 2033 31 blue-collar married no 512 yes no cellular 18
## 2034 55 management divorced no 1633 no no telephone 2
## 2035 57 services single no 2236 yes no unknown 14
## 2036 41 technician single no 2701 yes no cellular 6
## 2037 26 blue-collar single no 36 no yes cellular 31
## 2038 56 management married no 870 no no cellular 16
## 2039 42 admin. divorced no 153 yes no unknown 16
## 2040 37 management single no 1730 no no cellular 19
## 2041 55 admin. single yes 986 no yes cellular 2
## 2042 23 technician single no 4 yes no cellular 8
## 2043 35 services divorced no 440 yes no unknown 2
## 2044 34 admin. divorced no 1186 yes yes cellular 18
## 2045 35 technician divorced no -281 no no cellular 4
## 2046 50 blue-collar divorced no 388 no no cellular 5
## 2047 47 self-employed married no 4420 yes yes cellular 20
## 2048 43 management single no 0 no no unknown 20
## 2049 58 blue-collar married no 343 yes no unknown 26
## 2050 35 management divorced no 788 yes no unknown 7
## 2051 32 self-employed married no 67 no no cellular 5
## 2052 39 blue-collar married no 295 yes no cellular 3
## 2053 46 blue-collar married no 0 yes no telephone 11
## 2054 60 blue-collar married no 93 no yes unknown 27
## 2055 29 management single no 1739 yes no cellular 3
## 2056 34 entrepreneur married no 1076 yes no cellular 5
## 2057 34 services married no 404 yes no cellular 9
## 2058 30 admin. single no 4925 yes no cellular 21
## 2059 41 self-employed married no 323 yes no cellular 17
## 2060 55 retired married no 868 no no unknown 19
## 2061 33 management married no 2744 yes no telephone 19
## 2062 36 blue-collar divorced no 719 yes no unknown 13
## 2063 34 student single no 1281 no no cellular 30
## 2064 51 services married no -553 yes no unknown 4
## 2065 58 housemaid married no 497 no no unknown 11
## 2066 25 self-employed single no 882 yes no cellular 13
## 2067 50 blue-collar married no 4121 yes yes cellular 20
## 2068 50 management married no 536 no no unknown 20
## 2069 51 entrepreneur married no 726 yes yes cellular 15
## 2070 56 retired married no 0 no no cellular 26
## 2071 52 admin. married no 2851 no yes telephone 2
## 2072 41 blue-collar married no 232 no no telephone 8
## 2073 48 admin. divorced no 0 no yes cellular 11
## 2074 36 technician married no 98 no no cellular 4
## 2075 31 management single no 12857 yes no telephone 4
## 2076 39 management single no 1509 no no cellular 11
## 2077 45 unemployed married no 2040 no no telephone 2
## 2078 57 blue-collar married no 1460 no no unknown 13
## 2079 44 management married no 170 no no cellular 4
## 2080 42 management single no 196 yes no unknown 12
## 2081 38 blue-collar married no 1099 yes no cellular 15
## 2082 41 housemaid married no 783 yes no unknown 30
## 2083 34 technician married no 1137 no no cellular 29
## 2084 37 services single no -196 yes no unknown 7
## 2085 43 admin. single no 6 no no unknown 16
## 2086 46 admin. married no 9319 yes no cellular 21
## 2087 41 blue-collar single no 1564 yes no cellular 12
## 2088 27 blue-collar single no 140 no no telephone 28
## 2089 44 blue-collar married no 195 yes no unknown 16
## 2090 35 blue-collar married no -461 no no unknown 23
## 2091 30 management single no 0 yes no cellular 2
## 2092 36 entrepreneur married no 302 yes no cellular 17
## 2093 41 unknown single no 1259 no no unknown 11
## 2094 61 retired divorced no 1857 yes no unknown 28
## 2095 38 management married no 1221 yes no unknown 3
## 2096 36 technician married no 1731 yes yes unknown 28
## 2097 34 student single no 1281 no no cellular 25
## 2098 46 technician married no 9299 no no cellular 19
## 2099 31 housemaid single no 287 yes no cellular 19
## 2100 43 management divorced no -173 no yes cellular 18
## 2101 37 blue-collar single no 240 yes no unknown 6
## 2102 37 services married no 0 yes yes unknown 12
## 2103 56 services married no 966 no yes cellular 10
## 2104 26 unemployed single no 461 no no cellular 28
## 2105 42 unemployed married no 259 yes no unknown 15
## 2106 31 technician married no -720 yes no unknown 17
## 2107 39 housemaid married no 94 no no cellular 6
## 2108 34 blue-collar married no 405 yes no unknown 21
## 2109 57 admin. married no 1218 no no cellular 29
## 2110 48 unemployed married no 1571 yes no cellular 24
## 2111 49 management single no 1 yes no unknown 6
## 2112 44 technician married no 4389 no no cellular 29
## 2113 46 technician married no 4176 yes no unknown 12
## 2114 50 unemployed married no 297 yes no cellular 31
## 2115 58 technician married no 5618 yes no unknown 15
## 2116 61 retired married no 1257 no no cellular 10
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## 2118 56 services divorced no 6101 no no cellular 14
## 2119 26 student single no 826 no no cellular 29
## 2120 44 services married no -230 yes yes unknown 27
## 2121 37 admin. married no 1207 yes no telephone 6
## 2122 58 blue-collar married no 0 no no telephone 13
## 2123 30 services single yes -366 yes no cellular 18
## 2124 37 admin. married no 801 no no cellular 11
## 2125 36 technician single no 333 no no cellular 7
## 2126 59 management married no 518 no no cellular 11
## 2127 27 services married no 0 yes no cellular 22
## 2128 42 unemployed married no 1270 yes no unknown 15
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## 2131 35 technician single no 0 no no cellular 14
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## 2133 71 retired divorced no 0 no no cellular 26
## 2134 41 blue-collar married no 2717 yes yes cellular 24
## 2135 25 blue-collar single no 1429 yes no unknown 29
## 2136 52 self-employed married no 1066 yes no unknown 16
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## 2138 52 admin. married no 4493 no no cellular 21
## 2139 29 blue-collar married no 415 yes no cellular 11
## 2140 44 blue-collar single no 1593 yes no cellular 19
## 2141 46 management married no 21 yes no cellular 7
## 2142 39 blue-collar married no 3045 no no cellular 4
## 2143 28 services single no 348 yes no unknown 21
## 2144 54 management married no 384 yes no cellular 12
## 2145 47 technician married no 11 no no cellular 21
## 2146 42 blue-collar married no 0 yes no cellular 30
## 2147 40 technician married no -282 yes no unknown 6
## 2148 31 management married no 1224 yes yes cellular 20
## 2149 37 self-employed married no 1146 no yes cellular 9
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## 2151 22 services single no 652 no no telephone 31
## 2152 44 admin. single no 2524 no no unknown 19
## 2153 59 services married no 64 yes yes telephone 12
## 2154 27 admin. single no 3638 no no cellular 11
## 2155 34 blue-collar married no -204 yes no cellular 14
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## 2158 28 student single no 2306 no no cellular 29
## 2159 26 management single no 45 no no cellular 10
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## 2161 52 admin. married no 1746 no no cellular 30
## 2162 49 technician married no 313 no no cellular 9
## 2163 44 housemaid married no 1109 yes yes cellular 29
## 2164 30 blue-collar single no 183 yes no cellular 18
## 2165 29 admin. single no 200 yes no cellular 18
## 2166 43 services divorced no -145 yes no cellular 28
## 2167 35 technician married no 150 no no cellular 18
## 2168 34 blue-collar single no 1599 yes no cellular 12
## 2169 34 management married no 179 yes no cellular 20
## 2170 39 entrepreneur married no 4 yes yes cellular 2
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## 2172 33 management married no 149 yes yes cellular 22
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## 2174 40 management married no 569 no no cellular 20
## 2175 44 services divorced no 20 no no unknown 9
## 2176 56 blue-collar divorced no 12 no no cellular 8
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## 2178 31 technician single no 830 yes no cellular 9
## 2179 32 services single no 785 no no cellular 3
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## 2181 35 management single no 1750 yes no cellular 30
## 2182 40 admin. married no 1412 no no cellular 31
## 2183 37 technician married no 720 yes no cellular 14
## 2184 35 blue-collar married no 914 yes no unknown 27
## 2185 58 admin. married no 3735 no no cellular 17
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## 2187 37 management married no 6771 no no cellular 7
## 2188 26 student single no 279 no no cellular 7
## 2189 28 technician single no 4513 yes no unknown 27
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## 2191 36 management married no 11675 yes no cellular 20
## 2192 39 technician married no 52 no no cellular 12
## 2193 40 admin. divorced no 6 no no unknown 11
## 2194 56 management divorced no 0 no no unknown 6
## 2195 32 admin. single no 2692 yes no cellular 18
## 2196 34 blue-collar married no 6411 yes yes unknown 9
## 2197 28 management married no 247 no no cellular 6
## 2198 46 technician married no 2207 yes no unknown 16
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## 2200 51 services divorced no 0 no no telephone 30
## 2201 59 retired married no 0 no no unknown 18
## 2202 28 blue-collar married no -65 yes no cellular 4
## 2203 52 unemployed married no 1639 no no cellular 8
## 2204 30 management single no 220 yes no cellular 4
## 2205 41 management married no 850 no no unknown 6
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## 2207 35 self-employed single no 398 no no cellular 5
## 2208 50 entrepreneur married no 2410 no no cellular 21
## 2209 29 management married no 0 yes no cellular 6
## 2210 54 technician married no 415 yes no unknown 19
## 2211 27 management single no 3104 yes no unknown 28
## 2212 32 management divorced no 530 yes no cellular 3
## 2213 39 housemaid married no 562 no no cellular 12
## 2214 28 technician single no 584 yes no cellular 13
## 2215 54 admin. married no 19 no no cellular 26
## 2216 27 services single no 167 no yes cellular 8
## 2217 35 management married no 3161 no no cellular 8
## 2218 30 technician married no 817 yes no cellular 21
## 2219 44 entrepreneur married no 242 no yes cellular 21
## 2220 24 admin. single no 66 yes no unknown 3
## 2221 33 entrepreneur single no 1481 yes no cellular 13
## 2222 46 blue-collar married no 5 no no cellular 18
## 2223 27 technician single no 235 yes no cellular 12
## 2224 34 technician single yes -1 no no cellular 27
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## 2233 57 technician married no -40 no yes cellular 7
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## 2235 44 entrepreneur married no 692 no no unknown 18
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## 2239 30 admin. single no 52 no yes cellular 7
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## 2241 36 services single no 72 yes no unknown 8
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## 2243 36 blue-collar married no 1554 yes no unknown 12
## 2244 30 student single no 34 yes no unknown 6
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## 2254 43 services married no 0 yes no unknown 14
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## 2258 36 management single no 202 no no cellular 13
## 2259 43 admin. married no 1625 yes yes cellular 21
## 2260 29 blue-collar single no 455 no no telephone 21
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## 2263 57 blue-collar married no 4148 no no unknown 18
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## 2281 31 admin. single no 483 yes yes cellular 20
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## 2284 53 admin. divorced no 2647 yes no cellular 9
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## 2286 33 management married no 91 no no cellular 10
## 2287 32 management single no 703 yes no cellular 17
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## 2292 30 self-employed married yes -1083 yes no cellular 6
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## 2295 32 technician single no 3818 no no cellular 18
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## 2306 30 blue-collar single no 445 yes no cellular 16
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## 2331 39 blue-collar married no 879 yes no unknown 26
## 2332 48 unknown married no 2261 no no unknown 18
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## 2334 36 services married no 0 yes no cellular 8
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## 2337 33 services married no 0 yes yes cellular 7
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## 2339 32 technician single no 14 yes yes cellular 16
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## 2341 27 technician single no 8 yes no unknown 20
## 2342 37 blue-collar single no 13156 yes no unknown 21
## 2343 52 admin. single no 2398 yes no cellular 3
## 2344 41 technician married no -4 no no cellular 20
## 2345 33 technician married no 1029 yes no cellular 9
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## 2352 42 technician single no -15 no no cellular 17
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## 2354 27 management married no 1531 yes no cellular 15
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## 2359 32 management single no 2 yes no cellular 11
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## 2361 38 unknown married no 653 no no telephone 29
## 2362 37 blue-collar married no 660 yes yes unknown 20
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## 2364 33 unemployed single no 170 yes no unknown 3
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## 2376 43 management married no 3518 no no cellular 15
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## 2381 46 admin. married no 186 yes no cellular 11
## 2382 30 management single no 2344 yes no cellular 20
## 2383 26 blue-collar single no 102 yes no unknown 16
## 2384 47 technician married no 1375 yes yes unknown 2
## 2385 55 technician single no 99 yes no cellular 12
## 2386 54 admin. married no 4943 no no cellular 12
## 2387 41 blue-collar single no 925 yes no telephone 13
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## 2403 48 technician married no 454 yes no cellular 10
## 2404 50 blue-collar married no 26 yes no cellular 7
## 2405 38 services married no 3259 yes no unknown 19
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## 2407 52 services married no 2420 yes no unknown 19
## 2408 31 blue-collar married no 33 no no unknown 4
## 2409 25 admin. married no 894 yes no unknown 28
## 2410 30 entrepreneur single no 999 no no cellular 22
## 2411 49 blue-collar married no 154 yes no unknown 5
## 2412 42 blue-collar married no 15 yes no unknown 6
## 2413 50 technician married no 3176 no no cellular 7
## 2414 35 technician married no 1364 yes yes cellular 20
## 2415 29 blue-collar married no -114 yes no cellular 15
## 2416 55 blue-collar married no 23 no no cellular 13
## 2417 31 management divorced no 106 yes no cellular 5
## 2418 27 services single no 430 yes no unknown 23
## 2419 29 blue-collar married no 844 yes no unknown 27
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## 2421 20 student single no 556 yes no unknown 27
## 2422 29 blue-collar married no 1171 yes no unknown 28
## 2423 59 blue-collar married no 0 yes yes cellular 21
## 2424 37 entrepreneur married no 0 no no cellular 25
## 2425 46 management married no 1489 yes no unknown 20
## 2426 42 management married no 1773 no no cellular 9
## 2427 52 technician married no 7 no no unknown 6
## 2428 38 technician single no 9 yes no unknown 6
## 2429 46 self-employed married no 156 no no cellular 20
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## 2431 41 management married no 6526 no no unknown 15
## 2432 40 technician married no 265 no no unknown 18
## 2433 58 management married no 1021 no no unknown 18
## 2434 47 management married no 2010 no no telephone 4
## 2435 46 blue-collar married no 143 yes no unknown 7
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## 2437 48 services single no 1499 yes no cellular 12
## 2438 42 services married no 412 yes no telephone 19
## 2439 30 management single no 1571 no no cellular 5
## 2440 48 technician married yes 295 no yes cellular 17
## 2441 28 blue-collar married no 0 yes no cellular 15
## 2442 36 self-employed married no 188 yes yes cellular 4
## 2443 40 management married no 472 yes no unknown 30
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## 2445 40 admin. married no 153 yes no unknown 14
## 2446 50 management divorced no 30 no no cellular 20
## 2447 46 blue-collar married no 176 no no unknown 29
## 2448 40 blue-collar married no 2880 yes no unknown 6
## 2449 43 technician married no 463 no no unknown 3
## 2450 37 management married no 725 no no cellular 26
## 2451 47 management married yes 0 no yes cellular 22
## 2452 31 blue-collar single no 0 yes no cellular 7
## 2453 37 blue-collar married no 298 yes no cellular 31
## 2454 38 blue-collar married no 861 yes no cellular 11
## 2455 40 admin. married no 2591 yes yes cellular 7
## 2456 43 technician married no 764 yes no cellular 14
## 2457 34 blue-collar married no 6352 yes no cellular 5
## 2458 50 management single no 486 no yes unknown 11
## 2459 44 technician married no 0 no yes cellular 4
## 2460 66 retired married no 1004 no no cellular 28
## 2461 42 technician married no 314 no no cellular 27
## 2462 54 admin. divorced no 791 no yes cellular 10
## 2463 30 admin. divorced no 370 yes no unknown 15
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## 2465 33 technician married no 503 no no cellular 29
## 2466 37 management divorced no 88 no no cellular 2
## 2467 34 blue-collar married no -703 yes no cellular 18
## 2468 34 management divorced no 488 yes no unknown 16
## 2469 34 management married no 0 no no cellular 3
## 2470 49 blue-collar married no 141 no no cellular 6
## 2471 29 services single no 95 yes no unknown 13
## 2472 46 admin. married no 68 yes no cellular 27
## 2473 42 management married no 1323 yes yes unknown 15
## 2474 54 admin. single no 3344 yes no cellular 14
## 2475 32 management single no 697 no no cellular 7
## 2476 38 unemployed single no 1354 yes no cellular 13
## 2477 30 management single no 3384 no no cellular 4
## 2478 28 blue-collar married no 17 no no unknown 28
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## 2480 27 management single no 616 yes no cellular 22
## 2481 65 retired married no 1153 no no cellular 3
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## 2483 56 retired married no 102 yes no telephone 11
## 2484 32 management single no 1834 yes no unknown 2
## 2485 32 technician married no 4790 yes no cellular 22
## 2486 37 technician single no 3943 no no cellular 6
## 2487 35 blue-collar married no 378 yes no unknown 16
## 2488 37 management married no 0 yes no unknown 12
## 2489 39 blue-collar single no 48 no no cellular 3
## 2490 37 services single no 608 no no cellular 14
## 2491 44 blue-collar married no 617 yes no unknown 13
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## 2493 46 self-employed married no 2295 yes no unknown 11
## 2494 39 admin. single no 0 no yes unknown 19
## 2495 58 self-employed married no 8014 yes no cellular 19
## 2496 33 admin. married no 2468 yes yes cellular 6
## 2497 32 admin. single no 642 yes no cellular 5
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## 2499 45 housemaid married no 0 no no unknown 9
## 2500 33 technician single no 261 yes no unknown 14
## 2501 60 unknown married no 2450 no no unknown 9
## 2502 50 blue-collar married no 1389 yes no cellular 17
## 2503 36 management single no 0 yes no unknown 3
## 2504 31 admin. married no -581 yes no unknown 2
## 2505 25 admin. single no 285 no no cellular 3
## 2506 34 admin. married no 1551 yes yes cellular 8
## 2507 26 student single no 655 no no cellular 16
## 2508 31 management married no 242 yes no cellular 9
## 2509 28 technician single no 1026 yes no cellular 13
## 2510 42 blue-collar married yes -204 yes no cellular 11
## 2511 38 services single no -196 yes no cellular 2
## 2512 38 blue-collar married no 2283 yes no cellular 14
## 2513 53 admin. divorced no 2687 yes no cellular 29
## 2514 43 blue-collar married no 1211 yes no unknown 6
## 2515 32 services single no 2881 no no cellular 2
## 2516 49 self-employed divorced no 3293 no no cellular 24
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## 2518 54 unemployed single no 380 no no cellular 17
## 2519 34 management married no 2026 yes no unknown 17
## 2520 43 management married no 0 yes no cellular 17
## 2521 36 management single no 112 yes no cellular 15
## 2522 33 technician married no -160 yes no cellular 21
## 2523 74 retired married no 0 no no telephone 13
## 2524 33 admin. single no 555 yes no cellular 9
## 2525 23 management married no 175 yes no unknown 26
## 2526 59 management married no 771 no no telephone 13
## 2527 60 retired married no 2196 no no cellular 15
## 2528 36 services divorced no -330 yes yes unknown 27
## 2529 33 blue-collar married no 312 yes no unknown 4
## 2530 39 blue-collar divorced yes -202 yes yes cellular 15
## 2531 35 management single no 996 no no unknown 20
## 2532 40 entrepreneur married no 6403 no no cellular 22
## 2533 34 admin. married no 21 no yes cellular 2
## 2534 51 blue-collar married no 480 yes no cellular 12
## 2535 43 technician single no 463 yes no cellular 17
## 2536 45 management married no 1134 no yes cellular 9
## 2537 32 services married no 59 yes yes unknown 9
## 2538 39 unknown single no 0 no no telephone 28
## 2539 37 blue-collar married no 20 no yes telephone 15
## 2540 29 admin. married no 624 yes no unknown 12
## 2541 44 admin. single yes -612 yes no cellular 31
## 2542 31 services married no 11512 yes no unknown 21
## 2543 29 self-employed single no 3290 no no cellular 12
## 2544 49 unemployed married yes 11 yes no telephone 31
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## 2546 64 housemaid married no 67 no no telephone 25
## 2547 62 management married no 7458 no no cellular 30
## 2548 59 self-employed married no 185 no no cellular 22
## 2549 52 technician married no 371 yes yes cellular 21
## 2550 37 services single no 459 no no telephone 16
## 2551 34 entrepreneur single yes 1709 no yes cellular 18
## 2552 56 blue-collar married no 551 no no unknown 29
## 2553 46 management divorced no 675 no yes unknown 12
## 2554 59 management married no 4152 yes no cellular 1
## 2555 32 blue-collar single no -255 no yes unknown 2
## 2556 46 technician divorced no 0 yes yes cellular 8
## 2557 39 admin. married no 168 yes no cellular 19
## 2558 46 blue-collar married no 5393 yes no cellular 20
## 2559 44 services married no 742 no no telephone 30
## 2560 35 technician single no 744 yes no cellular 7
## 2561 54 services married no 198 yes no cellular 31
## 2562 35 technician divorced no 0 no no cellular 24
## 2563 51 entrepreneur single no 0 no no cellular 30
## 2564 34 services married no 1442 no no cellular 11
## 2565 77 retired married no 4112 no no telephone 26
## 2566 45 blue-collar married no 4646 yes no unknown 13
## 2567 45 admin. divorced no 1201 no no cellular 30
## 2568 46 technician married no 1028 yes no cellular 2
## 2569 28 services married no 462 yes yes cellular 5
## 2570 45 blue-collar married no 196 yes no cellular 2
## 2571 28 housemaid single no 781 yes no cellular 17
## 2572 29 services married no -597 no no cellular 7
## 2573 37 services single no 248 yes no cellular 8
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## 2575 31 services married no 338 yes no cellular 28
## 2576 40 admin. married no 824 yes no cellular 17
## 2577 32 admin. single no 131 yes no cellular 22
## 2578 82 retired married no 276 no no telephone 17
## 2579 29 admin. single no 65 yes no cellular 14
## 2580 42 services divorced no 241 yes no unknown 19
## 2581 56 housemaid divorced no 1866 no yes cellular 1
## 2582 32 blue-collar married no 1914 yes no cellular 14
## 2583 54 blue-collar married no 1487 yes no unknown 14
## 2584 46 technician married no 0 yes no telephone 31
## 2585 31 technician married no 0 no no cellular 20
## 2586 47 blue-collar married no 0 no no cellular 26
## 2587 34 management divorced no 27 no yes cellular 19
## 2588 47 blue-collar divorced no 1480 yes no cellular 15
## 2589 35 admin. single no 994 no no cellular 2
## 2590 38 management married no 546 no no cellular 22
## 2591 33 management divorced no 723 yes no unknown 27
## 2592 49 technician married no 3635 yes no cellular 5
## 2593 35 technician married no -288 yes yes cellular 30
## 2594 40 services married no 1117 yes no unknown 13
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## 2635 46 technician single yes -1124 yes yes unknown 9
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## 2820 33 management single no -61 no no unknown 28
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## 2824 26 technician single no 1256 no no unknown 26
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## 2826 54 entrepreneur married no 0 no no unknown 9
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## 2922 29 management married no 147 yes yes unknown 7
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## 2927 36 blue-collar married no 7265 no no unknown 17
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## 2930 55 blue-collar married no 7561 no no unknown 6
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## 2932 33 technician married no 0 yes no cellular 8
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## 2935 43 blue-collar married no 1559 yes no unknown 30
## 2936 52 blue-collar married no 2206 yes no unknown 15
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## 2940 24 blue-collar married no 142 yes yes unknown 16
## 2941 43 blue-collar married no 2047 yes no unknown 13
## 2942 36 technician single no 97 no no cellular 28
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## 2962 60 self-employed married no 46 yes no unknown 6
## 2963 35 blue-collar married no 1602 yes yes unknown 20
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## 2965 38 technician single no 25 yes no cellular 1
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## 2967 48 blue-collar married no 264 no no cellular 6
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## 2969 39 management married no 0 yes no cellular 11
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## 2971 42 blue-collar single no 4930 no no unknown 18
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## 2973 31 blue-collar married no -45 yes no unknown 2
## 2974 47 technician married no 1430 yes no cellular 24
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## 2976 38 admin. married no 8 yes no unknown 7
## 2977 39 blue-collar married no 2133 yes yes unknown 16
## 2978 35 technician single no 7546 yes no cellular 28
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## 2984 39 entrepreneur married no 0 yes no unknown 15
## 2985 41 technician single no 143 no no cellular 20
## 2986 29 technician single no 740 yes no unknown 28
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## 2989 52 admin. married no 2281 yes yes telephone 4
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## 2992 32 management single no 3 yes no unknown 8
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## 3006 31 management single no 37 no no cellular 8
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## 3008 36 blue-collar married no 6 no no unknown 20
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## 3012 44 blue-collar married no 0 yes no telephone 5
## 3013 32 blue-collar single no 3044 yes no cellular 20
## 3014 45 blue-collar married no 1003 yes no cellular 14
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## 3019 39 blue-collar married no 467 yes no cellular 16
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## 3021 36 management single no 317 no no unknown 16
## 3022 31 technician divorced no 0 no no cellular 29
## 3023 29 management single no 722 yes no telephone 18
## 3024 45 blue-collar married no 185 no no cellular 18
## 3025 37 technician married no 603 no no unknown 18
## 3026 24 blue-collar single no -398 yes no cellular 18
## 3027 37 management single no 105 yes no cellular 8
## 3028 30 technician single no 985 yes no cellular 19
## 3029 33 blue-collar married no 0 no no unknown 23
## 3030 59 blue-collar married no 914 no no cellular 11
## 3031 33 management single no 417 yes no cellular 4
## 3032 40 blue-collar single no 29 no no telephone 7
## 3033 40 blue-collar married no 1802 yes no cellular 17
## 3034 75 self-employed married no 4984 no no telephone 28
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## 3036 24 services single no 11 yes no unknown 27
## 3037 37 blue-collar single no 277 yes no unknown 3
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## 3041 35 entrepreneur married no 753 no no cellular 7
## 3042 29 management single no 91 yes no telephone 28
## 3043 37 blue-collar married no 1534 yes no unknown 3
## 3044 32 technician single no 43 no no cellular 5
## 3045 41 services married no 373 yes no unknown 30
## 3046 32 management single no 718 yes no cellular 15
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## 3048 35 management single no 4 yes no unknown 30
## 3049 37 blue-collar married no 0 yes no unknown 26
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## 3052 25 services married no 806 yes yes cellular 15
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## 3056 53 retired married no 136 no no unknown 16
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## 3062 28 unemployed single no 16 no no cellular 12
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## 3066 58 entrepreneur married no 1153 yes yes telephone 12
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## 3068 30 blue-collar single no 23 yes no unknown 6
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## 3072 38 management married no 1617 yes no cellular 16
## 3073 30 management married no 131 yes no cellular 11
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## 3075 52 retired married no 414 no no cellular 28
## 3076 33 management single no 12686 yes no cellular 5
## 3077 50 blue-collar married no -522 yes no cellular 13
## 3078 35 housemaid single no 608 yes yes unknown 2
## 3079 52 unemployed married no -9 no no unknown 9
## 3080 41 blue-collar married no 0 no no unknown 5
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## 3082 34 blue-collar divorced no 0 yes no cellular 5
## 3083 26 admin. married no 0 no no unknown 27
## 3084 51 technician married no 117 no no cellular 18
## 3085 52 management divorced no 944 no yes unknown 9
## 3086 37 blue-collar married no 7 yes yes cellular 7
## 3087 53 blue-collar married no 25 no no cellular 22
## 3088 28 blue-collar single no 1103 yes no unknown 4
## 3089 39 services divorced no -718 yes no unknown 2
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## 3091 47 services married no 440 yes no unknown 12
## 3092 32 entrepreneur married no -25 yes no cellular 7
## 3093 35 blue-collar single no 448 no yes cellular 20
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## 3095 31 management single no 783 yes no cellular 2
## 3096 54 housemaid married no 209 yes yes cellular 25
## 3097 49 blue-collar married no 188 yes no unknown 23
## 3098 54 blue-collar married no 489 yes yes cellular 20
## 3099 33 management married no 332 yes yes cellular 28
## 3100 38 technician single no 1711 no no cellular 20
## 3101 34 management single no 6766 no no cellular 28
## 3102 60 technician married no 91 no no cellular 27
## 3103 35 technician married no 4508 yes no cellular 18
## 3104 28 unemployed single no 1055 no no cellular 28
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## 3106 48 management divorced no 174 no no cellular 6
## 3107 52 services married no 1135 yes yes unknown 13
## 3108 52 management single no 597 no no cellular 25
## 3109 38 management single no 455 yes no cellular 19
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## 3112 30 management single no 424 no no cellular 16
## 3113 26 entrepreneur single no 81 no no cellular 21
## 3114 57 management married no 0 no no unknown 19
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## 3116 32 unemployed single no 104 no no cellular 4
## 3117 56 retired married no 63 no no cellular 19
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## 3120 35 blue-collar divorced no 0 yes no unknown 8
## 3121 59 management married no 5397 no no cellular 23
## 3122 36 technician single no 53 no yes cellular 18
## 3123 37 services married no 50 yes no unknown 8
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## 3125 35 blue-collar married no 1287 yes no cellular 14
## 3126 35 technician married no 14 yes no telephone 18
## 3127 38 management married no -469 yes no unknown 16
## 3128 35 blue-collar divorced no 3102 yes no cellular 20
## 3129 32 technician single no 1849 yes no cellular 7
## 3130 57 admin. married no 5 no no unknown 20
## 3131 44 admin. married no 1206 no no cellular 19
## 3132 32 self-employed single no 123 yes no unknown 9
## 3133 26 student single no -41 yes no unknown 8
## 3134 30 services single no 1649 yes no unknown 23
## 3135 32 blue-collar married no -428 yes no unknown 13
## 3136 59 retired married no -411 no no cellular 29
## 3137 70 retired married no 647 no no telephone 10
## 3138 30 blue-collar single no 334 no no cellular 12
## 3139 39 entrepreneur married no 580 yes no unknown 14
## 3140 27 technician single no 41 yes yes cellular 25
## 3141 60 blue-collar married no 104 yes no unknown 5
## 3142 35 self-employed married no 980 no no cellular 2
## 3143 43 technician divorced no -36 yes no cellular 17
## 3144 73 retired divorced no 1092 no no cellular 7
## 3145 35 management single no 71 yes no unknown 21
## 3146 41 services married no 510 yes no unknown 9
## 3147 33 technician married no 1072 no yes unknown 29
## 3148 34 entrepreneur married no 121 yes no telephone 18
## 3149 30 technician married yes -315 yes no unknown 8
## 3150 34 admin. married no 287 yes no unknown 2
## 3151 39 blue-collar single no 175 no no cellular 12
## 3152 44 admin. divorced no 0 no no cellular 14
## 3153 30 blue-collar single no 906 yes yes unknown 21
## 3154 30 technician married no -280 yes no cellular 25
## 3155 44 services married no 0 yes yes cellular 11
## 3156 49 admin. married no 1096 yes no cellular 17
## 3157 36 unemployed divorced no 2178 yes no cellular 30
## 3158 31 self-employed married no 0 yes no cellular 22
## 3159 42 blue-collar divorced no 103 yes no cellular 6
## 3160 58 unknown married no 15 no no cellular 11
## 3161 31 admin. married no 1262 yes no cellular 20
## 3162 42 unemployed married no 1289 no no cellular 15
## 3163 25 technician married no 839 yes no cellular 18
## 3164 42 management married no 1680 yes no unknown 6
## 3165 38 blue-collar married no 1102 yes no unknown 23
## 3166 52 unemployed married no 2142 no no cellular 8
## 3167 44 blue-collar single no 1593 yes no unknown 29
## 3168 43 management single no 359 yes no telephone 12
## 3169 36 management married no 8277 yes no cellular 18
## 3170 25 blue-collar single no 335 yes no unknown 13
## 3171 45 blue-collar married no -96 no no cellular 28
## 3172 28 blue-collar married no 0 yes yes unknown 17
## 3173 45 admin. married no 251 yes no cellular 5
## 3174 35 management married no 697 no no cellular 5
## 3175 43 blue-collar married no 245 yes yes cellular 12
## 3176 50 blue-collar married no 180 yes no cellular 16
## 3177 36 admin. single no 587 yes no cellular 13
## 3178 44 blue-collar married no 88 yes no cellular 2
## 3179 49 admin. single no 0 no no cellular 19
## 3180 37 housemaid divorced no 0 yes yes cellular 21
## 3181 42 blue-collar married no 1556 no yes cellular 8
## 3182 29 blue-collar single no 348 yes no unknown 9
## 3183 32 technician single no 190 yes yes unknown 9
## 3184 26 student single no 1209 yes no cellular 7
## 3185 50 management single no 3537 no no unknown 24
## 3186 38 management married no 590 no no cellular 31
## 3187 54 blue-collar married no 1291 yes no unknown 5
## 3188 34 technician single no 612 no no cellular 25
## 3189 41 services single no 397 yes no unknown 20
## 3190 31 admin. single no 507 yes no cellular 13
## 3191 42 management married no 478 no yes cellular 8
## 3192 44 management married no -61 no no cellular 11
## 3193 24 services married no 183 yes no cellular 18
## 3194 38 management married no 272 yes no cellular 24
## 3195 48 technician married no 220 no no cellular 28
## 3196 36 entrepreneur divorced no 2996 yes no cellular 14
## 3197 49 management married no 2005 no no unknown 16
## 3198 56 housemaid divorced yes 1238 no no unknown 5
## 3199 71 retired married no 2651 no no cellular 24
## 3200 47 admin. married no 1210 no no cellular 26
## 3201 52 management married no 583 no no cellular 18
## 3202 37 services married no 102 yes no cellular 31
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## 3204 30 services married no 1743 yes no cellular 5
## 3205 35 management single no 0 no no cellular 21
## 3206 38 technician married no 508 yes no cellular 18
## 3207 52 blue-collar married no 779 yes no unknown 16
## 3208 49 management married no 3840 yes no unknown 15
## 3209 59 management single no 911 no yes unknown 5
## 3210 47 services divorced no 91 yes no cellular 17
## 3211 43 blue-collar married no 632 yes no unknown 15
## 3212 25 technician single no 102 no yes cellular 8
## 3213 26 blue-collar single no 619 yes yes unknown 27
## 3214 45 services married no 507 no yes cellular 21
## 3215 26 technician single no 1216 yes no cellular 16
## 3216 67 retired married no 4416 no no cellular 29
## 3217 32 management married no 1544 yes no cellular 7
## 3218 83 housemaid married no 2140 no no cellular 6
## 3219 28 blue-collar married no 486 yes no unknown 8
## 3220 39 blue-collar married no 519 yes yes unknown 26
## 3221 41 services married no 0 yes yes cellular 4
## 3222 47 self-employed married no 2830 yes no telephone 20
## 3223 49 management divorced no 20727 no no cellular 20
## 3224 59 blue-collar married no 448 no no unknown 8
## 3225 25 management single no 145 no no cellular 7
## 3226 57 blue-collar married no 630 yes no unknown 29
## 3227 50 blue-collar married no 170 yes yes unknown 19
## 3228 26 blue-collar single no 339 yes no unknown 26
## 3229 42 technician single no 1882 yes no unknown 15
## 3230 33 management single no 206 no no cellular 21
## 3231 29 blue-collar married no 1280 yes no unknown 28
## 3232 55 blue-collar married no 0 no no unknown 12
## 3233 26 technician single no 342 no no cellular 14
## 3234 36 unemployed single no 577 yes no unknown 30
## 3235 31 blue-collar married no 457 yes no cellular 11
## 3236 38 housemaid divorced no 216 no no cellular 7
## 3237 42 management single no 1608 no no cellular 28
## 3238 29 services single no 1788 no no cellular 27
## 3239 34 admin. married no 19 yes yes cellular 13
## 3240 25 student single no 58 no no cellular 24
## 3241 27 admin. married no 1417 yes no cellular 15
## 3242 43 self-employed married no 64 no no unknown 6
## 3243 41 management single no 335 no no cellular 30
## 3244 46 blue-collar married no -339 yes yes cellular 11
## 3245 38 technician married no 0 no no cellular 25
## 3246 33 services married no 546 yes yes unknown 9
## 3247 35 entrepreneur married no 2723 yes yes cellular 8
## 3248 46 blue-collar married no 2121 yes no unknown 14
## 3249 32 management married no 141 no no cellular 2
## 3250 35 technician single no -54 yes no unknown 30
## 3251 54 self-employed married no 153 yes no unknown 5
## 3252 32 technician married no 0 yes no cellular 18
## 3253 55 blue-collar married no 2854 yes no cellular 7
## 3254 30 admin. married no 1589 yes no cellular 18
## 3255 36 entrepreneur married no 600 no no cellular 21
## 3256 39 unemployed divorced no 193 yes no unknown 15
## 3257 50 self-employed married no 4012 no no cellular 19
## 3258 56 admin. divorced no 3337 yes no telephone 17
## 3259 72 retired married no 0 no no cellular 28
## 3260 46 blue-collar married no 633 yes no unknown 12
## 3261 36 technician divorced no 119 no no cellular 23
## 3262 38 services married no 497 yes yes unknown 19
## 3263 51 technician married no 825 no no cellular 17
## 3264 32 management married no 184 yes no cellular 14
## 3265 32 blue-collar married no 944 no no cellular 13
## 3266 51 blue-collar married yes -283 yes no unknown 12
## 3267 31 unemployed single no 209 yes no cellular 6
## 3268 33 technician divorced no 751 yes no cellular 18
## 3269 38 technician divorced no 1425 yes no cellular 15
## 3270 39 blue-collar married no 1254 yes no cellular 15
## 3271 33 blue-collar married no 327 yes no cellular 21
## 3272 46 management divorced no 0 no no cellular 20
## 3273 45 retired divorced no 261 no no unknown 9
## 3274 59 retired married no 7586 no no cellular 12
## 3275 25 blue-collar single yes 15 yes no telephone 6
## 3276 36 blue-collar single no 2390 yes no unknown 20
## 3277 33 entrepreneur married no 135 yes no cellular 17
## 3278 46 entrepreneur married no 757 no no unknown 16
## 3279 43 entrepreneur married no 0 yes no telephone 6
## 3280 33 services married no 260 yes no cellular 31
## 3281 46 management married no 71 yes no cellular 19
## 3282 34 management married no 15 no no cellular 25
## 3283 44 services single no 862 yes no cellular 3
## 3284 56 services married no 530 yes no unknown 20
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## 3286 45 management married no 4758 yes no cellular 5
## 3287 58 admin. married no 879 yes no unknown 16
## 3288 30 management married no 3 yes no cellular 22
## 3289 51 blue-collar married no 7816 yes no unknown 12
## 3290 53 retired married no 1296 yes no unknown 17
## 3291 42 technician married no 246 yes no telephone 12
## 3292 33 blue-collar married no 478 yes no cellular 7
## 3293 32 blue-collar single no 3845 yes no cellular 18
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## 3295 58 management divorced no 3498 no no cellular 19
## 3296 31 unemployed single no 167 no no cellular 20
## 3297 69 retired married no 324 no no cellular 4
## 3298 51 blue-collar single no 60 no no unknown 3
## 3299 30 technician married no 616 yes no cellular 6
## 3300 33 unemployed single no 617 no no cellular 2
## 3301 34 admin. single no 18 yes no cellular 6
## 3302 48 technician divorced no 1290 no no unknown 16
## 3303 45 housemaid married no 360 no no cellular 3
## 3304 36 blue-collar married no 8135 yes no unknown 20
## 3305 39 technician single no 1674 no no cellular 15
## 3306 58 management married no 1016 no no telephone 11
## 3307 36 blue-collar single no 2235 yes no cellular 20
## 3308 34 services married no -451 yes yes cellular 23
## 3309 36 management single no 124 yes no telephone 24
## 3310 40 management married no 752 no yes unknown 17
## 3311 33 management single no 215 yes no cellular 28
## 3312 55 retired married no -185 no yes telephone 2
## 3313 45 self-employed married no -124 no no cellular 25
## 3314 31 student single no 93 no no cellular 19
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## 3316 54 technician divorced no 255 yes no unknown 27
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## 3318 28 admin. divorced no 451 yes no cellular 13
## 3319 57 blue-collar married no 162 yes no unknown 6
## 3320 60 retired married no 597 no no cellular 15
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## 3322 47 admin. married no 70 yes no cellular 5
## 3323 40 management divorced no 490 yes no unknown 7
## 3324 43 blue-collar single no 13620 yes no cellular 20
## 3325 50 unemployed married no 5164 no no unknown 12
## 3326 41 technician married no -329 no no telephone 5
## 3327 30 technician single no 419 yes yes unknown 28
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## 3329 23 services married no 2673 yes no unknown 5
## 3330 31 services married no 1004 no no cellular 5
## 3331 25 admin. single no 760 yes no cellular 27
## 3332 34 management married no 0 no no cellular 22
## 3333 55 blue-collar married no 3957 no yes cellular 4
## 3334 29 admin. single no 428 yes yes cellular 7
## 3335 58 self-employed married no 327 no yes cellular 14
## 3336 30 admin. married no 401 no no cellular 19
## 3337 51 unknown married no 167 no no unknown 18
## 3338 32 management married no 258 yes yes cellular 18
## 3339 28 student single no 970 no no telephone 4
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## 3342 57 retired married no 1408 no no unknown 21
## 3343 34 management married no 581 yes no unknown 29
## 3344 54 blue-collar divorced no 1145 yes no cellular 7
## 3345 33 housemaid married no 10 yes no cellular 20
## 3346 34 management single no 84 no no cellular 5
## 3347 55 technician married no 77 yes no unknown 23
## 3348 52 services married no -1 no yes unknown 26
## 3349 38 management married no 389 yes no unknown 6
## 3350 55 admin. married no 183 yes no unknown 6
## 3351 45 technician married no 1441 yes no cellular 18
## 3352 36 blue-collar married no 975 yes no cellular 7
## 3353 56 services single no -40 yes no cellular 15
## 3354 38 admin. married no 545 no no unknown 12
## 3355 29 management married no 55 yes no cellular 10
## 3356 30 blue-collar married no 5956 yes yes cellular 20
## 3357 28 services married no 1214 no no unknown 28
## 3358 56 management married no 7747 no no unknown 5
## 3359 49 blue-collar married no 3028 yes no cellular 12
## 3360 58 retired divorced no 5253 no no cellular 9
## 3361 59 retired married no 3382 yes no unknown 13
## 3362 36 management single no 442 yes yes cellular 29
## 3363 53 management married no 7067 no no unknown 6
## 3364 55 blue-collar married no 135 yes no cellular 15
## 3365 33 blue-collar divorced no -131 yes no unknown 16
## 3366 48 blue-collar married no 893 no no cellular 13
## 3367 32 blue-collar married no 0 yes yes cellular 28
## 3368 26 management single no 1438 no no cellular 27
## 3369 56 unemployed divorced no 282 no no cellular 28
## 3370 32 blue-collar single no 53 yes no cellular 18
## 3371 50 services single no 321 no no telephone 22
## 3372 40 entrepreneur married no 1089 yes yes unknown 13
## 3373 46 services married no 244 no no cellular 21
## 3374 36 entrepreneur married no 546 no no cellular 9
## 3375 48 management married no 4006 no no cellular 25
## 3376 54 housemaid divorced no 1241 no no unknown 20
## 3377 52 management married no 324 no no cellular 9
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## 3379 41 blue-collar married no 1885 yes no cellular 7
## 3380 37 management married no 142 no no unknown 20
## 3381 33 services married no 39 yes no unknown 4
## 3382 54 technician divorced no 2156 yes no cellular 3
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## 3384 45 technician married no 2359 no no cellular 18
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## 3386 25 services single no -439 yes no unknown 12
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## 3388 44 blue-collar married no 1071 yes no cellular 11
## 3389 27 management single no 831 yes no cellular 21
## 3390 29 blue-collar single no 445 yes no unknown 21
## 3391 37 services single no 253 yes yes unknown 9
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## 3395 37 blue-collar married no 131 yes no unknown 9
## 3396 37 blue-collar married no -29 yes yes cellular 15
## 3397 30 admin. single no 1223 yes no cellular 30
## 3398 34 housemaid single no 1408 yes no unknown 23
## 3399 26 technician single no 7 yes no cellular 22
## 3400 55 management single no 111 no no cellular 16
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## 3403 32 management single no 1131 yes no unknown 20
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## 3405 45 entrepreneur married no 4688 no no cellular 7
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## 3407 57 retired married no 478 no no cellular 30
## 3408 54 blue-collar divorced no 190 yes no unknown 15
## 3409 30 technician married no 0 yes no unknown 23
## 3410 40 services married no 1358 no no unknown 19
## 3411 53 management single no 0 no no unknown 20
## 3412 33 technician married yes 72 yes no unknown 6
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## 3414 41 management single no 1253 no no cellular 21
## 3415 50 management married no 2488 yes no unknown 29
## 3416 31 admin. single no 253 yes no cellular 13
## 3417 49 admin. married no 1101 no no cellular 18
## 3418 41 technician married no 634 no no cellular 7
## 3419 60 technician married no 4243 yes no cellular 4
## 3420 34 technician married no 2069 no no cellular 20
## 3421 32 technician married no 1879 no no unknown 19
## 3422 53 retired married no 357 no no unknown 18
## 3423 34 blue-collar married no 277 no yes unknown 3
## 3424 29 admin. single no 171 yes no unknown 11
## 3425 38 blue-collar married no 35 yes no unknown 28
## 3426 31 technician single no 127 yes no cellular 16
## 3427 37 blue-collar married no 5643 yes no unknown 21
## 3428 30 services single no 148 no yes cellular 7
## 3429 32 blue-collar single no 18 yes yes cellular 6
## 3430 30 self-employed single no 280 no no telephone 5
## 3431 41 technician married no 354 no no cellular 29
## 3432 47 management married no 1493 no no cellular 31
## 3433 34 technician single no 1866 no no cellular 4
## 3434 38 blue-collar married no 1165 yes no cellular 13
## 3435 41 technician divorced no 1545 no yes cellular 13
## 3436 27 technician single no 434 yes no unknown 13
## 3437 33 student married no 476 yes no cellular 12
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## 3442 36 services married no 0 yes no cellular 6
## 3443 28 student married no 327 yes no cellular 15
## 3444 59 management married no 101 no yes unknown 9
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## 3446 43 unknown single no 181 no no telephone 28
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## 3448 24 services single no 0 no no unknown 16
## 3449 32 technician married no 500 no no cellular 6
## 3450 41 technician married no 1043 yes yes unknown 14
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## 3452 50 retired single no 208 no no unknown 9
## 3453 40 management married no 1576 yes yes unknown 29
## 3454 50 management married no 346 no no cellular 4
## 3455 63 blue-collar married no 641 no no cellular 27
## 3456 31 technician divorced no 105 yes no cellular 16
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## 3458 28 blue-collar single no 121 no no cellular 4
## 3459 32 technician married no -410 yes yes cellular 12
## 3460 32 blue-collar married yes -1 yes no unknown 9
## 3461 52 services married no -585 yes yes unknown 27
## 3462 43 unknown married no 2113 no no cellular 29
## 3463 43 unemployed married no 58 yes no cellular 9
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## 3467 37 self-employed married no 2203 no yes cellular 5
## 3468 31 management single no 15 no no cellular 11
## 3469 40 housemaid married no 4136 yes no cellular 11
## 3470 42 management married no 261 no no cellular 27
## 3471 33 blue-collar married no 392 yes no unknown 23
## 3472 40 retired single no 1400 no no unknown 20
## 3473 51 management married no 615 yes no cellular 17
## 3474 53 unemployed single no 4 no no cellular 30
## 3475 36 management single no 339 no no cellular 21
## 3476 34 technician married no 1553 no no cellular 20
## 3477 30 management married no 14 no no cellular 24
## 3478 29 blue-collar married no 258 yes no unknown 26
## 3479 38 admin. married no 3 yes yes unknown 5
## 3480 41 blue-collar married no 620 no no cellular 28
## 3481 33 management single no -67 yes no unknown 5
## 3482 28 services single no 430 yes no cellular 8
## 3483 47 unknown married no 270 no no cellular 6
## 3484 36 admin. single no 1328 no no cellular 30
## 3485 57 blue-collar married no 93 yes no telephone 17
## 3486 36 management married no 1825 yes no cellular 14
## 3487 51 technician married no 573 yes yes unknown 14
## 3488 51 blue-collar married no 541 no no cellular 11
## 3489 40 blue-collar married no 2133 yes yes cellular 6
## 3490 45 technician single no 410 yes no unknown 30
## 3491 52 admin. married no 2347 no yes cellular 12
## 3492 35 entrepreneur single no 145 yes no cellular 18
## 3493 33 unemployed married yes -108 yes yes cellular 19
## 3494 38 admin. divorced no 382 yes no cellular 17
## 3495 36 blue-collar married no 13 no no unknown 3
## 3496 75 retired married no 3504 no no telephone 9
## 3497 31 admin. single no 1801 yes no cellular 12
## 3498 33 management single no 1308 no no cellular 7
## 3499 31 blue-collar married no 136 no no cellular 12
## 3500 56 unemployed married no 12 no no cellular 12
## 3501 37 technician married no -421 yes no unknown 6
## 3502 33 management single no 1271 yes no cellular 15
## 3503 30 technician married no -910 yes no cellular 15
## 3504 56 services married no 1150 no yes cellular 17
## 3505 35 blue-collar married no -102 yes no cellular 14
## 3506 56 unknown married no 778 no no unknown 20
## 3507 58 services married no 74 no no cellular 29
## 3508 67 self-employed married no 1979 no no cellular 10
## 3509 38 management married no 0 yes no telephone 12
## 3510 37 management divorced yes -1 yes yes cellular 7
## 3511 57 blue-collar married no 8195 yes no unknown 19
## 3512 35 entrepreneur married no 24 yes no unknown 20
## 3513 27 blue-collar single no 1 yes no cellular 18
## 3514 33 management married no 801 no no cellular 19
## 3515 37 blue-collar married no 3517 yes no unknown 23
## 3516 37 management married no 222 yes no cellular 20
## 3517 56 retired married no 1906 no yes unknown 19
## 3518 55 admin. married no 128 no no cellular 20
## 3519 40 blue-collar married no 0 yes no unknown 3
## 3520 41 blue-collar married no 5560 yes no cellular 12
## 3521 27 blue-collar married no 613 yes no unknown 19
## 3522 49 management married no 17432 no no cellular 17
## 3523 54 management divorced no 1692 yes no cellular 29
## 3524 42 self-employed married no 1385 no no cellular 25
## 3525 34 technician single no 0 no no cellular 28
## 3526 34 technician married no 932 yes no cellular 4
## 3527 38 admin. married no 257 yes no cellular 15
## 3528 33 entrepreneur married yes -54 no yes cellular 8
## 3529 26 blue-collar married no 818 no no cellular 9
## 3530 35 blue-collar married no 1257 yes no cellular 20
## 3531 48 management single no 61 yes no unknown 28
## 3532 64 retired married no 380 no no cellular 25
## 3533 31 admin. married no 1229 no no cellular 12
## 3534 39 services married no 1970 yes no unknown 8
## 3535 38 management married no 0 yes no unknown 20
## 3536 40 blue-collar married no 2562 yes no unknown 15
## 3537 49 blue-collar married yes -98 yes no cellular 20
## 3538 36 management married no 1604 yes no unknown 11
## 3539 51 unknown married no 1585 no no telephone 30
## 3540 58 technician single no 409 no yes cellular 14
## 3541 33 technician single no 2481 no no cellular 12
## 3542 28 blue-collar single no 2845 yes no unknown 12
## 3543 42 blue-collar married no 1320 no no unknown 15
## 3544 52 self-employed married no 9 no yes unknown 6
## 3545 54 management divorced no 496 no no cellular 13
## 3546 60 retired divorced no 514 no no cellular 16
## 3547 31 admin. single no 40 no no cellular 4
## 3548 32 blue-collar single no 760 yes no cellular 16
## 3549 53 admin. married no 1796 no no telephone 5
## 3550 28 self-employed single no 0 yes no cellular 21
## 3551 47 technician married no 834 no yes cellular 21
## 3552 29 blue-collar single no -138 yes yes unknown 8
## 3553 78 retired married no 3208 no no telephone 20
## 3554 43 entrepreneur married no 59 no no unknown 13
## 3555 27 admin. married no 73 no no cellular 10
## 3556 51 blue-collar married no 0 yes no cellular 10
## 3557 52 blue-collar married no -27 no no cellular 28
## 3558 49 self-employed married no 358 yes yes unknown 13
## 3559 35 services married no 1659 yes no cellular 3
## 3560 58 services married no 1667 yes yes unknown 6
## 3561 36 management married no 255 no no cellular 25
## 3562 58 blue-collar married no 2592 yes no unknown 25
## 3563 51 housemaid married no 1275 no no unknown 6
## 3564 42 technician married no 3228 no no cellular 21
## 3565 37 management married no 2401 no no cellular 6
## 3566 44 blue-collar married no 3610 yes no unknown 29
## 3567 38 blue-collar divorced no 727 yes no unknown 16
## 3568 34 blue-collar married no 452 yes no unknown 15
## 3569 31 unemployed single no 1489 yes no cellular 3
## 3570 32 services single no 81 yes no unknown 7
## 3571 54 management divorced no -125 no yes cellular 8
## 3572 38 blue-collar single no 162 yes no unknown 8
## 3573 40 housemaid married no 864 no no cellular 14
## 3574 30 services single no 187 yes no unknown 23
## 3575 43 entrepreneur married no 0 no no telephone 24
## 3576 39 management married no 21111 yes no unknown 26
## 3577 29 management single no 21 yes no cellular 14
## 3578 46 blue-collar single no 76 yes no unknown 7
## 3579 28 technician single no 154 yes no cellular 18
## 3580 50 management married no 4654 no no cellular 17
## 3581 29 technician single no 359 yes no cellular 8
## 3582 39 blue-collar married no 648 yes no cellular 29
## 3583 38 technician married no 0 yes no cellular 22
## 3584 57 unemployed married no 5126 yes no cellular 2
## 3585 54 self-employed divorced no 351 yes no unknown 6
## 3586 52 services married no 540 yes no cellular 11
## 3587 50 self-employed married no 0 yes no telephone 12
## 3588 30 technician single no 18 no no unknown 19
## 3589 49 management married no 350 no no cellular 12
## 3590 40 admin. single no 419 no yes cellular 28
## 3591 42 blue-collar single no 419 no no cellular 7
## 3592 52 management married no 4675 no no cellular 12
## 3593 31 technician married no 3192 yes no cellular 7
## 3594 33 self-employed single no 4996 no no cellular 20
## 3595 26 technician single no 174 yes no unknown 30
## 3596 36 blue-collar single no 507 yes no cellular 22
## 3597 29 management single no 0 yes no cellular 22
## 3598 42 blue-collar married no 1657 yes yes cellular 17
## 3599 47 technician married no 2394 no yes unknown 20
## 3600 33 management single no -298 no no cellular 22
## 3601 34 admin. married no -44 yes yes cellular 17
## 3602 57 technician married no 1070 no no unknown 19
## 3603 36 blue-collar married no 274 yes no unknown 16
## 3604 57 admin. married no 16873 no no cellular 14
## 3605 36 admin. married no 786 yes yes cellular 10
## 3606 29 technician single no 525 yes no cellular 16
## 3607 32 technician single no 35 no no cellular 28
## 3608 30 admin. single no 223 yes no unknown 6
## 3609 41 admin. married no -306 yes no unknown 15
## 3610 50 management married no 463 no yes cellular 17
## 3611 50 technician divorced no 636 yes no cellular 6
## 3612 41 unemployed divorced no 487 no no cellular 16
## 3613 36 management married no 873 yes no unknown 21
## 3614 35 management married no 267 yes no unknown 7
## 3615 63 blue-collar married no 115 no no telephone 27
## 3616 25 technician single no -55 yes yes cellular 7
## 3617 33 blue-collar married no 0 yes yes unknown 20
## 3618 37 services married no 4760 yes no cellular 20
## 3619 28 entrepreneur single no 219 yes no unknown 27
## 3620 43 blue-collar married no 232 yes no telephone 8
## 3621 34 blue-collar married no 0 yes no cellular 17
## 3622 26 technician single no -525 yes yes cellular 22
## 3623 57 technician married no -1 no no unknown 14
## 3624 20 student single no 1191 no no cellular 28
## 3625 52 management married no 7192 no no cellular 4
## 3626 39 services single no 410 no no unknown 19
## 3627 32 services married no 0 yes no cellular 28
## 3628 54 admin. single no 15 yes no cellular 4
## 3629 39 services married no 18 yes yes cellular 20
## 3630 31 blue-collar single no 530 no yes cellular 18
## 3631 25 student single no 715 no no cellular 26
## 3632 59 technician married no 478 no no cellular 11
## 3633 39 admin. single no 470 yes no unknown 20
## 3634 47 technician married no 11 no no cellular 20
## 3635 22 services single no 35 yes no unknown 28
## 3636 26 unemployed single no 3511 no no cellular 30
## 3637 37 services married no 655 no no cellular 13
## 3638 52 services divorced no 43 yes yes cellular 11
## 3639 28 admin. single no 392 yes yes cellular 4
## 3640 46 services married no 0 yes no cellular 22
## 3641 30 admin. single no 523 no yes cellular 3
## 3642 30 technician married no 1338 yes yes cellular 10
## 3643 34 admin. single no 239 no no unknown 5
## 3644 51 housemaid married no 1521 no no unknown 6
## 3645 46 entrepreneur married no 0 yes yes cellular 6
## 3646 70 retired married no 2815 no no cellular 26
## 3647 41 technician married no 0 no no unknown 20
## 3648 32 technician single no 0 yes no unknown 21
## 3649 32 blue-collar single no 60 yes no cellular 28
## 3650 50 management married no 0 yes no cellular 19
## 3651 38 admin. married no 505 yes yes unknown 17
## 3652 32 admin. single no 8866 no no cellular 18
## 3653 30 blue-collar single no 1472 yes no cellular 20
## 3654 39 blue-collar married no -99 no no cellular 17
## 3655 30 technician single no 2731 yes no cellular 14
## 3656 44 entrepreneur married no -165 yes yes unknown 4
## 3657 45 blue-collar married no 2128 yes no unknown 19
## 3658 56 self-employed married no 800 no yes cellular 9
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## 3719 30 admin. single no 239 yes no cellular 7
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## 3738 35 entrepreneur single no 16 no no cellular 17
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## 3740 32 blue-collar married no 14 yes no unknown 2
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## 3785 33 management single no 3655 no no cellular 19
## 3786 39 blue-collar married no 599 yes no unknown 6
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## 3836 39 unknown single no 0 no no unknown 6
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## 3847 40 technician single no 2141 no no cellular 18
## 3848 35 blue-collar married no 807 yes no unknown 29
## 3849 35 blue-collar married no 2054 yes no unknown 20
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## 3852 33 blue-collar single no 15341 no no cellular 20
## 3853 38 management single no 673 yes no unknown 7
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## 3866 43 management married no 40 no no cellular 10
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## 3869 33 management single no 417 yes no cellular 6
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## 3875 38 blue-collar married no 0 no no unknown 13
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## 3915 29 technician single no 323 no no cellular 3
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## 3921 31 technician single no 4979 no yes cellular 27
## 3922 31 blue-collar single no 509 yes no unknown 23
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## 3924 30 technician single no 2734 no no cellular 21
## 3925 53 entrepreneur single no 62 yes no unknown 30
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## 3931 38 technician single no 38 no no unknown 16
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## 3935 39 blue-collar married no 7304 yes no unknown 28
## 3936 32 management single no 813 no no cellular 28
## 3937 55 blue-collar married no 828 yes no unknown 30
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## 3941 55 housemaid married no 2152 no no unknown 19
## 3942 43 blue-collar married no 1311 yes no unknown 14
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## 3945 47 services married no 5 no no cellular 28
## 3946 36 blue-collar married no 141 yes no unknown 23
## 3947 32 blue-collar married no 4 yes yes cellular 8
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## 3950 33 blue-collar married yes -542 yes no cellular 6
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## 3953 32 blue-collar married no 9714 yes no cellular 15
## 3954 30 services single no -114 yes no cellular 21
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## 3956 41 blue-collar married no 1172 yes no unknown 15
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## 3962 55 housemaid divorced no 603 no no telephone 31
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## 3964 42 management married no 2187 yes no cellular 17
## 3965 34 management single no 1891 yes no unknown 9
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## 3968 34 blue-collar married no 152 no no cellular 25
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## 3973 44 management single no 295 yes no unknown 12
## 3974 32 management single no 2551 yes no cellular 21
## 3975 28 technician single no 280 yes no unknown 14
## 3976 28 admin. single no -7 no yes unknown 26
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## 3978 29 technician single no 47 yes no unknown 16
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## 3980 32 blue-collar single no -578 no no unknown 9
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## 3982 24 services married no 0 yes no unknown 27
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## 4007 35 blue-collar married no 1330 no no cellular 10
## 4008 57 technician married no 3240 yes no unknown 14
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## 4016 37 admin. married no 1123 no yes unknown 28
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## 4023 36 technician single no 966 no no cellular 8
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## 4026 30 management married no 419 yes no cellular 4
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## 4028 29 admin. married no 26 yes no unknown 28
## 4029 30 blue-collar married no 9194 yes no unknown 23
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## 4031 39 blue-collar married no 292 no no unknown 12
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## 4034 33 self-employed married no 711 yes no cellular 18
## 4035 32 technician single no 210 yes no cellular 16
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## 4039 47 blue-collar married no 1756 yes no unknown 16
## 4040 40 admin. single no 739 yes no unknown 16
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## 4042 28 blue-collar single no 2700 no no cellular 3
## 4043 53 blue-collar married no 436 yes no unknown 29
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## 4048 29 self-employed single no 5406 no no unknown 9
## 4049 34 technician single no 1259 yes no cellular 6
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## 4051 33 services married no 703 no no cellular 18
## 4052 33 technician single no 213 no no cellular 21
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## 4054 31 management single no 1494 no no cellular 13
## 4055 37 technician married no 1610 no no unknown 16
## 4056 40 management married no 185 no no cellular 21
## 4057 30 technician married no 455 yes no cellular 21
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## 4061 34 management single no 431 no no cellular 16
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## 4064 27 unemployed single no 259 yes no cellular 18
## 4065 44 services married no 3 yes no cellular 7
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## 4067 44 management married no 167 no no cellular 27
## 4068 39 technician married no 0 no no cellular 6
## 4069 38 blue-collar married no 2685 no no unknown 20
## 4070 33 services single no 310 yes no cellular 12
## 4071 48 blue-collar single no 1938 yes no unknown 4
## 4072 30 blue-collar married no 4389 yes no cellular 30
## 4073 24 technician single no 139 no no cellular 14
## 4074 31 services married no 288 no no cellular 30
## 4075 42 blue-collar married no 1 no no cellular 15
## 4076 32 management single no 19985 no no cellular 9
## 4077 59 retired divorced no 337 yes no unknown 15
## 4078 33 unemployed single no 177 no no unknown 8
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## 4080 28 technician married no 58 yes no cellular 14
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## 4082 47 admin. single no 3531 yes no cellular 7
## 4083 44 management married no 6945 no no cellular 14
## 4084 38 technician married no 1997 yes no cellular 6
## 4085 52 services married no 145 no no cellular 22
## 4086 33 technician married no 1126 yes no unknown 6
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## 4088 59 technician married no 283 no no cellular 25
## 4089 48 technician married no 150 yes no cellular 9
## 4090 32 blue-collar single no 7 yes no cellular 13
## 4091 35 services married no 1453 yes no unknown 28
## 4092 51 management married no 0 yes no cellular 15
## 4093 48 services single no -139 no no cellular 13
## 4094 43 blue-collar married no 408 yes no unknown 14
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## 4096 33 management single no -359 no no telephone 29
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## 4100 28 self-employed single no 159 no no cellular 14
## 4101 29 blue-collar married no 486 yes no cellular 6
## 4102 26 student single no 13887 no no cellular 10
## 4103 48 technician married no 1637 yes no unknown 11
## 4104 45 services single no 482 yes yes unknown 30
## 4105 24 blue-collar married no 32 no no unknown 13
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## 4107 32 management married no 376 yes no cellular 23
## 4108 42 blue-collar married no 0 yes yes cellular 7
## 4109 35 blue-collar married no 360 yes no telephone 20
## 4110 31 blue-collar married no 9714 yes no unknown 19
## 4111 58 retired single no 999 no no cellular 25
## 4112 37 technician single no 1130 no no cellular 26
## 4113 34 blue-collar married no 1710 yes yes unknown 19
## 4114 36 blue-collar married no 0 yes no unknown 6
## 4115 53 admin. married no 234 yes no telephone 13
## 4116 58 blue-collar married no 0 no no cellular 26
## 4117 59 technician married no 135 yes yes cellular 23
## 4118 46 blue-collar single no 332 no no cellular 30
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## 4121 34 technician single yes -2 no yes cellular 8
## 4122 34 management married no 651 no no cellular 20
## 4123 29 technician single no 309 yes no unknown 13
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## 4125 57 management married no 473 no no cellular 1
## 4126 32 blue-collar married no 363 yes no unknown 13
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## 4128 49 housemaid married no 3376 no no unknown 9
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## 4130 30 management single no 3410 yes no cellular 18
## 4131 41 blue-collar married no 343 yes no unknown 14
## 4132 60 blue-collar married no 1407 yes no cellular 14
## 4133 44 management married no -1746 yes no unknown 20
## 4134 43 blue-collar married no 953 yes no unknown 19
## 4135 41 management married no 1468 yes no cellular 31
## 4136 52 technician married no 0 yes no cellular 10
## 4137 51 blue-collar married no 0 no no cellular 7
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## 4139 30 blue-collar single no 546 yes no unknown 21
## 4140 41 self-employed married no 0 no no cellular 8
## 4141 41 admin. married no 2661 yes no telephone 24
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## 4143 31 technician married no 1197 yes no unknown 24
## 4144 40 services divorced no 5745 yes yes unknown 23
## 4145 43 management married no 370 no no cellular 28
## 4146 42 housemaid divorced no 314 no no unknown 9
## 4147 38 blue-collar single no 1012 yes yes telephone 17
## 4148 38 blue-collar married no 566 yes yes telephone 17
## 4149 40 technician married no 826 no no unknown 24
## 4150 39 blue-collar married no 1096 no no unknown 20
## 4151 27 admin. married no 1033 yes no unknown 9
## 4152 31 management married no 392 no no cellular 26
## 4153 35 management married no 724 yes no cellular 18
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## 4155 34 technician married no 222 yes no unknown 12
## 4156 40 services married no 88 yes no unknown 9
## 4157 35 entrepreneur single no 475 no yes cellular 21
## 4158 56 retired single no 352 no no cellular 19
## 4159 50 blue-collar married no 84 yes no unknown 29
## 4160 42 self-employed married no 21861 no no unknown 5
## 4161 27 housemaid married no 0 no yes cellular 17
## 4162 57 blue-collar divorced no 1795 yes no unknown 19
## 4163 32 blue-collar single no 1475 yes no cellular 21
## 4164 54 self-employed married no 1510 no no telephone 5
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## 4166 45 technician married no 3583 yes no unknown 15
## 4167 31 management single no 533 no no cellular 12
## 4168 47 management married no 0 no no cellular 4
## 4169 48 blue-collar single no 3688 yes no cellular 17
## 4170 42 admin. divorced yes 723 no no cellular 20
## 4171 27 admin. single no 313 no yes cellular 3
## 4172 30 management single no 1028 no no cellular 4
## 4173 32 blue-collar married no -460 yes yes cellular 29
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## 4175 40 blue-collar married no 137 no yes cellular 10
## 4176 44 management married no 0 yes yes cellular 18
## 4177 55 unemployed married no 549 no no cellular 18
## 4178 41 management married no 526 yes no cellular 15
## 4179 35 management single no 824 yes no cellular 16
## 4180 41 entrepreneur single no 791 yes no cellular 5
## 4181 27 services married no 311 yes no cellular 15
## 4182 32 blue-collar single no 1036 yes yes unknown 30
## 4183 55 technician married no 0 no no unknown 6
## 4184 40 blue-collar married no 187 yes no cellular 15
## 4185 37 blue-collar married no 604 yes no cellular 7
## 4186 33 management single no 896 yes no cellular 19
## 4187 30 technician single no 2325 no no cellular 10
## 4188 36 management married no 812 no no cellular 7
## 4189 37 technician single no 1255 yes no unknown 30
## 4190 38 blue-collar married no 264 yes no telephone 31
## 4191 46 admin. single no 1544 yes no unknown 29
## 4192 52 technician married no 337 yes no cellular 8
## 4193 27 management married no -41 yes no unknown 16
## 4194 43 blue-collar married no -509 yes no unknown 6
## 4195 31 management single no 933 yes no cellular 9
## 4196 44 retired married no 2692 no no unknown 12
## 4197 39 blue-collar married no 0 yes no cellular 30
## 4198 26 self-employed single no 1153 no no cellular 4
## 4199 34 management single no 14 yes no telephone 4
## 4200 36 technician married no 2473 no no cellular 28
## 4201 34 management single no 0 yes no unknown 2
## 4202 39 technician married no 0 yes no unknown 5
## 4203 35 services married no 764 no no cellular 12
## 4204 30 self-employed married no -517 yes yes cellular 22
## 4205 52 blue-collar married no 60 no yes cellular 26
## 4206 54 blue-collar married no 95 no no cellular 25
## 4207 35 services married no 181 yes no cellular 31
## 4208 61 management married no 997 no no cellular 22
## 4209 41 management married no 1199 yes no cellular 18
## 4210 40 technician divorced no 237 no no cellular 25
## 4211 64 retired married no 493 no no cellular 17
## 4212 46 technician divorced no 477 yes no unknown 6
## 4213 28 student single no 221 yes no cellular 15
## 4214 42 technician single no -1 no no cellular 29
## 4215 35 management married no 481 no no cellular 13
## 4216 38 blue-collar married no 292 yes yes unknown 6
## 4217 45 technician divorced no 159 yes no unknown 26
## 4218 36 management divorced no 5195 yes no unknown 2
## 4219 41 blue-collar married no -692 yes no cellular 16
## 4220 43 management divorced no 0 yes no unknown 8
## 4221 36 management married no 3874 no no cellular 25
## 4222 41 services married no 108 yes yes unknown 13
## 4223 23 student single no 0 no no cellular 7
## 4224 46 housemaid married no 1000 no no cellular 18
## 4225 40 admin. married no 67 no yes unknown 20
## 4226 30 blue-collar married no 136 no no cellular 18
## 4227 47 technician divorced no 48 no no unknown 27
## 4228 62 retired married no 2557 yes no cellular 14
## 4229 47 admin. married no 1934 no yes cellular 14
## 4230 36 management married no 0 yes yes cellular 14
## 4231 35 management married no 802 yes no cellular 6
## 4232 46 blue-collar married no -27 yes no cellular 11
## 4233 31 admin. single no 4129 no no cellular 2
## 4234 25 blue-collar married no -306 yes no unknown 20
## 4235 59 retired married yes -1 no no cellular 5
## 4236 30 services married no 1286 yes yes cellular 17
## 4237 52 services married no 2618 yes no cellular 21
## 4238 31 technician single no 418 no no cellular 7
## 4239 54 retired married no 1379 no no unknown 11
## 4240 41 services married no 572 yes no cellular 11
## 4241 45 management married no 2953 yes yes cellular 5
## 4242 45 blue-collar single no -100 yes no cellular 9
## 4243 37 blue-collar married no 704 yes no cellular 31
## 4244 36 technician married no 99 yes yes cellular 17
## 4245 41 unemployed married no 183 yes no cellular 29
## 4246 49 entrepreneur divorced yes -736 no no cellular 31
## 4247 26 technician single yes -454 no yes cellular 18
## 4248 23 admin. single no 290 yes no unknown 12
## 4249 35 services married no 1359 no no unknown 17
## 4250 41 blue-collar single no 363 yes no unknown 8
## 4251 40 admin. married no 3138 no no cellular 12
## 4252 45 blue-collar married no 185 no no cellular 25
## 4253 42 technician divorced no 611 yes no cellular 16
## 4254 38 blue-collar married no 0 no no unknown 6
## 4255 46 admin. married no 547 no yes cellular 4
## 4256 34 services single no 528 yes no cellular 2
## 4257 26 management divorced no 667 no no telephone 19
## 4258 35 admin. married yes 76 no yes unknown 17
## 4259 30 unemployed single yes -770 yes no unknown 28
## 4260 40 technician single no 445 yes no cellular 24
## 4261 37 unemployed married no 117 no no cellular 12
## 4262 49 technician divorced no 7 yes yes cellular 17
## 4263 27 technician married no 2735 yes no cellular 29
## 4264 40 services single no 546 yes no unknown 6
## 4265 33 management divorced no 1897 yes yes unknown 2
## 4266 53 blue-collar divorced no -376 yes no cellular 9
## 4267 58 technician married no 1692 yes no telephone 17
## 4268 52 services married no 1625 no no cellular 8
## 4269 42 technician married no 2030 yes yes cellular 9
## 4270 57 retired married no 592 no yes cellular 28
## 4271 42 management single no 100 no no cellular 7
## 4272 32 technician married no 8023 no no cellular 17
## 4273 34 management single no 11350 yes no cellular 20
## 4274 76 retired divorced no 86 no no cellular 12
## 4275 33 admin. single no 892 yes no unknown 21
## 4276 35 management single no 747 no no cellular 4
## 4277 35 technician married no 1067 no yes cellular 12
## 4278 33 blue-collar single no 433 yes no cellular 15
## 4279 54 admin. married no 5084 yes yes cellular 8
## 4280 58 retired single no 6570 no no cellular 21
## 4281 37 self-employed married no 2260 yes no unknown 30
## 4282 39 services single no 300 yes yes unknown 28
## 4283 41 management divorced no 1064 no no cellular 25
## 4284 56 services married no 17 no yes cellular 25
## 4285 31 admin. single no 5527 yes no unknown 21
## 4286 46 technician married no 718 yes no cellular 6
## 4287 35 management married no 1613 yes no cellular 18
## 4288 50 unemployed married no -13 yes no unknown 14
## 4289 57 technician married no 3082 yes yes cellular 20
## 4290 58 admin. married no 1142 no no telephone 4
## 4291 37 admin. married no 1415 yes no cellular 12
## 4292 33 technician married no 804 no yes telephone 18
## 4293 34 entrepreneur married no 145 yes yes cellular 18
## 4294 37 services married no 692 yes no telephone 20
## 4295 34 management single no 2343 no no telephone 21
## 4296 48 technician divorced no 791 no no cellular 7
## 4297 29 admin. married no 795 yes yes cellular 10
## 4298 59 housemaid married no 0 no no telephone 27
## 4299 59 retired married no -119 yes no unknown 6
## 4300 43 management divorced no 350 yes no unknown 4
## 4301 38 blue-collar married no 0 yes no cellular 17
## 4302 67 management married no 694 no no cellular 7
## 4303 40 services single no 224 yes no cellular 17
## 4304 30 blue-collar married no 282 yes yes unknown 23
## 4305 31 admin. married no 799 yes no cellular 7
## 4306 50 unemployed divorced no 64 no no cellular 31
## 4307 26 unknown divorced no -295 yes no cellular 7
## 4308 44 technician married no 2981 yes yes cellular 22
## 4309 32 management single no -252 yes no cellular 15
## 4310 53 management married no 32464 no no cellular 19
## 4311 26 blue-collar single no -887 yes no cellular 18
## 4312 38 technician divorced no 273 yes no unknown 20
## 4313 26 services single no 212 yes no cellular 15
## 4314 44 admin. married no 1248 yes yes cellular 8
## 4315 58 retired married no 188 no no cellular 14
## 4316 42 technician married no 1812 yes no cellular 31
## 4317 54 management married no 2895 yes no cellular 9
## 4318 53 blue-collar married no 392 no no cellular 26
## 4319 46 technician married no 363 yes no cellular 6
## 4320 41 entrepreneur married no 373 no no unknown 16
## 4321 43 admin. single no 87 yes no unknown 7
## 4322 29 unemployed single no 670 yes no unknown 26
## 4323 51 retired married no 2525 no no unknown 11
## 4324 50 services married no 1501 no no cellular 21
## 4325 41 blue-collar married no 389 yes no unknown 16
## 4326 30 management single no 4889 no no cellular 11
## 4327 38 blue-collar married no 625 yes yes cellular 11
## 4328 48 management single no 86 no no cellular 28
## 4329 55 technician married no 0 no no cellular 29
## 4330 38 technician divorced no 1294 yes no unknown 29
## 4331 43 admin. married no -879 yes no unknown 20
## 4332 25 blue-collar single no 1857 yes no cellular 12
## 4333 36 unemployed divorced no 1366 no yes cellular 2
## 4334 30 blue-collar married no 194 yes no cellular 8
## 4335 42 services single no 3403 yes no cellular 30
## 4336 48 technician married no 1152 yes no cellular 21
## 4337 43 blue-collar married no 1335 yes no unknown 6
## 4338 37 management married no 0 yes no cellular 14
## 4339 38 management single no -145 yes no cellular 21
## 4340 38 technician married no 751 yes no cellular 3
## 4341 55 blue-collar married no 431 yes no unknown 12
## 4342 52 blue-collar married no 1319 no no telephone 30
## 4343 28 admin. single no 1507 no no cellular 7
## 4344 33 management single no 215 yes no cellular 27
## 4345 30 unemployed single no 306 no no unknown 26
## 4346 42 services single no 0 yes no cellular 14
## 4347 29 services married no 19 yes no cellular 29
## 4348 45 admin. married no 5511 no no cellular 2
## 4349 49 management married no 362 yes no unknown 4
## 4350 33 technician single no 2412 yes no cellular 14
## 4351 53 blue-collar married no 111 no no unknown 20
## 4352 40 blue-collar married no -450 yes no cellular 15
## 4353 29 blue-collar married no 457 yes no cellular 20
## 4354 56 retired married no 307 no yes cellular 8
## 4355 36 admin. married no 231 yes yes unknown 6
## 4356 49 blue-collar divorced no 10613 no yes cellular 4
## 4357 38 blue-collar married no 376 yes no unknown 7
## 4358 28 admin. single no 3029 yes no cellular 18
## 4359 30 technician married no 8351 no no cellular 11
## 4360 33 technician single no 555 no yes cellular 4
## 4361 52 housemaid married no 2337 yes no cellular 24
## 4362 37 blue-collar single no 0 yes yes cellular 22
## 4363 59 technician married no -91 no no unknown 25
## 4364 44 technician married no 8938 yes no unknown 3
## 4365 32 technician divorced no 2558 no no unknown 5
## 4366 59 services married no 108 no no cellular 11
## 4367 31 blue-collar married no 2929 yes no cellular 20
## 4368 26 services single no 0 no no cellular 29
## 4369 52 technician married no 22755 yes no unknown 29
## 4370 43 management married no 2987 no no cellular 11
## 4371 36 technician married no 911 yes yes cellular 4
## 4372 58 management married no 1517 yes no telephone 29
## 4373 39 admin. married no 1108 no no cellular 21
## 4374 55 blue-collar single no 39 yes no unknown 26
## 4375 35 management married no 2123 yes no cellular 20
## 4376 26 services single yes 74 no no cellular 8
## 4377 30 management single no 162 yes no unknown 20
## 4378 36 management married no 393 yes no cellular 30
## 4379 41 admin. married no 2498 no no cellular 12
## 4380 34 blue-collar married no 1221 yes no cellular 5
## 4381 45 blue-collar married no 665 no no unknown 9
## 4382 51 technician divorced no 4596 no no cellular 8
## 4383 47 management married no 2889 no no telephone 29
## 4384 36 blue-collar married no -318 yes no cellular 14
## 4385 41 technician married no 871 yes no unknown 6
## 4386 63 technician married no 973 no no cellular 25
## 4387 39 admin. married no 1022 yes yes cellular 28
## 4388 39 management married no 551 no yes cellular 7
## 4389 30 technician single no 5 no no cellular 19
## 4390 47 services divorced no 164 no no unknown 5
## 4391 29 blue-collar married no 0 yes no unknown 13
## 4392 60 technician married no 0 no no cellular 19
## 4393 46 blue-collar married no 7 no no unknown 17
## 4394 36 management single no 515 yes no cellular 21
## 4395 53 retired married no 1139 yes no cellular 18
## 4396 49 services married no 4713 yes no telephone 21
## 4397 37 admin. single no 3049 yes yes unknown 29
## 4398 33 admin. divorced no 140 yes no unknown 8
## 4399 62 retired married no 298 no no cellular 17
## 4400 31 technician married no 4315 yes no unknown 21
## 4401 30 services single no -97 yes no unknown 4
## 4402 41 housemaid married no 39 no no cellular 21
## 4403 37 management married no 784 yes no cellular 9
## 4404 39 blue-collar single no 1672 yes no cellular 20
## 4405 31 blue-collar single no 17 yes no cellular 12
## 4406 34 admin. married no 507 yes no unknown 6
## 4407 34 technician single no 2047 yes no cellular 28
## 4408 28 services single no 1820 yes no cellular 5
## 4409 43 admin. married no -150 no yes cellular 21
## 4410 51 blue-collar married no 1238 no no unknown 18
## 4411 46 housemaid married no 75 no no unknown 9
## 4412 26 blue-collar single no 191 yes no cellular 6
## 4413 40 self-employed married no 2 no no cellular 22
## 4414 46 blue-collar married no 292 yes no cellular 20
## 4415 51 management single no 5341 no no cellular 30
## 4416 31 blue-collar married no 99 yes no cellular 29
## 4417 37 admin. married no 190 yes no unknown 5
## 4418 42 technician married no -556 yes no cellular 19
## 4419 27 admin. married no 133 yes yes unknown 9
## 4420 53 self-employed married no 167 yes no cellular 7
## 4421 35 admin. married no 1145 yes no cellular 2
## 4422 28 blue-collar single no 369 yes no unknown 23
## 4423 30 management single no 3259 yes no cellular 23
## 4424 59 retired married no 82 no no cellular 28
## 4425 30 admin. single no 270 no no cellular 30
## 4426 30 blue-collar married no 187 yes no unknown 26
## 4427 41 management married no -98 yes yes cellular 23
## 4428 43 blue-collar married no 7727 yes no unknown 15
## 4429 33 services married no 740 no yes unknown 30
## 4430 48 unknown married no 3 no no cellular 19
## 4431 36 self-employed single no 0 yes no cellular 30
## 4432 35 technician married no 328 yes no cellular 22
## 4433 31 admin. married no 223 no no cellular 6
## 4434 48 technician single no 469 no yes cellular 9
## 4435 60 retired married no 878 no no cellular 13
## 4436 35 self-employed single no 353 no no cellular 12
## 4437 50 technician married no 349 yes no telephone 28
## 4438 53 blue-collar divorced no -473 yes no unknown 28
## 4439 27 admin. single no 3672 yes no cellular 15
## 4440 32 blue-collar married no 2198 no no cellular 15
## 4441 76 retired married no 2223 no no telephone 4
## 4442 44 management divorced no 5773 no no unknown 23
## 4443 40 management married no 1308 no no telephone 3
## 4444 34 technician married no 3160 yes no cellular 13
## 4445 33 services married no 233 no no cellular 29
## 4446 33 blue-collar married no 1464 yes no unknown 23
## 4447 56 housemaid married no 1922 yes no cellular 24
## 4448 47 housemaid married no 333 no no telephone 21
## 4449 30 admin. single no 726 no no cellular 29
## 4450 48 technician married no 1939 yes yes cellular 6
## 4451 40 blue-collar divorced no 4168 yes no cellular 29
## 4452 56 retired divorced no -154 yes no unknown 27
## 4453 36 self-employed single no 3560 no no cellular 18
## 4454 54 management married no 1411 no no cellular 12
## 4455 47 blue-collar married no 209 no no cellular 27
## 4456 56 management married no 73 yes no cellular 8
## 4457 47 services married no 439 yes no cellular 20
## 4458 34 blue-collar married no 0 yes yes cellular 5
## 4459 32 admin. single no 1 no no cellular 2
## 4460 41 management married no 4 yes no cellular 15
## 4461 48 admin. married no 1800 yes no unknown 18
## 4462 34 technician single no 1227 no no telephone 17
## 4463 36 management married no 1041 yes no cellular 14
## 4464 36 blue-collar married no 106 yes no cellular 29
## 4465 37 blue-collar married no 693 no no cellular 20
## 4466 46 entrepreneur married no 0 no yes cellular 18
## 4467 41 management married no 456 yes no cellular 11
## 4468 33 blue-collar single no 179 no no cellular 14
## 4469 58 blue-collar divorced no 474 yes yes cellular 18
## 4470 31 student single no 430 no no cellular 5
## 4471 31 management single no 874 yes no cellular 7
## 4472 34 management married no 271 yes no cellular 15
## 4473 48 entrepreneur married no 0 yes no cellular 17
## 4474 42 blue-collar single no 22 yes no cellular 14
## 4475 40 technician married no 286 no no cellular 30
## 4476 36 management married no 10 no yes unknown 28
## 4477 46 technician married no 536 yes no unknown 16
## 4478 66 entrepreneur married no 0 no no telephone 12
## 4479 30 technician single no 1572 yes yes unknown 23
## 4480 46 blue-collar single no 324 yes no unknown 30
## 4481 62 management married no 2785 no no cellular 6
## 4482 48 blue-collar married no 0 no no cellular 19
## 4483 32 management married no 92 no no unknown 3
## 4484 57 management married no 163 no no cellular 6
## 4485 36 admin. divorced no 289 yes yes cellular 28
## 4486 38 management divorced no 6368 yes no cellular 4
## 4487 41 services divorced no 308 no no cellular 31
## 4488 48 technician single no 1245 no no cellular 13
## 4489 57 retired married no 1335 no no cellular 19
## 4490 46 management divorced no 233 yes yes cellular 14
## 4491 67 retired married no 258 no no cellular 17
## 4492 35 management married no 674 no no cellular 8
## 4493 57 admin. married no 2038 no no cellular 9
## 4494 40 technician married no 0 no no cellular 15
## 4495 45 admin. married no 476 no no cellular 6
## 4496 31 technician single no 0 no no cellular 29
## 4497 45 admin. married no 1435 yes no cellular 11
## 4498 43 blue-collar married no 601 yes no cellular 16
## 4499 52 blue-collar married no 372 yes no cellular 8
## 4500 53 technician married no 284 no no cellular 1
## 4501 32 technician single no 705 no no cellular 17
## 4502 52 blue-collar married no 655 yes yes cellular 31
## 4503 40 services married no 0 yes yes cellular 2
## 4504 43 entrepreneur married no 641 yes yes unknown 2
## 4505 32 technician married no 2 yes yes cellular 8
## 4506 48 admin. divorced no 771 yes no unknown 2
## 4507 45 blue-collar married no 644 yes no telephone 12
## 4508 51 admin. married no 194 no yes cellular 22
## 4509 33 blue-collar married no 1050 yes no unknown 26
## 4510 32 management single no 863 yes no unknown 20
## 4511 35 services married no 372 yes no cellular 11
## 4512 31 management married no 3739 no no cellular 11
## 4513 43 blue-collar married no 0 yes yes unknown 29
## 4514 34 blue-collar divorced no 0 no yes unknown 21
## 4515 29 admin. single no 1448 no no cellular 10
## 4516 38 technician married no 79 yes no cellular 20
## 4517 39 admin. married no 70 yes no cellular 31
## 4518 42 admin. married no 1133 yes no cellular 4
## 4519 54 self-employed married no 66 yes no telephone 12
## 4520 45 blue-collar married no -60 no no cellular 31
## 4521 32 technician single no 703 yes no cellular 3
## month duration campaign pdays previous poutcome y education
## 1 jan 375 2 -1 0 unknown 0 upper
## 2 jun 392 3 -1 0 unknown 0 upper
## 3 feb 315 2 180 6 failure 1 upper
## 4 may 309 1 306 4 success 1 upper
## 5 may 67 4 -1 0 unknown 0 upper
## 6 may 125 1 -1 0 unknown 0 upper
## 7 aug 182 2 37 2 failure 0 upper
## 8 may 185 1 370 3 failure 0 primary
## 9 nov 296 2 -1 0 unknown 0 upper
## 10 nov 80 1 -1 0 unknown 0 upper
## 11 feb 236 2 272 1 failure 0 upper
## 12 jun 199 4 -1 0 unknown 0 primary
## 13 aug 182 2 99 1 failure 1 upper
## 14 nov 250 1 155 2 failure 0 primary
## 15 may 12 5 -1 0 unknown 0 upper
## 16 jun 446 1 -1 0 unknown 0 upper
## 17 aug 89 23 -1 0 unknown 0 primary
## 18 jun 7 3 -1 0 unknown 0 unknown
## 19 jul 130 8 -1 0 unknown 0 upper
## 20 aug 110 4 -1 0 unknown 0 upper
## 21 aug 51 3 -1 0 unknown 0 upper
## 22 jul 42 1 -1 0 unknown 0 upper
## 23 may 33 2 -1 0 unknown 0 unknown
## 24 nov 112 1 -1 0 unknown 0 upper
## 25 may 352 3 -1 0 unknown 0 upper
## 26 nov 167 1 -1 0 unknown 0 upper
## 27 aug 97 4 -1 0 unknown 0 upper
## 28 jul 148 2 -1 0 unknown 0 upper
## 29 nov 312 3 -1 0 unknown 0 upper
## 30 may 73 1 -1 0 unknown 0 upper
## 31 jun 244 2 -1 0 unknown 1 upper
## 32 jun 835 2 -1 0 unknown 0 primary
## 33 feb 22 6 196 6 failure 0 upper
## 34 jun 135 2 -1 0 unknown 0 upper
## 35 may 168 2 -1 0 unknown 0 upper
## 36 feb 765 2 -1 0 unknown 0 upper
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## 38 apr 334 2 -1 0 unknown 1 upper
## 39 jul 46 21 -1 0 unknown 0 primary
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## 42 may 206 1 -1 0 unknown 0 upper
## 43 aug 106 2 -1 0 unknown 0 upper
## 44 may 248 1 -1 0 unknown 0 upper
## 45 apr 53 1 346 1 failure 0 upper
## 46 aug 189 4 -1 0 unknown 0 upper
## 47 nov 44 1 -1 0 unknown 0 upper
## 48 apr 149 2 -1 0 unknown 0 primary
## 49 sep 368 1 -1 0 unknown 0 primary
## 50 may 139 4 -1 0 unknown 0 primary
## 51 may 1623 1 -1 0 unknown 1 unknown
## 52 aug 342 5 -1 0 unknown 0 upper
## 53 aug 106 2 -1 0 unknown 0 upper
## 54 may 113 2 -1 0 unknown 0 upper
## 55 may 181 1 -1 0 unknown 0 upper
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## 57 apr 400 1 -1 0 unknown 1 upper
## 58 aug 158 9 -1 0 unknown 0 upper
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## 68 may 211 2 -1 0 unknown 0 upper
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## 70 nov 618 2 -1 0 unknown 0 primary
## 71 apr 424 1 138 1 failure 0 upper
## 72 nov 209 2 180 1 other 0 upper
## 73 feb 164 2 262 2 failure 0 primary
## 74 jan 814 1 -1 0 unknown 0 primary
## 75 jul 92 1 -1 0 unknown 0 upper
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## 85 jul 901 2 -1 0 unknown 1 primary
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## 89 jul 625 1 -1 0 unknown 1 upper
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## 93 apr 239 1 276 6 failure 0 upper
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## 96 may 152 3 -1 0 unknown 0 upper
## 97 nov 352 3 -1 0 unknown 0 upper
## 98 nov 203 2 -1 0 unknown 0 upper
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## 100 may 190 5 -1 0 unknown 0 upper
## 101 may 324 1 -1 0 unknown 0 upper
## 102 jul 231 2 -1 0 unknown 0 upper
## 103 jul 203 1 -1 0 unknown 0 upper
## 104 apr 411 1 -1 0 unknown 0 upper
## 105 may 113 1 -1 0 unknown 0 primary
## 106 jun 89 3 -1 0 unknown 0 upper
## 107 may 379 1 -1 0 unknown 0 primary
## 108 jun 174 1 -1 0 unknown 0 upper
## 109 may 674 2 250 4 failure 0 upper
## 110 may 313 3 -1 0 unknown 0 upper
## 111 may 51 1 -1 0 unknown 0 primary
## 112 may 200 4 -1 0 unknown 0 upper
## 113 aug 714 1 -1 0 unknown 1 upper
## 114 may 193 8 -1 0 unknown 0 unknown
## 115 may 827 1 329 9 failure 0 upper
## 116 jul 126 4 -1 0 unknown 0 primary
## 117 aug 127 1 -1 0 unknown 0 upper
## 118 apr 98 1 -1 0 unknown 0 upper
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## 120 may 71 1 -1 0 unknown 0 upper
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## 125 apr 111 1 -1 0 unknown 0 upper
## 126 may 97 1 -1 0 unknown 0 upper
## 127 aug 185 2 -1 0 unknown 0 upper
## 128 apr 100 2 -1 0 unknown 0 upper
## 129 may 99 2 -1 0 unknown 0 upper
## 130 may 360 2 -1 0 unknown 0 upper
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## 136 may 322 2 -1 0 unknown 0 primary
## 137 may 168 4 -1 0 unknown 0 upper
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## 141 jun 66 5 -1 0 unknown 0 upper
## 142 feb 344 2 -1 0 unknown 0 upper
## 143 may 163 1 -1 0 unknown 0 upper
## 144 may 183 1 361 1 failure 0 upper
## 145 may 11 8 -1 0 unknown 0 upper
## 146 aug 1471 7 -1 0 unknown 1 primary
## 147 aug 70 8 -1 0 unknown 0 upper
## 148 may 88 3 -1 0 unknown 0 upper
## 149 aug 781 2 -1 0 unknown 0 upper
## 150 may 58 2 -1 0 unknown 0 upper
## 151 nov 55 2 -1 0 unknown 0 upper
## 152 may 181 2 255 5 failure 0 upper
## 153 jan 119 2 -1 0 unknown 0 upper
## 154 jul 163 1 -1 0 unknown 0 upper
## 155 may 140 2 -1 0 unknown 0 upper
## 156 jul 151 2 -1 0 unknown 0 upper
## 157 nov 752 3 -1 0 unknown 0 upper
## 158 may 167 4 -1 0 unknown 0 primary
## 159 feb 89 1 -1 0 unknown 0 primary
## 160 may 275 4 -1 0 unknown 0 upper
## 161 nov 347 4 189 2 success 1 upper
## 162 jan 461 2 204 2 failure 0 upper
## 163 feb 74 1 -1 0 unknown 0 upper
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## 165 mar 116 1 -1 0 unknown 1 upper
## 166 aug 507 1 181 2 success 1 upper
## 167 feb 835 3 -1 0 unknown 1 upper
## 168 oct 355 1 180 5 failure 1 primary
## 169 nov 322 1 -1 0 unknown 1 upper
## 170 jul 348 2 -1 0 unknown 0 upper
## 171 may 336 10 -1 0 unknown 0 primary
## 172 may 275 1 370 2 failure 0 primary
## 173 jul 863 10 -1 0 unknown 0 upper
## 174 may 180 1 -1 0 unknown 0 upper
## 175 dec 1141 1 209 1 other 1 upper
## 176 may 805 2 -1 0 unknown 0 upper
## 177 jul 1877 1 -1 0 unknown 1 primary
## 178 aug 121 1 -1 0 unknown 0 upper
## 179 jun 174 1 -1 0 unknown 0 upper
## 180 nov 130 3 188 2 other 0 unknown
## 181 jul 119 1 -1 0 unknown 0 upper
## 182 sep 217 2 188 3 other 0 primary
## 183 aug 96 2 -1 0 unknown 0 upper
## 184 aug 81 2 -1 0 unknown 0 upper
## 185 feb 150 3 270 2 failure 0 upper
## 186 jul 399 8 -1 0 unknown 0 primary
## 187 nov 66 1 -1 0 unknown 0 upper
## 188 may 100 1 -1 0 unknown 0 upper
## 189 jul 196 2 -1 0 unknown 0 upper
## 190 may 121 1 -1 0 unknown 0 upper
## 191 apr 138 2 263 7 failure 0 primary
## 192 jul 123 2 -1 0 unknown 0 upper
## 193 jul 92 2 -1 0 unknown 0 upper
## 194 feb 89 2 -1 0 unknown 0 upper
## 195 aug 304 3 -1 0 unknown 1 upper
## 196 jan 533 1 92 1 success 1 primary
## 197 mar 233 1 -1 0 unknown 0 upper
## 198 jul 117 1 -1 0 unknown 0 upper
## 199 may 244 4 -1 0 unknown 0 upper
## 200 jan 90 1 -1 0 unknown 0 unknown
## 201 may 250 1 -1 0 unknown 0 primary
## 202 jul 355 2 -1 0 unknown 1 upper
## 203 may 336 1 89 5 failure 1 upper
## 204 feb 118 4 210 3 failure 1 upper
## 205 jan 253 1 -1 0 unknown 0 upper
## 206 aug 75 1 -1 0 unknown 0 upper
## 207 may 139 1 -1 0 unknown 0 upper
## 208 aug 43 2 -1 0 unknown 0 primary
## 209 jun 53 2 -1 0 unknown 0 upper
## 210 jul 270 1 -1 0 unknown 0 upper
## 211 nov 65 1 131 1 failure 0 upper
## 212 jul 167 2 -1 0 unknown 0 upper
## 213 dec 155 1 120 3 success 1 upper
## 214 apr 479 1 -1 0 unknown 0 upper
## 215 aug 250 2 187 2 success 1 upper
## 216 aug 80 2 -1 0 unknown 0 upper
## 217 may 1183 1 -1 0 unknown 1 upper
## 218 jan 418 2 -1 0 unknown 0 upper
## 219 jul 340 1 -1 0 unknown 0 upper
## 220 may 468 1 -1 0 unknown 0 upper
## 221 apr 777 2 -1 0 unknown 0 upper
## 222 jul 18 44 -1 0 unknown 0 primary
## 223 may 114 4 364 22 other 0 upper
## 224 aug 15 20 -1 0 unknown 0 upper
## 225 jun 167 1 -1 0 unknown 0 primary
## 226 may 396 5 -1 0 unknown 1 upper
## 227 may 159 4 -1 0 unknown 0 upper
## 228 aug 430 4 -1 0 unknown 0 primary
## 229 may 189 2 -1 0 unknown 0 upper
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## 1903 jul 413 1 -1 0 unknown 0 upper
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## 1913 aug 170 2 -1 0 unknown 0 upper
## 1914 jun 101 2 -1 0 unknown 0 upper
## 1915 jul 171 6 -1 0 unknown 0 upper
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## 1917 aug 561 1 435 3 failure 1 upper
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## 1919 jun 36 2 -1 0 unknown 0 primary
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## 1922 jun 269 1 -1 0 unknown 0 primary
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## 1927 jan 88 2 -1 0 unknown 0 primary
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## 1939 aug 36 3 -1 0 unknown 0 primary
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## 1945 nov 281 2 -1 0 unknown 0 upper
## 1946 aug 551 2 -1 0 unknown 0 upper
## 1947 jun 332 2 -1 0 unknown 0 unknown
## 1948 feb 381 6 213 9 failure 0 upper
## 1949 feb 401 2 8 3 other 0 upper
## 1950 may 226 2 -1 0 unknown 0 upper
## 1951 aug 99 4 -1 0 unknown 0 upper
## 1952 may 451 3 -1 0 unknown 0 primary
## 1953 may 381 2 -1 0 unknown 0 upper
## 1954 may 127 1 -1 0 unknown 0 upper
## 1955 jan 315 1 -1 0 unknown 0 upper
## 1956 sep 112 2 24 2 other 0 upper
## 1957 may 201 1 -1 0 unknown 0 upper
## 1958 may 293 2 -1 0 unknown 0 upper
## 1959 may 499 3 -1 0 unknown 0 upper
## 1960 jul 48 2 -1 0 unknown 0 upper
## 1961 may 494 1 -1 0 unknown 1 upper
## 1962 feb 147 1 253 7 other 0 upper
## 1963 nov 23 1 -1 0 unknown 0 upper
## 1964 may 787 1 -1 0 unknown 0 upper
## 1965 feb 605 1 -1 0 unknown 0 primary
## 1966 jul 82 1 -1 0 unknown 0 upper
## 1967 jul 484 1 -1 0 unknown 0 upper
## 1968 may 61 2 -1 0 unknown 0 upper
## 1969 may 78 5 -1 0 unknown 0 upper
## 1970 apr 132 2 -1 0 unknown 0 upper
## 1971 feb 642 1 167 2 failure 1 upper
## 1972 jun 6 17 -1 0 unknown 0 primary
## 1973 jul 53 8 -1 0 unknown 0 upper
## 1974 may 1178 4 -1 0 unknown 0 upper
## 1975 jan 147 1 195 1 other 0 upper
## 1976 may 236 1 -1 0 unknown 0 upper
## 1977 jan 978 2 189 1 other 0 upper
## 1978 may 296 1 -1 0 unknown 0 upper
## 1979 may 479 2 -1 0 unknown 0 primary
## 1980 may 188 1 -1 0 unknown 0 upper
## 1981 may 447 4 -1 0 unknown 0 upper
## 1982 may 356 2 286 3 failure 0 upper
## 1983 jun 136 1 -1 0 unknown 0 upper
## 1984 may 37 9 -1 0 unknown 0 primary
## 1985 nov 96 1 -1 0 unknown 0 upper
## 1986 may 44 4 -1 0 unknown 0 upper
## 1987 nov 186 2 -1 0 unknown 0 upper
## 1988 may 95 8 -1 0 unknown 0 upper
## 1989 aug 155 2 -1 0 unknown 0 upper
## 1990 jul 202 5 -1 0 unknown 0 upper
## 1991 jan 540 1 2 2 other 0 upper
## 1992 apr 169 1 231 2 failure 0 upper
## 1993 apr 256 5 181 2 success 1 upper
## 1994 may 191 3 -1 0 unknown 0 primary
## 1995 jul 151 10 -1 0 unknown 0 upper
## 1996 nov 131 3 133 3 failure 0 primary
## 1997 nov 131 2 -1 0 unknown 0 upper
## 1998 feb 590 5 -1 0 unknown 0 upper
## 1999 nov 178 1 127 7 other 0 upper
## 2000 jun 64 2 -1 0 unknown 0 unknown
## 2001 feb 247 5 -1 0 unknown 0 primary
## 2002 aug 120 6 -1 0 unknown 0 upper
## 2003 aug 108 1 99 7 failure 0 upper
## 2004 jul 257 1 -1 0 unknown 1 upper
## 2005 may 562 2 174 2 success 0 primary
## 2006 apr 126 3 345 2 other 0 upper
## 2007 jul 95 2 -1 0 unknown 0 upper
## 2008 jun 508 2 -1 0 unknown 1 upper
## 2009 aug 121 2 -1 0 unknown 0 primary
## 2010 nov 166 3 -1 0 unknown 0 upper
## 2011 jan 155 1 -1 0 unknown 0 upper
## 2012 apr 159 3 -1 0 unknown 1 upper
## 2013 may 212 2 -1 0 unknown 0 primary
## 2014 aug 221 6 -1 0 unknown 0 upper
## 2015 may 169 4 -1 0 unknown 0 upper
## 2016 jun 442 11 -1 0 unknown 0 upper
## 2017 may 120 1 -1 0 unknown 0 upper
## 2018 may 85 1 -1 0 unknown 0 upper
## 2019 may 245 1 -1 0 unknown 0 upper
## 2020 jan 187 2 185 8 failure 0 upper
## 2021 aug 68 2 -1 0 unknown 0 upper
## 2022 jan 163 1 -1 0 unknown 0 upper
## 2023 may 83 1 -1 0 unknown 0 upper
## 2024 aug 174 1 -1 0 unknown 0 primary
## 2025 may 214 2 -1 0 unknown 0 upper
## 2026 jun 209 3 -1 0 unknown 0 primary
## 2027 may 456 1 300 1 failure 1 upper
## 2028 may 127 1 -1 0 unknown 0 upper
## 2029 jul 817 2 -1 0 unknown 1 upper
## 2030 oct 375 2 -1 0 unknown 0 upper
## 2031 jun 29 1 -1 0 unknown 0 upper
## 2032 may 219 4 -1 0 unknown 0 upper
## 2033 may 109 2 -1 0 unknown 0 upper
## 2034 jun 128 1 -1 0 unknown 0 upper
## 2035 may 73 2 -1 0 unknown 0 upper
## 2036 feb 278 4 -1 0 unknown 0 unknown
## 2037 jul 34 32 -1 0 unknown 0 primary
## 2038 nov 257 1 -1 0 unknown 1 primary
## 2039 may 844 1 -1 0 unknown 1 upper
## 2040 mar 167 1 -1 0 unknown 1 upper
## 2041 feb 12 3 -1 0 unknown 0 upper
## 2042 may 763 1 -1 0 unknown 1 upper
## 2043 jun 101 1 -1 0 unknown 0 upper
## 2044 nov 131 1 -1 0 unknown 0 upper
## 2045 aug 148 1 -1 0 unknown 0 upper
## 2046 feb 701 1 -1 0 unknown 0 primary
## 2047 nov 454 1 -1 0 unknown 1 upper
## 2048 jun 280 1 -1 0 unknown 0 primary
## 2049 may 265 4 -1 0 unknown 0 upper
## 2050 may 297 3 -1 0 unknown 0 upper
## 2051 aug 153 1 -1 0 unknown 0 upper
## 2052 feb 254 1 -1 0 unknown 0 unknown
## 2053 may 30 4 304 2 other 0 primary
## 2054 may 125 4 -1 0 unknown 0 primary
## 2055 jun 114 1 -1 0 unknown 0 upper
## 2056 feb 136 10 -1 0 unknown 1 upper
## 2057 apr 208 12 337 1 failure 0 upper
## 2058 nov 86 1 -1 0 unknown 0 upper
## 2059 apr 949 2 254 6 other 1 upper
## 2060 jun 207 1 -1 0 unknown 0 primary
## 2061 nov 103 1 -1 0 unknown 0 upper
## 2062 may 1052 1 -1 0 unknown 0 upper
## 2063 apr 109 1 -1 0 unknown 0 unknown
## 2064 jun 149 8 -1 0 unknown 0 primary
## 2065 jun 138 5 -1 0 unknown 0 upper
## 2066 may 341 1 -1 0 unknown 0 upper
## 2067 apr 184 2 151 1 failure 0 primary
## 2068 jun 75 3 -1 0 unknown 0 upper
## 2069 apr 87 2 -1 0 unknown 0 primary
## 2070 jan 413 2 -1 0 unknown 0 upper
## 2071 feb 35 1 -1 0 unknown 0 upper
## 2072 jul 104 3 -1 0 unknown 0 upper
## 2073 jul 487 3 -1 0 unknown 0 upper
## 2074 feb 146 1 -1 0 unknown 0 upper
## 2075 may 483 4 87 2 success 1 upper
## 2076 nov 248 1 -1 0 unknown 0 upper
## 2077 feb 803 1 -1 0 unknown 1 upper
## 2078 may 91 2 -1 0 unknown 0 primary
## 2079 jun 94 1 -1 0 unknown 0 upper
## 2080 may 325 3 -1 0 unknown 0 upper
## 2081 may 22 5 -1 0 unknown 0 primary
## 2082 may 130 2 -1 0 unknown 0 upper
## 2083 jan 383 2 206 1 other 0 upper
## 2084 may 207 1 -1 0 unknown 0 upper
## 2085 may 244 1 -1 0 unknown 0 upper
## 2086 nov 31 7 -1 0 unknown 0 upper
## 2087 may 493 10 362 1 other 0 upper
## 2088 jan 183 2 -1 0 unknown 0 primary
## 2089 may 541 5 -1 0 unknown 0 primary
## 2090 may 339 1 -1 0 unknown 0 upper
## 2091 apr 293 2 314 2 failure 0 upper
## 2092 apr 112 1 -1 0 unknown 0 upper
## 2093 jun 177 8 -1 0 unknown 0 unknown
## 2094 may 173 4 -1 0 unknown 0 upper
## 2095 jun 258 1 -1 0 unknown 0 upper
## 2096 may 207 1 -1 0 unknown 0 upper
## 2097 aug 279 1 117 1 failure 0 unknown
## 2098 jul 1148 1 276 2 other 1 upper
## 2099 nov 182 1 -1 0 unknown 0 upper
## 2100 aug 119 7 -1 0 unknown 0 upper
## 2101 may 246 1 -1 0 unknown 0 upper
## 2102 jun 137 1 -1 0 unknown 0 primary
## 2103 jul 68 1 -1 0 unknown 0 primary
## 2104 jan 214 1 -1 0 unknown 0 upper
## 2105 may 155 6 -1 0 unknown 0 primary
## 2106 jun 638 16 -1 0 unknown 0 upper
## 2107 aug 181 2 -1 0 unknown 0 upper
## 2108 may 103 1 -1 0 unknown 0 upper
## 2109 aug 214 7 -1 0 unknown 0 upper
## 2110 feb 104 3 -1 0 unknown 0 upper
## 2111 jun 59 3 -1 0 unknown 0 upper
## 2112 jul 33 1 -1 0 unknown 0 primary
## 2113 jun 153 6 -1 0 unknown 0 upper
## 2114 jul 29 10 -1 0 unknown 0 upper
## 2115 may 113 1 -1 0 unknown 0 upper
## 2116 feb 503 1 -1 0 unknown 1 upper
## 2117 aug 22 2 -1 0 unknown 0 upper
## 2118 apr 422 4 -1 0 unknown 0 upper
## 2119 jan 177 1 -1 0 unknown 0 unknown
## 2120 may 99 1 -1 0 unknown 0 upper
## 2121 apr 1353 2 138 2 success 1 upper
## 2122 aug 181 1 -1 0 unknown 0 primary
## 2123 jul 516 1 -1 0 unknown 1 upper
## 2124 aug 331 7 -1 0 unknown 0 upper
## 2125 aug 44 2 -1 0 unknown 0 upper
## 2126 aug 230 2 -1 0 unknown 0 upper
## 2127 jul 1608 13 -1 0 unknown 1 upper
## 2128 may 192 1 -1 0 unknown 0 upper
## 2129 may 271 2 -1 0 unknown 0 upper
## 2130 oct 96 1 158 1 failure 0 upper
## 2131 jan 187 7 -1 0 unknown 1 upper
## 2132 may 145 1 -1 0 unknown 0 upper
## 2133 feb 771 1 171 1 success 1 upper
## 2134 jul 559 2 -1 0 unknown 0 upper
## 2135 may 187 3 -1 0 unknown 0 upper
## 2136 may 65 3 -1 0 unknown 0 upper
## 2137 aug 625 4 -1 0 unknown 1 primary
## 2138 nov 268 3 -1 0 unknown 0 upper
## 2139 may 128 3 -1 0 unknown 0 upper
## 2140 nov 201 2 174 3 success 0 primary
## 2141 may 124 1 338 2 failure 0 upper
## 2142 feb 260 2 -1 0 unknown 0 upper
## 2143 may 86 2 -1 0 unknown 0 upper
## 2144 may 30 7 -1 0 unknown 0 upper
## 2145 aug 184 3 -1 0 unknown 0 upper
## 2146 jan 82 2 -1 0 unknown 0 upper
## 2147 jun 223 3 -1 0 unknown 0 upper
## 2148 nov 75 2 119 2 success 0 upper
## 2149 jul 80 1 -1 0 unknown 0 upper
## 2150 jul 43 2 -1 0 unknown 0 upper
## 2151 aug 139 1 -1 0 unknown 0 upper
## 2152 jun 82 1 -1 0 unknown 0 upper
## 2153 may 370 2 -1 0 unknown 0 primary
## 2154 jul 271 5 -1 0 unknown 0 upper
## 2155 may 61 6 -1 0 unknown 0 primary
## 2156 jul 84 6 -1 0 unknown 0 upper
## 2157 may 513 2 -1 0 unknown 0 upper
## 2158 oct 140 2 -1 0 unknown 0 upper
## 2159 jul 1187 3 -1 0 unknown 1 upper
## 2160 mar 684 4 -1 0 unknown 0 upper
## 2161 jul 142 9 -1 0 unknown 0 upper
## 2162 jul 115 2 -1 0 unknown 0 upper
## 2163 jul 176 4 -1 0 unknown 0 primary
## 2164 jul 610 1 -1 0 unknown 1 upper
## 2165 may 261 1 -1 0 unknown 0 upper
## 2166 jul 68 3 -1 0 unknown 0 upper
## 2167 aug 242 5 -1 0 unknown 0 upper
## 2168 may 59 3 -1 0 unknown 0 upper
## 2169 nov 184 1 -1 0 unknown 0 upper
## 2170 feb 871 4 -1 0 unknown 0 upper
## 2171 may 777 2 -1 0 unknown 1 upper
## 2172 jul 153 1 -1 0 unknown 0 upper
## 2173 may 60 1 -1 0 unknown 0 upper
## 2174 aug 129 2 -1 0 unknown 0 upper
## 2175 jun 98 1 -1 0 unknown 0 upper
## 2176 jul 226 1 -1 0 unknown 0 primary
## 2177 jun 193 10 -1 0 unknown 0 upper
## 2178 feb 150 3 -1 0 unknown 0 upper
## 2179 jun 273 1 -1 0 unknown 0 upper
## 2180 jun 74 2 -1 0 unknown 0 upper
## 2181 apr 687 1 9 3 success 1 upper
## 2182 jul 48 3 -1 0 unknown 0 upper
## 2183 may 365 6 36 3 failure 0 upper
## 2184 may 374 9 -1 0 unknown 0 primary
## 2185 nov 91 2 -1 0 unknown 0 upper
## 2186 jul 76 3 -1 0 unknown 0 upper
## 2187 sep 337 1 186 1 success 1 upper
## 2188 may 239 3 -1 0 unknown 0 upper
## 2189 may 167 3 -1 0 unknown 0 upper
## 2190 jun 118 2 81 1 success 0 upper
## 2191 nov 48 1 -1 0 unknown 0 upper
## 2192 aug 96 2 -1 0 unknown 0 upper
## 2193 jun 140 1 -1 0 unknown 0 upper
## 2194 jun 463 4 -1 0 unknown 0 upper
## 2195 may 99 2 -1 0 unknown 0 unknown
## 2196 may 226 2 -1 0 unknown 0 upper
## 2197 feb 1192 3 -1 0 unknown 0 upper
## 2198 may 243 3 -1 0 unknown 0 upper
## 2199 may 369 1 -1 0 unknown 0 primary
## 2200 jul 273 4 -1 0 unknown 0 upper
## 2201 jun 1009 1 -1 0 unknown 0 primary
## 2202 may 90 4 -1 0 unknown 0 primary
## 2203 aug 93 1 -1 0 unknown 0 upper
## 2204 may 233 2 -1 0 unknown 0 upper
## 2205 jun 262 2 -1 0 unknown 0 upper
## 2206 apr 99 1 329 4 other 0 upper
## 2207 jul 101 3 -1 0 unknown 0 upper
## 2208 nov 65 1 -1 0 unknown 0 upper
## 2209 may 667 2 -1 0 unknown 1 upper
## 2210 jun 34 31 -1 0 unknown 0 upper
## 2211 may 160 2 -1 0 unknown 0 upper
## 2212 apr 170 1 -1 0 unknown 0 upper
## 2213 aug 234 2 -1 0 unknown 0 primary
## 2214 may 354 1 370 2 failure 0 upper
## 2215 aug 131 2 -1 0 unknown 0 upper
## 2216 jul 606 2 -1 0 unknown 0 upper
## 2217 aug 433 2 -1 0 unknown 0 upper
## 2218 nov 208 3 91 4 failure 0 upper
## 2219 jul 100 4 -1 0 unknown 0 upper
## 2220 jun 825 1 -1 0 unknown 0 upper
## 2221 may 172 3 173 1 other 0 upper
## 2222 aug 71 3 -1 0 unknown 0 upper
## 2223 may 13 5 -1 0 unknown 0 upper
## 2224 aug 787 13 -1 0 unknown 0 upper
## 2225 aug 110 1 -1 0 unknown 0 upper
## 2226 may 265 1 -1 0 unknown 0 upper
## 2227 may 62 2 -1 0 unknown 0 upper
## 2228 feb 1052 2 -1 0 unknown 0 upper
## 2229 nov 339 3 -1 0 unknown 0 upper
## 2230 may 360 2 -1 0 unknown 0 upper
## 2231 jul 126 3 -1 0 unknown 0 upper
## 2232 nov 434 2 -1 0 unknown 0 upper
## 2233 jul 88 1 -1 0 unknown 0 upper
## 2234 aug 38 6 -1 0 unknown 0 upper
## 2235 jun 73 4 -1 0 unknown 0 upper
## 2236 aug 454 6 -1 0 unknown 0 upper
## 2237 aug 73 4 -1 0 unknown 0 upper
## 2238 nov 57 1 -1 0 unknown 0 upper
## 2239 jul 422 1 -1 0 unknown 0 upper
## 2240 may 360 1 370 1 other 0 upper
## 2241 may 80 1 -1 0 unknown 0 upper
## 2242 may 90 1 -1 0 unknown 0 upper
## 2243 may 325 4 -1 0 unknown 0 upper
## 2244 may 289 1 -1 0 unknown 0 upper
## 2245 feb 287 1 130 1 failure 0 upper
## 2246 jul 384 4 -1 0 unknown 0 upper
## 2247 jun 394 1 -1 0 unknown 0 upper
## 2248 may 390 2 -1 0 unknown 0 upper
## 2249 may 204 2 -1 0 unknown 0 upper
## 2250 jun 275 1 -1 0 unknown 0 upper
## 2251 apr 815 2 -1 0 unknown 0 upper
## 2252 mar 111 3 585 6 other 0 upper
## 2253 nov 73 1 -1 0 unknown 0 upper
## 2254 may 260 3 -1 0 unknown 0 upper
## 2255 jun 77 8 -1 0 unknown 0 upper
## 2256 may 567 2 -1 0 unknown 0 upper
## 2257 apr 207 1 -1 0 unknown 0 upper
## 2258 aug 150 4 -1 0 unknown 0 upper
## 2259 jul 56 1 -1 0 unknown 0 upper
## 2260 apr 403 1 -1 0 unknown 1 upper
## 2261 sep 409 1 398 1 failure 1 upper
## 2262 may 158 1 351 1 failure 0 unknown
## 2263 jun 340 3 -1 0 unknown 0 unknown
## 2264 may 448 1 -1 0 unknown 0 upper
## 2265 nov 599 4 100 2 failure 0 upper
## 2266 jul 69 2 -1 0 unknown 0 upper
## 2267 may 1094 2 -1 0 unknown 1 upper
## 2268 may 524 3 326 1 other 0 upper
## 2269 jun 205 1 -1 0 unknown 0 upper
## 2270 jun 573 1 -1 0 unknown 0 primary
## 2271 aug 72 4 -1 0 unknown 0 upper
## 2272 jun 157 1 -1 0 unknown 0 upper
## 2273 apr 143 1 -1 0 unknown 0 upper
## 2274 dec 720 5 536 5 failure 0 upper
## 2275 jul 127 6 -1 0 unknown 0 upper
## 2276 may 184 2 -1 0 unknown 0 upper
## 2277 may 202 2 167 1 failure 0 upper
## 2278 may 105 3 -1 0 unknown 0 unknown
## 2279 jun 121 3 195 2 other 0 upper
## 2280 jan 334 1 -1 0 unknown 0 upper
## 2281 apr 159 2 -1 0 unknown 0 upper
## 2282 may 85 1 -1 0 unknown 0 unknown
## 2283 may 176 2 89 5 success 1 upper
## 2284 apr 494 1 -1 0 unknown 0 upper
## 2285 may 66 7 -1 0 unknown 0 primary
## 2286 jul 526 1 -1 0 unknown 0 upper
## 2287 apr 200 3 -1 0 unknown 0 upper
## 2288 jul 98 5 -1 0 unknown 0 upper
## 2289 jul 88 1 -1 0 unknown 0 upper
## 2290 jul 162 6 -1 0 unknown 0 upper
## 2291 may 108 1 -1 0 unknown 0 primary
## 2292 may 401 1 336 2 failure 0 upper
## 2293 apr 401 1 -1 0 unknown 0 upper
## 2294 may 114 1 368 1 failure 0 upper
## 2295 aug 100 4 -1 0 unknown 0 upper
## 2296 may 238 1 -1 0 unknown 0 primary
## 2297 may 125 1 -1 0 unknown 0 upper
## 2298 aug 387 8 -1 0 unknown 0 upper
## 2299 aug 129 2 -1 0 unknown 0 upper
## 2300 jun 559 2 -1 0 unknown 0 upper
## 2301 sep 658 4 95 2 other 1 upper
## 2302 jan 219 1 246 1 failure 0 upper
## 2303 jun 17 10 -1 0 unknown 0 upper
## 2304 may 136 2 -1 0 unknown 0 primary
## 2305 nov 147 2 179 3 failure 0 primary
## 2306 apr 218 1 330 2 failure 0 upper
## 2307 nov 766 3 -1 0 unknown 0 upper
## 2308 jul 494 2 -1 0 unknown 0 primary
## 2309 may 566 7 -1 0 unknown 0 upper
## 2310 may 311 3 364 1 failure 0 upper
## 2311 jun 166 2 -1 0 unknown 0 primary
## 2312 aug 599 3 -1 0 unknown 0 upper
## 2313 nov 62 6 -1 0 unknown 0 upper
## 2314 feb 185 1 -1 0 unknown 1 upper
## 2315 may 36 2 176 2 failure 0 upper
## 2316 may 133 1 -1 0 unknown 0 upper
## 2317 may 207 1 342 1 failure 0 upper
## 2318 jul 1973 2 -1 0 unknown 1 upper
## 2319 jul 176 4 -1 0 unknown 0 upper
## 2320 may 162 1 -1 0 unknown 0 upper
## 2321 aug 445 3 -1 0 unknown 0 upper
## 2322 aug 119 2 95 3 success 0 upper
## 2323 apr 129 2 148 4 other 0 upper
## 2324 may 177 3 -1 0 unknown 0 upper
## 2325 jul 125 1 -1 0 unknown 0 upper
## 2326 aug 486 1 286 2 failure 0 upper
## 2327 may 167 4 -1 0 unknown 0 upper
## 2328 may 199 1 -1 0 unknown 0 upper
## 2329 may 201 2 365 2 failure 0 upper
## 2330 jul 142 3 -1 0 unknown 0 primary
## 2331 may 102 2 -1 0 unknown 0 primary
## 2332 jun 445 3 -1 0 unknown 0 unknown
## 2333 jun 654 2 -1 0 unknown 0 upper
## 2334 may 346 1 368 1 failure 0 upper
## 2335 may 283 8 -1 0 unknown 0 upper
## 2336 may 137 2 -1 0 unknown 0 primary
## 2337 apr 487 1 -1 0 unknown 0 upper
## 2338 may 34 1 -1 0 unknown 0 upper
## 2339 apr 429 1 -1 0 unknown 0 upper
## 2340 jun 231 1 -1 0 unknown 0 upper
## 2341 may 777 3 -1 0 unknown 0 upper
## 2342 may 240 1 -1 0 unknown 0 upper
## 2343 nov 412 1 -1 0 unknown 1 upper
## 2344 aug 171 6 -1 0 unknown 0 upper
## 2345 feb 345 5 -1 0 unknown 0 upper
## 2346 jul 280 1 -1 0 unknown 0 upper
## 2347 aug 98 4 -1 0 unknown 0 upper
## 2348 mar 284 2 -1 0 unknown 0 upper
## 2349 apr 114 1 -1 0 unknown 0 upper
## 2350 may 225 1 -1 0 unknown 0 primary
## 2351 may 21 2 -1 0 unknown 0 upper
## 2352 nov 89 1 145 1 failure 0 upper
## 2353 jan 245 1 92 3 success 0 upper
## 2354 may 187 1 367 4 failure 0 upper
## 2355 jul 241 3 -1 0 unknown 0 upper
## 2356 may 192 1 -1 0 unknown 0 upper
## 2357 aug 146 9 -1 0 unknown 0 upper
## 2358 feb 35 7 265 5 other 0 upper
## 2359 sep 100 2 -1 0 unknown 1 upper
## 2360 may 27 5 -1 0 unknown 0 unknown
## 2361 aug 17 18 -1 0 unknown 0 unknown
## 2362 may 170 2 -1 0 unknown 0 primary
## 2363 may 182 2 -1 0 unknown 0 upper
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## 2365 jun 285 1 -1 0 unknown 0 primary
## 2366 aug 156 2 -1 0 unknown 1 upper
## 2367 jun 228 5 -1 0 unknown 0 upper
## 2368 aug 226 9 -1 0 unknown 0 upper
## 2369 oct 1246 2 -1 0 unknown 1 upper
## 2370 may 75 4 -1 0 unknown 0 upper
## 2371 may 218 3 -1 0 unknown 0 upper
## 2372 sep 129 2 -1 0 unknown 0 upper
## 2373 may 518 1 -1 0 unknown 0 upper
## 2374 jul 222 1 -1 0 unknown 0 primary
## 2375 sep 140 2 -1 0 unknown 1 upper
## 2376 jun 181 2 -1 0 unknown 1 upper
## 2377 may 49 1 -1 0 unknown 0 upper
## 2378 jul 588 1 -1 0 unknown 0 upper
## 2379 may 152 4 366 3 failure 0 upper
## 2380 jul 72 9 -1 0 unknown 0 upper
## 2381 may 643 2 -1 0 unknown 0 upper
## 2382 oct 316 2 92 3 failure 0 upper
## 2383 may 46 1 -1 0 unknown 0 primary
## 2384 jun 218 2 -1 0 unknown 0 primary
## 2385 may 300 1 370 3 failure 0 upper
## 2386 aug 145 11 -1 0 unknown 0 upper
## 2387 may 43 1 -1 0 unknown 0 upper
## 2388 jul 101 3 -1 0 unknown 0 upper
## 2389 jul 381 4 -1 0 unknown 0 upper
## 2390 apr 245 1 -1 0 unknown 1 upper
## 2391 jul 511 1 -1 0 unknown 0 upper
## 2392 jul 254 2 -1 0 unknown 0 upper
## 2393 aug 321 2 -1 0 unknown 0 upper
## 2394 aug 281 5 -1 0 unknown 0 upper
## 2395 jul 64 4 -1 0 unknown 0 upper
## 2396 aug 108 3 277 1 success 1 unknown
## 2397 may 96 3 -1 0 unknown 0 upper
## 2398 may 206 3 -1 0 unknown 0 upper
## 2399 may 310 1 -1 0 unknown 0 upper
## 2400 nov 399 1 -1 0 unknown 0 primary
## 2401 jun 92 3 -1 0 unknown 0 primary
## 2402 may 333 1 -1 0 unknown 0 upper
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## 2404 may 245 5 366 2 failure 0 upper
## 2405 may 241 1 -1 0 unknown 0 upper
## 2406 nov 89 1 175 1 other 0 upper
## 2407 may 215 3 -1 0 unknown 0 upper
## 2408 jul 165 2 -1 0 unknown 0 upper
## 2409 may 328 1 -1 0 unknown 0 upper
## 2410 may 157 3 -1 0 unknown 0 upper
## 2411 may 357 1 -1 0 unknown 0 unknown
## 2412 may 230 1 -1 0 unknown 0 primary
## 2413 aug 670 1 -1 0 unknown 1 upper
## 2414 apr 25 2 -1 0 unknown 0 upper
## 2415 may 132 2 359 2 failure 0 upper
## 2416 aug 123 2 -1 0 unknown 0 unknown
## 2417 feb 67 2 202 1 failure 0 upper
## 2418 may 116 2 -1 0 unknown 0 upper
## 2419 may 157 2 -1 0 unknown 0 upper
## 2420 apr 71 2 -1 0 unknown 0 unknown
## 2421 may 15 10 -1 0 unknown 0 upper
## 2422 may 565 2 -1 0 unknown 0 upper
## 2423 aug 140 5 -1 0 unknown 0 primary
## 2424 may 163 1 -1 0 unknown 0 primary
## 2425 jun 375 5 -1 0 unknown 0 upper
## 2426 apr 311 1 336 1 failure 0 upper
## 2427 may 203 2 -1 0 unknown 0 unknown
## 2428 may 185 3 -1 0 unknown 0 upper
## 2429 apr 268 1 -1 0 unknown 0 upper
## 2430 aug 142 2 -1 0 unknown 0 upper
## 2431 may 334 3 -1 0 unknown 0 upper
## 2432 jun 1365 4 -1 0 unknown 0 upper
## 2433 nov 205 1 -1 0 unknown 0 primary
## 2434 may 222 6 -1 0 unknown 0 upper
## 2435 may 279 1 -1 0 unknown 0 primary
## 2436 nov 79 4 -1 0 unknown 0 upper
## 2437 may 17 7 -1 0 unknown 0 primary
## 2438 nov 142 4 169 5 failure 0 upper
## 2439 aug 996 2 -1 0 unknown 0 upper
## 2440 nov 190 2 -1 0 unknown 0 upper
## 2441 may 6 4 -1 0 unknown 0 upper
## 2442 may 1046 3 333 2 success 1 upper
## 2443 may 85 2 -1 0 unknown 0 primary
## 2444 may 254 2 -1 0 unknown 0 primary
## 2445 may 159 2 -1 0 unknown 0 upper
## 2446 aug 76 2 -1 0 unknown 0 upper
## 2447 may 131 1 -1 0 unknown 0 upper
## 2448 may 145 2 -1 0 unknown 0 primary
## 2449 jun 268 1 -1 0 unknown 0 upper
## 2450 aug 162 13 -1 0 unknown 0 upper
## 2451 aug 644 9 -1 0 unknown 0 upper
## 2452 may 113 2 345 1 other 0 upper
## 2453 jul 10 6 -1 0 unknown 0 upper
## 2454 may 565 2 -1 0 unknown 0 upper
## 2455 apr 389 1 266 2 other 0 upper
## 2456 jul 557 5 -1 0 unknown 0 upper
## 2457 may 338 4 288 2 other 0 primary
## 2458 jan 28 1 -1 0 unknown 0 upper
## 2459 feb 351 2 -1 0 unknown 0 upper
## 2460 apr 154 1 182 1 success 0 primary
## 2461 aug 11 22 -1 0 unknown 0 upper
## 2462 jul 66 1 -1 0 unknown 0 upper
## 2463 may 160 1 -1 0 unknown 0 upper
## 2464 nov 85 1 -1 0 unknown 0 upper
## 2465 aug 91 2 -1 0 unknown 0 upper
## 2466 feb 608 1 -1 0 unknown 0 upper
## 2467 may 160 2 -1 0 unknown 0 primary
## 2468 may 4 2 -1 0 unknown 0 upper
## 2469 jul 122 1 72 1 failure 0 upper
## 2470 aug 275 1 -1 0 unknown 0 upper
## 2471 may 266 2 -1 0 unknown 0 primary
## 2472 aug 267 3 -1 0 unknown 0 upper
## 2473 may 193 5 -1 0 unknown 0 upper
## 2474 may 12 8 -1 0 unknown 0 upper
## 2475 aug 119 1 99 3 failure 0 upper
## 2476 may 364 2 343 4 failure 0 upper
## 2477 jun 578 2 -1 0 unknown 1 upper
## 2478 may 8 4 -1 0 unknown 0 upper
## 2479 apr 164 1 -1 0 unknown 0 upper
## 2480 may 685 1 101 1 other 1 upper
## 2481 feb 224 1 -1 0 unknown 0 upper
## 2482 jul 923 2 -1 0 unknown 1 primary
## 2483 may 267 1 369 1 failure 0 upper
## 2484 jun 159 1 -1 0 unknown 0 upper
## 2485 jul 314 2 -1 0 unknown 0 upper
## 2486 apr 1138 2 138 1 failure 1 upper
## 2487 may 427 3 -1 0 unknown 0 primary
## 2488 may 346 4 -1 0 unknown 0 upper
## 2489 jun 539 1 -1 0 unknown 1 upper
## 2490 may 380 3 -1 0 unknown 0 upper
## 2491 may 227 2 -1 0 unknown 0 primary
## 2492 apr 77 2 -1 0 unknown 0 upper
## 2493 jun 138 1 -1 0 unknown 0 primary
## 2494 jun 142 1 -1 0 unknown 0 upper
## 2495 nov 697 2 184 3 failure 0 upper
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## 2497 feb 52 1 253 2 failure 0 upper
## 2498 may 318 1 -1 0 unknown 0 upper
## 2499 jun 100 1 -1 0 unknown 0 upper
## 2500 may 622 1 -1 0 unknown 0 upper
## 2501 jul 297 5 -1 0 unknown 0 upper
## 2502 apr 300 3 302 3 failure 0 unknown
## 2503 jun 174 1 -1 0 unknown 0 upper
## 2504 jun 562 3 -1 0 unknown 0 upper
## 2505 jul 658 3 -1 0 unknown 1 upper
## 2506 jul 188 2 82 4 other 0 upper
## 2507 sep 190 1 -1 0 unknown 1 upper
## 2508 jun 106 4 -1 0 unknown 0 upper
## 2509 may 101 3 -1 0 unknown 0 upper
## 2510 may 34 1 361 7 failure 0 upper
## 2511 feb 60 1 271 1 failure 0 upper
## 2512 jul 221 3 -1 0 unknown 0 upper
## 2513 jan 373 1 -1 0 unknown 0 upper
## 2514 may 208 3 -1 0 unknown 0 primary
## 2515 jul 356 1 -1 0 unknown 1 upper
## 2516 may 260 1 77 9 failure 0 upper
## 2517 aug 41 2 -1 0 unknown 0 upper
## 2518 nov 696 2 -1 0 unknown 1 upper
## 2519 jun 100 8 -1 0 unknown 0 primary
## 2520 nov 360 2 -1 0 unknown 0 upper
## 2521 jul 83 2 -1 0 unknown 0 upper
## 2522 jul 898 5 -1 0 unknown 0 upper
## 2523 aug 562 2 -1 0 unknown 1 primary
## 2524 sep 204 1 365 1 success 1 upper
## 2525 may 796 1 -1 0 unknown 0 upper
## 2526 may 125 2 370 3 failure 0 upper
## 2527 jun 318 3 -1 0 unknown 0 upper
## 2528 may 207 2 -1 0 unknown 0 upper
## 2529 jun 151 2 -1 0 unknown 0 upper
## 2530 may 157 4 -1 0 unknown 0 upper
## 2531 jun 17 2 -1 0 unknown 0 upper
## 2532 sep 208 2 -1 0 unknown 1 upper
## 2533 jun 269 1 92 2 failure 0 upper
## 2534 may 189 1 326 5 failure 0 primary
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## 2536 feb 102 4 -1 0 unknown 0 upper
## 2537 may 202 2 -1 0 unknown 0 upper
## 2538 jan 28 1 -1 0 unknown 0 unknown
## 2539 jul 469 4 -1 0 unknown 0 primary
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## 2542 may 179 1 -1 0 unknown 0 upper
## 2543 may 430 1 50 3 success 1 upper
## 2544 jul 166 8 -1 0 unknown 0 primary
## 2545 jul 11 3 -1 0 unknown 0 upper
## 2546 aug 153 1 -1 0 unknown 0 primary
## 2547 oct 212 2 -1 0 unknown 1 upper
## 2548 jun 177 5 138 1 failure 0 upper
## 2549 apr 224 2 182 1 success 1 upper
## 2550 jul 61 14 -1 0 unknown 0 upper
## 2551 nov 288 1 -1 0 unknown 0 upper
## 2552 may 27 1 -1 0 unknown 0 primary
## 2553 jun 190 2 -1 0 unknown 0 upper
## 2554 oct 67 6 141 13 failure 0 upper
## 2555 jul 957 3 -1 0 unknown 0 upper
## 2556 may 306 1 262 1 other 0 upper
## 2557 nov 183 1 -1 0 unknown 0 upper
## 2558 nov 997 2 -1 0 unknown 0 primary
## 2559 jul 77 5 -1 0 unknown 0 upper
## 2560 apr 1096 1 -1 0 unknown 0 primary
## 2561 jul 69 3 -1 0 unknown 0 primary
## 2562 jul 262 2 -1 0 unknown 0 upper
## 2563 jan 643 1 -1 0 unknown 0 upper
## 2564 dec 234 1 -1 0 unknown 0 upper
## 2565 jan 1616 1 95 2 success 1 upper
## 2566 may 118 1 -1 0 unknown 0 upper
## 2567 jul 652 2 -1 0 unknown 0 upper
## 2568 feb 96 2 208 1 failure 0 upper
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## 2570 feb 91 1 -1 0 unknown 0 upper
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## 2573 apr 417 2 57 3 failure 0 upper
## 2574 jul 341 5 -1 0 unknown 0 upper
## 2575 jan 155 1 -1 0 unknown 0 upper
## 2576 apr 359 1 -1 0 unknown 0 upper
## 2577 jun 522 1 183 2 success 1 upper
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## 2579 may 9 6 -1 0 unknown 0 upper
## 2580 jun 405 2 -1 0 unknown 0 upper
## 2581 oct 760 1 -1 0 unknown 0 upper
## 2582 may 532 1 358 1 failure 0 upper
## 2583 may 302 16 -1 0 unknown 0 upper
## 2584 jul 181 2 -1 0 unknown 0 upper
## 2585 aug 117 4 -1 0 unknown 0 upper
## 2586 aug 71 4 -1 0 unknown 0 primary
## 2587 nov 190 1 -1 0 unknown 0 upper
## 2588 may 144 1 365 1 failure 0 upper
## 2589 feb 75 2 -1 0 unknown 0 upper
## 2590 aug 82 2 -1 0 unknown 0 upper
## 2591 may 246 1 -1 0 unknown 0 upper
## 2592 aug 171 2 -1 0 unknown 0 upper
## 2593 apr 126 3 -1 0 unknown 0 upper
## 2594 may 280 1 -1 0 unknown 0 primary
## 2595 nov 62 1 -1 0 unknown 0 upper
## 2596 may 43 3 369 2 failure 0 upper
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## 4521 1 0 0Quantile Binning
Quantile binning aims to bin the data into roughly equal groups using quantiles.
bins <- rbin_quantiles(mbank, y, age, 10)
bins## Binning Summary
## -----------------------------
## Method Quantile
## 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 0.7001343Plot
plot(bins)
Winsorized Binning
Winsorized binning is similar to equal length binning except that both tails are cut off to obtain a smooth binning result. This technique is often used to remove outliers during the data pre-processing stage. For Winsorized binning, the Winsorized statistics are computed first. After the minimum and maximum have been found, the split points are calculated the same way as in equal length binning.
bins <- rbin_winsorize(mbank, y, age, 10, winsor_rate = 0.05)
bins## Binning Summary
## ------------------------------
## Method Winsorize
## Response y
## Predictor age
## Bins 10
## Count 4521
## Goods 517
## Bads 4004
## Entropy 0.51
## Information Value 0.1
##
##
## cut_point bin_count good bad woe iv entropy
## 1 < 30.2 723 112 611 -0.3504082 0.0224390979 0.6219926
## 2 < 33.4 567 55 512 0.1839852 0.0039536848 0.4594187
## 3 < 36.6 573 58 515 0.1367176 0.0022470488 0.4728562
## 4 < 39.8 497 44 453 0.2846962 0.0079801719 0.4315480
## 5 < 43 396 37 359 0.2253982 0.0040782670 0.4478305
## 6 < 46.2 461 43 418 0.2272751 0.0048235624 0.4473095
## 7 < 49.4 281 22 259 0.4187793 0.0092684760 0.3961315
## 8 < 52.6 309 32 277 0.1112753 0.0008106706 0.4801796
## 9 < 55.8 244 25 219 0.1231896 0.0007809490 0.4767424
## 10 >= 55.8 470 89 381 -0.5928433 0.0456442813 0.7001343Plot
plot(bins)
Learning More
The rbin website includes comprehensive documentation on using the package, including the following article that gives a brief introduction to rbin:
Feedback
rbin has been on CRAN for a few months now while we were fixing bugs and making the API stable. All feedback is welcome. Issues (bugs and feature requests) can be posted to github tracker. For help with code or other related questions, feel free to reach out to us at pkgs@rsquaredacademy.com.