Binning Data with rbin
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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 0.7001343
Plot
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 ## 544 35 admin. divorced secondary no 3636 no yes ## 545 42 services married secondary no 3465 yes yes ## 546 47 housemaid married secondary no 1765 no no ## 547 30 self-employed single secondary no 635 no yes ## 548 51 blue-collar married primary no 653 yes yes ## 549 30 services single secondary no 631 yes no ## 550 56 management married tertiary no 586 no no ## 551 37 blue-collar married secondary no 1407 yes no ## 552 55 admin. divorced secondary no 3524 yes no ## 553 32 management single tertiary no 112 yes no ## 554 52 management married tertiary no 6873 yes no ## 555 43 housemaid divorced primary no 0 no no ## 556 47 admin. single secondary no 3696 no no ## 557 58 entrepreneur married secondary no 670 yes no ## 558 37 unemployed married tertiary no 7620 no no ## 559 32 unemployed single secondary no 2706 no no ## 560 50 management married secondary no 5 no no ## 561 42 admin. divorced secondary no 936 no no ## 562 32 technician single tertiary no 1454 yes no ## 563 33 technician single secondary no 1500 no no ## 564 30 admin. single tertiary no 305 no no ## 565 38 entrepreneur single secondary no 2543 no no ## 566 32 technician married secondary no 1242 yes no ## 567 28 management single tertiary no 492 no no ## 568 50 unemployed married secondary no 3357 no no ## 569 27 student single tertiary no 1390 no no ## 570 41 admin. married secondary no 16517 no no ## 571 54 services divorced secondary no 2398 yes no ## 572 39 technician married secondary yes -183 yes no ## 573 34 admin. married secondary no 635 yes no ## 574 37 services married secondary no 1616 yes no ## 575 20 student single secondary no 602 yes no ## 576 53 retired divorced secondary no 797 no no ## 577 30 services single secondary no 677 yes no ## 578 29 entrepreneur single tertiary no 430 no yes ## 579 47 technician married primary no 434 yes yes ## 580 44 management married tertiary no 12392 yes no ## 581 26 housemaid married secondary no -759 yes no ## 582 31 blue-collar married primary no 295 yes no ## 583 37 management married tertiary no 0 no no ## 584 63 retired married primary no 12067 no no ## 585 37 management single tertiary no 8066 no no ## 586 27 admin. married secondary no 249 yes no ## 587 26 management single tertiary no 55 no yes ## 588 30 technician married tertiary no 0 no no ## 589 50 blue-collar married primary no 65 yes no ## 590 34 blue-collar divorced secondary no 1614 yes no ## 591 39 blue-collar divorced secondary no 412 no no ## 592 54 management divorced tertiary no 5475 no no ## 593 32 blue-collar single secondary no 2137 no no ## 594 50 blue-collar married primary no 89 yes no ## 595 27 student single tertiary no 1134 no no ## 596 32 technician married secondary no 221 yes no ## 597 29 student single secondary no 48 no no ## 598 58 unknown married secondary no 208 no no ## 599 34 services single tertiary no 88 no no ## 600 50 technician married secondary no 1616 yes yes ## 601 31 technician single tertiary no -167 yes no ## 602 58 management divorced tertiary no 26254 yes no ## 603 34 blue-collar married secondary no 1298 yes no ## 604 58 blue-collar divorced primary no 820 yes no ## 605 38 entrepreneur divorced secondary no 36 no no ## 606 59 technician married secondary no 2342 no yes ## 607 40 unemployed married secondary no 1872 no no ## 608 35 services married secondary no 528 no no ## 609 32 technician married secondary no 79 yes no ## 610 32 housemaid divorced secondary no -613 yes no ## 611 29 admin. single secondary no 260 yes no ## 612 53 management divorced tertiary no 6388 yes no ## 613 44 technician married secondary no 398 yes no ## 614 36 admin. married secondary no 313 yes no ## 615 38 technician married secondary no 5115 yes no ## 616 46 blue-collar married primary no -29 yes no ## 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1290 30 management married tertiary no 8623 no no ## 1291 47 services married secondary no 543 yes no ## 1292 41 management divorced tertiary no 47 yes no ## 1293 58 management married unknown no 3658 no no ## 1294 42 self-employed married tertiary no 596 yes no ## 1295 46 blue-collar married primary no 174 yes yes ## 1296 29 management single unknown no 345 no no ## 1297 32 technician single tertiary no 723 no no ## 1298 24 admin. single secondary no 507 yes no ## 1299 28 admin. married secondary no 576 yes yes ## 1300 36 technician divorced secondary no 515 yes yes ## 1301 32 services single secondary no 406 yes no ## 1302 40 blue-collar single secondary no 322 yes no ## 1303 48 technician married secondary no 2688 no yes ## 1304 52 management married tertiary no 193 no no ## 1305 39 technician divorced secondary no 394 yes no ## 1306 32 services single secondary no 101 yes no ## 1307 42 self-employed married tertiary no 6383 no ...
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