Introduction to rbin
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 pre-processing
Manual Binning
For manual binning, you need to specify the cut points for the bins.
rbin follows the left closed and right open interval
([0,1) = {x | 0 ≤ x < 1}) for creating bins. The number
of cut points you specify is one less than the number of bins you want
to create i.e. if you want to create 10 bins, you need to specify only 9
cut points as shown in the below example. The accompanying RStudio
addin, rbinAddin() can be used to iteratively bin the data
and to enforce monotonic increasing/decreasing trend.
After finalizing the bins, you can use rbin_create() to
create the dummy variables.
Bins
bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
bins
#> Binning Summary
#> ---------------------------
#> Method Manual
#> Response y
#> Predictor age
#> Bins 10
#> Count 4521
#> Goods 517
#> Bads 4004
#> Entropy 0.5
#> Information Value 0.12
#>
#>
#> cut_point bin_count good bad woe iv entropy
#> 1 < 29 410 71 339 -0.483686036 2.547353e-02 0.6649069
#> 2 < 31 313 41 272 -0.154776266 1.760055e-03 0.5601482
#> 3 < 34 567 55 512 0.183985174 3.953685e-03 0.4594187
#> 4 < 36 396 45 351 0.007117468 4.425063e-06 0.5107878
#> 5 < 39 519 47 472 0.259825118 7.008270e-03 0.4383322
#> 6 < 42 431 33 398 0.442938178 1.575567e-02 0.3899626
#> 7 < 46 449 47 402 0.099298221 9.423907e-04 0.4836486
#> 8 < 51 521 40 481 0.439981550 1.881380e-02 0.3907140
#> 9 < 56 445 49 396 0.042587647 1.756117e-04 0.5002548
#> 10 >= 56 470 89 381 -0.592843261 4.564428e-02 0.7001343
Dummy Variables
bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
rbin_create(mbank, age, bins)
#> age job marital education default balance housing loan
#> 1 34 technician married tertiary no 297 yes no
#> 2 49 services married secondary no 180 yes yes
#> 3 38 admin. single secondary no 262 no no
#> 4 47 services married secondary no 367 yes no
#> 5 51 self-employed single secondary no 1640 yes no
#> 6 40 unemployed married secondary no 3382 yes no
#> 7 58 retired married secondary no 1227 no no
#> 8 32 unemployed married primary no 309 yes no
#> 9 46 blue-collar married secondary no 922 yes no
#> 10 32 services married tertiary no 0 no no
#> 11 32 services married secondary no 414 yes no
#> 12 50 blue-collar married primary no 0 no no
#> 13 41 management married tertiary no 2226 no no
#> 14 38 services divorced primary no 0 yes no
#> 15 31 self-employed married tertiary yes 147 yes no
#> 16 42 admin. single secondary no 283 yes no
#> 17 56 retired married primary no -1 no no
#> 18 54 management divorced unknown no 901 no no
#> 19 42 management married secondary no 372 yes no
#> 20 58 services married secondary no 627 no no
#> 21 51 admin. married tertiary no 26 yes no
#> 22 44 management married secondary no 438 yes no
#> 23 51 management single unknown no -461 yes no
#> 24 41 management married tertiary no -195 no yes
#> 25 57 technician married secondary no 16063 yes no
#> 26 32 management single tertiary no 3097 yes no
#> 27 32 management married tertiary no 1232 no no
#> 28 45 management married tertiary no 4693 no yes
#> 29 56 entrepreneur married secondary no 196 no no
#> 30 38 technician married secondary no 0 yes no
#> 31 54 self-employed married tertiary no 990 no no
#> 32 53 unemployed single primary no 183 no no
#> 33 36 management single tertiary no 219 no no
#> 34 37 blue-collar married secondary no -97 yes no
#> 35 31 services single secondary no 222 yes no
#> 36 42 technician married secondary no 234 no no
#> 37 34 services single primary no 25 yes yes
#> 38 37 technician married secondary no 1762 no no
#> 39 59 blue-collar married primary no 80 yes no
#> 40 54 management married primary yes 0 yes yes
#> 41 54 blue-collar married primary no 1357 yes yes
#> 42 59 admin. married secondary no -198 yes yes
#> 43 33 management single tertiary no 2059 no no
#> 44 24 services single secondary no 258 yes no
#> 45 29 technician single tertiary no 2269 yes no
#> 46 49 blue-collar married secondary no 0 no no
#> 47 37 technician married secondary no 77 yes yes
#> 48 28 blue-collar married primary no 254 yes no
#> 49 82 retired married primary no 103 no no
#> 50 57 blue-collar married primary no 452 yes no
#> 51 39 technician single unknown no 45248 yes no
#> 52 39 management single tertiary no 0 no no
#> 53 33 technician married secondary no 620 no no
#> 54 32 blue-collar married secondary no 2263 no no
#> 55 24 blue-collar single secondary no 8594 yes no
#> 56 52 technician married secondary no 306 no no
#> 57 32 management single tertiary no 10281 no no
#> 58 33 technician single tertiary no 469 no no
#> 59 31 management single tertiary no 86 no no
#> 60 42 management married tertiary no 477 yes no
#> 61 27 blue-collar married primary no 1 yes no
#> 62 32 technician married secondary no 0 yes yes
#> 63 30 management single tertiary no 0 yes no
#> 64 42 admin. divorced secondary no -172 yes yes
#> 65 43 blue-collar married secondary no 2706 yes yes
#> 66 27 technician single tertiary no 808 yes no
#> 67 57 technician divorced secondary no 164 no no
#> 68 32 unemployed single secondary no 331 yes no
#> 69 31 admin. single secondary no 1374 yes no
#> 70 36 blue-collar married primary no 0 yes no
#> 71 31 management married secondary no 625 yes no
#> 72 39 blue-collar married secondary no 747 yes yes
#> 73 42 services married primary no 124 yes no
#> 74 68 retired married primary no 0 no no
#> 75 56 technician married tertiary no 787 no yes
#> 76 46 technician divorced tertiary no 405 yes no
#> 77 35 admin. married tertiary no -272 no yes
#> 78 50 services married secondary no 57435 yes no
#> 79 50 blue-collar married primary no 167 no no
#> 80 60 housemaid divorced secondary no 2063 no no
#> 81 32 technician married tertiary no 0 yes no
#> 82 30 admin. single secondary no 255 no no
#> 83 48 services single primary no 204 yes no
#> 84 30 admin. single secondary no 648 no no
#> 85 31 blue-collar married primary no 33 yes no
#> 86 45 blue-collar married secondary no 430 no yes
#> 87 35 blue-collar married secondary no 260 yes no
#> 88 26 admin. single secondary no 0 yes no
#> 89 32 admin. married secondary no 1604 no yes
#> 90 50 technician married secondary no -568 yes yes
#> 91 34 technician married secondary no 966 yes no
#> 92 29 blue-collar married unknown no 356 yes no
#> 93 29 blue-collar married secondary no 2378 yes yes
#> 94 75 retired divorced primary no 852 no no
#> 95 72 retired married primary no 1388 no no
#> 96 48 blue-collar married secondary no 1230 yes yes
#> 97 37 management married tertiary no 9895 yes no
#> 98 34 technician single secondary no 27446 yes no
#> 99 44 management married primary no 1880 yes no
#> 100 35 services married secondary no 0 yes no
#> 101 28 student married tertiary no 803 yes no
#> 102 25 blue-collar single secondary no 158 yes yes
#> 103 51 blue-collar married secondary no 328 no no
#> 104 44 unemployed divorced secondary no 522 no no
#> 105 47 blue-collar married primary no 550 yes no
#> 106 59 retired divorced secondary no 602 no no
#> 107 38 blue-collar married primary no 467 yes no
#> 108 39 management single tertiary no 1682 yes no
#> 109 43 technician divorced secondary no 305 yes no
#> 110 45 management divorced tertiary no 24598 yes no
#> 111 24 blue-collar single primary no 2129 yes yes
#> 112 24 self-employed single tertiary no 931 yes no
#> 113 69 technician married secondary no 9064 no no
#> 114 37 blue-collar single unknown no 2188 no no
#> 115 29 technician single tertiary no -803 yes yes
#> 116 51 blue-collar married primary no -11 no no
#> 117 26 student single secondary no 5296 no no
#> 118 53 admin. divorced tertiary no 122 no no
#> 119 41 services married secondary no 6687 yes no
#> 120 42 blue-collar married secondary no 902 yes no
#> 121 25 entrepreneur married tertiary no 30 yes no
#> 122 39 technician single secondary no 1048 yes yes
#> 123 50 services married secondary no 1687 no no
#> 124 55 blue-collar married primary no 771 no no
#> 125 34 admin. single secondary no 663 yes no
#> 126 31 technician divorced tertiary no 2287 yes no
#> 127 32 technician single secondary yes -1 no no
#> 128 56 blue-collar married secondary no 1686 no no
#> 129 51 blue-collar married secondary no 1779 yes no
#> 130 25 blue-collar married secondary no 316 yes yes
#> 131 33 management divorced tertiary no 312 yes yes
#> 132 54 management married secondary yes 5249 yes no
#> 133 34 entrepreneur married secondary no 2 yes yes
#> 134 39 technician single secondary no 175 no yes
#> 135 45 technician married secondary no 406 yes no
#> 136 43 blue-collar married primary no -454 yes no
#> 137 54 technician divorced secondary no -11 yes no
#> 138 34 services divorced secondary no 27 yes no
#> 139 45 technician married secondary no 3395 yes no
#> 140 38 services divorced secondary no 49 yes no
#> 141 33 blue-collar divorced secondary no 1 no no
#> 142 27 student single tertiary no 24 yes no
#> 143 53 management divorced tertiary no 2894 yes no
#> 144 32 admin. single secondary no 6042 yes no
#> 145 37 blue-collar single tertiary no 481 no no
#> 146 51 blue-collar married primary no 7098 no no
#> 147 55 retired married secondary no 123 no no
#> 148 61 retired married secondary no 280 yes no
#> 149 41 technician married tertiary no 139 no no
#> 150 39 blue-collar married secondary no 1042 yes no
#> 151 34 blue-collar single secondary no 1423 yes no
#> 152 37 management married tertiary no 591 yes no
#> 153 30 management married tertiary no 1235 no no
#> 154 54 unemployed divorced secondary no 3721 yes no
#> 155 47 technician divorced secondary no 1851 yes no
#> 156 32 unemployed married tertiary no 283 yes no
#> 157 42 admin. single secondary no 2095 yes no
#> 158 52 blue-collar divorced primary no -97 yes yes
#> 159 83 retired single primary no 3349 no no
#> 160 42 technician single secondary no 0 yes no
#> 161 38 management single tertiary no 3141 no no
#> 162 56 unemployed married secondary no -246 no yes
#> 163 52 management divorced tertiary no 0 no no
#> 164 56 services divorced unknown no 1877 yes no
#> 165 55 technician married secondary no 0 yes yes
#> 166 56 technician divorced secondary no 3450 no no
#> 167 29 technician single tertiary no 673 yes no
#> 168 73 retired married primary no 542 no no
#> 169 62 housemaid married secondary no 2 no no
#> 170 56 management married tertiary no -762 yes yes
#> 171 36 technician married primary no 1653 yes yes
#> 172 32 blue-collar married primary no 50 yes no
#> 173 48 management married tertiary no 14530 yes yes
#> 174 31 admin. single secondary no 358 yes no
#> 175 26 blue-collar single secondary no 3145 no no
#> 176 27 blue-collar single secondary no 1311 yes no
#> 177 56 services married primary no 486 no yes
#> 178 31 management single tertiary no 34 no no
#> 179 36 blue-collar married secondary no 0 no no
#> 180 53 technician married unknown no 6921 yes no
#> 181 39 blue-collar married secondary no 98 no no
#> 182 82 retired divorced primary no 928 no no
#> 183 30 technician married secondary no 671 no no
#> 184 31 technician married secondary no 535 no no
#> 185 47 self-employed married tertiary no -80 yes no
#> 186 58 unemployed married primary no 3884 no no
#> 187 55 management married tertiary no 1402 yes no
#> 188 25 admin. single secondary no 425 no no
#> 189 31 blue-collar single secondary no -161 no no
#> 190 53 technician married secondary no 2647 yes no
#> 191 43 blue-collar married primary no 517 yes no
#> 192 56 entrepreneur married tertiary no 40 no yes
#> 193 51 technician married secondary no 8758 no no
#> 194 34 admin. married secondary no 764 no no
#> 195 45 management married secondary no 446 no no
#> 196 60 blue-collar married primary no 5 no no
#> 197 46 management single tertiary no 6651 no no
#> 198 40 entrepreneur married secondary no 0 yes no
#> 199 53 management married tertiary no 913 yes no
#> 200 57 admin. married unknown no 596 no no
#> 201 25 blue-collar single primary no -221 yes no
#> 202 31 unemployed divorced tertiary no 756 no no
#> 203 64 retired married secondary no 1612 no no
#> 204 37 admin. married secondary no 1314 yes no
#> 205 30 admin. single secondary no 1009 yes no
#> 206 37 admin. single secondary no 781 no no
#> 207 48 blue-collar married secondary no 5078 yes no
#> 208 48 blue-collar married primary no 8 no no
#> 209 50 services married secondary no 1134 no no
#> 210 38 admin. married secondary no 689 yes no
#> 211 43 self-employed married secondary no 634 yes no
#> 212 31 technician single secondary no 9 no no
#> 213 48 management married tertiary no 1147 no no
#> 214 40 admin. single secondary no 963 yes no
#> 215 63 entrepreneur married secondary no 3904 no no
#> 216 41 management married tertiary no 23 no no
#> 217 23 services single secondary no 665 yes no
#> 218 29 management single tertiary no 536 no no
#> 219 52 blue-collar single tertiary yes -517 no yes
#> 220 44 entrepreneur married secondary yes -848 yes no
#> 221 39 technician married secondary no 375 yes yes
#> 222 49 blue-collar married primary no 371 yes no
#> 223 34 admin. married secondary no 95 yes no
#> 224 33 technician married tertiary no 148 no no
#> 225 51 blue-collar divorced primary no 886 no no
#> 226 24 management single tertiary no 1 no no
#> 227 34 services married secondary no 142 yes no
#> 228 50 blue-collar married primary no 506 yes no
#> 229 44 blue-collar married secondary no 129 yes yes
#> 230 57 blue-collar divorced primary no 1299 no no
#> 231 26 student single unknown no 19 no no
#> 232 29 blue-collar married primary no 163 yes yes
#> 233 50 blue-collar married primary no 0 no no
#> 234 52 management married secondary no 4096 yes no
#> 235 31 admin. married secondary no 0 yes yes
#> 236 32 blue-collar single primary no 33 no no
#> 237 33 technician single secondary no 0 no no
#> 238 33 admin. single secondary no 1779 yes no
#> 239 41 unemployed divorced tertiary no -198 yes no
#> 240 28 technician married tertiary no 107 yes no
#> 241 41 entrepreneur single primary no 7264 no yes
#> 242 32 blue-collar married primary no 289 yes no
#> 243 48 services married unknown no 1155 yes no
#> 244 45 self-employed divorced tertiary no 963 yes no
#> 245 39 blue-collar married secondary no 0 yes no
#> 246 36 admin. divorced secondary no -37 yes no
#> 247 60 retired married secondary no 3932 yes no
#> 248 42 admin. single secondary no -247 yes yes
#> 249 34 blue-collar single primary no 505 yes no
#> 250 40 management divorced tertiary no 205 no no
#> 251 26 housemaid single secondary no 93 no no
#> 252 42 services married secondary no 1545 yes no
#> 253 47 management married tertiary no 1147 no no
#> 254 35 blue-collar married secondary no 765 yes no
#> 255 24 student single secondary no 822 no no
#> 256 42 management divorced tertiary no 461 yes no
#> 257 53 services married secondary no 76 yes no
#> 258 44 technician divorced secondary no 316 yes no
#> 259 44 self-employed single tertiary no 97 yes no
#> 260 43 blue-collar married primary no -41 no no
#> 261 28 blue-collar single primary no 2340 yes no
#> 262 53 services married primary no 2618 yes no
#> 263 23 student single secondary no 1062 no no
#> 264 32 services married secondary no 206 yes yes
#> 265 27 blue-collar married secondary no 191 yes no
#> 266 55 technician single secondary no 11 no no
#> 267 48 admin. married unknown no 0 yes no
#> 268 32 blue-collar married primary no 827 yes no
#> 269 45 blue-collar married primary no 351 yes no
#> 270 38 technician married secondary no 54 yes yes
#> 271 53 blue-collar divorced primary no -1 yes no
#> 272 26 technician single secondary no 941 no yes
#> 273 34 entrepreneur married secondary no 223 no yes
#> 274 31 management single tertiary no 53 yes no
#> 275 45 entrepreneur divorced tertiary no 0 yes no
#> 276 56 management divorced tertiary no 310 no no
#> 277 38 blue-collar married primary no 635 yes no
#> 278 39 management single tertiary no 668 no no
#> 279 26 services single secondary no 1700 yes no
#> 280 35 student divorced primary no 2755 yes no
#> 281 30 management single tertiary no 0 no no
#> 282 41 services divorced secondary no 83 no no
#> 283 47 entrepreneur married secondary no 0 no no
#> 284 38 services married unknown no 10189 yes no
#> 285 61 management married tertiary no 5157 no no
#> 286 35 blue-collar married primary no 4366 yes no
#> 287 30 blue-collar married secondary yes -18 no no
#> 288 35 technician married secondary no 561 yes no
#> 289 35 technician married secondary no -255 yes no
#> 290 32 blue-collar married primary no 391 yes no
#> 291 40 services married secondary no 9374 yes no
#> 292 30 services single secondary no 695 yes no
#> 293 21 student single secondary no 71 no no
#> 294 38 technician married secondary no 0 no no
#> 295 54 entrepreneur divorced tertiary no 20527 no no
#> 296 35 blue-collar single secondary no 219 yes yes
#> 297 45 blue-collar married primary no 491 yes yes
#> 298 37 technician single secondary no -272 no yes
#> 299 42 entrepreneur married tertiary no 859 no no
#> 300 34 admin. married secondary no -33 yes yes
#> 301 38 housemaid married secondary no 1508 no yes
#> 302 36 management married tertiary no 918 no no
#> 303 30 technician married tertiary no 606 yes no
#> 304 44 technician divorced secondary no 414 yes yes
#> 305 50 blue-collar married secondary no 325 yes no
#> 306 42 admin. single secondary no 734 yes no
#> 307 64 retired married primary no 43 no no
#> 308 31 entrepreneur married tertiary no 0 yes no
#> 309 35 entrepreneur married tertiary no 0 no no
#> 310 58 management divorced tertiary no 4256 no no
#> 311 44 management married tertiary no 474 yes yes
#> 312 79 retired divorced primary no 336 no no
#> 313 37 admin. divorced secondary no 0 yes yes
#> 314 36 services single secondary no 9713 yes no
#> 315 57 retired married tertiary no 4451 no yes
#> 316 32 technician single secondary no -138 no no
#> 317 26 unemployed single secondary no 771 no no
#> 318 25 services single secondary no 333 no yes
#> 319 39 admin. married secondary no 563 yes no
#> 320 40 blue-collar married secondary no 4795 yes no
#> 321 50 blue-collar married primary no 157 no no
#> 322 38 technician single tertiary no 178 yes no
#> 323 31 management single tertiary no 0 no no
#> 324 45 blue-collar married primary no 0 yes no
#> 325 57 management divorced tertiary no 236 no no
#> 326 30 management single tertiary no 536 no no
#> 327 36 admin. married secondary no 3308 no yes
#> 328 32 blue-collar single secondary no 1211 yes no
#> 329 41 admin. married secondary no 1705 no no
#> 330 59 housemaid married primary no 5 no yes
#> 331 58 unemployed married primary no 4967 no no
#> 332 26 admin. married secondary no 284 no no
#> 333 50 blue-collar divorced primary no -19 yes no
#> 334 38 blue-collar married primary no 168 yes yes
#> 335 36 admin. single secondary no 148 yes no
#> 336 28 technician single tertiary no 386 no no
#> 337 52 entrepreneur married secondary no 3332 yes yes
#> 338 35 housemaid married primary no 0 no no
#> 339 35 blue-collar married primary no 0 yes no
#> 340 39 technician married secondary no 2765 yes yes
#> 341 53 technician married secondary no 3398 no yes
#> 342 52 entrepreneur married secondary no 330 no yes
#> 343 41 blue-collar married secondary no 2152 yes no
#> 344 50 technician married secondary no 8001 no no
#> 345 57 self-employed married secondary no 2109 no no
#> 346 56 management married tertiary no 79 no no
#> 347 34 management single tertiary no -578 yes no
#> 348 41 blue-collar married secondary no 449 yes yes
#> 349 54 management divorced tertiary no 5253 yes yes
#> 350 66 housemaid divorced primary no 3701 no no
#> 351 28 management married tertiary no 395 no no
#> 352 22 student single secondary no 722 yes no
#> 353 50 technician married secondary no 4 no no
#> 354 35 management single tertiary no 0 yes no
#> 355 37 entrepreneur married tertiary no 7944 no no
#> 356 30 management single tertiary no 59 yes yes
#> 357 38 admin. single secondary no 221 yes no
#> 358 36 blue-collar married secondary no 330 yes no
#> 359 43 management single tertiary no 3872 yes no
#> 360 42 blue-collar married secondary no 3052 yes no
#> 361 28 blue-collar single secondary no 362 yes no
#> 362 37 management married tertiary no 5355 no no
#> 363 39 management married tertiary no 285 yes no
#> 364 34 services single primary no 3648 yes no
#> 365 55 unemployed married tertiary no 4809 yes no
#> 366 37 entrepreneur married tertiary no 298 no no
#> 367 29 technician single tertiary no 1185 yes no
#> 368 34 technician married secondary no 2 yes no
#> 369 42 services single secondary no 838 yes no
#> 370 32 admin. married secondary no 552 yes no
#> 371 32 blue-collar married secondary no 2561 yes no
#> 372 34 blue-collar married primary no 351 no yes
#> 373 39 blue-collar married secondary no 161 yes no
#> 374 35 blue-collar married primary no -167 yes no
#> 375 55 retired married secondary no 3948 no no
#> 376 31 admin. married secondary no -36 yes yes
#> 377 59 retired married secondary no 374 no no
#> 378 34 management married tertiary no 362 yes no
#> 379 53 services single secondary no 1162 yes no
#> 380 38 blue-collar married secondary no 0 no no
#> 381 41 management married tertiary no 5936 no no
#> 382 46 blue-collar married secondary no 853 no no
#> 383 31 admin. married secondary no 2 yes yes
#> 384 27 services single secondary no 814 yes no
#> 385 51 blue-collar married primary no 0 no no
#> 386 40 technician divorced secondary no 16 yes no
#> 387 49 management married tertiary no 865 no no
#> 388 39 housemaid married secondary no 1444 no no
#> 389 50 blue-collar married secondary no 278 no no
#> 390 45 management married tertiary no 77 yes no
#> 391 46 blue-collar married secondary no 265 yes no
#> 392 39 blue-collar married primary no 541 yes no
#> 393 61 self-employed divorced tertiary no 52587 no no
#> 394 37 technician single secondary no -59 yes no
#> 395 38 technician married unknown no 90 yes yes
#> 396 32 management married tertiary no 1660 yes no
#> 397 51 admin. married secondary no 924 yes no
#> 398 38 technician single secondary no 553 yes no
#> 399 39 housemaid married secondary no 0 yes no
#> 400 42 management married tertiary no 36 no no
#> 401 43 self-employed married secondary no 5317 no no
#> 402 38 technician single secondary no 61 yes no
#> 403 49 management divorced secondary no 1598 yes no
#> 404 58 retired married primary no 4007 no no
#> 405 39 blue-collar single primary no 1537 no yes
#> 406 50 management married tertiary no 782 no no
#> 407 28 management married tertiary no 12 yes no
#> 408 51 blue-collar married secondary no 51 no yes
#> 409 47 technician married secondary no 72 no no
#> 410 30 admin. single tertiary no 5 no yes
#> 411 55 technician divorced secondary no 852 no no
#> 412 40 management single tertiary no -222 yes no
#> 413 33 technician single tertiary no 129 yes no
#> 414 31 technician single unknown no 694 yes no
#> 415 33 technician married tertiary no 145 yes no
#> 416 58 retired married unknown no 928 no no
#> 417 48 entrepreneur married secondary no 86 yes no
#> 418 28 admin. single unknown no 731 yes no
#> 419 38 unemployed single secondary no 7159 no no
#> 420 44 blue-collar married secondary no 294 yes no
#> 421 31 management married tertiary no 1126 no no
#> 422 46 unknown married unknown no 2911 no no
#> 423 32 management single tertiary no 1804 yes no
#> 424 36 management single unknown no 601 no no
#> 425 47 housemaid married tertiary no 1692 yes no
#> 426 29 unemployed single tertiary no 1311 no no
#> 427 35 management single unknown no 342 no yes
#> 428 43 entrepreneur married tertiary no 210 no no
#> 429 34 management married tertiary no 1770 yes no
#> 430 30 technician single secondary no 1416 no no
#> 431 59 services married primary no 196 yes no
#> 432 50 management divorced tertiary no 405 no no
#> 433 35 blue-collar married secondary no 463 yes no
#> 434 37 admin. single secondary no 192 yes no
#> 435 45 blue-collar married primary no 487 yes no
#> 436 54 admin. divorced secondary no -288 yes no
#> 437 64 management married tertiary no 3951 no no
#> 438 48 management married tertiary no 0 no yes
#> 439 62 unemployed married primary no 532 no no
#> 440 53 blue-collar married primary no 1388 no no
#> 441 59 blue-collar married secondary no 0 no no
#> 442 43 admin. single secondary no 445 yes no
#> 443 48 management married tertiary no 2 no no
#> 444 40 management married tertiary no -1212 yes no
#> 445 46 blue-collar married primary no 5164 yes no
#> 446 36 services single secondary no 616 yes yes
#> 447 36 technician married tertiary no 571 yes yes
#> 448 29 services married secondary no 182 yes no
#> 449 29 student single secondary no 1093 yes no
#> 450 39 blue-collar divorced tertiary no 382 no no
#> 451 38 self-employed married secondary no 173 no no
#> 452 55 blue-collar married secondary no 176 no yes
#> 453 30 management married tertiary no 367 no no
#> 454 33 technician single tertiary no 231 yes no
#> 455 42 technician married secondary no 233 no no
#> 456 29 management married tertiary no 318 yes no
#> 457 43 unemployed married primary no 9 yes yes
#> 458 46 management single tertiary no 502 no no
#> 459 32 blue-collar single secondary no 259 yes no
#> 460 33 services married secondary no 1631 yes no
#> 461 55 technician married primary no 284 no no
#> 462 36 management married tertiary no 0 yes no
#> 463 47 entrepreneur married unknown no 1481 yes no
#> 464 45 self-employed married secondary no 3080 no no
#> 465 30 management single secondary no 135 no no
#> 466 41 management married tertiary no 5883 no no
#> 467 75 retired divorced primary no 3881 yes no
#> 468 43 technician divorced secondary no 1648 no no
#> 469 46 housemaid married secondary no 271 yes no
#> 470 23 services single secondary no 75 yes no
#> 471 35 technician single tertiary no 354 yes no
#> 472 30 admin. married primary no 40 yes yes
#> 473 48 unemployed single primary no 63 no no
#> 474 32 services single secondary no 459 yes no
#> 475 49 services married secondary no 0 no no
#> 476 37 blue-collar married secondary no 223 yes no
#> 477 35 services married secondary no 74 yes no
#> 478 58 management married primary no 2769 yes no
#> 479 53 technician married tertiary no 4323 yes no
#> 480 44 technician married tertiary no 4580 yes no
#> 481 42 admin. married primary no -306 yes no
#> 482 43 technician married tertiary no 2643 no no
#> 483 53 entrepreneur married primary no -257 yes yes
#> 484 28 technician single secondary no 441 no yes
#> 485 27 blue-collar single secondary yes -2 yes yes
#> 486 54 technician married secondary no 10185 no no
#> 487 33 admin. married secondary no 2374 yes no
#> 488 69 retired married tertiary no 473 no no
#> 489 39 management single tertiary no 3281 no no
#> 490 50 technician married secondary no 423 no no
#> 491 52 technician married secondary no 1373 no no
#> 492 60 retired married tertiary no 2557 yes no
#> 493 57 technician married secondary no 3858 no no
#> 494 42 technician married secondary no 334 yes no
#> 495 52 blue-collar divorced primary no 1250 no no
#> 496 40 technician married secondary no 657 yes no
#> 497 32 technician married secondary no 1951 yes no
#> 498 37 admin. single secondary no 515 yes no
#> 499 36 management single tertiary no 181 yes no
#> 500 60 retired married secondary no -222 no no
#> 501 31 services single secondary yes 68 yes no
#> 502 39 blue-collar single secondary no 0 yes no
#> 503 49 services single secondary no 3061 yes no
#> 504 39 management married tertiary no 691 yes yes
#> 505 45 housemaid divorced primary no 544 no no
#> 506 34 blue-collar married secondary no 355 yes no
#> 507 53 admin. married primary no 6280 no no
#> 508 38 technician single secondary no 227 no no
#> 509 28 admin. single secondary no 419 yes no
#> 510 53 housemaid married primary yes 945 no no
#> 511 27 blue-collar single secondary no 940 yes no
#> 512 30 technician single secondary no 2567 no no
#> 513 33 management married secondary no 56 yes no
#> 514 37 technician single tertiary no 1609 no yes
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#> 1154 51 management married tertiary no -714 no no
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#> 1159 40 entrepreneur married secondary no 2252 no no
#> 1160 35 management single tertiary no 244 yes no
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#> 1188 53 technician married unknown no 2242 no no
#> 1189 29 admin. single secondary no 345 yes yes
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#> 1226 39 admin. married secondary no 260 yes no
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#> 1231 57 retired married primary no 70 yes yes
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#> 1233 30 management married tertiary no 151 no no
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#> 1243 43 management married tertiary no 1050 yes yes
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#> 1258 34 entrepreneur married unknown no -506 no no
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#> 1317 49 entrepreneur married tertiary no 388 yes no
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#> 1320 35 blue-collar married secondary no 26 yes no
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#> 1329 51 unknown single unknown no 0 no no
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#> 1331 31 technician single secondary no 538 yes no
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#> 1342 31 blue-collar married secondary no 822 yes no
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#> 1360 46 self-employed married tertiary no -80 yes no
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#> 1368 30 blue-collar married secondary no -166 yes yes
#> 1369 49 housemaid married primary no 360 no no
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#> 1373 34 blue-collar married secondary no 187 yes no
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#> 1380 51 management married tertiary no 346 no no
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#> 1386 59 retired divorced secondary no 914 no no
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#> 1388 33 admin. single secondary no 572 yes no
#> 1389 33 admin. single secondary no -371 yes yes
#> 1390 37 admin. divorced secondary no -165 yes no
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#> 1399 31 blue-collar married primary no 99 yes no
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#> 1417 29 admin. married secondary no 22171 yes no
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#> 1422 34 management married tertiary no 53 yes yes
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#> 1426 48 blue-collar married secondary no 729 yes no
#> 1427 34 blue-collar married primary no -78 yes no
#> 1428 35 technician single secondary no 103 yes no
#> 1429 35 blue-collar married primary no 0 yes no
#> 1430 39 blue-collar married primary no 521 no yes
#> 1431 27 management single tertiary no 2489 no no
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#> 1434 51 admin. married secondary no 227 no no
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#> 1436 37 blue-collar single tertiary no 1222 no no
#> 1437 59 technician married secondary no 4263 no yes
#> 1438 38 technician married tertiary no 1004 yes no
#> 1439 46 blue-collar married secondary no 942 no no
#> 1440 73 retired married unknown no 3443 no no
#> 1441 24 technician married secondary no 691 yes no
#> 1442 51 technician married secondary no 180 yes no
#> 1443 50 management married tertiary no 830 no no
#> 1444 39 technician married secondary no 130 no no
#> 1445 52 blue-collar married secondary no 33 no yes
#> 1446 46 technician married secondary no 179 no yes
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#> 1448 36 management single tertiary no 0 yes yes
#> 1449 46 blue-collar married secondary no 624 yes no
#> 1450 32 blue-collar single secondary no 3662 no no
#> 1451 62 blue-collar married secondary no 272 no no
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#> 1453 51 self-employed married tertiary no 126 yes no
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#> 1456 43 technician married secondary no -330 yes yes
#> 1457 49 blue-collar married secondary no 457 yes yes
#> 1458 60 retired married tertiary no 3461 no no
#> 1459 50 technician married secondary no 1518 no yes
#> 1460 30 services married secondary no 33 no no
#> 1461 46 blue-collar married secondary no 310 yes no
#> 1462 44 management married tertiary no -68 no yes
#> 1463 45 technician married secondary no 2776 yes no
#> 1464 46 blue-collar married secondary no 243 yes no
#> 1465 42 unknown single unknown yes 61 no no
#> 1466 43 blue-collar single primary no 0 no no
#> 1467 46 management divorced tertiary no 3 yes yes
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#> 1469 32 admin. single secondary no 739 yes no
#> 1470 50 blue-collar married primary no 280 yes no
#> 1471 46 services married secondary no 311 yes yes
#> 1472 28 housemaid married primary no 5 no no
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#> 1475 24 admin. single secondary no 845 yes no
#> 1476 28 student single secondary no 949 yes no
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#> 1479 77 retired married tertiary no 0 no no
#> 1480 37 technician single tertiary no 876 yes no
#> 1481 52 blue-collar single primary no 210 yes no
#> 1482 48 management divorced tertiary no 5978 no no
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#> 1484 57 admin. married secondary no 407 yes yes
#> 1485 34 services married secondary no -211 yes no
#> 1486 37 technician single secondary no 181 no no
#> 1487 50 blue-collar married secondary no 562 yes no
#> 1488 34 management married tertiary no 105 yes no
#> 1489 48 blue-collar married secondary no 341 yes yes
#> 1490 28 services single secondary no 2992 yes no
#> 1491 31 admin. single secondary no 1016 yes no
#> 1492 35 blue-collar married secondary no 5639 yes no
#> 1493 46 management married tertiary no 48 no no
#> 1494 33 management married tertiary no 0 yes no
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#> 1496 60 retired divorced primary no 1582 no yes
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#> 1498 43 technician single secondary no 4990 yes no
#> 1499 29 admin. single secondary no 454 no no
#> 1500 27 admin. married secondary no 73 yes no
#> 1501 50 blue-collar married secondary no 253 yes yes
#> 1502 46 entrepreneur married secondary no 583 yes no
#> 1503 49 admin. married secondary no 5361 no no
#> 1504 27 admin. married secondary no 639 no yes
#> 1505 37 blue-collar married secondary no 398 yes no
#> 1506 37 blue-collar married primary no 1222 yes no
#> 1507 35 technician married secondary no 518 yes no
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#> 1513 39 management married tertiary no 3518 yes no
#> 1514 26 admin. married secondary no 233 yes no
#> 1515 54 management married tertiary no 2216 yes no
#> 1516 60 technician married secondary no -247 yes no
#> 1517 40 blue-collar married secondary no 1386 yes yes
#> 1518 42 technician married secondary no 422 yes no
#> 1519 58 management married tertiary no 1602 no no
#> 1520 56 technician married secondary no 1750 no no
#> 1521 45 blue-collar single primary no 695 yes no
#> 1522 61 admin. married secondary no 1541 no no
#> 1523 36 unknown single unknown no 1070 no no
#> 1524 34 management divorced tertiary no 1173 no yes
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#> 1526 42 technician married secondary no 33 no no
#> 1527 35 entrepreneur married primary no -394 yes no
#> 1528 57 management married primary no 6900 no no
#> 1529 39 management married tertiary no 0 yes yes
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#> 1533 30 management single secondary no -383 yes no
#> 1534 36 blue-collar single secondary no 1598 yes no
#> 1535 51 entrepreneur married primary no 538 no no
#> 1536 35 technician single tertiary no 2288 no no
#> 1537 30 technician single tertiary no 1289 yes no
#> 1538 38 management married tertiary no 484 yes no
#> 1539 43 blue-collar single primary no 2 yes no
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#> 1541 37 blue-collar married primary no 3370 yes no
#> 1542 32 technician married secondary no 587 yes no
#> 1543 36 blue-collar married secondary no 0 yes no
#> 1544 31 services married secondary no 447 no no
#> 1545 27 services married secondary no 8 yes no
#> 1546 30 services married secondary no -932 no no
#> 1547 32 blue-collar married primary no 400 no no
#> 1548 44 blue-collar married primary no -237 yes no
#> 1549 50 management married tertiary no 1854 yes yes
#> 1550 24 admin. single tertiary no 454 yes no
#> 1551 41 technician divorced tertiary no 3465 yes no
#> 1552 43 blue-collar married primary no 547 no yes
#> 1553 23 admin. single tertiary no 897 yes no
#> 1554 35 management married tertiary no 0 yes no
#> 1555 56 blue-collar married primary no 397 yes no
#> 1556 39 blue-collar married secondary no 7653 no no
#> 1557 44 management married tertiary no 392 yes no
#> 1558 37 services married primary no 0 yes no
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#> 1561 30 management single tertiary no 2317 yes no
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#> 1564 51 blue-collar divorced secondary no 104 no no
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#> 1566 38 services married unknown no 4644 yes no
#> 1567 27 management single tertiary no 3 yes yes
#> 1568 58 blue-collar married primary no 3109 no no
#> 1569 47 technician married primary no 1280 no no
#> 1570 54 retired married primary no 0 yes no
#> 1571 34 management single tertiary no 1049 yes no
#> 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
#> 1575 52 services married primary no 911 no no
#> 1576 38 self-employed married secondary no -165 yes no
#> 1577 47 technician married unknown no 2106 yes no
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#> 1579 41 blue-collar married secondary no 0 yes no
#> 1580 44 management married tertiary no 368 no no
#> 1581 28 services single secondary no 45 yes no
#> 1582 54 services divorced unknown no 0 yes no
#> 1583 49 blue-collar married primary no 11317 yes no
#> 1584 53 technician married secondary no 4930 no yes
#> 1585 43 management married tertiary no 79 no no
#> 1586 57 unemployed divorced secondary no 1088 no no
#> 1587 55 services married primary no -747 yes no
#> 1588 36 unemployed single secondary no 605 no no
#> 1589 50 retired married primary no 14 no yes
#> 1590 46 blue-collar married primary no 596 yes no
#> 1591 55 services married secondary no 1695 yes no
#> 1592 37 blue-collar married secondary no 1114 yes yes
#> 1593 31 entrepreneur married tertiary no 312 no no
#> 1594 54 technician single tertiary no 3233 no no
#> 1595 36 blue-collar married primary no 1993 yes yes
#> 1596 40 entrepreneur married secondary no 0 yes yes
#> 1597 32 blue-collar single secondary no 33 yes no
#> 1598 56 management married primary no 31 yes no
#> 1599 39 technician single tertiary no 1043 no no
#> 1600 45 self-employed married secondary no 2278 no no
#> 1601 42 technician married secondary no 738 no no
#> 1602 37 self-employed divorced tertiary no 1513 no no
#> 1603 40 technician single secondary no 57 no yes
#> 1604 31 management single tertiary no 59 yes yes
#> 1605 30 services single secondary no 399 yes yes
#> 1606 44 management married secondary no 27 yes no
#> 1607 49 blue-collar married primary no 1387 yes yes
#> 1608 59 management married tertiary no 5956 no no
#> 1609 31 management single tertiary no 291 yes no
#> 1610 32 management single tertiary no 2223 no no
#> 1611 46 blue-collar married primary no 874 no no
#> 1612 40 services married secondary no 5248 yes yes
#> 1613 50 management married tertiary no 4 no no
#> 1614 52 management married tertiary no 1177 yes no
#> 1615 31 technician married tertiary no 4089 no no
#> 1616 31 admin. married secondary no 23 no no
#> 1617 34 management married tertiary no 1778 no no
#> 1618 34 technician married secondary no 260 yes no
#> 1619 53 management married tertiary no 0 yes no
#> 1620 35 management single tertiary no 578 yes no
#> 1621 35 admin. married secondary no 100 yes no
#> 1622 32 blue-collar divorced primary no -156 yes no
#> 1623 39 blue-collar married secondary no 660 yes yes
#> 1624 51 blue-collar divorced secondary no 113 no no
#> 1625 61 retired divorced secondary no 4243 no no
#> 1626 33 management married tertiary no 296 no no
#> 1627 25 technician single secondary no 1135 yes no
#> 1628 26 services married secondary no 104 no no
#> 1629 32 admin. single secondary no 184 yes no
#> 1630 27 services divorced secondary no 397 no yes
#> 1631 32 management married secondary no 14611 yes no
#> 1632 52 technician married secondary no 945 no no
#> 1633 60 retired married secondary no 78 no yes
#> 1634 34 technician married tertiary no 1524 yes no
#> 1635 37 blue-collar divorced secondary no 48 yes no
#> 1636 19 student single unknown no 60 no no
#> 1637 48 management married primary no 1744 no no
#> 1638 48 services divorced secondary no -203 yes no
#> 1639 32 blue-collar divorced secondary no -289 yes yes
#> 1640 36 management married secondary no -267 no no
#> 1641 47 unknown married unknown no 0 no no
#> 1642 30 blue-collar single secondary no 953 yes no
#> 1643 45 technician divorced secondary no 299 yes no
#> 1644 49 blue-collar married secondary no 0 no yes
#> 1645 48 blue-collar married primary no 104 no no
#> 1646 25 technician single secondary no 31 no no
#> 1647 54 blue-collar divorced primary no 2656 yes no
#> 1648 47 blue-collar married primary no 2642 no no
#> 1649 49 technician divorced secondary no 790 yes no
#> 1650 28 technician married tertiary no 1198 no yes
#> 1651 32 blue-collar single secondary no 2696 yes no
#> 1652 49 management divorced tertiary no 1253 yes no
#> 1653 55 management married tertiary no 979 no yes
#> 1654 45 admin. married secondary no 0 no no
#> 1655 34 unemployed married secondary no 428 yes no
#> 1656 40 management married tertiary no 8963 no no
#> 1657 35 technician married secondary no 2 no no
#> 1658 31 technician single tertiary no 1710 yes no
#> 1659 28 services single secondary no 117 yes no
#> 1660 48 technician married secondary no 0 yes no
#> 1661 52 management married primary no 0 no no
#> 1662 39 housemaid single primary no 1340 no no
#> 1663 36 blue-collar married primary no 345 yes no
#> 1664 29 services married tertiary no -62 yes yes
#> 1665 34 admin. married secondary no 920 no no
#> 1666 43 technician single unknown no 572 no no
#> 1667 38 technician married secondary no 0 yes no
#> 1668 36 management divorced tertiary no -978 yes no
#> 1669 44 blue-collar married tertiary no 2185 yes no
#> 1670 56 retired divorced secondary no 1005 no yes
#> 1671 57 self-employed single secondary no 3277 no no
#> 1672 40 technician single secondary no 191 yes no
#> 1673 23 admin. single secondary no 4681 yes no
#> 1674 36 technician married secondary no -456 yes no
#> 1675 47 admin. single secondary no 303 yes yes
#> 1676 48 management single tertiary no 399 no yes
#> 1677 28 technician single secondary no 2000 no no
#> 1678 32 management single tertiary no 0 no no
#> 1679 44 technician married secondary no 945 yes no
#> 1680 52 housemaid divorced tertiary no 4306 no no
#> 1681 44 self-employed married secondary no 706 no no
#> 1682 45 unemployed married secondary no -407 yes no
#> 1683 48 blue-collar married secondary no 865 yes no
#> 1684 28 entrepreneur married secondary no 490 yes no
#> 1685 29 management married tertiary no 20 yes no
#> 1686 27 management single tertiary no 170 no no
#> 1687 32 management single secondary no 1088 yes no
#> 1688 35 blue-collar single primary no -759 yes no
#> 1689 38 entrepreneur married tertiary no 898 yes no
#> 1690 32 technician divorced secondary no 210 yes yes
#> 1691 31 services married secondary no -489 yes yes
#> 1692 41 admin. single secondary no 0 yes yes
#> 1693 34 technician married secondary no 1 no no
#> 1694 54 admin. married unknown no 3965 yes no
#> 1695 30 management married tertiary no 805 no no
#> 1696 26 student single secondary no 1164 no no
#> 1697 39 blue-collar married secondary no 481 no no
#> 1698 29 services married secondary no 1432 no no
#> 1699 31 services divorced secondary no 1016 yes no
#> 1700 33 blue-collar married secondary no 596 yes no
#> 1701 34 blue-collar married secondary no 123 yes no
#> 1702 41 unemployed married tertiary no 1666 no no
#> 1703 28 technician single secondary no 205 yes no
#> 1704 35 blue-collar single primary no -276 yes no
#> 1705 35 blue-collar single secondary no 1253 no no
#> 1706 29 technician single secondary no 22008 yes no
#> 1707 30 management married tertiary no 0 yes no
#> 1708 50 blue-collar married primary no 2590 yes no
#> 1709 57 housemaid divorced tertiary no 3767 no no
#> 1710 41 blue-collar married secondary no -56 yes no
#> 1711 32 housemaid married primary no 344 yes no
#> 1712 54 services married primary no 1059 no no
#> 1713 25 management single tertiary no 667 no no
#> 1714 42 management married secondary no 2580 yes no
#> 1715 36 blue-collar married secondary no -231 no yes
#> 1716 41 technician married secondary no 767 yes yes
#> 1717 40 unemployed divorced secondary no 1694 no no
#> 1718 41 technician married tertiary no 744 yes no
#> 1719 40 entrepreneur married primary no 3676 yes yes
#> 1720 27 services single tertiary no 9965 yes no
#> 1721 54 management married tertiary no 0 no no
#> 1722 29 admin. single tertiary no 422 yes no
#> 1723 39 blue-collar married secondary no 507 yes no
#> 1724 33 technician single secondary no -325 yes no
#> 1725 28 services single secondary no 129 yes no
#> 1726 36 technician divorced secondary no 566 yes no
#> 1727 43 blue-collar married primary no 445 yes no
#> 1728 50 management divorced tertiary no 0 no no
#> 1729 49 technician married secondary no 808 yes no
#> 1730 34 management married secondary no 240 yes no
#> 1731 33 technician divorced secondary yes 10 yes yes
#> 1732 53 technician married secondary no 4807 no no
#> 1733 43 unemployed married primary no 519 no no
#> 1734 32 management single tertiary no 739 yes no
#> 1735 56 management divorced tertiary no 94 no no
#> 1736 26 management single tertiary no 205 no no
#> 1737 46 blue-collar married primary no 296 yes no
#> 1738 45 technician married secondary no -149 yes no
#> 1739 42 blue-collar single secondary no 985 no no
#> 1740 39 management single secondary no 113 yes no
#> 1741 38 management single tertiary no 8669 yes no
#> 1742 35 technician married tertiary no 7050 no no
#> 1743 53 self-employed married secondary no 1 yes yes
#> 1744 29 management married tertiary no 246 yes no
#> 1745 36 technician single secondary no -206 yes no
#> 1746 25 services single secondary no -107 yes no
#> 1747 44 management divorced tertiary no 193 no yes
#> 1748 49 technician married secondary no 25 yes yes
#> 1749 30 technician single secondary no 1286 no no
#> 1750 49 blue-collar divorced primary no 24 yes no
#> 1751 53 self-employed married tertiary no 4397 yes no
#> 1752 28 entrepreneur married tertiary no 4064 no yes
#> 1753 29 management single tertiary no 307 yes no
#> 1754 28 technician single tertiary no 183 yes yes
#> 1755 53 management married tertiary no 490 yes no
#> 1756 35 services divorced tertiary no 877 yes no
#> 1757 32 management married tertiary no -383 yes no
#> 1758 26 blue-collar single secondary no 123 no yes
#> 1759 34 technician married secondary no 4248 yes no
#> 1760 43 blue-collar married secondary no 3 yes no
#> 1761 32 admin. married secondary no 277 yes no
#> 1762 24 student single secondary no 1925 no no
#> 1763 50 blue-collar married primary no -37 yes no
#> 1764 53 admin. single secondary no 1178 yes no
#> 1765 51 management married secondary no 873 no no
#> 1766 30 technician single tertiary no 53 no no
#> 1767 54 technician married secondary no 25 yes no
#> 1768 35 blue-collar single primary no 109 yes no
#> 1769 30 technician single tertiary no 2832 no no
#> 1770 45 services married secondary no 350 yes yes
#> 1771 56 retired married secondary no 393 no yes
#> 1772 33 management married tertiary no 3713 yes no
#> 1773 54 services married secondary no 158 yes no
#> 1774 39 blue-collar single unknown no 10 yes no
#> 1775 29 services single secondary no 0 no no
#> 1776 49 housemaid divorced primary no 164 yes no
#> 1777 25 student single secondary no 722 yes no
#> 1778 40 technician single tertiary no 1175 no no
#> 1779 52 admin. married secondary no 190 no no
#> 1780 35 technician married secondary yes -29 yes yes
#> 1781 43 blue-collar married primary no 582 yes no
#> 1782 32 blue-collar married secondary no 950 yes yes
#> 1783 55 management married tertiary no 2537 no no
#> 1784 34 services married secondary no 0 no no
#> 1785 60 blue-collar married secondary no 0 no no
#> 1786 57 admin. married secondary no 567 yes no
#> 1787 58 blue-collar married secondary no 1075 yes no
#> 1788 26 blue-collar single primary no 535 yes no
#> 1789 59 admin. married secondary no 1001 no no
#> 1790 58 services married secondary no 553 no yes
#> 1791 49 management married tertiary no 2187 no no
#> 1792 37 services married secondary no 3429 yes yes
#> 1793 47 technician married secondary no 179 yes no
#> 1794 39 services divorced secondary no -152 yes no
#> 1795 58 services married secondary no 818 no no
#> 1796 30 self-employed married tertiary no 805 yes no
#> 1797 44 entrepreneur married secondary no 6649 yes no
#> 1798 27 blue-collar married secondary no 556 yes no
#> 1799 42 blue-collar married secondary no 1598 yes yes
#> 1800 25 management married tertiary no 127 yes no
#> 1801 32 blue-collar married secondary no 113 yes yes
#> 1802 55 technician married secondary no 0 yes no
#> 1803 55 services married tertiary no 2877 no no
#> 1804 40 services single secondary no 326 yes no
#> 1805 35 admin. divorced secondary no 45 yes no
#> 1806 25 unemployed married secondary no 285 yes no
#> 1807 36 blue-collar married unknown no -400 yes yes
#> 1808 32 technician married secondary no 6172 yes no
#> 1809 49 technician married secondary no 1982 yes yes
#> 1810 56 services married primary no 219 yes no
#> 1811 32 management married tertiary no 1388 yes no
#> 1812 26 self-employed single tertiary no 3044 yes yes
#> 1813 33 admin. married secondary no 7 yes no
#> 1814 37 technician married tertiary no 127 yes no
#> 1815 45 technician married secondary no 1412 yes no
#> 1816 49 housemaid married primary no 78 no no
#> 1817 28 admin. single tertiary no 1104 yes no
#> 1818 30 blue-collar single unknown no 694 yes yes
#> 1819 31 technician married secondary no 585 yes no
#> 1820 54 admin. divorced unknown no 0 no no
#> 1821 27 blue-collar married secondary no 72 yes no
#> 1822 34 technician married secondary no 30 no no
#> 1823 41 self-employed married secondary no 305 yes no
#> 1824 58 technician married secondary no 589 yes no
#> 1825 31 blue-collar single primary no 5972 no no
#> 1826 38 management divorced tertiary no -980 yes no
#> 1827 30 admin. married secondary no 35 yes yes
#> 1828 36 technician married secondary no 154 yes no
#> 1829 51 technician married tertiary no 2506 no no
#> 1830 53 blue-collar married secondary no 208 no no
#> 1831 27 student single tertiary no 3687 no no
#> 1832 25 blue-collar married secondary no -23 yes no
#> 1833 56 technician divorced tertiary no 1593 yes no
#> 1834 43 admin. married secondary no 324 no no
#> 1835 28 services single secondary no 168 yes no
#> 1836 53 retired divorced secondary no -477 no no
#> 1837 28 self-employed single tertiary no 0 yes no
#> 1838 57 technician divorced tertiary no 114 no no
#> 1839 24 student single primary no 474 no no
#> 1840 51 blue-collar married primary no 19 no no
#> 1841 38 services married secondary no 433 no no
#> 1842 32 services single secondary no -23 no no
#> 1843 51 management divorced tertiary no 492 no yes
#> 1844 45 blue-collar married secondary no -149 yes no
#> 1845 33 blue-collar married secondary no 0 no no
#> 1846 51 services married secondary no 0 no yes
#> 1847 31 technician single secondary no 845 yes no
#> 1848 34 self-employed married tertiary no 191 no no
#> 1849 42 services married secondary no 3236 no no
#> 1850 52 services divorced primary no -644 no no
#> 1851 74 retired married tertiary no 1843 no no
#> 1852 56 unknown married unknown no 15088 no no
#> 1853 43 self-employed married tertiary no 10072 no no
#> 1854 44 technician married secondary no 0 yes no
#> 1855 41 blue-collar married primary no 3803 yes no
#> 1856 38 blue-collar single secondary no 745 yes no
#> 1857 40 technician single tertiary no 693 no no
#> 1858 42 blue-collar married secondary no 2717 yes yes
#> 1859 48 retired married tertiary no 4 no yes
#> 1860 55 blue-collar married secondary no 660 no no
#> 1861 38 blue-collar single unknown no 10 yes no
#> 1862 37 management divorced tertiary no 1775 no no
#> 1863 42 unemployed married primary yes -581 yes no
#> 1864 42 technician married secondary no 4791 yes no
#> 1865 28 technician married secondary no 139 yes yes
#> 1866 54 services married secondary no 1301 yes no
#> 1867 43 management married tertiary no 2886 no no
#> 1868 31 management divorced tertiary no 1742 yes no
#> 1869 50 entrepreneur married primary yes 537 yes no
#> 1870 72 retired married primary no 796 no no
#> 1871 54 blue-collar married unknown no 1827 no no
#> 1872 57 admin. married secondary no 2137 no no
#> 1873 42 management married tertiary no -700 yes no
#> 1874 47 housemaid single tertiary no 3232 no no
#> 1875 60 admin. married secondary no 0 no no
#> 1876 41 blue-collar divorced primary no 1498 no no
#> 1877 31 self-employed married tertiary no 0 yes no
#> 1878 49 technician married secondary no -215 yes no
#> 1879 60 housemaid married primary no 211 no no
#> 1880 36 housemaid married tertiary yes -1941 yes no
#> 1881 37 management single tertiary no 455 yes no
#> 1882 34 blue-collar married primary no 1451 yes no
#> 1883 57 management married tertiary no 1171 no no
#> 1884 34 admin. married tertiary no 899 yes no
#> 1885 46 services divorced secondary no 755 no no
#> 1886 36 admin. married secondary no 542 yes no
#> 1887 35 management married tertiary no 5367 no no
#> 1888 40 management married tertiary no 270 no no
#> 1889 30 management divorced secondary no -274 yes yes
#> 1890 53 management married unknown no 2240 yes no
#> 1891 31 technician married secondary no 344 yes no
#> 1892 39 management married tertiary no 575 no no
#> 1893 57 admin. divorced secondary no 18268 yes no
#> 1894 54 unemployed married primary no 6427 yes no
#> 1895 35 admin. married secondary no -488 yes no
#> 1896 34 blue-collar married primary no 1031 yes no
#> 1897 30 student single unknown no -145 no yes
#> 1898 39 admin. married primary no 0 no no
#> 1899 49 self-employed married secondary no 1103 no no
#> 1900 58 self-employed married unknown no 1187 yes no
#> 1901 37 housemaid married primary no 0 yes no
#> 1902 34 services married secondary no 184 yes no
#> 1903 41 technician single secondary no -3 no no
#> 1904 23 student single secondary no 556 yes no
#> 1905 47 services married primary no 1496 yes no
#> 1906 35 blue-collar single primary no 1277 yes no
#> 1907 42 admin. divorced secondary no 24 yes no
#> 1908 49 blue-collar married primary no 352 yes no
#> 1909 37 admin. single secondary no 262 no no
#> 1910 31 blue-collar single secondary no 4978 yes no
#> 1911 41 technician married secondary no 2125 yes yes
#> 1912 36 technician single secondary no 98 no no
#> 1913 29 blue-collar single tertiary no 98 no no
#> 1914 39 admin. married secondary no 441 no no
#> 1915 53 retired married secondary no 366 no yes
#> 1916 36 blue-collar single secondary no 168 yes no
#> 1917 33 technician married secondary no 180 no no
#> 1918 29 blue-collar single secondary no 1166 yes no
#> 1919 43 retired married primary no 7298 no no
#> 1920 32 blue-collar married primary no 1518 yes no
#> 1921 44 technician married tertiary no 851 yes no
#> 1922 50 blue-collar married primary no 2190 no no
#> 1923 37 technician married tertiary no 4596 yes no
#> 1924 31 technician single tertiary no 1166 yes no
#> 1925 36 blue-collar married secondary no 108 yes no
#> 1926 38 blue-collar married secondary no -152 no no
#> 1927 55 blue-collar divorced primary no 962 no yes
#> 1928 43 management married tertiary no 9261 yes no
#> 1929 40 blue-collar married secondary no 0 yes no
#> 1930 38 technician single secondary no 2442 no no
#> 1931 36 management single tertiary no 4123 no no
#> 1932 43 management divorced tertiary no 3163 yes no
#> 1933 43 services divorced secondary no 1040 yes no
#> 1934 33 blue-collar divorced secondary no 474 no no
#> 1935 30 management single tertiary no 2186 yes no
#> 1936 54 blue-collar married secondary no 844 no no
#> 1937 41 entrepreneur married tertiary no 221 yes no
#> 1938 46 housemaid single primary no 10889 no no
#> 1939 50 blue-collar married primary no 565 yes yes
#> 1940 36 blue-collar married secondary yes 13 no yes
#> 1941 43 management divorced tertiary no 481 yes no
#> 1942 32 blue-collar divorced secondary no 8 yes no
#> 1943 25 student single secondary no 2975 no no
#> 1944 33 blue-collar married secondary no 331 yes no
#> 1945 41 services married secondary no 3992 yes no
#> 1946 70 entrepreneur married tertiary no 15265 no no
#> 1947 37 services married unknown no -224 no no
#> 1948 52 management married secondary no 4873 no no
#> 1949 31 entrepreneur single tertiary no 544 no yes
#> 1950 31 technician single secondary no 1819 yes no
#> 1951 45 management single secondary no 142 no yes
#> 1952 47 blue-collar married primary no 4666 no no
#> 1953 50 services married secondary no 5699 yes no
#> 1954 49 blue-collar married secondary no 90 yes no
#> 1955 38 management single tertiary no 2346 yes no
#> 1956 28 management married secondary no 3 yes no
#> 1957 42 management married secondary no 2608 yes no
#> 1958 30 blue-collar married secondary no -269 yes no
#> 1959 37 management single secondary no 1572 no no
#> 1960 58 retired divorced secondary no 439 no yes
#> 1961 46 admin. single tertiary no 2889 yes no
#> 1962 33 management single tertiary no 641 yes no
#> 1963 31 self-employed married secondary no 0 yes no
#> 1964 42 admin. single secondary no -76 yes no
#> 1965 35 services single primary no 739 yes no
#> 1966 32 management married tertiary yes 2 no no
#> 1967 31 admin. single secondary no 43 no no
#> 1968 37 services married secondary no -21 yes yes
#> 1969 44 entrepreneur divorced tertiary no 134 yes no
#> 1970 43 admin. married secondary no 1138 no no
#> 1971 31 technician single tertiary no 1109 no no
#> 1972 37 services single primary no 3715 yes no
#> 1973 41 technician married secondary no 201 no yes
#> 1974 32 blue-collar married secondary no 150 yes no
#> 1975 58 management divorced secondary no 44 yes no
#> 1976 38 technician divorced tertiary yes -530 yes no
#> 1977 52 admin. married secondary no 199 no no
#> 1978 33 services single tertiary no 1595 yes no
#> 1979 31 unemployed married primary no 213 yes no
#> 1980 52 management married tertiary no 258 no no
#> 1981 30 services single tertiary no 3516 yes no
#> 1982 31 technician single secondary no 1626 no no
#> 1983 42 management married tertiary no 202 no no
#> 1984 43 blue-collar married primary yes -635 yes no
#> 1985 58 technician single tertiary no 388 no no
#> 1986 32 services married secondary no 1977 yes yes
#> 1987 53 retired married tertiary no 1778 no no
#> 1988 33 admin. single secondary no 395 yes no
#> 1989 47 blue-collar married secondary no -18 no yes
#> 1990 36 self-employed married tertiary no 254 yes no
#> 1991 58 entrepreneur married tertiary no 0 no yes
#> 1992 35 management married tertiary no 24 yes no
#> 1993 23 student single secondary no 107 no no
#> 1994 37 blue-collar married primary no 2939 yes no
#> 1995 33 management divorced secondary no 321 no yes
#> 1996 35 services married primary no 31 no yes
#> 1997 57 management married tertiary no 1832 yes no
#> 1998 36 technician married secondary no 696 yes no
#> 1999 31 admin. single secondary no 2076 no yes
#> 2000 47 unknown married unknown no 1880 no no
#> 2001 45 unemployed single primary no 2249 yes no
#> 2002 37 technician single tertiary no 971 no no
#> 2003 33 admin. divorced secondary no 661 yes no
#> 2004 24 management single tertiary no 507 no no
#> 2005 46 blue-collar married primary no 5461 yes no
#> 2006 43 blue-collar married secondary no 1127 yes no
#> 2007 30 admin. married secondary no 215 no yes
#> 2008 46 admin. single secondary no 849 yes no
#> 2009 47 blue-collar married primary no 17 no no
#> 2010 49 technician married tertiary no 8422 yes no
#> 2011 50 blue-collar married secondary no 378 yes no
#> 2012 61 retired married secondary no 1058 no no
#> 2013 31 blue-collar married primary no 251 yes no
#> 2014 31 management married tertiary no 2344 yes no
#> 2015 48 blue-collar married secondary no 5058 no no
#> 2016 28 admin. single tertiary no 1540 yes no
#> 2017 27 unemployed single tertiary no -446 yes no
#> 2018 35 admin. single tertiary no 777 no yes
#> 2019 43 unemployed married secondary no 0 yes no
#> 2020 36 technician married secondary no 1508 no no
#> 2021 39 management divorced tertiary no 295 no no
#> 2022 27 student single secondary no 2245 no no
#> 2023 34 admin. married secondary no 79 yes no
#> 2024 46 blue-collar married primary no 1303 no no
#> 2025 39 blue-collar single secondary no 29 yes no
#> 2026 44 housemaid married primary no 3706 no no
#> 2027 35 blue-collar single secondary no 4963 yes no
#> 2028 30 admin. married secondary no 518 yes no
#> 2029 26 technician married secondary no 267 yes no
#> 2030 26 student single secondary no 316 no no
#> 2031 28 admin. single secondary no 520 yes no
#> 2032 39 blue-collar married secondary no 474 yes yes
#> 2033 31 blue-collar married secondary no 512 yes no
#> 2034 55 management divorced tertiary no 1633 no no
#> 2035 57 services single secondary no 2236 yes no
#> 2036 41 technician single unknown no 2701 yes no
#> 2037 26 blue-collar single primary no 36 no yes
#> 2038 56 management married primary no 870 no no
#> 2039 42 admin. divorced secondary no 153 yes no
#> 2040 37 management single tertiary no 1730 no no
#> 2041 55 admin. single secondary yes 986 no yes
#> 2042 23 technician single secondary no 4 yes no
#> 2043 35 services divorced secondary no 440 yes no
#> 2044 34 admin. divorced secondary no 1186 yes yes
#> 2045 35 technician divorced secondary no -281 no no
#> 2046 50 blue-collar divorced primary no 388 no no
#> 2047 47 self-employed married secondary no 4420 yes yes
#> 2048 43 management single primary no 0 no no
#> 2049 58 blue-collar married secondary no 343 yes no
#> 2050 35 management divorced tertiary no 788 yes no
#> 2051 32 self-employed married secondary no 67 no no
#> 2052 39 blue-collar married unknown no 295 yes no
#> 2053 46 blue-collar married primary no 0 yes no
#> 2054 60 blue-collar married primary no 93 no yes
#> 2055 29 management single tertiary no 1739 yes no
#> 2056 34 entrepreneur married tertiary no 1076 yes no
#> 2057 34 services married secondary no 404 yes no
#> 2058 30 admin. single secondary no 4925 yes no
#> 2059 41 self-employed married secondary no 323 yes no
#> 2060 55 retired married primary no 868 no no
#> 2061 33 management married tertiary no 2744 yes no
#> 2062 36 blue-collar divorced secondary no 719 yes no
#> 2063 34 student single unknown no 1281 no no
#> 2064 51 services married primary no -553 yes no
#> 2065 58 housemaid married tertiary no 497 no no
#> 2066 25 self-employed single tertiary no 882 yes no
#> 2067 50 blue-collar married primary no 4121 yes yes
#> 2068 50 management married tertiary no 536 no no
#> 2069 51 entrepreneur married primary no 726 yes yes
#> 2070 56 retired married secondary no 0 no no
#> 2071 52 admin. married secondary no 2851 no yes
#> 2072 41 blue-collar married secondary no 232 no no
#> 2073 48 admin. divorced secondary no 0 no yes
#> 2074 36 technician married tertiary no 98 no no
#> 2075 31 management single tertiary no 12857 yes no
#> 2076 39 management single tertiary no 1509 no no
#> 2077 45 unemployed married secondary no 2040 no no
#> 2078 57 blue-collar married primary no 1460 no no
#> 2079 44 management married tertiary no 170 no no
#> 2080 42 management single tertiary no 196 yes no
#> 2081 38 blue-collar married primary no 1099 yes no
#> 2082 41 housemaid married tertiary no 783 yes no
#> 2083 34 technician married secondary no 1137 no no
#> 2084 37 services single secondary no -196 yes no
#> 2085 43 admin. single secondary no 6 no no
#> 2086 46 admin. married secondary no 9319 yes no
#> 2087 41 blue-collar single secondary no 1564 yes no
#> 2088 27 blue-collar single primary no 140 no no
#> 2089 44 blue-collar married primary no 195 yes no
#> 2090 35 blue-collar married secondary no -461 no no
#> 2091 30 management single tertiary no 0 yes no
#> 2092 36 entrepreneur married secondary no 302 yes no
#> 2093 41 unknown single unknown no 1259 no no
#> 2094 61 retired divorced secondary no 1857 yes no
#> 2095 38 management married tertiary no 1221 yes no
#> 2096 36 technician married secondary no 1731 yes yes
#> 2097 34 student single unknown no 1281 no no
#> 2098 46 technician married secondary no 9299 no no
#> 2099 31 housemaid single tertiary no 287 yes no
#> 2100 43 management divorced tertiary no -173 no yes
#> 2101 37 blue-collar single secondary no 240 yes no
#> 2102 37 services married primary no 0 yes yes
#> 2103 56 services married primary no 966 no yes
#> 2104 26 unemployed single secondary no 461 no no
#> 2105 42 unemployed married primary no 259 yes no
#> 2106 31 technician married secondary no -720 yes no
#> 2107 39 housemaid married tertiary no 94 no no
#> 2108 34 blue-collar married secondary no 405 yes no
#> 2109 57 admin. married secondary no 1218 no no
#> 2110 48 unemployed married tertiary no 1571 yes no
#> 2111 49 management single tertiary no 1 yes no
#> 2112 44 technician married primary no 4389 no no
#> 2113 46 technician married tertiary no 4176 yes no
#> 2114 50 unemployed married secondary no 297 yes no
#> 2115 58 technician married secondary no 5618 yes no
#> 2116 61 retired married tertiary no 1257 no no
#> 2117 49 blue-collar married secondary no 1350 no no
#> 2118 56 services divorced secondary no 6101 no no
#> 2119 26 student single unknown no 826 no no
#> 2120 44 services married secondary no -230 yes yes
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#> 2165 29 admin. single secondary no 200 yes no
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#> 2239 30 admin. single secondary no 52 no yes
#> 2240 31 admin. single secondary no 78 yes no
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#> 2254 43 services married secondary no 0 yes no
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#> 2256 44 technician married secondary no 858 no no
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#> 2258 36 management single tertiary no 202 no no
#> 2259 43 admin. married secondary no 1625 yes yes
#> 2260 29 blue-collar single tertiary no 455 no no
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#> 2266 35 technician married secondary no 1140 yes no
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#> 2280 44 blue-collar married secondary no 1308 no no
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#> 2290 27 services single secondary no -266 no yes
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#> 2303 41 technician single secondary no 1147 yes 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
#> 2332 48 unknown married unknown no 2261 no no
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#> 2334 36 services married secondary no 0 yes no
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#> 2337 33 services married secondary no 0 yes yes
#> 2338 31 blue-collar single secondary no 2089 yes no
#> 2339 32 technician single secondary no 14 yes yes
#> 2340 47 services married secondary no -835 yes yes
#> 2341 27 technician single secondary no 8 yes no
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#> 2343 52 admin. single secondary no 2398 yes no
#> 2344 41 technician married secondary no -4 no no
#> 2345 33 technician married secondary no 1029 yes no
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#> 2349 61 management married tertiary no 0 yes no
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#> 2351 30 blue-collar single secondary no 327 yes no
#> 2352 42 technician single secondary no -15 no no
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#> 2354 27 management married tertiary no 1531 yes no
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#> 2380 53 technician married secondary no 6671 yes yes
#> 2381 46 admin. married secondary no 186 yes no
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#> 2398 39 management married tertiary no 568 yes yes
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#> 2408 31 blue-collar married secondary no 33 no no
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#> 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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#> 2436 58 blue-collar married secondary no 381 no no
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#> 2447 46 blue-collar married secondary no 176 no no
#> 2448 40 blue-collar married primary no 2880 yes no
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#> 2451 47 management married secondary yes 0 no yes
#> 2452 31 blue-collar single secondary no 0 yes no
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#> 2454 38 blue-collar married secondary no 861 yes no
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#> 2459 44 technician married secondary no 0 no yes
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#> 2469 34 management married tertiary no 0 no no
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#> 2473 42 management married tertiary no 1323 yes yes
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#> 2488 37 management married tertiary no 0 yes no
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#> 2532 40 entrepreneur married secondary no 6403 no no
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#> 2540 29 admin. married primary no 624 yes no
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#> 2548 59 self-employed married tertiary no 185 no no
#> 2549 52 technician married secondary no 371 yes yes
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#> 2551 34 entrepreneur single tertiary yes 1709 no yes
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#> 2553 46 management divorced tertiary no 675 no yes
#> 2554 59 management married tertiary no 4152 yes no
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#> 2563 51 entrepreneur single tertiary no 0 no no
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#> 2579 29 admin. single secondary no 65 yes no
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#> 2582 32 blue-collar married secondary no 1914 yes no
#> 2583 54 blue-collar married secondary no 1487 yes no
#> 2584 46 technician married secondary no 0 yes no
#> 2585 31 technician married secondary no 0 no no
#> 2586 47 blue-collar married primary no 0 no no
#> 2587 34 management divorced tertiary no 27 no yes
#> 2588 47 blue-collar divorced secondary no 1480 yes no
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#> 2591 33 management divorced tertiary no 723 yes no
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#> 2593 35 technician married secondary no -288 yes yes
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#> 2596 43 admin. married secondary no 323 yes yes
#> 2597 29 management married tertiary no 1 yes yes
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#> 2601 51 blue-collar married secondary no 4695 no no
#> 2602 33 blue-collar married secondary no 308 yes no
#> 2603 39 blue-collar married primary no 315 yes no
#> 2604 28 services married secondary no 376 no yes
#> 2605 50 blue-collar married secondary no -581 yes no
#> 2606 77 retired married primary no 2590 no no
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#> 2608 48 admin. married primary no 3 yes no
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#> 2611 49 entrepreneur married secondary no 687 no no
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#> 2619 43 management divorced secondary no 51 no no
#> 2620 52 entrepreneur single tertiary no 3469 yes no
#> 2621 45 blue-collar married unknown no 248 yes no
#> 2622 36 management married tertiary no 953 yes yes
#> 2623 27 management single tertiary no 0 yes no
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#> 2625 37 technician single secondary no 363 yes no
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#> 2629 50 management married secondary no 2717 yes no
#> 2630 59 blue-collar married primary no 99 yes no
#> 2631 45 admin. married unknown no -299 yes no
#> 2632 32 technician married tertiary no 903 yes no
#> 2633 43 blue-collar married primary no 46 yes no
#> 2634 31 services single secondary no 13 no yes
#> 2635 46 technician single secondary yes -1124 yes yes
#> 2636 38 blue-collar single secondary no 334 yes no
#> 2637 31 management single tertiary no 18 no no
#> 2638 43 technician married tertiary no 1485 no no
#> 2639 58 retired married primary no 69 no no
#> 2640 36 management married tertiary no 406 no no
#> 2641 33 blue-collar single primary no 127 yes no
#> 2642 30 services single tertiary no 44 no no
#> 2643 38 entrepreneur single tertiary yes 0 yes no
#> 2644 48 technician married secondary no 504 no yes
#> 2645 35 technician single secondary no 2 no no
#> 2646 36 blue-collar married unknown no -417 yes no
#> 2647 41 admin. single secondary no 1322 yes no
#> 2648 52 management married tertiary no 2578 no no
#> 2649 36 management divorced tertiary no 2397 no no
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#> 2689 51 technician married secondary no 371 yes yes
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#> 2737 43 entrepreneur married tertiary no 903 yes no
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#> 2760 31 management married tertiary no 713 yes no
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#> 2767 37 blue-collar married primary no 95 yes no
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#> 2769 43 blue-collar married secondary yes 128 yes no
#> 2770 43 management married tertiary no 348 no yes
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#> 2775 37 entrepreneur married unknown no 1134 yes no
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#> 2788 43 blue-collar married primary no 197 yes no
#> 2789 40 management married tertiary no 20 yes no
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#> 2791 56 technician married secondary no 225 yes no
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#> 2798 34 technician married secondary no -56 yes no
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#> 2807 33 technician married secondary no 0 no no
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#> 2824 26 technician single secondary no 1256 no no
#> 2825 46 blue-collar married primary no 85 yes no
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#> 2830 65 retired divorced secondary no 744 no no
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#> 2834 48 admin. married secondary no 257 yes no
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#> 2840 31 technician single tertiary no 25 no 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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#> 2855 37 management single tertiary no 509 yes no
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#> 2857 27 blue-collar single secondary no 2752 yes no
#> 2858 41 management married secondary no 280 yes no
#> 2859 46 blue-collar married secondary no 1109 yes no
#> 2860 28 admin. married secondary no -97 yes no
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#> 2865 38 technician married secondary no 254 yes no
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#> 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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#> 2877 30 management single tertiary no 156 yes no
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#> 2893 30 admin. single secondary no 873 no no
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#> 2907 52 management married tertiary 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
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#> 2913 36 management married tertiary no 753 no no
#> 2914 35 management married tertiary no -126 no no
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#> 2916 26 technician married tertiary no 2026 no no
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#> 2919 57 management married secondary no 2155 no yes
#> 2920 53 blue-collar married secondary no 148 yes no
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#> 2925 32 technician married tertiary no 2688 no no
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#> 2928 48 unemployed married secondary no 11371 yes 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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#> 2938 34 services single secondary no 2 yes no
#> 2939 28 technician single secondary no 113 no no
#> 2940 24 blue-collar married secondary no 142 yes yes
#> 2941 43 blue-collar married primary no 2047 yes no
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#> 2943 25 self-employed single tertiary no 557 no no
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#> 2949 35 housemaid married secondary no 738 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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#> 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
#> 2967 48 blue-collar married secondary no 264 no no
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#> 2973 31 blue-collar married secondary no -45 yes no
#> 2974 47 technician married tertiary no 1430 yes no
#> 2975 59 housemaid married primary no 1100 no no
#> 2976 38 admin. married secondary no 8 yes no
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#> 2978 35 technician single tertiary no 7546 yes no
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#> 2985 41 technician single secondary no 143 no no
#> 2986 29 technician single secondary no 740 yes no
#> 2987 58 retired married primary no 1980 no no
#> 2988 53 blue-collar married primary no 1794 yes no
#> 2989 52 admin. married primary no 2281 yes yes
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#> 2995 30 management married tertiary no 623 yes no
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#> 2997 38 services married primary no -93 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
#> 3002 30 blue-collar married secondary no 0 no yes
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#> 3005 32 blue-collar married secondary no 180 yes no
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#> 3007 52 management married tertiary no 1339 yes no
#> 3008 36 blue-collar married unknown no 6 no no
#> 3009 63 retired married secondary no 474 no no
#> 3010 35 admin. married secondary no 3187 yes no
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#> 3012 44 blue-collar married primary no 0 yes no
#> 3013 32 blue-collar single secondary no 3044 yes no
#> 3014 45 blue-collar married secondary no 1003 yes no
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#> 3016 44 technician married tertiary no 964 no no
#> 3017 59 management divorced primary no 13308 yes no
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#> 3019 39 blue-collar married primary no 467 yes no
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#> 3022 31 technician divorced secondary no 0 no no
#> 3023 29 management single tertiary no 722 yes no
#> 3024 45 blue-collar married primary no 185 no no
#> 3025 37 technician married secondary no 603 no no
#> 3026 24 blue-collar single secondary no -398 yes no
#> 3027 37 management single tertiary no 105 yes no
#> 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
#> 3033 40 blue-collar married primary no 1802 yes no
#> 3034 75 self-employed married unknown no 4984 no no
#> 3035 34 blue-collar single secondary no 47 yes no
#> 3036 24 services single secondary no 11 yes no
#> 3037 37 blue-collar single secondary no 277 yes no
#> 3038 51 technician divorced primary no 548 no no
#> 3039 39 admin. married secondary no 2783 yes no
#> 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
#> 3044 32 technician single secondary no 43 no no
#> 3045 41 services married primary no 373 yes no
#> 3046 32 management single tertiary no 718 yes no
#> 3047 56 blue-collar married secondary no 345 yes no
#> 3048 35 management single tertiary no 4 yes no
#> 3049 37 blue-collar married primary no 0 yes no
#> 3050 31 technician single tertiary no 319 no yes
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#> 3053 40 admin. single secondary no 2360 yes no
#> 3054 57 housemaid married primary no 151 yes no
#> 3055 31 technician single secondary no -348 yes no
#> 3056 53 retired married secondary no 136 no no
#> 3057 32 services single secondary no 72 no no
#> 3058 33 admin. single tertiary no 12704 yes no
#> 3059 45 services married secondary no 6397 yes no
#> 3060 42 technician married secondary no 525 no no
#> 3061 30 self-employed married tertiary no 1930 no no
#> 3062 28 unemployed single secondary no 16 no no
#> 3063 47 technician married secondary no 826 yes no
#> 3064 27 admin. divorced secondary no 76 yes no
#> 3065 60 housemaid married secondary no 0 no no
#> 3066 58 entrepreneur married primary no 1153 yes yes
#> 3067 39 management married secondary no 0 no no
#> 3068 30 blue-collar single secondary no 23 yes no
#> 3069 60 admin. divorced secondary no 162 no no
#> 3070 42 management married tertiary no 3841 yes no
#> 3071 59 retired married secondary no 2396 no no
#> 3072 38 management married tertiary no 1617 yes no
#> 3073 30 management married tertiary no 131 yes no
#> 3074 38 blue-collar divorced secondary no -138 yes no
#> 3075 52 retired married secondary no 414 no no
#> 3076 33 management single tertiary no 12686 yes no
#> 3077 50 blue-collar married primary no -522 yes no
#> 3078 35 housemaid single tertiary no 608 yes yes
#> 3079 52 unemployed married secondary no -9 no no
#> 3080 41 blue-collar married secondary no 0 no no
#> 3081 40 technician divorced tertiary no 1871 yes no
#> 3082 34 blue-collar divorced secondary no 0 yes no
#> 3083 26 admin. married secondary no 0 no no
#> 3084 51 technician married secondary no 117 no no
#> 3085 52 management divorced secondary no 944 no yes
#> 3086 37 blue-collar married secondary no 7 yes yes
#> 3087 53 blue-collar married secondary no 25 no no
#> 3088 28 blue-collar single secondary no 1103 yes no
#> 3089 39 services divorced secondary no -718 yes no
#> 3090 26 self-employed single tertiary no 1393 no no
#> 3091 47 services married secondary no 440 yes no
#> 3092 32 entrepreneur married secondary no -25 yes no
#> 3093 35 blue-collar single secondary no 448 no yes
#> 3094 35 blue-collar divorced secondary no 0 no no
#> 3095 31 management single secondary no 783 yes no
#> 3096 54 housemaid married secondary no 209 yes yes
#> 3097 49 blue-collar married secondary no 188 yes no
#> 3098 54 blue-collar married primary no 489 yes yes
#> 3099 33 management married tertiary no 332 yes yes
#> 3100 38 technician single secondary no 1711 no no
#> 3101 34 management single tertiary no 6766 no no
#> 3102 60 technician married tertiary no 91 no no
#> 3103 35 technician married secondary no 4508 yes no
#> 3104 28 unemployed single secondary no 1055 no no
#> 3105 32 blue-collar divorced primary no 88 yes no
#> 3106 48 management divorced tertiary no 174 no no
#> 3107 52 services married tertiary no 1135 yes yes
#> 3108 52 management single tertiary no 597 no no
#> 3109 38 management single tertiary no 455 yes no
#> 3110 39 management married tertiary no 1654 no yes
#> 3111 50 entrepreneur married tertiary no 5420 yes no
#> 3112 30 management single tertiary no 424 no no
#> 3113 26 entrepreneur single tertiary no 81 no no
#> 3114 57 management married primary no 0 no no
#> 3115 42 technician married secondary no 613 yes no
#> 3116 32 unemployed single secondary no 104 no no
#> 3117 56 retired married primary no 63 no no
#> 3118 49 technician married secondary no -142 yes yes
#> 3119 48 blue-collar divorced primary no -18 yes no
#> 3120 35 blue-collar divorced secondary no 0 yes no
#> 3121 59 management married tertiary no 5397 no no
#> 3122 36 technician single tertiary no 53 no yes
#> 3123 37 services married secondary no 50 yes no
#> 3124 31 admin. single secondary no 144 yes no
#> 3125 35 blue-collar married secondary no 1287 yes no
#> 3126 35 technician married secondary no 14 yes no
#> 3127 38 management married tertiary no -469 yes no
#> 3128 35 blue-collar divorced secondary no 3102 yes no
#> 3129 32 technician single tertiary no 1849 yes no
#> 3130 57 admin. married unknown no 5 no no
#> 3131 44 admin. married secondary no 1206 no no
#> 3132 32 self-employed single secondary no 123 yes no
#> 3133 26 student single unknown no -41 yes no
#> 3134 30 services single secondary no 1649 yes no
#> 3135 32 blue-collar married secondary no -428 yes no
#> 3136 59 retired married primary no -411 no no
#> 3137 70 retired married unknown no 647 no no
#> 3138 30 blue-collar single primary no 334 no no
#> 3139 39 entrepreneur married secondary no 580 yes no
#> 3140 27 technician single secondary no 41 yes yes
#> 3141 60 blue-collar married unknown no 104 yes no
#> 3142 35 self-employed married tertiary no 980 no no
#> 3143 43 technician divorced secondary no -36 yes no
#> 3144 73 retired divorced secondary no 1092 no no
#> 3145 35 management single tertiary no 71 yes no
#> 3146 41 services married secondary no 510 yes no
#> 3147 33 technician married secondary no 1072 no yes
#> 3148 34 entrepreneur married tertiary no 121 yes no
#> 3149 30 technician married unknown yes -315 yes no
#> 3150 34 admin. married secondary no 287 yes no
#> 3151 39 blue-collar single secondary no 175 no no
#> 3152 44 admin. divorced secondary no 0 no no
#> 3153 30 blue-collar single secondary no 906 yes yes
#> 3154 30 technician married secondary no -280 yes no
#> 3155 44 services married secondary no 0 yes yes
#> 3156 49 admin. married secondary no 1096 yes no
#> 3157 36 unemployed divorced secondary no 2178 yes no
#> 3158 31 self-employed married tertiary no 0 yes no
#> 3159 42 blue-collar divorced primary no 103 yes no
#> 3160 58 unknown married primary no 15 no no
#> 3161 31 admin. married secondary no 1262 yes no
#> 3162 42 unemployed married secondary no 1289 no no
#> 3163 25 technician married tertiary no 839 yes no
#> 3164 42 management married tertiary no 1680 yes no
#> 3165 38 blue-collar married secondary no 1102 yes no
#> 3166 52 unemployed married secondary no 2142 no no
#> 3167 44 blue-collar single primary no 1593 yes no
#> 3168 43 management single tertiary no 359 yes no
#> 3169 36 management married tertiary no 8277 yes no
#> 3170 25 blue-collar single secondary no 335 yes no
#> 3171 45 blue-collar married secondary no -96 no no
#> 3172 28 blue-collar married primary no 0 yes yes
#> 3173 45 admin. married secondary no 251 yes no
#> 3174 35 management married tertiary no 697 no no
#> 3175 43 blue-collar married unknown no 245 yes yes
#> 3176 50 blue-collar married primary no 180 yes no
#> 3177 36 admin. single secondary no 587 yes no
#> 3178 44 blue-collar married secondary no 88 yes no
#> 3179 49 admin. single secondary no 0 no no
#> 3180 37 housemaid divorced primary no 0 yes yes
#> 3181 42 blue-collar married primary no 1556 no yes
#> 3182 29 blue-collar single secondary no 348 yes no
#> 3183 32 technician single tertiary no 190 yes yes
#> 3184 26 student single secondary no 1209 yes no
#> 3185 50 management single tertiary no 3537 no no
#> 3186 38 management married tertiary no 590 no no
#> 3187 54 blue-collar married secondary no 1291 yes no
#> 3188 34 technician single tertiary no 612 no no
#> 3189 41 services single secondary no 397 yes no
#> 3190 31 admin. single secondary no 507 yes no
#> 3191 42 management married tertiary no 478 no yes
#> 3192 44 management married tertiary no -61 no no
#> 3193 24 services married secondary no 183 yes no
#> 3194 38 management married tertiary no 272 yes no
#> 3195 48 technician married secondary no 220 no no
#> 3196 36 entrepreneur divorced secondary no 2996 yes no
#> 3197 49 management married tertiary no 2005 no no
#> 3198 56 housemaid divorced primary yes 1238 no no
#> 3199 71 retired married tertiary no 2651 no no
#> 3200 47 admin. married secondary no 1210 no no
#> 3201 52 management married tertiary no 583 no no
#> 3202 37 services married secondary no 102 yes no
#> 3203 40 management divorced tertiary no -78 yes no
#> 3204 30 services married secondary no 1743 yes no
#> 3205 35 management single secondary no 0 no no
#> 3206 38 technician married secondary no 508 yes no
#> 3207 52 blue-collar married primary no 779 yes no
#> 3208 49 management married tertiary no 3840 yes no
#> 3209 59 management single tertiary no 911 no yes
#> 3210 47 services divorced primary no 91 yes no
#> 3211 43 blue-collar married primary no 632 yes no
#> 3212 25 technician single secondary no 102 no yes
#> 3213 26 blue-collar single primary no 619 yes yes
#> 3214 45 services married secondary no 507 no yes
#> 3215 26 technician single tertiary no 1216 yes no
#> 3216 67 retired married primary no 4416 no no
#> 3217 32 management married tertiary no 1544 yes no
#> 3218 83 housemaid married primary no 2140 no no
#> 3219 28 blue-collar married unknown no 486 yes no
#> 3220 39 blue-collar married primary no 519 yes yes
#> 3221 41 services married secondary no 0 yes yes
#> 3222 47 self-employed married secondary no 2830 yes no
#> 3223 49 management divorced tertiary no 20727 no no
#> 3224 59 blue-collar married secondary no 448 no no
#> 3225 25 management single tertiary no 145 no no
#> 3226 57 blue-collar married primary no 630 yes no
#> 3227 50 blue-collar married secondary no 170 yes yes
#> 3228 26 blue-collar single secondary no 339 yes no
#> 3229 42 technician single secondary no 1882 yes no
#> 3230 33 management single tertiary no 206 no no
#> 3231 29 blue-collar married primary no 1280 yes no
#> 3232 55 blue-collar married secondary no 0 no no
#> 3233 26 technician single secondary no 342 no no
#> 3234 36 unemployed single tertiary no 577 yes no
#> 3235 31 blue-collar married secondary no 457 yes no
#> 3236 38 housemaid divorced secondary no 216 no no
#> 3237 42 management single tertiary no 1608 no no
#> 3238 29 services single tertiary no 1788 no no
#> 3239 34 admin. married secondary no 19 yes yes
#> 3240 25 student single tertiary no 58 no no
#> 3241 27 admin. married secondary no 1417 yes no
#> 3242 43 self-employed married tertiary no 64 no no
#> 3243 41 management single unknown no 335 no no
#> 3244 46 blue-collar married primary no -339 yes yes
#> 3245 38 technician married secondary no 0 no no
#> 3246 33 services married tertiary no 546 yes yes
#> 3247 35 entrepreneur married tertiary no 2723 yes yes
#> 3248 46 blue-collar married secondary no 2121 yes no
#> 3249 32 management married tertiary no 141 no no
#> 3250 35 technician single secondary no -54 yes no
#> 3251 54 self-employed married secondary no 153 yes no
#> 3252 32 technician married secondary no 0 yes no
#> 3253 55 blue-collar married secondary no 2854 yes no
#> 3254 30 admin. married secondary no 1589 yes no
#> 3255 36 entrepreneur married primary no 600 no no
#> 3256 39 unemployed divorced secondary no 193 yes no
#> 3257 50 self-employed married tertiary no 4012 no no
#> 3258 56 admin. divorced secondary no 3337 yes no
#> 3259 72 retired married primary no 0 no no
#> 3260 46 blue-collar married primary no 633 yes no
#> 3261 36 technician divorced tertiary no 119 no no
#> 3262 38 services married secondary no 497 yes yes
#> 3263 51 technician married tertiary no 825 no no
#> 3264 32 management married tertiary no 184 yes no
#> 3265 32 blue-collar married secondary no 944 no no
#> 3266 51 blue-collar married primary yes -283 yes no
#> 3267 31 unemployed single secondary no 209 yes no
#> 3268 33 technician divorced secondary no 751 yes no
#> 3269 38 technician divorced tertiary no 1425 yes no
#> 3270 39 blue-collar married secondary no 1254 yes no
#> 3271 33 blue-collar married secondary no 327 yes no
#> 3272 46 management divorced tertiary no 0 no no
#> 3273 45 retired divorced primary no 261 no no
#> 3274 59 retired married unknown no 7586 no no
#> 3275 25 blue-collar single secondary yes 15 yes no
#> 3276 36 blue-collar single secondary no 2390 yes no
#> 3277 33 entrepreneur married secondary no 135 yes no
#> 3278 46 entrepreneur married secondary no 757 no no
#> 3279 43 entrepreneur married secondary no 0 yes no
#> 3280 33 services married secondary no 260 yes no
#> 3281 46 management married tertiary no 71 yes no
#> 3282 34 management married secondary no 15 no no
#> 3283 44 services single secondary no 862 yes no
#> 3284 56 services married secondary no 530 yes no
#> 3285 42 admin. married secondary no 976 yes no
#> 3286 45 management married primary no 4758 yes no
#> 3287 58 admin. married primary no 879 yes no
#> 3288 30 management married tertiary no 3 yes no
#> 3289 51 blue-collar married tertiary no 7816 yes no
#> 3290 53 retired married secondary no 1296 yes no
#> 3291 42 technician married tertiary no 246 yes no
#> 3292 33 blue-collar married secondary no 478 yes no
#> 3293 32 blue-collar single secondary no 3845 yes no
#> 3294 59 blue-collar divorced secondary no 61 yes no
#> 3295 58 management divorced unknown no 3498 no no
#> 3296 31 unemployed single unknown no 167 no no
#> 3297 69 retired married primary no 324 no no
#> 3298 51 blue-collar single primary no 60 no no
#> 3299 30 technician married secondary no 616 yes no
#> 3300 33 unemployed single tertiary no 617 no no
#> 3301 34 admin. single tertiary no 18 yes no
#> 3302 48 technician divorced secondary no 1290 no no
#> 3303 45 housemaid married secondary no 360 no no
#> 3304 36 blue-collar married primary no 8135 yes no
#> 3305 39 technician single tertiary no 1674 no no
#> 3306 58 management married tertiary no 1016 no no
#> 3307 36 blue-collar single secondary no 2235 yes no
#> 3308 34 services married secondary no -451 yes yes
#> 3309 36 management single tertiary no 124 yes no
#> 3310 40 management married secondary no 752 no yes
#> 3311 33 management single tertiary no 215 yes no
#> 3312 55 retired married secondary no -185 no yes
#> 3313 45 self-employed married secondary no -124 no no
#> 3314 31 student single secondary no 93 no no
#> 3315 51 services married secondary no 144 no yes
#> 3316 54 technician divorced secondary no 255 yes no
#> 3317 48 retired married primary no 1591 no no
#> 3318 28 admin. divorced secondary no 451 yes no
#> 3319 57 blue-collar married primary no 162 yes no
#> 3320 60 retired married secondary no 597 no no
#> 3321 51 blue-collar married primary no 230 yes no
#> 3322 47 admin. married secondary no 70 yes no
#> 3323 40 management divorced tertiary no 490 yes no
#> 3324 43 blue-collar single primary no 13620 yes no
#> 3325 50 unemployed married secondary no 5164 no no
#> 3326 41 technician married secondary no -329 no no
#> 3327 30 technician single tertiary no 419 yes yes
#> 3328 45 entrepreneur married unknown no 3133 yes yes
#> 3329 23 services married secondary no 2673 yes no
#> 3330 31 services married secondary no 1004 no no
#> 3331 25 admin. single tertiary no 760 yes no
#> 3332 34 management married tertiary no 0 no no
#> 3333 55 blue-collar married primary no 3957 no yes
#> 3334 29 admin. single secondary no 428 yes yes
#> 3335 58 self-employed married tertiary no 327 no yes
#> 3336 30 admin. married secondary no 401 no no
#> 3337 51 unknown married unknown no 167 no no
#> 3338 32 management married tertiary no 258 yes yes
#> 3339 28 student single secondary no 970 no no
#> 3340 44 management married tertiary no 839 no no
#> 3341 38 housemaid divorced tertiary no 4312 no no
#> 3342 57 retired married secondary no 1408 no no
#> 3343 34 management married tertiary no 581 yes no
#> 3344 54 blue-collar divorced secondary no 1145 yes no
#> 3345 33 housemaid married tertiary no 10 yes no
#> 3346 34 management single tertiary no 84 no no
#> 3347 55 technician married secondary no 77 yes no
#> 3348 52 services married secondary no -1 no yes
#> 3349 38 management married tertiary no 389 yes no
#> 3350 55 admin. married secondary no 183 yes no
#> 3351 45 technician married secondary no 1441 yes no
#> 3352 36 blue-collar married secondary no 975 yes no
#> 3353 56 services single secondary no -40 yes no
#> 3354 38 admin. married secondary no 545 no no
#> 3355 29 management married tertiary no 55 yes no
#> 3356 30 blue-collar married primary no 5956 yes yes
#> 3357 28 services married secondary no 1214 no no
#> 3358 56 management married primary no 7747 no no
#> 3359 49 blue-collar married primary no 3028 yes no
#> 3360 58 retired divorced tertiary no 5253 no no
#> 3361 59 retired married secondary no 3382 yes no
#> 3362 36 management single tertiary no 442 yes yes
#> 3363 53 management married tertiary no 7067 no no
#> 3364 55 blue-collar married primary no 135 yes no
#> 3365 33 blue-collar divorced secondary no -131 yes no
#> 3366 48 blue-collar married secondary no 893 no no
#> 3367 32 blue-collar married secondary no 0 yes yes
#> 3368 26 management single tertiary no 1438 no no
#> 3369 56 unemployed divorced primary no 282 no no
#> 3370 32 blue-collar single secondary no 53 yes no
#> 3371 50 services single secondary no 321 no no
#> 3372 40 entrepreneur married tertiary no 1089 yes yes
#> 3373 46 services married secondary no 244 no no
#> 3374 36 entrepreneur married secondary no 546 no no
#> 3375 48 management married tertiary no 4006 no no
#> 3376 54 housemaid divorced tertiary no 1241 no no
#> 3377 52 management married primary no 324 no no
#> 3378 38 blue-collar married primary no 190 yes no
#> 3379 41 blue-collar married secondary no 1885 yes no
#> 3380 37 management married tertiary no 142 no no
#> 3381 33 services married secondary no 39 yes no
#> 3382 54 technician divorced secondary no 2156 yes no
#> 3383 30 technician married secondary no -287 yes no
#> 3384 45 technician married tertiary no 2359 no no
#> 3385 68 retired married secondary no 1316 no no
#> 3386 25 services single secondary no -439 yes no
#> 3387 27 blue-collar married primary no 0 no no
#> 3388 44 blue-collar married secondary no 1071 yes no
#> 3389 27 management single tertiary no 831 yes no
#> 3390 29 blue-collar single secondary no 445 yes no
#> 3391 37 services single secondary no 253 yes yes
#> 3392 52 admin. married secondary no -462 yes no
#> 3393 58 retired married primary no 1241 no no
#> 3394 58 management divorced unknown no 2986 no no
#> 3395 37 blue-collar married secondary no 131 yes no
#> 3396 37 blue-collar married primary no -29 yes yes
#> 3397 30 admin. single secondary no 1223 yes no
#> 3398 34 housemaid single secondary no 1408 yes no
#> 3399 26 technician single secondary no 7 yes no
#> 3400 55 management single unknown no 111 no no
#> 3401 58 retired married secondary no 630 no no
#> 3402 40 management divorced tertiary no 823 no no
#> 3403 32 management single tertiary no 1131 yes no
#> 3404 51 admin. single secondary no 895 no no
#> 3405 45 entrepreneur married secondary no 4688 no no
#> 3406 57 retired divorced primary no 720 no no
#> 3407 57 retired married tertiary no 478 no no
#> 3408 54 blue-collar divorced primary no 190 yes no
#> 3409 30 technician married secondary no 0 yes no
#> 3410 40 services married secondary no 1358 no no
#> 3411 53 management single tertiary no 0 no no
#> 3412 33 technician married secondary yes 72 yes no
#> 3413 40 technician single secondary no 34 no no
#> 3414 41 management single tertiary no 1253 no no
#> 3415 50 management married tertiary no 2488 yes no
#> 3416 31 admin. single tertiary no 253 yes no
#> 3417 49 admin. married unknown no 1101 no no
#> 3418 41 technician married secondary no 634 no no
#> 3419 60 technician married primary no 4243 yes no
#> 3420 34 technician married tertiary no 2069 no no
#> 3421 32 technician married unknown no 1879 no no
#> 3422 53 retired married secondary no 357 no no
#> 3423 34 blue-collar married secondary no 277 no yes
#> 3424 29 admin. single secondary no 171 yes no
#> 3425 38 blue-collar married secondary no 35 yes no
#> 3426 31 technician single tertiary no 127 yes no
#> 3427 37 blue-collar married primary no 5643 yes no
#> 3428 30 services single secondary no 148 no yes
#> 3429 32 blue-collar single primary no 18 yes yes
#> 3430 30 self-employed single secondary no 280 no no
#> 3431 41 technician married tertiary no 354 no no
#> 3432 47 management married tertiary no 1493 no no
#> 3433 34 technician single secondary no 1866 no no
#> 3434 38 blue-collar married secondary no 1165 yes no
#> 3435 41 technician divorced secondary no 1545 no yes
#> 3436 27 technician single tertiary no 434 yes no
#> 3437 33 student married tertiary no 476 yes no
#> 3438 38 services single secondary no 322 yes no
#> 3439 41 management married tertiary no 2031 yes no
#> 3440 37 unemployed divorced secondary no 74 yes no
#> 3441 26 management single tertiary no 1720 no no
#> 3442 36 services married secondary no 0 yes no
#> 3443 28 student married tertiary no 327 yes no
#> 3444 59 management married tertiary no 101 no yes
#> 3445 35 management single tertiary no 4788 yes no
#> 3446 43 unknown single unknown no 181 no no
#> 3447 50 blue-collar divorced primary no -333 no yes
#> 3448 24 services single secondary no 0 no no
#> 3449 32 technician married tertiary no 500 no no
#> 3450 41 technician married secondary no 1043 yes yes
#> 3451 39 management married tertiary no 399 no no
#> 3452 50 retired single primary no 208 no no
#> 3453 40 management married secondary no 1576 yes yes
#> 3454 50 management married tertiary no 346 no no
#> 3455 63 blue-collar married secondary no 641 no no
#> 3456 31 technician divorced secondary no 105 yes no
#> 3457 34 services married secondary no 1337 no no
#> 3458 28 blue-collar single secondary no 121 no no
#> 3459 32 technician married secondary no -410 yes yes
#> 3460 32 blue-collar married secondary yes -1 yes no
#> 3461 52 services married primary no -585 yes yes
#> 3462 43 unknown married primary no 2113 no no
#> 3463 43 unemployed married tertiary no 58 yes no
#> 3464 23 management single secondary no 85 yes no
#> 3465 47 technician married tertiary no 1115 yes no
#> 3466 52 management married tertiary no 4173 no yes
#> 3467 37 self-employed married secondary no 2203 no yes
#> 3468 31 management single tertiary no 15 no no
#> 3469 40 housemaid married secondary no 4136 yes no
#> 3470 42 management married tertiary no 261 no no
#> 3471 33 blue-collar married primary no 392 yes no
#> 3472 40 retired single secondary no 1400 no no
#> 3473 51 management married tertiary no 615 yes no
#> 3474 53 unemployed single secondary no 4 no no
#> 3475 36 management single tertiary no 339 no no
#> 3476 34 technician married secondary no 1553 no no
#> 3477 30 management married tertiary no 14 no no
#> 3478 29 blue-collar married primary no 258 yes no
#> 3479 38 admin. married primary no 3 yes yes
#> 3480 41 blue-collar married primary no 620 no no
#> 3481 33 management single tertiary no -67 yes no
#> 3482 28 services single secondary no 430 yes no
#> 3483 47 unknown married unknown no 270 no no
#> 3484 36 admin. single secondary no 1328 no no
#> 3485 57 blue-collar married primary no 93 yes no
#> 3486 36 management married secondary no 1825 yes no
#> 3487 51 technician married unknown no 573 yes yes
#> 3488 51 blue-collar married primary no 541 no no
#> 3489 40 blue-collar married primary no 2133 yes yes
#> 3490 45 technician single secondary no 410 yes no
#> 3491 52 admin. married secondary no 2347 no yes
#> 3492 35 entrepreneur single tertiary no 145 yes no
#> 3493 33 unemployed married secondary yes -108 yes yes
#> 3494 38 admin. divorced secondary no 382 yes no
#> 3495 36 blue-collar married secondary no 13 no no
#> 3496 75 retired married primary no 3504 no no
#> 3497 31 admin. single secondary no 1801 yes no
#> 3498 33 management single tertiary no 1308 no no
#> 3499 31 blue-collar married secondary no 136 no no
#> 3500 56 unemployed married secondary no 12 no no
#> 3501 37 technician married secondary no -421 yes no
#> 3502 33 management single tertiary no 1271 yes no
#> 3503 30 technician married secondary no -910 yes no
#> 3504 56 services married secondary no 1150 no yes
#> 3505 35 blue-collar married secondary no -102 yes no
#> 3506 56 unknown married unknown no 778 no no
#> 3507 58 services married secondary no 74 no no
#> 3508 67 self-employed married tertiary no 1979 no no
#> 3509 38 management married tertiary no 0 yes no
#> 3510 37 management divorced tertiary yes -1 yes yes
#> 3511 57 blue-collar married secondary no 8195 yes no
#> 3512 35 entrepreneur married secondary no 24 yes no
#> 3513 27 blue-collar single secondary no 1 yes no
#> 3514 33 management married tertiary no 801 no no
#> 3515 37 blue-collar married primary no 3517 yes no
#> 3516 37 management married secondary no 222 yes no
#> 3517 56 retired married primary no 1906 no yes
#> 3518 55 admin. married secondary no 128 no no
#> 3519 40 blue-collar married primary no 0 yes no
#> 3520 41 blue-collar married primary no 5560 yes no
#> 3521 27 blue-collar married secondary no 613 yes no
#> 3522 49 management married tertiary no 17432 no no
#> 3523 54 management divorced tertiary no 1692 yes no
#> 3524 42 self-employed married tertiary no 1385 no no
#> 3525 34 technician single secondary no 0 no no
#> 3526 34 technician married tertiary no 932 yes no
#> 3527 38 admin. married secondary no 257 yes no
#> 3528 33 entrepreneur married secondary yes -54 no yes
#> 3529 26 blue-collar married secondary no 818 no no
#> 3530 35 blue-collar married secondary no 1257 yes no
#> 3531 48 management single secondary no 61 yes no
#> 3532 64 retired married tertiary no 380 no no
#> 3533 31 admin. married secondary no 1229 no no
#> 3534 39 services married secondary no 1970 yes no
#> 3535 38 management married tertiary no 0 yes no
#> 3536 40 blue-collar married primary no 2562 yes no
#> 3537 49 blue-collar married primary yes -98 yes no
#> 3538 36 management married tertiary no 1604 yes no
#> 3539 51 unknown married unknown no 1585 no no
#> 3540 58 technician single secondary no 409 no yes
#> 3541 33 technician single secondary no 2481 no no
#> 3542 28 blue-collar single secondary no 2845 yes no
#> 3543 42 blue-collar married primary no 1320 no no
#> 3544 52 self-employed married secondary no 9 no yes
#> 3545 54 management divorced tertiary no 496 no no
#> 3546 60 retired divorced secondary no 514 no no
#> 3547 31 admin. single secondary no 40 no no
#> 3548 32 blue-collar single secondary no 760 yes no
#> 3549 53 admin. married secondary no 1796 no no
#> 3550 28 self-employed single tertiary no 0 yes no
#> 3551 47 technician married secondary no 834 no yes
#> 3552 29 blue-collar single secondary no -138 yes yes
#> 3553 78 retired married unknown no 3208 no no
#> 3554 43 entrepreneur married secondary no 59 no no
#> 3555 27 admin. married tertiary no 73 no no
#> 3556 51 blue-collar married primary no 0 yes no
#> 3557 52 blue-collar married primary no -27 no no
#> 3558 49 self-employed married secondary no 358 yes yes
#> 3559 35 services married secondary no 1659 yes no
#> 3560 58 services married secondary no 1667 yes yes
#> 3561 36 management married tertiary no 255 no no
#> 3562 58 blue-collar married secondary no 2592 yes no
#> 3563 51 housemaid married primary no 1275 no no
#> 3564 42 technician married secondary no 3228 no no
#> 3565 37 management married tertiary no 2401 no no
#> 3566 44 blue-collar married secondary no 3610 yes no
#> 3567 38 blue-collar divorced secondary no 727 yes no
#> 3568 34 blue-collar married secondary no 452 yes no
#> 3569 31 unemployed single tertiary no 1489 yes no
#> 3570 32 services single secondary no 81 yes no
#> 3571 54 management divorced tertiary no -125 no yes
#> 3572 38 blue-collar single primary no 162 yes no
#> 3573 40 housemaid married secondary no 864 no no
#> 3574 30 services single secondary no 187 yes no
#> 3575 43 entrepreneur married secondary no 0 no no
#> 3576 39 management married tertiary no 21111 yes no
#> 3577 29 management single tertiary no 21 yes no
#> 3578 46 blue-collar single secondary no 76 yes no
#> 3579 28 technician single secondary no 154 yes no
#> 3580 50 management married tertiary no 4654 no no
#> 3581 29 technician single secondary no 359 yes no
#> 3582 39 blue-collar married secondary no 648 yes no
#> 3583 38 technician married secondary no 0 yes no
#> 3584 57 unemployed married primary no 5126 yes no
#> 3585 54 self-employed divorced primary no 351 yes no
#> 3586 52 services married secondary no 540 yes no
#> 3587 50 self-employed married secondary no 0 yes no
#> 3588 30 technician single secondary no 18 no no
#> 3589 49 management married tertiary no 350 no no
#> 3590 40 admin. single secondary no 419 no yes
#> 3591 42 blue-collar single secondary no 419 no no
#> 3592 52 management married tertiary no 4675 no no
#> 3593 31 technician married tertiary no 3192 yes no
#> 3594 33 self-employed single tertiary no 4996 no no
#> 3595 26 technician single secondary no 174 yes no
#> 3596 36 blue-collar single secondary no 507 yes no
#> 3597 29 management single secondary no 0 yes no
#> 3598 42 blue-collar married secondary no 1657 yes yes
#> 3599 47 technician married secondary no 2394 no yes
#> 3600 33 management single secondary no -298 no no
#> 3601 34 admin. married secondary no -44 yes yes
#> 3602 57 technician married secondary no 1070 no no
#> 3603 36 blue-collar married secondary no 274 yes no
#> 3604 57 admin. married secondary no 16873 no no
#> 3605 36 admin. married secondary no 786 yes yes
#> 3606 29 technician single secondary no 525 yes no
#> 3607 32 technician single secondary no 35 no no
#> 3608 30 admin. single secondary no 223 yes no
#> 3609 41 admin. married primary no -306 yes no
#> 3610 50 management married tertiary no 463 no yes
#> 3611 50 technician divorced secondary no 636 yes no
#> 3612 41 unemployed divorced primary no 487 no no
#> 3613 36 management married secondary no 873 yes no
#> 3614 35 management married tertiary no 267 yes no
#> 3615 63 blue-collar married primary no 115 no no
#> 3616 25 technician single secondary no -55 yes yes
#> 3617 33 blue-collar married secondary no 0 yes yes
#> 3618 37 services married secondary no 4760 yes no
#> 3619 28 entrepreneur single tertiary no 219 yes no
#> 3620 43 blue-collar married secondary no 232 yes no
#> 3621 34 blue-collar married secondary no 0 yes no
#> 3622 26 technician single secondary no -525 yes yes
#> 3623 57 technician married tertiary no -1 no no
#> 3624 20 student single secondary no 1191 no no
#> 3625 52 management married tertiary no 7192 no no
#> 3626 39 services single tertiary no 410 no no
#> 3627 32 services married secondary no 0 yes no
#> 3628 54 admin. single secondary no 15 yes no
#> 3629 39 services married secondary no 18 yes yes
#> 3630 31 blue-collar single secondary no 530 no yes
#> 3631 25 student single secondary no 715 no no
#> 3632 59 technician married secondary no 478 no no
#> 3633 39 admin. single secondary no 470 yes no
#> 3634 47 technician married secondary no 11 no no
#> 3635 22 services single primary no 35 yes no
#> 3636 26 unemployed single tertiary no 3511 no no
#> 3637 37 services married secondary no 655 no no
#> 3638 52 services divorced secondary no 43 yes yes
#> 3639 28 admin. single secondary no 392 yes yes
#> 3640 46 services married secondary no 0 yes no
#> 3641 30 admin. single secondary no 523 no yes
#> 3642 30 technician married tertiary no 1338 yes yes
#> 3643 34 admin. single secondary no 239 no no
#> 3644 51 housemaid married primary no 1521 no no
#> 3645 46 entrepreneur married tertiary no 0 yes yes
#> 3646 70 retired married secondary no 2815 no no
#> 3647 41 technician married tertiary no 0 no no
#> 3648 32 technician single tertiary no 0 yes no
#> 3649 32 blue-collar single primary no 60 yes no
#> 3650 50 management married secondary no 0 yes no
#> 3651 38 admin. married secondary no 505 yes yes
#> 3652 32 admin. single tertiary no 8866 no no
#> 3653 30 blue-collar single secondary no 1472 yes no
#> 3654 39 blue-collar married secondary no -99 no no
#> 3655 30 technician single primary no 2731 yes no
#> 3656 44 entrepreneur married secondary no -165 yes yes
#> 3657 45 blue-collar married primary no 2128 yes no
#> 3658 56 self-employed married secondary no 800 no yes
#> 3659 37 management married tertiary no 1330 yes no
#> 3660 30 blue-collar married primary no 837 yes no
#> 3661 54 services married primary no 8 yes no
#> 3662 53 admin. married secondary no -375 yes no
#> 3663 27 student single tertiary no 5169 yes no
#> 3664 36 management married tertiary no 162 yes no
#> 3665 43 entrepreneur single tertiary no 42 no no
#> 3666 52 housemaid married primary no 335 no no
#> 3667 48 blue-collar married secondary no 10724 no no
#> 3668 39 management single tertiary no 416 no no
#> 3669 35 blue-collar married unknown no 4822 yes no
#> 3670 76 retired divorced primary no 3049 no no
#> 3671 40 services married secondary no 191 yes no
#> 3672 57 retired married primary no 4908 no no
#> 3673 59 blue-collar married primary no -546 no no
#> 3674 45 housemaid married secondary no 698 yes no
#> 3675 37 technician married tertiary no 143 no no
#> 3676 28 technician single tertiary no -481 yes yes
#> 3677 57 unemployed married secondary no 3867 yes no
#> 3678 45 blue-collar married primary no 292 yes no
#> 3679 58 housemaid married primary no 4605 no no
#> 3680 30 blue-collar married secondary no -529 yes no
#> 3681 48 blue-collar married secondary no 1738 yes no
#> 3682 61 self-employed married tertiary no 4162 no no
#> 3683 34 management single secondary no 524 no no
#> 3684 43 technician divorced tertiary no 101 no no
#> 3685 44 technician single secondary no 2403 yes no
#> 3686 29 blue-collar married primary no 50 no no
#> 3687 37 blue-collar married primary no 357 yes no
#> 3688 41 unemployed divorced secondary no 1281 no no
#> 3689 34 technician married secondary no 1795 yes no
#> 3690 40 blue-collar married primary no 98 yes no
#> 3691 59 self-employed married tertiary no 2013 no no
#> 3692 35 self-employed married tertiary no 506 no no
#> 3693 58 management divorced tertiary no 1573 yes yes
#> 3694 20 services single secondary no -103 yes no
#> 3695 55 technician divorced secondary no 184 no no
#> 3696 51 blue-collar married secondary no 955 no yes
#> 3697 31 self-employed single tertiary no 1788 no no
#> 3698 52 management married tertiary no 547 no no
#> 3699 31 management single tertiary no 62 yes no
#> 3700 34 blue-collar married secondary no 1575 yes no
#> 3701 32 management single tertiary no 623 no no
#> 3702 36 admin. single secondary no 47 no yes
#> 3703 41 blue-collar married secondary no 1293 no no
#> contact day month duration campaign pdays previous poutcome y age_<_29
#> 1 cellular 29 jan 375 2 -1 0 unknown 0 0
#> 2 unknown 2 jun 392 3 -1 0 unknown 0 0
#> 3 cellular 3 feb 315 2 180 6 failure 1 0
#> 4 cellular 12 may 309 1 306 4 success 1 0
#> 5 unknown 15 may 67 4 -1 0 unknown 0 0
#> 6 unknown 14 may 125 1 -1 0 unknown 0 0
#> 7 cellular 14 aug 182 2 37 2 failure 0 0
#> 8 telephone 13 may 185 1 370 3 failure 0 0
#> 9 telephone 18 nov 296 2 -1 0 unknown 0 0
#> 10 cellular 21 nov 80 1 -1 0 unknown 0 0
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#> 1950 unknown 15 may 226 2 -1 0 unknown 0 0
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#> 1953 unknown 5 may 381 2 -1 0 unknown 0 0
#> 1954 unknown 7 may 127 1 -1 0 unknown 0 0
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#> 1958 unknown 27 may 293 2 -1 0 unknown 0 0
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#> 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
#> 2047 cellular 20 nov 454 1 -1 0 unknown 1 0
#> 2048 unknown 20 jun 280 1 -1 0 unknown 0 0
#> 2049 unknown 26 may 265 4 -1 0 unknown 0 0
#> 2050 unknown 7 may 297 3 -1 0 unknown 0 0
#> 2051 cellular 5 aug 153 1 -1 0 unknown 0 0
#> 2052 cellular 3 feb 254 1 -1 0 unknown 0 0
#> 2053 telephone 11 may 30 4 304 2 other 0 0
#> 2054 unknown 27 may 125 4 -1 0 unknown 0 0
#> 2055 cellular 3 jun 114 1 -1 0 unknown 0 0
#> 2056 cellular 5 feb 136 10 -1 0 unknown 1 0
#> 2057 cellular 9 apr 208 12 337 1 failure 0 0
#> 2058 cellular 21 nov 86 1 -1 0 unknown 0 0
#> 2059 cellular 17 apr 949 2 254 6 other 1 0
#> 2060 unknown 19 jun 207 1 -1 0 unknown 0 0
#> 2061 telephone 19 nov 103 1 -1 0 unknown 0 0
#> 2062 unknown 13 may 1052 1 -1 0 unknown 0 0
#> 2063 cellular 30 apr 109 1 -1 0 unknown 0 0
#> 2064 unknown 4 jun 149 8 -1 0 unknown 0 0
#> 2065 unknown 11 jun 138 5 -1 0 unknown 0 0
#> 2066 cellular 13 may 341 1 -1 0 unknown 0 1
#> 2067 cellular 20 apr 184 2 151 1 failure 0 0
#> 2068 unknown 20 jun 75 3 -1 0 unknown 0 0
#> 2069 cellular 15 apr 87 2 -1 0 unknown 0 0
#> 2070 cellular 26 jan 413 2 -1 0 unknown 0 0
#> 2071 telephone 2 feb 35 1 -1 0 unknown 0 0
#> 2072 telephone 8 jul 104 3 -1 0 unknown 0 0
#> 2073 cellular 11 jul 487 3 -1 0 unknown 0 0
#> 2074 cellular 4 feb 146 1 -1 0 unknown 0 0
#> 2075 telephone 4 may 483 4 87 2 success 1 0
#> 2076 cellular 11 nov 248 1 -1 0 unknown 0 0
#> 2077 telephone 2 feb 803 1 -1 0 unknown 1 0
#> 2078 unknown 13 may 91 2 -1 0 unknown 0 0
#> 2079 cellular 4 jun 94 1 -1 0 unknown 0 0
#> 2080 unknown 12 may 325 3 -1 0 unknown 0 0
#> 2081 cellular 15 may 22 5 -1 0 unknown 0 0
#> 2082 unknown 30 may 130 2 -1 0 unknown 0 0
#> 2083 cellular 29 jan 383 2 206 1 other 0 0
#> 2084 unknown 7 may 207 1 -1 0 unknown 0 0
#> 2085 unknown 16 may 244 1 -1 0 unknown 0 0
#> 2086 cellular 21 nov 31 7 -1 0 unknown 0 0
#> 2087 cellular 12 may 493 10 362 1 other 0 0
#> 2088 telephone 28 jan 183 2 -1 0 unknown 0 1
#> 2089 unknown 16 may 541 5 -1 0 unknown 0 0
#> 2090 unknown 23 may 339 1 -1 0 unknown 0 0
#> 2091 cellular 2 apr 293 2 314 2 failure 0 0
#> 2092 cellular 17 apr 112 1 -1 0 unknown 0 0
#> 2093 unknown 11 jun 177 8 -1 0 unknown 0 0
#> 2094 unknown 28 may 173 4 -1 0 unknown 0 0
#> 2095 unknown 3 jun 258 1 -1 0 unknown 0 0
#> 2096 unknown 28 may 207 1 -1 0 unknown 0 0
#> 2097 cellular 25 aug 279 1 117 1 failure 0 0
#> 2098 cellular 19 jul 1148 1 276 2 other 1 0
#> 2099 cellular 19 nov 182 1 -1 0 unknown 0 0
#> 2100 cellular 18 aug 119 7 -1 0 unknown 0 0
#> 2101 unknown 6 may 246 1 -1 0 unknown 0 0
#> 2102 unknown 12 jun 137 1 -1 0 unknown 0 0
#> 2103 cellular 10 jul 68 1 -1 0 unknown 0 0
#> 2104 cellular 28 jan 214 1 -1 0 unknown 0 1
#> 2105 unknown 15 may 155 6 -1 0 unknown 0 0
#> 2106 unknown 17 jun 638 16 -1 0 unknown 0 0
#> 2107 cellular 6 aug 181 2 -1 0 unknown 0 0
#> 2108 unknown 21 may 103 1 -1 0 unknown 0 0
#> 2109 cellular 29 aug 214 7 -1 0 unknown 0 0
#> 2110 cellular 24 feb 104 3 -1 0 unknown 0 0
#> 2111 unknown 6 jun 59 3 -1 0 unknown 0 0
#> 2112 cellular 29 jul 33 1 -1 0 unknown 0 0
#> 2113 unknown 12 jun 153 6 -1 0 unknown 0 0
#> 2114 cellular 31 jul 29 10 -1 0 unknown 0 0
#> 2115 unknown 15 may 113 1 -1 0 unknown 0 0
#> 2116 cellular 10 feb 503 1 -1 0 unknown 1 0
#> 2117 cellular 18 aug 22 2 -1 0 unknown 0 0
#> 2118 cellular 14 apr 422 4 -1 0 unknown 0 0
#> 2119 cellular 29 jan 177 1 -1 0 unknown 0 1
#> 2120 unknown 27 may 99 1 -1 0 unknown 0 0
#> 2121 telephone 6 apr 1353 2 138 2 success 1 0
#> 2122 telephone 13 aug 181 1 -1 0 unknown 0 0
#> 2123 cellular 18 jul 516 1 -1 0 unknown 1 0
#> 2124 cellular 11 aug 331 7 -1 0 unknown 0 0
#> 2125 cellular 7 aug 44 2 -1 0 unknown 0 0
#> 2126 cellular 11 aug 230 2 -1 0 unknown 0 0
#> 2127 cellular 22 jul 1608 13 -1 0 unknown 1 1
#> 2128 unknown 15 may 192 1 -1 0 unknown 0 0
#> 2129 cellular 7 may 271 2 -1 0 unknown 0 0
#> 2130 cellular 27 oct 96 1 158 1 failure 0 0
#> 2131 cellular 14 jan 187 7 -1 0 unknown 1 0
#> 2132 cellular 18 may 145 1 -1 0 unknown 0 1
#> 2133 cellular 26 feb 771 1 171 1 success 1 0
#> 2134 cellular 24 jul 559 2 -1 0 unknown 0 0
#> 2135 unknown 29 may 187 3 -1 0 unknown 0 1
#> 2136 unknown 16 may 65 3 -1 0 unknown 0 0
#> 2137 cellular 18 aug 625 4 -1 0 unknown 1 0
#> 2138 cellular 21 nov 268 3 -1 0 unknown 0 0
#> 2139 cellular 11 may 128 3 -1 0 unknown 0 0
#> 2140 cellular 19 nov 201 2 174 3 success 0 0
#> 2141 cellular 7 may 124 1 338 2 failure 0 0
#> 2142 cellular 4 feb 260 2 -1 0 unknown 0 0
#> 2143 unknown 21 may 86 2 -1 0 unknown 0 1
#> 2144 cellular 12 may 30 7 -1 0 unknown 0 0
#> 2145 cellular 21 aug 184 3 -1 0 unknown 0 0
#> 2146 cellular 30 jan 82 2 -1 0 unknown 0 0
#> 2147 unknown 6 jun 223 3 -1 0 unknown 0 0
#> 2148 cellular 20 nov 75 2 119 2 success 0 0
#> 2149 cellular 9 jul 80 1 -1 0 unknown 0 0
#> 2150 cellular 31 jul 43 2 -1 0 unknown 0 0
#> 2151 telephone 31 aug 139 1 -1 0 unknown 0 1
#> 2152 unknown 19 jun 82 1 -1 0 unknown 0 0
#> 2153 telephone 12 may 370 2 -1 0 unknown 0 0
#> 2154 cellular 11 jul 271 5 -1 0 unknown 0 1
#> 2155 cellular 14 may 61 6 -1 0 unknown 0 0
#> 2156 telephone 31 jul 84 6 -1 0 unknown 0 0
#> 2157 unknown 28 may 513 2 -1 0 unknown 0 0
#> 2158 cellular 29 oct 140 2 -1 0 unknown 0 1
#> 2159 cellular 10 jul 1187 3 -1 0 unknown 1 1
#> 2160 cellular 31 mar 684 4 -1 0 unknown 0 0
#> 2161 cellular 30 jul 142 9 -1 0 unknown 0 0
#> 2162 cellular 9 jul 115 2 -1 0 unknown 0 0
#> 2163 cellular 29 jul 176 4 -1 0 unknown 0 0
#> 2164 cellular 18 jul 610 1 -1 0 unknown 1 0
#> 2165 cellular 18 may 261 1 -1 0 unknown 0 0
#> 2166 cellular 28 jul 68 3 -1 0 unknown 0 0
#> 2167 cellular 18 aug 242 5 -1 0 unknown 0 0
#> 2168 cellular 12 may 59 3 -1 0 unknown 0 0
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#> 2176 cellular 8 jul 226 1 -1 0 unknown 0 0
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#> 2178 cellular 9 feb 150 3 -1 0 unknown 0 0
#> 2179 cellular 3 jun 273 1 -1 0 unknown 0 0
#> 2180 unknown 18 jun 74 2 -1 0 unknown 0 0
#> 2181 cellular 30 apr 687 1 9 3 success 1 0
#> 2182 cellular 31 jul 48 3 -1 0 unknown 0 0
#> 2183 cellular 14 may 365 6 36 3 failure 0 0
#> 2184 unknown 27 may 374 9 -1 0 unknown 0 0
#> 2185 cellular 17 nov 91 2 -1 0 unknown 0 0
#> 2186 cellular 21 jul 76 3 -1 0 unknown 0 0
#> 2187 cellular 7 sep 337 1 186 1 success 1 0
#> 2188 cellular 7 may 239 3 -1 0 unknown 0 1
#> 2189 unknown 27 may 167 3 -1 0 unknown 0 1
#> 2190 cellular 2 jun 118 2 81 1 success 0 0
#> 2191 cellular 20 nov 48 1 -1 0 unknown 0 0
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#> 2193 unknown 11 jun 140 1 -1 0 unknown 0 0
#> 2194 unknown 6 jun 463 4 -1 0 unknown 0 0
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#> 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
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#> 2206 cellular 27 apr 99 1 329 4 other 0 0
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#> 2208 cellular 21 nov 65 1 -1 0 unknown 0 0
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#> 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
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#> 2221 cellular 13 may 172 3 173 1 other 0 0
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#> 2264 unknown 6 may 448 1 -1 0 unknown 0 0
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#> 2363 unknown 19 may 182 2 -1 0 unknown 0 0
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#> 2365 unknown 17 jun 285 1 -1 0 unknown 0 0
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#> 2368 cellular 28 aug 226 9 -1 0 unknown 0 0
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#> 2373 unknown 13 may 518 1 -1 0 unknown 0 0
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#> 2428 unknown 6 may 185 3 -1 0 unknown 0 0
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#> 2432 unknown 18 jun 1365 4 -1 0 unknown 0 0
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#> 2444 unknown 6 may 254 2 -1 0 unknown 0 0
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#> 2448 unknown 6 may 145 2 -1 0 unknown 0 0
#> 2449 unknown 3 jun 268 1 -1 0 unknown 0 0
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#> 2599 0
#> 2600 0
#> 2601 0
#> 2602 0
#> 2603 0
#> 2604 0
#> 2605 0
#> 2606 1
#> 2607 0
#> 2608 0
#> 2609 0
#> 2610 0
#> 2611 0
#> 2612 1
#> 2613 0
#> 2614 0
#> 2615 0
#> 2616 1
#> 2617 0
#> 2618 0
#> 2619 0
#> 2620 0
#> 2621 0
#> 2622 0
#> 2623 0
#> 2624 0
#> 2625 0
#> 2626 0
#> 2627 1
#> 2628 1
#> 2629 0
#> 2630 1
#> 2631 0
#> 2632 0
#> 2633 0
#> 2634 0
#> 2635 0
#> 2636 0
#> 2637 0
#> 2638 0
#> 2639 1
#> 2640 0
#> 2641 0
#> 2642 0
#> 2643 0
#> 2644 0
#> 2645 0
#> 2646 0
#> 2647 0
#> 2648 0
#> 2649 0
#> 2650 0
#> 2651 0
#> 2652 0
#> 2653 0
#> 2654 0
#> 2655 0
#> 2656 0
#> 2657 0
#> 2658 0
#> 2659 0
#> 2660 0
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#> 2662 0
#> 2663 0
#> 2664 0
#> 2665 0
#> 2666 0
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#> 2668 0
#> 2669 0
#> 2670 0
#> 2671 0
#> 2672 0
#> 2673 0
#> 2674 0
#> 2675 1
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#> 2677 0
#> 2678 0
#> 2679 0
#> 2680 0
#> 2681 0
#> 2682 0
#> 2683 1
#> 2684 0
#> 2685 0
#> 2686 0
#> 2687 0
#> 2688 0
#> 2689 0
#> 2690 0
#> 2691 0
#> 2692 0
#> 2693 0
#> 2694 0
#> 2695 0
#> 2696 0
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#> 2698 0
#> 2699 0
#> 2700 0
#> 2701 0
#> 2702 0
#> 2703 0
#> 2704 1
#> 2705 0
#> 2706 1
#> 2707 0
#> 2708 1
#> 2709 0
#> 2710 1
#> 2711 0
#> 2712 0
#> 2713 0
#> 2714 0
#> 2715 1
#> 2716 0
#> 2717 0
#> 2718 0
#> 2719 0
#> 2720 0
#> 2721 0
#> 2722 0
#> 2723 0
#> 2724 0
#> 2725 0
#> 2726 0
#> 2727 0
#> 2728 0
#> 2729 0
#> 2730 0
#> 2731 0
#> 2732 0
#> 2733 0
#> 2734 0
#> 2735 0
#> 2736 0
#> 2737 0
#> 2738 0
#> 2739 0
#> 2740 0
#> 2741 0
#> 2742 0
#> 2743 0
#> 2744 1
#> 2745 0
#> 2746 0
#> 2747 0
#> 2748 1
#> 2749 0
#> 2750 0
#> 2751 1
#> 2752 0
#> 2753 0
#> 2754 0
#> 2755 0
#> 2756 0
#> 2757 1
#> 2758 0
#> 2759 0
#> 2760 0
#> 2761 0
#> 2762 1
#> 2763 0
#> 2764 0
#> 2765 0
#> 2766 1
#> 2767 0
#> 2768 1
#> 2769 0
#> 2770 0
#> 2771 0
#> 2772 1
#> 2773 0
#> 2774 0
#> 2775 0
#> 2776 1
#> 2777 0
#> 2778 0
#> 2779 0
#> 2780 0
#> 2781 0
#> 2782 0
#> 2783 0
#> 2784 0
#> 2785 0
#> 2786 0
#> 2787 0
#> 2788 0
#> 2789 0
#> 2790 0
#> 2791 1
#> 2792 0
#> 2793 0
#> 2794 0
#> 2795 0
#> 2796 0
#> 2797 0
#> 2798 0
#> 2799 0
#> 2800 0
#> 2801 0
#> 2802 1
#> 2803 0
#> 2804 0
#> 2805 0
#> 2806 0
#> 2807 0
#> 2808 0
#> 2809 0
#> 2810 0
#> 2811 0
#> 2812 0
#> 2813 0
#> 2814 1
#> 2815 0
#> 2816 0
#> 2817 0
#> 2818 0
#> 2819 0
#> 2820 0
#> 2821 0
#> 2822 0
#> 2823 0
#> 2824 0
#> 2825 0
#> 2826 0
#> 2827 0
#> 2828 0
#> 2829 0
#> 2830 1
#> 2831 0
#> 2832 0
#> 2833 1
#> 2834 0
#> 2835 0
#> 2836 0
#> 2837 0
#> 2838 0
#> 2839 0
#> 2840 0
#> 2841 0
#> 2842 0
#> 2843 0
#> 2844 0
#> 2845 0
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#> 2847 0
#> 2848 0
#> 2849 1
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#> 2851 0
#> 2852 0
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#> 2854 0
#> 2855 0
#> 2856 0
#> 2857 0
#> 2858 0
#> 2859 0
#> 2860 0
#> 2861 0
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#> 2863 0
#> 2864 0
#> 2865 0
#> 2866 0
#> 2867 0
#> 2868 0
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#> 2870 0
#> 2871 0
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#> 2888 0
#> 2889 0
#> 2890 0
#> 2891 0
#> 2892 0
#> 2893 0
#> 2894 0
#> 2895 0
#> 2896 0
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#> 2900 0
#> 2901 0
#> 2902 0
#> 2903 0
#> 2904 0
#> 2905 0
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#> 2911 0
#> 2912 0
#> 2913 0
#> 2914 0
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#> 2919 1
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#> 2931 0
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#> 2936 0
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#> 2938 0
#> 2939 0
#> 2940 0
#> 2941 0
#> 2942 0
#> 2943 0
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#> 3601 0
#> 3602 1
#> 3603 0
#> 3604 1
#> 3605 0
#> 3606 0
#> 3607 0
#> 3608 0
#> 3609 0
#> 3610 0
#> 3611 0
#> 3612 0
#> 3613 0
#> 3614 0
#> 3615 1
#> 3616 0
#> 3617 0
#> 3618 0
#> 3619 0
#> 3620 0
#> 3621 0
#> 3622 0
#> 3623 1
#> 3624 0
#> 3625 0
#> 3626 0
#> 3627 0
#> 3628 0
#> 3629 0
#> 3630 0
#> 3631 0
#> 3632 1
#> 3633 0
#> 3634 0
#> 3635 0
#> 3636 0
#> 3637 0
#> 3638 0
#> 3639 0
#> 3640 0
#> 3641 0
#> 3642 0
#> 3643 0
#> 3644 0
#> 3645 0
#> 3646 1
#> 3647 0
#> 3648 0
#> 3649 0
#> 3650 0
#> 3651 0
#> 3652 0
#> 3653 0
#> 3654 0
#> 3655 0
#> 3656 0
#> 3657 0
#> 3658 1
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#> 3660 0
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#> 3665 0
#> 3666 0
#> 3667 0
#> 3668 0
#> 3669 0
#> 3670 1
#> 3671 0
#> 3672 1
#> 3673 1
#> 3674 0
#> 3675 0
#> 3676 0
#> 3677 1
#> 3678 0
#> 3679 1
#> 3680 0
#> 3681 0
#> 3682 1
#> 3683 0
#> 3684 0
#> 3685 0
#> 3686 0
#> 3687 0
#> 3688 0
#> 3689 0
#> 3690 0
#> 3691 1
#> 3692 0
#> 3693 1
#> 3694 0
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#> 3699 0
#> 3700 0
#> 3701 0
#> 3702 0
#> 3703 0
#> [ 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$education)
#>
#> upper unknown primary
#> 3651 179 691
out <- rbin_factor_combine(mbank, education, c("secondary", "tertiary"), "upper")
table(out$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 0.5833603
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
#> 452 55 blue-collar married no 176 no yes cellular 22
#> 453 30 management married no 367 no no cellular 4
#> 454 33 technician single no 231 yes no unknown 27
#> 455 42 technician married no 233 no no cellular 20
#> 456 29 management married no 318 yes no cellular 18
#> 457 43 unemployed married no 9 yes yes cellular 6
#> 458 46 management single no 502 no no cellular 25
#> 459 32 blue-collar single no 259 yes no cellular 8
#> 460 33 services married no 1631 yes no cellular 20
#> 461 55 technician married no 284 no no cellular 22
#> 462 36 management married no 0 yes no cellular 20
#> 463 47 entrepreneur married no 1481 yes no cellular 6
#> 464 45 self-employed married no 3080 no no cellular 19
#> 465 30 management single no 135 no no cellular 14
#> 466 41 management married no 5883 no no cellular 20
#> 467 75 retired divorced no 3881 yes no cellular 4
#> 468 43 technician divorced no 1648 no no cellular 17
#> 469 46 housemaid married no 271 yes no cellular 30
#> 470 23 services single no 75 yes no unknown 15
#> 471 35 technician single no 354 yes no cellular 4
#> 472 30 admin. married no 40 yes yes cellular 7
#> 473 48 unemployed single no 63 no no cellular 30
#> 474 32 services single no 459 yes no unknown 8
#> 475 49 services married no 0 no no cellular 26
#> 476 37 blue-collar married no 223 yes no cellular 14
#> 477 35 services married no 74 yes no unknown 27
#> 478 58 management married no 2769 yes no cellular 11
#> 479 53 technician married no 4323 yes no unknown 15
#> 480 44 technician married no 4580 yes no unknown 15
#> 481 42 admin. married no -306 yes no cellular 17
#> 482 43 technician married no 2643 no no telephone 4
#> 483 53 entrepreneur married no -257 yes yes unknown 18
#> 484 28 technician single no 441 no yes cellular 9
#> 485 27 blue-collar single yes -2 yes yes unknown 14
#> 486 54 technician married no 10185 no no cellular 12
#> 487 33 admin. married no 2374 yes no cellular 14
#> 488 69 retired married no 473 no no cellular 21
#> 489 39 management single no 3281 no no unknown 9
#> 490 50 technician married no 423 no no telephone 7
#> 491 52 technician married no 1373 no no cellular 27
#> 492 60 retired married no 2557 yes no cellular 2
#> 493 57 technician married no 3858 no no cellular 27
#> 494 42 technician married no 334 yes no cellular 20
#> 495 52 blue-collar divorced no 1250 no no unknown 16
#> 496 40 technician married no 657 yes no cellular 30
#> 497 32 technician married no 1951 yes no cellular 8
#> 498 37 admin. single no 515 yes no cellular 20
#> 499 36 management single no 181 yes no cellular 13
#> 500 60 retired married no -222 no no cellular 17
#> 501 31 services single yes 68 yes no unknown 9
#> 502 39 blue-collar single no 0 yes no cellular 14
#> 503 49 services single no 3061 yes no unknown 15
#> 504 39 management married no 691 yes yes cellular 16
#> 505 45 housemaid divorced no 544 no no unknown 11
#> 506 34 blue-collar married no 355 yes no cellular 18
#> 507 53 admin. married no 6280 no no cellular 4
#> 508 38 technician single no 227 no no cellular 13
#> 509 28 admin. single no 419 yes no unknown 28
#> 510 53 housemaid married yes 945 no no cellular 29
#> 511 27 blue-collar single no 940 yes no cellular 15
#> 512 30 technician single no 2567 no no cellular 18
#> 513 33 management married no 56 yes no unknown 21
#> 514 37 technician single no 1609 no yes unknown 20
#> 515 30 management single no 364 no no cellular 30
#> 516 53 blue-collar married no -864 yes no unknown 9
#> 517 27 management single no 1137 yes no cellular 8
#> 518 37 blue-collar married no 374 yes no unknown 7
#> 519 27 management single no 2786 no no cellular 15
#> 520 40 blue-collar single no 366 yes yes cellular 28
#> 521 76 housemaid married no 1483 no no cellular 2
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#> 740 48 blue-collar married no 794 no no cellular 11
#> 741 43 blue-collar married no 794 yes no cellular 13
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#> 744 54 blue-collar married no 2255 no no cellular 25
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#> 817 41 blue-collar married no 1165 no no unknown 12
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#> 821 42 blue-collar married no 505 yes no cellular 15
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#> 842 40 blue-collar married no 104 yes no cellular 13
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#> 883 41 technician married no 902 no no unknown 16
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#> 893 30 management single no 1761 yes no cellular 15
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#> 895 45 blue-collar married no 1335 yes no cellular 12
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#> 898 25 blue-collar single no 0 yes no unknown 15
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#> 902 38 blue-collar single no 522 yes no unknown 29
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#> 909 27 management single no 148 yes no cellular 31
#> 910 57 blue-collar married no 24 no no unknown 16
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#> 912 46 blue-collar married no 877 no no cellular 29
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#> 916 51 blue-collar married no 2832 yes no cellular 20
#> 917 43 management married no 0 yes no cellular 17
#> 918 28 blue-collar married no 86 yes yes unknown 15
#> 919 34 admin. married no 1406 yes no cellular 27
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#> 923 38 admin. single no -327 no no cellular 22
#> 924 36 blue-collar single no 736 yes no cellular 16
#> 925 50 management single no 297 yes no unknown 5
#> 926 34 blue-collar married no 2308 yes no unknown 7
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#> 931 29 blue-collar single no 770 yes no cellular 17
#> 932 79 retired married no 2661 no no cellular 10
#> 933 31 blue-collar married no 3659 no no unknown 2
#> 934 31 admin. single no 3323 yes no cellular 9
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#> 938 37 blue-collar single no 690 yes no cellular 18
#> 939 41 technician married no 994 no no cellular 22
#> 940 31 management single no 775 yes no cellular 20
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#> 943 27 blue-collar single no 484 yes no cellular 15
#> 944 40 blue-collar married no 0 yes no unknown 6
#> 945 23 services single no 870 no no cellular 6
#> 946 43 management married no -8 yes no unknown 20
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#> 949 31 admin. single no 355 yes no cellular 12
#> 950 48 blue-collar married no 448 yes no unknown 8
#> 951 46 technician married no 2501 no no cellular 26
#> 952 33 blue-collar married no 53 no no cellular 20
#> 953 65 retired married no 23421 no no cellular 2
#> 954 65 retired married no 3713 no no cellular 7
#> 955 27 student single no 16173 yes no unknown 28
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#> 965 29 technician married no 767 yes no cellular 5
#> 966 28 management single no 1335 no yes unknown 4
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#> 973 61 unknown single no 50 no no telephone 21
#> 974 31 technician single no 1214 no no cellular 3
#> 975 29 management married no 103 yes no cellular 17
#> 976 40 blue-collar married no 326 yes yes cellular 7
#> 977 53 blue-collar married no 4793 yes no telephone 20
#> 978 35 management married no 272 yes yes cellular 11
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#> 980 51 retired married no 965 yes no cellular 28
#> 981 55 retired married no -90 yes yes unknown 7
#> 982 47 management married no 6637 yes no cellular 17
#> 983 46 blue-collar married no 431 yes no cellular 14
#> 984 28 management single no 4937 yes no telephone 13
#> 985 47 services married no 216 yes no cellular 12
#> 986 29 admin. married no 943 yes no unknown 4
#> 987 45 entrepreneur married no 1 no no cellular 19
#> 988 41 management married no 5585 no no unknown 9
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#> 990 32 management married no 4733 no no cellular 30
#> 991 55 housemaid married no 139 no no cellular 22
#> 992 29 management married no 16 yes no cellular 16
#> 993 35 management married no 616 no yes cellular 7
#> 994 55 management married no 1433 no no unknown 12
#> 995 31 self-employed single no 2589 no no cellular 21
#> 996 56 management married no 5282 no no cellular 17
#> 997 43 blue-collar married no 232 no yes cellular 15
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#> 999 48 retired divorced no 666 yes no cellular 15
#> 1000 45 admin. married no 180 yes no unknown 9
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#> 1003 57 housemaid married no 501 yes yes cellular 11
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#> 1005 51 blue-collar divorced no -28 no yes unknown 2
#> 1006 33 self-employed married no 666 yes no cellular 16
#> 1007 43 management married no 1800 no no telephone 29
#> 1008 55 technician single no 3339 yes no unknown 2
#> 1009 30 technician married no 526 yes yes unknown 26
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#> 1011 50 management married no 2910 no no telephone 19
#> 1012 31 blue-collar single no 411 no no cellular 21
#> 1013 55 technician married no 0 no no cellular 17
#> 1014 31 management single no 471 no no cellular 29
#> 1015 54 retired divorced no 2761 no no cellular 16
#> 1016 59 technician married no 4243 yes no unknown 29
#> 1017 38 entrepreneur married no 197 no no unknown 17
#> 1018 46 management divorced no 225 yes no cellular 14
#> 1019 54 blue-collar married no 1765 yes no unknown 14
#> 1020 58 retired divorced no 312 no no cellular 7
#> 1021 71 retired divorced no 3104 no no telephone 12
#> 1022 45 unknown married no 2834 no no cellular 4
#> 1023 32 unemployed married no 2400 yes yes cellular 5
#> 1024 46 services married no 72 yes no cellular 15
#> 1025 48 management divorced no 148 no no cellular 12
#> 1026 53 services divorced no 765 yes no cellular 14
#> 1027 40 blue-collar single no 3571 yes no cellular 10
#> 1028 55 management divorced no 608 yes no cellular 7
#> 1029 32 services single no -408 yes no unknown 23
#> 1030 38 management divorced no 5455 yes no unknown 27
#> 1031 35 blue-collar single no 907 yes yes unknown 8
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#> 1033 43 blue-collar married no 30 no no cellular 14
#> 1034 48 blue-collar married no 554 no no unknown 16
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#> 1036 58 admin. married no 2777 yes no telephone 2
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#> 1038 36 blue-collar married no -742 yes yes cellular 31
#> 1039 44 management married no 1242 yes no cellular 6
#> 1040 36 technician married no 361 no no cellular 6
#> 1041 37 technician divorced no 1176 no yes unknown 21
#> 1042 52 technician married no 876 no no cellular 4
#> 1043 33 management married no 876 no no unknown 20
#> 1044 52 management divorced no 12 yes no unknown 30
#> 1045 50 management married no 1165 no no cellular 16
#> 1046 36 management single no 4788 yes no cellular 16
#> 1047 34 technician single no 2660 yes no cellular 15
#> 1048 54 management divorced no 155 yes no unknown 14
#> 1049 32 services married no 2578 no no cellular 29
#> 1050 48 management single no -295 no yes cellular 28
#> 1051 34 technician single no 0 no no telephone 10
#> 1052 32 blue-collar single no 181 yes no cellular 6
#> 1053 53 blue-collar married no 1311 no no telephone 14
#> 1054 52 technician married no 2709 yes no telephone 9
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#> 1057 38 entrepreneur married no 1134 yes no cellular 7
#> 1058 48 entrepreneur single no 0 yes no cellular 6
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#> 1060 36 technician divorced no 556 yes no cellular 18
#> 1061 48 management divorced yes -625 yes no unknown 29
#> 1062 38 management single no 3813 no no cellular 7
#> 1063 27 management married no 33 yes no cellular 18
#> 1064 48 admin. divorced no -480 no no cellular 18
#> 1065 36 blue-collar married no -453 yes no unknown 19
#> 1066 41 entrepreneur married no 187 no yes cellular 21
#> 1067 46 technician single no 0 no no cellular 19
#> 1068 60 blue-collar divorced no 0 yes no unknown 29
#> 1069 40 blue-collar married no 98 yes no cellular 11
#> 1070 46 blue-collar married yes -388 no no cellular 18
#> 1071 45 management married no 9711 no no unknown 19
#> 1072 30 management married no 168 yes no cellular 18
#> 1073 60 admin. married no 39 yes yes unknown 5
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#> 1075 37 blue-collar single no 2032 yes no unknown 21
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#> 1078 56 blue-collar married no 690 yes no unknown 15
#> 1079 30 management married no 859 yes no unknown 20
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#> 1081 41 management married no 27696 no no cellular 12
#> 1082 28 technician married no 858 yes no cellular 17
#> 1083 36 management single no 3875 yes no cellular 11
#> 1084 35 services divorced no 440 yes no cellular 5
#> 1085 39 technician married no 192 yes yes unknown 29
#> 1086 32 technician married no 344 yes no cellular 20
#> 1087 50 blue-collar married no 12519 yes no cellular 21
#> 1088 49 self-employed married no 294 yes no unknown 2
#> 1089 40 blue-collar married no 4608 yes no telephone 19
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#> 1092 37 management married no 238 no no cellular 3
#> 1093 50 technician married no -353 yes yes cellular 18
#> 1094 57 retired single no 976 yes no cellular 9
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#> 1096 55 management married no 1185 no no unknown 5
#> 1097 39 management single no 139 no no cellular 22
#> 1098 51 admin. married no 531 yes no unknown 5
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#> 1101 36 management single no 811 no no cellular 6
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#> 1103 46 technician married no 1465 yes no unknown 14
#> 1104 39 blue-collar married no 579 yes yes cellular 5
#> 1105 31 blue-collar married no 591 yes no unknown 14
#> 1106 59 housemaid married no 352 no no telephone 21
#> 1107 59 management married no 7049 no no unknown 11
#> 1108 30 management single no 8101 yes no cellular 21
#> 1109 31 management single no 3 no no cellular 4
#> 1110 66 housemaid married no 40 no no telephone 14
#> 1111 53 blue-collar married no 4380 no no telephone 19
#> 1112 59 self-employed married no 3800 no yes cellular 9
#> 1113 26 blue-collar married no -219 yes yes unknown 15
#> 1114 35 blue-collar married no 4723 yes no unknown 16
#> 1115 36 management married no 2326 yes no cellular 20
#> 1116 31 technician single no 1166 yes no unknown 3
#> 1117 30 admin. married no 874 yes no cellular 22
#> 1118 33 management married no 307 no no unknown 16
#> 1119 57 technician married no 0 no no cellular 16
#> 1120 27 admin. single no 110 yes no unknown 28
#> 1121 37 housemaid single no 1358 no no telephone 28
#> 1122 47 management single no 86 no no cellular 30
#> 1123 39 management married no 1423 yes no telephone 21
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#> 1125 33 housemaid married no 0 no no cellular 8
#> 1126 51 entrepreneur single no 440 no no unknown 18
#> 1127 45 technician single no 0 no no cellular 18
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#> 1129 53 housemaid divorced no 292 no no unknown 12
#> 1130 55 technician married no 273 yes no cellular 29
#> 1131 36 self-employed married no 1245 yes no cellular 9
#> 1132 34 blue-collar married no -480 yes yes cellular 8
#> 1133 37 housemaid single no 0 no no cellular 28
#> 1134 46 blue-collar married no 572 yes no unknown 3
#> 1135 37 management married no 247 no no cellular 9
#> 1136 29 technician married no 428 no no cellular 14
#> 1137 40 management single no 1247 yes no cellular 9
#> 1138 34 blue-collar divorced no 1125 yes yes cellular 19
#> 1139 59 blue-collar married no -162 yes yes unknown 20
#> 1140 41 services married no 803 yes no cellular 9
#> 1141 27 admin. married no 4144 yes no unknown 4
#> 1142 33 management single no 372 yes yes cellular 6
#> 1143 36 blue-collar married no 199 yes no unknown 12
#> 1144 37 services married no -24 yes no unknown 27
#> 1145 52 admin. married no 0 no no cellular 22
#> 1146 51 management divorced no 119 no no unknown 5
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#> 1148 45 management married no -191 yes no cellular 18
#> 1149 38 management married no 2656 no no cellular 8
#> 1150 57 retired divorced yes 0 no yes cellular 24
#> 1151 24 management single no 66 yes no unknown 26
#> 1152 46 management married no 10 yes no cellular 29
#> 1153 46 management married no 477 yes no unknown 20
#> 1154 51 management married no -714 no no cellular 18
#> 1155 48 management married yes -998 yes no cellular 18
#> 1156 44 management married no 6203 yes yes cellular 17
#> 1157 37 blue-collar single no 2390 yes no cellular 20
#> 1158 35 management single no 714 yes no cellular 26
#> 1159 40 entrepreneur married no 2252 no no unknown 12
#> 1160 35 management single no 244 yes no unknown 12
#> 1161 34 admin. married no 445 no no cellular 19
#> 1162 32 blue-collar married no 25 yes no cellular 6
#> 1163 37 management single no 242 no yes cellular 28
#> 1164 53 blue-collar married no 252 no no cellular 31
#> 1165 56 retired married no 5 no no cellular 23
#> 1166 37 admin. single no 1113 yes no unknown 9
#> 1167 52 admin. married no 0 no yes telephone 9
#> 1168 29 services married no 3 yes no cellular 10
#> 1169 56 unemployed married no 216 no no unknown 19
#> 1170 41 blue-collar married no 4910 yes no cellular 3
#> 1171 56 management married no -155 yes no cellular 17
#> 1172 37 housemaid divorced no 1040 yes no cellular 13
#> 1173 55 retired married no 991 no no cellular 11
#> 1174 53 management divorced no 3158 no no cellular 31
#> 1175 47 services married no 665 yes no cellular 20
#> 1176 48 blue-collar single no 339 no yes telephone 14
#> 1177 79 retired divorced no 1910 no no telephone 24
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#> 1179 32 admin. single no 212 no no cellular 7
#> 1180 59 management single no 181 yes no unknown 9
#> 1181 34 management single no 681 no no cellular 6
#> 1182 44 admin. married no 348 yes yes cellular 16
#> 1183 48 management married no 1167 yes yes cellular 26
#> 1184 50 management married no 8345 no no unknown 11
#> 1185 43 management married no 8167 yes no unknown 19
#> 1186 34 blue-collar married no 0 yes yes unknown 20
#> 1187 36 technician single no 1044 yes no cellular 20
#> 1188 53 technician married no 2242 no no cellular 10
#> 1189 29 admin. single no 345 yes yes cellular 30
#> 1190 52 technician married no 668 yes no cellular 31
#> 1191 39 management married no 151 yes no unknown 21
#> 1192 45 management married no 2897 no no cellular 2
#> 1193 41 technician single no 5365 yes no cellular 7
#> 1194 39 management married no 763 yes no cellular 11
#> 1195 27 student single no 672 no no cellular 18
#> 1196 37 management married no 3723 no no cellular 22
#> 1197 46 blue-collar married no -3 yes no cellular 29
#> 1198 40 services married no 3164 yes no cellular 3
#> 1199 57 management divorced no 429 yes no cellular 17
#> 1200 26 blue-collar single no 474 yes no cellular 15
#> 1201 28 services single no 341 yes no cellular 15
#> 1202 34 blue-collar married no 800 no no cellular 5
#> 1203 29 admin. single no 788 yes no cellular 18
#> 1204 35 blue-collar married no 2708 yes no unknown 30
#> 1205 59 blue-collar married no 202 yes no unknown 7
#> 1206 54 blue-collar single no 1555 yes no telephone 30
#> 1207 32 management married no 905 no no cellular 12
#> 1208 57 retired married no 5313 no no cellular 16
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#> 1210 41 admin. single no 5219 yes no cellular 17
#> 1211 31 management single no 357 yes no unknown 23
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#> 1213 52 admin. married no 3703 yes no cellular 23
#> 1214 39 management single no 416 no no cellular 9
#> 1215 23 admin. single no 0 yes no cellular 17
#> 1216 46 management divorced no 507 yes no cellular 1
#> 1217 34 admin. single no 458 yes no unknown 20
#> 1218 31 blue-collar divorced no -209 yes no cellular 8
#> 1219 38 technician married no 2000 yes no cellular 7
#> 1220 28 management married no 82 yes yes unknown 16
#> 1221 41 admin. single no 882 yes yes unknown 28
#> 1222 30 blue-collar married no -71 yes no cellular 6
#> 1223 34 management single no 1494 yes no cellular 18
#> 1224 56 admin. divorced no 985 no yes cellular 18
#> 1225 32 housemaid married no 7 no yes unknown 27
#> 1226 39 admin. married no 260 yes no cellular 17
#> 1227 26 blue-collar single no 52 yes no cellular 20
#> 1228 35 blue-collar divorced no 3547 yes no cellular 19
#> 1229 30 services single no 3485 no no cellular 2
#> 1230 44 blue-collar married no 701 no yes cellular 21
#> 1231 57 retired married no 70 yes yes unknown 16
#> 1232 52 management married no 1392 no no cellular 28
#> 1233 30 management married no 151 no no cellular 21
#> 1234 41 blue-collar married no 946 yes no unknown 6
#> 1235 61 management married no 1471 no no cellular 12
#> 1236 52 management married no 1545 no no unknown 20
#> 1237 60 admin. divorced no 791 yes no unknown 13
#> 1238 50 management married no 2130 no no cellular 20
#> 1239 45 blue-collar married no 900 yes no unknown 9
#> 1240 51 management married no 1612 yes no cellular 18
#> 1241 38 management married no 5432 yes yes cellular 17
#> 1242 47 blue-collar married no 1092 no yes unknown 30
#> 1243 43 management married no 1050 yes yes cellular 18
#> 1244 36 technician married no -8 yes no unknown 26
#> 1245 54 blue-collar married no 781 yes no unknown 9
#> 1246 38 unknown single no 0 no no cellular 11
#> 1247 56 technician married no 203 yes no cellular 5
#> 1248 31 technician single no 102 yes no telephone 17
#> 1249 33 management single no 0 no no cellular 20
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#> 1251 44 management married no -600 yes no cellular 18
#> 1252 32 management single no 0 yes no cellular 30
#> 1253 35 technician married no 944 no no cellular 8
#> 1254 49 services married no 725 no yes unknown 14
#> 1255 23 management single no 2143 no no cellular 30
#> 1256 49 admin. married no 255 yes no cellular 30
#> 1257 53 blue-collar married no 70 yes no unknown 5
#> 1258 34 entrepreneur married no -506 no no cellular 29
#> 1259 57 blue-collar married no 3109 no no cellular 2
#> 1260 37 services married no 78 yes no unknown 7
#> 1261 27 admin. married no 941 yes no cellular 11
#> 1262 40 services married no 33 no no unknown 26
#> 1263 38 management married no 0 yes no cellular 30
#> 1264 40 blue-collar married no 105 yes no cellular 14
#> 1265 28 blue-collar single no 56 yes no unknown 23
#> 1266 36 self-employed married no 1006 yes no cellular 21
#> 1267 39 blue-collar married no 2366 yes no cellular 16
#> 1268 40 technician single no 1646 yes no cellular 4
#> 1269 34 blue-collar divorced no 368 no yes cellular 7
#> 1270 29 student single no 652 yes no cellular 22
#> 1271 43 admin. single no -247 yes yes cellular 2
#> 1272 35 blue-collar married no 0 yes yes unknown 29
#> 1273 37 management married no 3794 no no cellular 18
#> 1274 31 admin. married no 62 no no cellular 17
#> 1275 41 management single no 1286 yes no telephone 17
#> 1276 36 management married no 2309 yes no cellular 8
#> 1277 33 blue-collar married no 249 yes no cellular 31
#> 1278 30 management single no 19358 no no cellular 19
#> 1279 52 blue-collar married no 289 yes no unknown 21
#> 1280 40 management married no 0 yes yes cellular 24
#> 1281 38 services married no 53 no no cellular 4
#> 1282 60 retired married no 2868 no no unknown 20
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#> 1284 44 technician married no 135 yes no cellular 8
#> 1285 31 self-employed married no 94 no no cellular 22
#> 1286 29 unemployed single no 550 no no cellular 29
#> 1287 37 management married no 5205 yes no unknown 23
#> 1288 33 technician married no 2362 yes no cellular 26
#> 1289 34 technician single no 1313 no no cellular 22
#> 1290 30 management married no 8623 no no cellular 8
#> 1291 47 services married no 543 yes no unknown 15
#> 1292 41 management divorced no 47 yes no unknown 8
#> 1293 58 management married no 3658 no no cellular 4
#> 1294 42 self-employed married no 596 yes no unknown 19
#> 1295 46 blue-collar married no 174 yes yes unknown 8
#> 1296 29 management single no 345 no no cellular 16
#> 1297 32 technician single no 723 no no cellular 28
#> 1298 24 admin. single no 507 yes no unknown 13
#> 1299 28 admin. married no 576 yes yes cellular 18
#> 1300 36 technician divorced no 515 yes yes cellular 8
#> 1301 32 services single no 406 yes no unknown 6
#> 1302 40 blue-collar single no 322 yes no cellular 7
#> 1303 48 technician married no 2688 no yes cellular 26
#> 1304 52 management married no 193 no no cellular 30
#> 1305 39 technician divorced no 394 yes no unknown 29
#> 1306 32 services single no 101 yes no cellular 11
#> 1307 42 self-employed married no 6383 no no cellular 27
#> 1308 27 services single no 1636 yes no unknown 28
#> 1309 60 management divorced no 0 no no cellular 5
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#> 1312 39 self-employed married no 1492 yes no cellular 25
#> 1313 30 services single no 438 yes no cellular 18
#> 1314 50 technician married no 2313 no no cellular 5
#> 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
#> 1318 42 services married no 120 yes no cellular 17
#> 1319 42 services married no 473 yes no cellular 30
#> 1320 35 blue-collar married no 26 yes no unknown 2
#> 1321 49 admin. married no -962 yes no cellular 19
#> 1322 42 blue-collar single no 382 yes no cellular 13
#> 1323 29 student single no 2929 no no cellular 5
#> 1324 42 management divorced no 764 no yes cellular 21
#> 1325 35 self-employed single no 0 yes yes cellular 18
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#> 1327 48 retired married yes -285 no yes cellular 19
#> 1328 42 services married no 199 no no cellular 30
#> 1329 51 unknown single no 0 no no unknown 5
#> 1330 48 blue-collar single no 574 no no cellular 12
#> 1331 31 technician single no 538 yes no cellular 17
#> 1332 33 blue-collar divorced no 176 yes no unknown 12
#> 1333 62 entrepreneur married no 3904 no no telephone 29
#> 1334 29 blue-collar married no 1 yes no unknown 6
#> 1335 28 blue-collar single no 431 yes no cellular 13
#> 1336 37 management married no 789 yes yes cellular 11
#> 1337 34 technician married no 1 no yes unknown 25
#> 1338 42 retired married no 127 no yes cellular 17
#> 1339 32 technician single no 502 yes no telephone 20
#> 1340 42 technician married no 849 no no cellular 13
#> 1341 30 blue-collar married no 1780 yes no unknown 28
#> 1342 31 blue-collar married no 822 yes no unknown 13
#> 1343 45 blue-collar married no 146 yes yes unknown 5
#> 1344 54 management married no 11 no no unknown 14
#> 1345 38 admin. married no 3632 yes yes cellular 13
#> 1346 36 services married no 0 no no unknown 29
#> 1347 28 admin. single no 230 no no cellular 25
#> 1348 49 technician married no 15 no no unknown 6
#> 1349 34 services single no 3080 no no cellular 29
#> 1350 52 entrepreneur divorced no 302 no no unknown 19
#> 1351 39 blue-collar married no 0 yes no unknown 26
#> 1352 39 management married no 197 yes no cellular 15
#> 1353 71 retired single no 1285 no no telephone 27
#> 1354 48 blue-collar married no 1143 yes no cellular 17
#> 1355 27 management single no 406 no no cellular 9
#> 1356 66 self-employed married no 147 no no telephone 12
#> 1357 36 management divorced no 59 no no cellular 13
#> 1358 49 self-employed married no 99 yes yes cellular 31
#> 1359 51 blue-collar married no 814 yes no cellular 14
#> 1360 46 self-employed married no -80 yes no unknown 12
#> 1361 54 blue-collar married no 175 yes no cellular 3
#> 1362 57 entrepreneur divorced no 873 no no unknown 17
#> 1363 56 self-employed married no 350 no no cellular 3
#> 1364 39 blue-collar married no 2805 yes no unknown 26
#> 1365 61 housemaid married no 368 no no cellular 8
#> 1366 50 blue-collar married no 1329 yes yes telephone 4
#> 1367 53 blue-collar divorced no 235 no no cellular 30
#> 1368 30 blue-collar married no -166 yes yes unknown 13
#> 1369 49 housemaid married no 360 no no unknown 30
#> 1370 44 services married no 29312 no no unknown 13
#> 1371 24 blue-collar single no 1857 yes no cellular 8
#> 1372 30 admin. single no 110 no no cellular 28
#> 1373 34 blue-collar married no 187 yes no unknown 12
#> 1374 33 services married no 28 no no cellular 29
#> 1375 27 blue-collar single no 100 yes no cellular 11
#> 1376 42 blue-collar divorced no 28 yes no cellular 8
#> 1377 45 unemployed single no 382 yes yes cellular 18
#> 1378 34 admin. married no 1183 yes no cellular 20
#> 1379 36 entrepreneur married no 229 yes no cellular 28
#> 1380 51 management married no 346 no no cellular 11
#> 1381 27 management single no 102 no no unknown 26
#> 1382 45 management married no 5888 yes no unknown 26
#> 1383 34 blue-collar married no 3990 yes no cellular 24
#> 1384 38 management married no 7124 no no unknown 16
#> 1385 53 technician divorced no 447 yes yes cellular 11
#> 1386 59 retired divorced no 914 no no cellular 28
#> 1387 36 blue-collar married no 801 yes yes cellular 18
#> 1388 33 admin. single no 572 yes no cellular 14
#> 1389 33 admin. single no -371 yes yes cellular 18
#> 1390 37 admin. divorced no -165 yes no unknown 3
#> 1391 34 technician single no 649 no no cellular 7
#> 1392 35 blue-collar single no 0 yes no cellular 8
#> 1393 27 services married no 199 no no cellular 4
#> 1394 57 unemployed married no 7357 no no cellular 5
#> 1395 33 technician married no 48 no no cellular 27
#> 1396 53 retired married no 2269 no no cellular 17
#> 1397 36 blue-collar single no 103 yes no cellular 15
#> 1398 52 management married no 1065 yes yes unknown 30
#> 1399 31 blue-collar married no 99 yes no cellular 17
#> 1400 30 management single no 61 yes no telephone 5
#> 1401 60 management married no 79 no no unknown 11
#> 1402 40 services married no 1116 yes no cellular 12
#> 1403 53 technician married no 0 no no cellular 22
#> 1404 30 admin. single no 1018 yes no cellular 29
#> 1405 26 technician married no 47 yes no unknown 9
#> 1406 30 management single no 2995 yes no cellular 18
#> 1407 24 student single no 486 no no cellular 26
#> 1408 34 management single no 127 no no cellular 27
#> 1409 41 admin. married no 4178 no no unknown 20
#> 1410 31 blue-collar married no 360 yes no unknown 23
#> 1411 39 blue-collar married no 1386 yes yes unknown 4
#> 1412 40 self-employed married no 1498 no no cellular 4
#> 1413 39 admin. divorced no 458 no no cellular 21
#> 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
#> 1417 29 admin. married no 22171 yes no cellular 18
#> 1418 58 management married no 2729 no no unknown 18
#> 1419 36 management married no 86 yes no cellular 3
#> 1420 40 services married no 771 yes no cellular 15
#> 1421 35 services married no 586 yes yes cellular 17
#> 1422 34 management married no 53 yes yes cellular 29
#> 1423 45 entrepreneur divorced no 0 yes no unknown 13
#> 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
#> 1454 31 entrepreneur divorced no 1767 no no telephone 25
#> 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
#> 1467 46 management divorced no 3 yes yes cellular 5
#> 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
#> 1478 46 technician divorced no 119 yes no unknown 27
#> 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
#> 1495 56 technician married no 675 yes no unknown 29
#> 1496 60 retired divorced no 1582 no yes unknown 18
#> 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
#> 1510 58 services married no 307 no no telephone 25
#> 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
#> 2117 49 blue-collar married no 1350 no no cellular 18
#> 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
#> 2129 36 admin. divorced no 181 yes no cellular 7
#> 2130 46 management single no 311 yes yes cellular 27
#> 2131 35 technician single no 0 no no cellular 14
#> 2132 24 admin. single no 120 yes no cellular 18
#> 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
#> 2137 55 blue-collar married no 3485 no no cellular 18
#> 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
#> 2150 45 services married no 27 yes yes cellular 31
#> 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
#> 2156 56 management married no 208 no yes telephone 31
#> 2157 33 services married no -384 yes no unknown 28
#> 2158 28 student single no 2306 no no cellular 29
#> 2159 26 management single no 45 no no cellular 10
#> 2160 57 management divorced no 6468 yes no cellular 31
#> 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
#> 2171 33 blue-collar divorced no 3546 yes no unknown 23
#> 2172 33 management married no 149 yes yes cellular 22
#> 2173 41 management divorced no 276 yes no unknown 7
#> 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
#> 2177 35 management married no 5057 yes no unknown 4
#> 2178 31 technician single no 830 yes no cellular 9
#> 2179 32 services single no 785 no no cellular 3
#> 2180 60 management married no 358 no no unknown 18
#> 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
#> 2186 46 admin. divorced no 289 no yes cellular 21
#> 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
#> 2190 48 blue-collar married no 238 yes yes cellular 2
#> 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
#> 2199 33 blue-collar divorced no -53 yes no unknown 26
#> 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
#> 2206 37 admin. married no 55 yes yes cellular 27
#> 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
#> 2225 55 technician divorced no 3450 no no cellular 11
#> 2226 33 services married no 4434 yes no unknown 20
#> 2227 35 technician married no 18 yes yes cellular 14
#> 2228 33 unemployed single no 237 yes no cellular 4
#> 2229 51 entrepreneur married no 3188 yes yes cellular 19
#> 2230 57 technician divorced no 0 yes no unknown 14
#> 2231 59 admin. married no 1914 yes no cellular 7
#> 2232 36 services single no 461 no no cellular 18
#> 2233 57 technician married no -40 no yes cellular 7
#> 2234 46 management married no 0 no no cellular 27
#> 2235 44 entrepreneur married no 692 no no unknown 18
#> 2236 56 management married no 154 no no cellular 25
#> 2237 35 management single no 1496 yes no cellular 22
#> 2238 40 entrepreneur married no 70 no no cellular 20
#> 2239 30 admin. single no 52 no yes cellular 7
#> 2240 31 admin. single no 78 yes no cellular 11
#> 2241 36 services single no 72 yes no unknown 8
#> 2242 32 blue-collar married no 143 yes yes cellular 18
#> 2243 36 blue-collar married no 1554 yes no unknown 12
#> 2244 30 student single no 34 yes no unknown 6
#> 2245 59 unemployed divorced no 7469 no no cellular 22
#> 2246 29 admin. married no 453 yes no cellular 17
#> 2247 53 admin. divorced no -112 no no unknown 19
#> 2248 41 unemployed married no 121 yes no unknown 9
#> 2249 24 student single no 82 yes no unknown 5
#> 2250 30 unemployed single no -306 yes no unknown 3
#> 2251 31 services single no 0 yes no cellular 17
#> 2252 49 self-employed divorced no 3293 no no cellular 8
#> 2253 30 unemployed married no 1566 no no cellular 19
#> 2254 43 services married no 0 yes no unknown 14
#> 2255 34 blue-collar married no 587 yes no unknown 4
#> 2256 44 technician married no 858 no no unknown 30
#> 2257 35 services married no 2179 no no cellular 20
#> 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
#> 2261 41 admin. married no 3138 no no cellular 14
#> 2262 35 blue-collar married no -465 no no cellular 12
#> 2263 57 blue-collar married no 4148 no no unknown 18
#> 2264 43 blue-collar divorced no 110 yes yes unknown 6
#> 2265 37 technician married no 5287 yes yes cellular 19
#> 2266 35 technician married no 1140 yes no cellular 14
#> 2267 26 blue-collar married no 5795 yes no cellular 14
#> 2268 37 technician married no 1733 yes no cellular 12
#> 2269 54 retired single no 515 yes no unknown 17
#> 2270 58 blue-collar married no 0 yes no unknown 19
#> 2271 49 management married no 322 no no cellular 6
#> 2272 39 management married no 5142 no no cellular 3
#> 2273 29 student married no 10596 yes no cellular 12
#> 2274 38 services married no 5000 no no cellular 4
#> 2275 56 management divorced no -59 no yes cellular 28
#> 2276 27 services single no 9636 yes no unknown 28
#> 2277 56 entrepreneur married no 16125 no no telephone 7
#> 2278 42 blue-collar married no 1123 yes no unknown 29
#> 2279 19 student single no 424 no no cellular 30
#> 2280 44 blue-collar married no 1308 no no cellular 30
#> 2281 31 admin. single no 483 yes yes cellular 20
#> 2282 47 technician divorced no 442 yes no cellular 11
#> 2283 42 management married no 27696 no no cellular 12
#> 2284 53 admin. divorced no 2647 yes no cellular 9
#> 2285 50 blue-collar married no 1203 yes yes unknown 28
#> 2286 33 management married no 91 no no cellular 10
#> 2287 32 management single no 703 yes no cellular 17
#> 2288 38 admin. married no 1209 no no cellular 31
#> 2289 34 admin. divorced no 183 no yes unknown 4
#> 2290 27 services single no -266 no yes cellular 10
#> 2291 50 blue-collar single no 496 yes no cellular 8
#> 2292 30 self-employed married yes -1083 yes no cellular 6
#> 2293 33 technician single no 318 yes no cellular 14
#> 2294 58 admin. divorced no 3058 yes no telephone 11
#> 2295 32 technician single no 3818 no no cellular 18
#> 2296 27 blue-collar married no 1535 yes no cellular 15
#> 2297 24 technician single no -192 yes no unknown 13
#> 2298 57 management married no 929 no no cellular 19
#> 2299 59 management divorced no 51 no no cellular 28
#> 2300 51 admin. divorced no 2717 no no unknown 9
#> 2301 46 management married no 7331 no no cellular 11
#> 2302 35 technician single no 175 yes no cellular 29
#> 2303 41 technician single no 1147 yes no unknown 20
#> 2304 40 retired single no 0 no no unknown 5
#> 2305 34 blue-collar married no 2720 yes no cellular 21
#> 2306 30 blue-collar single no 445 yes no cellular 16
#> 2307 33 blue-collar single no 4404 yes no cellular 20
#> 2308 48 housemaid divorced no 1583 no yes telephone 18
#> 2309 36 management married no 332 yes no cellular 22
#> 2310 30 blue-collar married no 313 yes yes cellular 6
#> 2311 37 unemployed single no 1648 yes no unknown 5
#> 2312 47 services married no 459 no no cellular 19
#> 2313 33 blue-collar married no 833 yes yes cellular 18
#> 2314 24 student single no 23878 no no cellular 18
#> 2315 32 services single no 1987 yes no telephone 15
#> 2316 45 blue-collar single no 615 yes no cellular 15
#> 2317 53 self-employed married no -488 yes no cellular 6
#> 2318 55 management divorced no 204 yes no cellular 11
#> 2319 32 management married no -360 yes no cellular 21
#> 2320 35 technician divorced no 0 no no unknown 21
#> 2321 48 technician married no 9207 no no cellular 18
#> 2322 43 technician divorced no 1612 no no cellular 28
#> 2323 34 management single no -444 yes yes cellular 17
#> 2324 58 management married no 2360 no no unknown 15
#> 2325 33 management single no 383 yes no cellular 9
#> 2326 32 unemployed single no 8304 no no cellular 2
#> 2327 43 management married no 536 yes no cellular 14
#> 2328 34 blue-collar married no 283 no yes unknown 6
#> 2329 42 entrepreneur married no 718 yes no cellular 14
#> 2330 47 blue-collar married yes 25 yes yes cellular 7
#> 2331 39 blue-collar married no 879 yes no unknown 26
#> 2332 48 unknown married no 2261 no no unknown 18
#> 2333 24 services single no -141 yes no unknown 4
#> 2334 36 services married no 0 yes no cellular 8
#> 2335 47 technician divorced no 4135 yes no unknown 14
#> 2336 45 blue-collar married no 532 yes no unknown 14
#> 2337 33 services married no 0 yes yes cellular 7
#> 2338 31 blue-collar single no 2089 yes no unknown 20
#> 2339 32 technician single no 14 yes yes cellular 16
#> 2340 47 services married no -835 yes yes unknown 25
#> 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
#> 2346 32 blue-collar single no 22 no no cellular 7
#> 2347 52 technician divorced no 511 no yes cellular 20
#> 2348 34 admin. married no 798 yes no cellular 8
#> 2349 61 management married no 0 yes no cellular 15
#> 2350 40 blue-collar divorced no 71 yes no cellular 8
#> 2351 30 blue-collar single no 327 yes no telephone 18
#> 2352 42 technician single no -15 no no cellular 17
#> 2353 26 admin. single no 338 no no cellular 29
#> 2354 27 management married no 1531 yes no cellular 15
#> 2355 31 management single no 241 yes no cellular 24
#> 2356 34 technician single no 1161 yes no unknown 21
#> 2357 51 management divorced no 292 no no cellular 26
#> 2358 60 services married no 594 yes no cellular 3
#> 2359 32 management single no 2 yes no cellular 11
#> 2360 49 blue-collar divorced no 39 yes no cellular 13
#> 2361 38 unknown married no 653 no no telephone 29
#> 2362 37 blue-collar married no 660 yes yes unknown 20
#> 2363 45 entrepreneur married no 369 yes no unknown 19
#> 2364 33 unemployed single no 170 yes no unknown 3
#> 2365 55 blue-collar married no 0 no no unknown 17
#> 2366 37 management married no 1276 no no cellular 14
#> 2367 31 services married no 356 yes no unknown 20
#> 2368 32 technician married no -300 no no cellular 28
#> 2369 34 management single no 549 no no cellular 6
#> 2370 36 blue-collar single no 1089 yes no telephone 11
#> 2371 35 admin. single no 368 yes no unknown 16
#> 2372 30 management single no 440 yes no cellular 11
#> 2373 40 management married no 373 yes yes unknown 13
#> 2374 26 housemaid single yes -1006 yes yes cellular 21
#> 2375 70 retired married no 2626 no no cellular 2
#> 2376 43 management married no 3518 no no cellular 15
#> 2377 29 admin. married no 387 yes yes unknown 14
#> 2378 31 admin. divorced no 1890 yes no cellular 21
#> 2379 28 technician married no -302 yes no cellular 13
#> 2380 53 technician married no 6671 yes yes cellular 30
#> 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
#> 2388 34 admin. married no 396 yes no cellular 16
#> 2389 30 blue-collar married no 365 no no unknown 1
#> 2390 67 retired married no 1443 no no cellular 8
#> 2391 33 blue-collar single no 0 no no telephone 25
#> 2392 35 management married no 387 yes no cellular 16
#> 2393 36 admin. single no 5871 no no cellular 19
#> 2394 55 retired married no 39 no no cellular 27
#> 2395 39 management single no 1234 no no telephone 29
#> 2396 55 technician married no 240 yes no cellular 2
#> 2397 37 management married no 308 yes no unknown 7
#> 2398 39 management married no 568 yes yes unknown 30
#> 2399 49 admin. married no 82 yes no unknown 6
#> 2400 48 unemployed married no 484 no no cellular 18
#> 2401 53 retired divorced no 1126 no no unknown 20
#> 2402 46 technician married no 1740 yes no cellular 11
#> 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
#> 2406 30 blue-collar divorced no 4591 yes no cellular 19
#> 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
#> 2420 57 housemaid divorced no 11632 no no telephone 30
#> 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
#> 2430 40 technician divorced no 348 yes no cellular 5
#> 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
#> 2436 58 blue-collar married no 381 no no cellular 11
#> 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
#> 2444 51 blue-collar divorced no 325 yes no unknown 6
#> 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
#> 2464 58 management married no 7387 no no telephone 17
#> 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
#> 2479 61 retired married no 483 no no cellular 23
#> 2480 27 management single no 616 yes no cellular 22
#> 2481 65 retired married no 1153 no no cellular 3
#> 2482 35 housemaid married no 113 yes no cellular 17
#> 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
#> 2492 67 retired single no 3377 no no telephone 23
#> 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
#> 2498 42 services married no -437 yes yes unknown 27
#> 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
#> 2517 46 technician married no 1975 yes no cellular 8
#> 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
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#> 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
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#> 2588 47 blue-collar divorced no 1480 yes no cellular 15
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#> 2591 33 management divorced no 723 yes no unknown 27
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#> 2602 33 blue-collar married no 308 yes no cellular 13
#> 2603 39 blue-collar married no 315 yes no cellular 15
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#> 2605 50 blue-collar married no -581 yes no cellular 14
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#> 2624 47 management single no -246 yes no cellular 5
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#> 2628 56 management married no 1803 no no cellular 20
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#> 2660 34 blue-collar married no -185 yes yes unknown 13
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#> 2667 40 blue-collar married no 3316 no no unknown 19
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#> 2670 37 blue-collar married no 53 yes no unknown 19
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#> 2699 40 blue-collar married no 874 no no unknown 14
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#> 2726 41 blue-collar married no 167 no no unknown 20
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#> 2735 24 blue-collar married no -254 yes yes unknown 27
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#> 2737 43 entrepreneur married no 903 yes no cellular 7
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#> 2760 31 management married no 713 yes no unknown 9
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#> 2769 43 blue-collar married yes 128 yes no cellular 3
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#> 2788 43 blue-collar married no 197 yes no cellular 17
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#> 2790 41 blue-collar married no -664 yes yes cellular 13
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#> 2799 44 blue-collar married no 300 yes no unknown 13
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#> 2805 51 blue-collar married no 303 yes no unknown 3
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#> 2824 26 technician single no 1256 no no unknown 26
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#> 2847 49 technician single no -188 yes yes cellular 17
#> 2848 27 blue-collar single no -15 yes yes cellular 15
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#> 2867 27 blue-collar single no 541 yes no cellular 12
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#> 2890 25 blue-collar single no 1857 yes no cellular 13
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#> 2893 30 admin. single no 873 no no cellular 7
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#> 2898 31 blue-collar married no 1354 yes yes cellular 17
#> 2899 40 technician married no 4441 yes no cellular 20
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#> 2912 50 blue-collar married no 289 no no unknown 6
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#> 2920 53 blue-collar married no 148 yes no cellular 7
#> 2921 38 technician single no 1369 yes no cellular 3
#> 2922 29 management married no 147 yes yes unknown 7
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#> 2924 48 management married no -1080 yes yes cellular 18
#> 2925 32 technician married no 2688 no no cellular 14
#> 2926 30 management married no 0 no no cellular 22
#> 2927 36 blue-collar married no 7265 no no unknown 17
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#> 2929 32 technician single no 10 no no cellular 19
#> 2930 55 blue-collar married no 7561 no no unknown 6
#> 2931 30 management single no 119 no no cellular 28
#> 2932 33 technician married no 0 yes no cellular 8
#> 2933 30 technician single no 3096 yes no cellular 11
#> 2934 38 management married no 10357 no no cellular 15
#> 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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#> 2938 34 services single no 2 yes no cellular 15
#> 2939 28 technician single no 113 no no cellular 13
#> 2940 24 blue-collar married no 142 yes yes unknown 16
#> 2941 43 blue-collar married no 2047 yes no unknown 13
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#> 2950 29 services married no 549 yes no unknown 5
#> 2951 32 technician married no 901 yes no unknown 21
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#> 2954 24 services married no 1354 yes yes cellular 18
#> 2955 29 admin. single no 1751 no no cellular 30
#> 2956 51 housemaid married no 294 no no cellular 20
#> 2957 28 blue-collar married no 417 yes yes cellular 6
#> 2958 25 unemployed married no 715 no no cellular 4
#> 2959 43 technician single no 257 yes no cellular 2
#> 2960 47 management divorced no 2105 no yes cellular 21
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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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#> 2966 54 technician married no 0 no no telephone 30
#> 2967 48 blue-collar married no 264 no no cellular 6
#> 2968 48 self-employed married no 1204 yes no unknown 19
#> 2969 39 management married no 0 yes no cellular 11
#> 2970 52 technician married no 989 no no cellular 11
#> 2971 42 blue-collar single no 4930 no no unknown 18
#> 2972 53 services divorced no -291 yes yes unknown 7
#> 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
#> 2979 73 retired married no 934 no no cellular 14
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#> 2981 58 management divorced no 108 no no cellular 12
#> 2982 47 management married no -1379 yes no unknown 27
#> 2983 48 management single no 830 no no cellular 25
#> 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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#> 2988 53 blue-collar married no 1794 yes no cellular 17
#> 2989 52 admin. married no 2281 yes yes telephone 4
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#> 3000 30 admin. married yes 23 no yes cellular 4
#> 3001 55 blue-collar married no 663 yes no cellular 6
#> 3002 30 blue-collar married no 0 no yes cellular 21
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#> 3004 30 management single no 872 yes no cellular 15
#> 3005 32 blue-collar married no 180 yes no cellular 14
#> 3006 31 management single no 37 no no cellular 8
#> 3007 52 management married no 1339 yes no cellular 22
#> 3008 36 blue-collar married no 6 no no unknown 20
#> 3009 63 retired married no 474 no no cellular 25
#> 3010 35 admin. married no 3187 yes no cellular 3
#> 3011 32 management single no 914 yes no cellular 20
#> 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
#> 3015 41 management divorced no 3355 no no cellular 14
#> 3016 44 technician married no 964 no no cellular 29
#> 3017 59 management divorced no 13308 yes no unknown 13
#> 3018 31 management married no 1755 yes no unknown 21
#> 3019 39 blue-collar married no 467 yes no cellular 16
#> 3020 40 management divorced no 3355 no no cellular 1
#> 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
#> 3035 34 blue-collar single no 47 yes no cellular 14
#> 3036 24 services single no 11 yes no unknown 27
#> 3037 37 blue-collar single no 277 yes no unknown 3
#> 3038 51 technician divorced no 548 no no unknown 12
#> 3039 39 admin. married no 2783 yes no cellular 12
#> 3040 50 blue-collar married no 5 no no unknown 19
#> 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
#> 3047 56 blue-collar married no 345 yes no telephone 22
#> 3048 35 management single no 4 yes no unknown 30
#> 3049 37 blue-collar married no 0 yes no unknown 26
#> 3050 31 technician single no 319 no yes cellular 7
#> 3051 36 management married no 22 no no cellular 2
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#> 3053 40 admin. single no 2360 yes no cellular 20
#> 3054 57 housemaid married no 151 yes no cellular 18
#> 3055 31 technician single no -348 yes no cellular 18
#> 3056 53 retired married no 136 no no unknown 16
#> 3057 32 services single no 72 no no cellular 28
#> 3058 33 admin. single no 12704 yes no cellular 21
#> 3059 45 services married no 6397 yes no unknown 5
#> 3060 42 technician married no 525 no no cellular 17
#> 3061 30 self-employed married no 1930 no no cellular 20
#> 3062 28 unemployed single no 16 no no cellular 12
#> 3063 47 technician married no 826 yes no telephone 18
#> 3064 27 admin. divorced no 76 yes no unknown 4
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#> 3066 58 entrepreneur married no 1153 yes yes telephone 12
#> 3067 39 management married no 0 no no cellular 28
#> 3068 30 blue-collar single no 23 yes no unknown 6
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#> 3070 42 management married no 3841 yes no cellular 25
#> 3071 59 retired married no 2396 no no cellular 27
#> 3072 38 management married no 1617 yes no cellular 16
#> 3073 30 management married no 131 yes no cellular 11
#> 3074 38 blue-collar divorced no -138 yes no cellular 18
#> 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
#> 3081 40 technician divorced no 1871 yes no cellular 17
#> 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
#> 3090 26 self-employed single no 1393 no no cellular 3
#> 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
#> 3094 35 blue-collar divorced no 0 no no cellular 15
#> 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
#> 3105 32 blue-collar divorced no 88 yes no unknown 8
#> 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
#> 3110 39 management married no 1654 no yes cellular 21
#> 3111 50 entrepreneur married no 5420 yes no cellular 17
#> 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
#> 3115 42 technician married no 613 yes no cellular 11
#> 3116 32 unemployed single no 104 no no cellular 4
#> 3117 56 retired married no 63 no no cellular 19
#> 3118 49 technician married no -142 yes yes cellular 23
#> 3119 48 blue-collar divorced no -18 yes no unknown 8
#> 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
#> 3124 31 admin. single no 144 yes no cellular 21
#> 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
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#> 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
#> 3203 40 management divorced no -78 yes no unknown 27
#> 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
#> 3285 42 admin. married no 976 yes no cellular 18
#> 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
#> 3294 59 blue-collar divorced no 61 yes no cellular 13
#> 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
#> 3315 51 services married no 144 no yes unknown 27
#> 3316 54 technician divorced no 255 yes no unknown 27
#> 3317 48 retired married no 1591 no no cellular 31
#> 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
#> 3321 51 blue-collar married no 230 yes no cellular 17
#> 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
#> 3328 45 entrepreneur married no 3133 yes yes cellular 10
#> 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
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#> 3340 44 management married no 839 no no cellular 8
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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
#> 3378 38 blue-collar married no 190 yes no telephone 19
#> 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
#> 3383 30 technician married no -287 yes no cellular 14
#> 3384 45 technician married no 2359 no no cellular 18
#> 3385 68 retired married no 1316 no no telephone 4
#> 3386 25 services single no -439 yes no unknown 12
#> 3387 27 blue-collar married no 0 no no telephone 2
#> 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
#> 3392 52 admin. married no -462 yes no cellular 9
#> 3393 58 retired married no 1241 no no cellular 18
#> 3394 58 management divorced no 2986 no no cellular 16
#> 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
#> 3401 58 retired married no 630 no no unknown 9
#> 3402 40 management divorced no 823 no no cellular 13
#> 3403 32 management single no 1131 yes no unknown 20
#> 3404 51 admin. single no 895 no no cellular 23
#> 3405 45 entrepreneur married no 4688 no no cellular 7
#> 3406 57 retired divorced no 720 no no telephone 17
#> 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
#> 3413 40 technician single no 34 no no cellular 20
#> 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
#> 3438 38 services single no 322 yes no unknown 26
#> 3439 41 management married no 2031 yes no unknown 20
#> 3440 37 unemployed divorced no 74 yes no unknown 7
#> 3441 26 management single no 1720 no no cellular 3
#> 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
#> 3445 35 management single no 4788 yes no unknown 3
#> 3446 43 unknown single no 181 no no telephone 28
#> 3447 50 blue-collar divorced no -333 no yes cellular 30
#> 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
#> 3451 39 management married no 399 no no cellular 9
#> 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
#> 3457 34 services married no 1337 no no cellular 12
#> 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
#> 3464 23 management single no 85 yes no unknown 19
#> 3465 47 technician married no 1115 yes no telephone 23
#> 3466 52 management married no 4173 no yes cellular 21
#> 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
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#> 3530 35 blue-collar married no 1257 yes no cellular 20
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#> 3532 64 retired married no 380 no no cellular 25
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#> 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
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#> 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
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#> 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
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#> 3552 29 blue-collar single no -138 yes yes unknown 8
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#> 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
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#> 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
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#> 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
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#> 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
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#> 3643 34 admin. single no 239 no no unknown 5
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#> 3646 70 retired married no 2815 no no cellular 26
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#> 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
#> 3659 37 management married no 1330 yes no cellular 29
#> 3660 30 blue-collar married no 837 yes no cellular 15
#> 3661 54 services married no 8 yes no cellular 14
#> 3662 53 admin. married no -375 yes no unknown 23
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#> 3664 36 management married no 162 yes no cellular 8
#> 3665 43 entrepreneur single no 42 no no cellular 7
#> 3666 52 housemaid married no 335 no no cellular 22
#> 3667 48 blue-collar married no 10724 no no unknown 20
#> 3668 39 management single no 416 no no cellular 23
#> 3669 35 blue-collar married no 4822 yes no unknown 20
#> 3670 76 retired divorced no 3049 no no cellular 24
#> 3671 40 services married no 191 yes no cellular 18
#> 3672 57 retired married no 4908 no no cellular 30
#> 3673 59 blue-collar married no -546 no no cellular 25
#> 3674 45 housemaid married no 698 yes no unknown 17
#> 3675 37 technician married no 143 no no cellular 27
#> 3676 28 technician single no -481 yes yes cellular 2
#> 3677 57 unemployed married no 3867 yes no unknown 12
#> 3678 45 blue-collar married no 292 yes no cellular 29
#> 3679 58 housemaid married no 4605 no no cellular 11
#> 3680 30 blue-collar married no -529 yes no cellular 12
#> 3681 48 blue-collar married no 1738 yes no cellular 15
#> 3682 61 self-employed married no 4162 no no cellular 10
#> 3683 34 management single no 524 no no unknown 13
#> 3684 43 technician divorced no 101 no no cellular 19
#> 3685 44 technician single no 2403 yes no unknown 30
#> 3686 29 blue-collar married no 50 no no cellular 8
#> 3687 37 blue-collar married no 357 yes no cellular 15
#> 3688 41 unemployed divorced no 1281 no no cellular 31
#> 3689 34 technician married no 1795 yes no cellular 29
#> 3690 40 blue-collar married no 98 yes no unknown 2
#> 3691 59 self-employed married no 2013 no no cellular 17
#> 3692 35 self-employed married no 506 no no cellular 27
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#> 3698 52 management married no 547 no no cellular 5
#> 3699 31 management single no 62 yes no cellular 18
#> 3700 34 blue-collar married no 1575 yes no unknown 27
#> 3701 32 management single no 623 no no cellular 6
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#> 3703 41 blue-collar married no 1293 no no telephone 31
#> 3704 34 blue-collar married no 1221 yes no cellular 6
#> 3705 25 blue-collar single no -143 yes yes unknown 27
#> 3706 44 unemployed divorced no 757 no no unknown 30
#> 3707 52 blue-collar married no -98 yes no unknown 7
#> 3708 34 management single no -292 yes no cellular 11
#> 3709 31 blue-collar married no 347 no no telephone 20
#> 3710 57 admin. married no 5888 no yes unknown 11
#> 3711 29 admin. single no 41 yes no cellular 13
#> 3712 27 technician single no 372 yes yes cellular 25
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#> 3715 59 services married no 33 yes no cellular 11
#> 3716 31 admin. single no 358 yes no unknown 15
#> 3717 56 admin. married no 370 no no cellular 26
#> 3718 30 services single no 179 yes no unknown 29
#> 3719 30 admin. single no 239 yes no cellular 7
#> 3720 32 management married no 393 no no cellular 28
#> 3721 39 services married no 949 yes no cellular 29
#> 3722 46 self-employed married no 917 no no cellular 9
#> 3723 29 management single no 765 no no cellular 16
#> 3724 57 technician married no 0 no no unknown 20
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#> 3726 37 unemployed married no 3051 yes no cellular 20
#> 3727 55 management divorced no 5399 no yes cellular 30
#> 3728 42 blue-collar married no -10 yes no unknown 9
#> 3729 53 unemployed married no 2248 yes no cellular 30
#> 3730 40 blue-collar married no 718 yes yes telephone 13
#> 3731 32 services single no 385 yes no cellular 14
#> 3732 44 management married no 6203 yes yes unknown 13
#> 3733 60 housemaid married no 1043 no no cellular 18
#> 3734 24 student single no 1847 no no cellular 9
#> 3735 41 blue-collar married no 348 yes no unknown 14
#> 3736 40 admin. married no 100 yes no cellular 9
#> 3737 31 blue-collar married no 4728 yes no cellular 19
#> 3738 35 entrepreneur single no 16 no no cellular 17
#> 3739 32 blue-collar married no 157 yes no unknown 20
#> 3740 32 blue-collar married no 14 yes no unknown 2
#> 3741 39 management married yes 47 no no cellular 21
#> 3742 40 blue-collar single no 446 yes no cellular 8
#> 3743 39 blue-collar divorced no 94 yes no unknown 29
#> 3744 36 management divorced no 563 no no unknown 20
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#> 3746 60 retired married no 60 yes no unknown 5
#> 3747 52 housemaid married no 1466 no yes cellular 20
#> 3748 42 technician single no -411 yes no cellular 12
#> 3749 39 management divorced no 132 yes no cellular 9
#> 3750 31 blue-collar married no 990 yes yes cellular 7
#> 3751 57 services married no 4 no no cellular 21
#> 3752 30 services single no 3405 no no cellular 29
#> 3753 30 technician single no 106 yes no cellular 13
#> 3754 69 retired divorced no 6850 no no telephone 3
#> 3755 39 management single no 1877 yes no unknown 6
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#> 3758 35 admin. married no 69 yes yes unknown 6
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#> 3760 41 admin. divorced no 2970 no yes unknown 27
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#> 3762 32 blue-collar single no 2093 no no cellular 24
#> 3763 56 unemployed married no 2629 no no cellular 16
#> 3764 28 management single no 672 no no cellular 4
#> 3765 30 services single no 862 yes yes unknown 20
#> 3766 44 management married no 3091 yes no unknown 17
#> 3767 43 admin. divorced no 3350 yes yes unknown 29
#> 3768 37 management married no 156 no no cellular 19
#> 3769 27 services single no 118 yes yes unknown 12
#> 3770 48 unemployed married no 5462 no no unknown 6
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#> 3772 41 blue-collar married no 2689 yes no cellular 15
#> 3773 27 blue-collar single no 3675 no no unknown 12
#> 3774 29 blue-collar married no 0 yes no cellular 16
#> 3775 37 housemaid married no 589 yes no cellular 25
#> 3776 39 technician married no 697 no no cellular 15
#> 3777 34 management single no 1040 yes no unknown 20
#> 3778 39 technician married no 394 no no cellular 11
#> 3779 69 housemaid married no 1080 no no cellular 22
#> 3780 39 blue-collar single no 254 no no cellular 27
#> 3781 35 admin. single no 663 yes no cellular 2
#> 3782 34 technician married yes 91 no no cellular 29
#> 3783 35 services single no 313 yes no cellular 11
#> 3784 32 blue-collar married no 3166 yes no cellular 20
#> 3785 33 management single no 3655 no no cellular 19
#> 3786 39 blue-collar married no 599 yes no unknown 6
#> 3787 37 housemaid married no 1558 no no cellular 6
#> 3788 31 blue-collar single no 573 yes no telephone 5
#> 3789 37 technician married no 41 no no cellular 29
#> 3790 39 blue-collar married no 10483 no no unknown 9
#> 3791 35 blue-collar married no 628 yes no unknown 29
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#> 3795 41 management single no 4594 yes no unknown 4
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#> 3797 52 technician married no 234 no no cellular 17
#> 3798 38 entrepreneur married no 3249 yes no unknown 2
#> 3799 57 blue-collar married no 668 no no telephone 17
#> 3800 28 admin. single no -103 yes no unknown 12
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#> 3802 47 blue-collar married no 1533 no yes cellular 18
#> 3803 43 blue-collar married no 704 yes no telephone 11
#> 3804 35 services married no 2918 no yes cellular 16
#> 3805 30 entrepreneur married no 1539 yes yes unknown 27
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#> 3807 54 technician married no 87 yes no cellular 12
#> 3808 56 retired divorced no 4 no no unknown 17
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#> 3810 38 services married no 0 yes yes cellular 11
#> 3811 40 technician married no 335 yes no unknown 2
#> 3812 33 management married no 271 yes no cellular 13
#> 3813 27 blue-collar married no 373 yes no unknown 4
#> 3814 43 technician married no 629 no no cellular 5
#> 3815 44 management married no 58 yes no cellular 14
#> 3816 32 management single no 2629 no no cellular 28
#> 3817 52 management married no 0 no no cellular 30
#> 3818 64 retired married no 466 yes no cellular 18
#> 3819 48 technician single no 540 yes no cellular 17
#> 3820 36 technician married no 1327 no no cellular 29
#> 3821 47 self-employed married no 0 no no unknown 26
#> 3822 41 services single no 92 no no cellular 21
#> 3823 38 entrepreneur single no 185 no no cellular 5
#> 3824 35 technician single no 399 yes no cellular 13
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#> 3826 38 admin. married no -650 no no unknown 16
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#> 3828 30 services married no 699 yes no unknown 29
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#> 3830 46 admin. single no 1693 yes no cellular 20
#> 3831 37 self-employed married no 804 yes no cellular 19
#> 3832 36 blue-collar divorced no 2843 no no cellular 14
#> 3833 37 management married no 393 yes no cellular 12
#> 3834 53 blue-collar married no 3815 no no unknown 24
#> 3835 38 blue-collar married no 4321 no no cellular 18
#> 3836 39 unknown single no 0 no no unknown 6
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#> 3838 47 blue-collar married no -245 yes yes unknown 12
#> 3839 32 management single no 12686 yes no unknown 3
#> 3840 35 management married no 4943 yes no cellular 18
#> 3841 42 management married no 275 no no unknown 5
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#> 3844 37 admin. married no 0 yes no cellular 22
#> 3845 59 retired married no 5521 yes yes unknown 13
#> 3846 40 blue-collar married no 598 yes no cellular 31
#> 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
#> 3850 39 unemployed married no -455 yes no unknown 23
#> 3851 34 management married no 443 no no cellular 18
#> 3852 33 blue-collar single no 15341 no no cellular 20
#> 3853 38 management single no 673 yes no unknown 7
#> 3854 35 technician single no 2144 yes no cellular 30
#> 3855 44 technician married no 584 no no cellular 30
#> 3856 49 management married no 2037 no no unknown 5
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#> 3858 30 student single no 4468 no no cellular 2
#> 3859 26 admin. married no -401 yes yes unknown 4
#> 3860 33 services single no 1268 yes no cellular 6
#> 3861 32 technician single no 1107 no no cellular 27
#> 3862 55 admin. married no 1662 no no cellular 4
#> 3863 34 management married no 3301 yes no cellular 17
#> 3864 48 blue-collar divorced no 183 no no unknown 9
#> 3865 46 services married no 53 no yes cellular 28
#> 3866 43 management married no 40 no no cellular 10
#> 3867 33 blue-collar married no 372 yes no unknown 6
#> 3868 47 management single no 124 no no cellular 29
#> 3869 33 management single no 417 yes no cellular 6
#> 3870 30 blue-collar married no 10395 yes no cellular 20
#> 3871 31 services married yes 29 no no cellular 21
#> 3872 31 blue-collar divorced no 6 yes no cellular 29
#> 3873 41 retired single no 2579 no no cellular 27
#> 3874 37 blue-collar married no 204 yes no unknown 21
#> 3875 38 blue-collar married no 0 no no unknown 13
#> 3876 32 blue-collar married no 783 yes no unknown 21
#> 3877 40 services married no 2469 no yes unknown 19
#> 3878 55 technician married no 3207 no no cellular 28
#> 3879 53 technician married no -46 no no cellular 29
#> 3880 42 management married no 0 no no cellular 6
#> 3881 34 management divorced no 221 no no cellular 8
#> 3882 46 management married no 2466 no no telephone 1
#> 3883 51 management married no 2455 yes no cellular 21
#> 3884 37 management married no 708 yes no cellular 27
#> 3885 54 admin. married no 1342 yes no cellular 2
#> 3886 40 technician married no 6 yes no cellular 16
#> 3887 37 blue-collar single no 292 no no unknown 8
#> 3888 33 management married no 62 yes no cellular 2
#> 3889 44 admin. divorced no 0 no no cellular 17
#> 3890 46 admin. married no 0 yes no cellular 25
#> 3891 31 technician single no 696 no yes cellular 11
#> 3892 36 technician married no 465 no no cellular 14
#> 3893 34 technician single no 0 no no cellular 19
#> 3894 27 services married no 54 yes no cellular 18
#> 3895 44 blue-collar single no 36 yes no cellular 15
#> 3896 50 admin. divorced yes 2405 yes no cellular 6
#> 3897 27 technician single no 555 no no unknown 11
#> 3898 40 technician single no 281 yes no cellular 11
#> 3899 52 technician single no 36 yes no unknown 16
#> 3900 30 technician married no 371 no no cellular 7
#> 3901 32 housemaid married no 216 no yes cellular 9
#> 3902 48 blue-collar single no 244 yes no cellular 15
#> 3903 33 technician divorced yes 6 no no cellular 22
#> 3904 38 technician married no 634 no no unknown 19
#> 3905 25 technician married no 776 yes no unknown 27
#> 3906 31 student single no 0 no no cellular 22
#> 3907 46 unknown single no 0 no no unknown 17
#> 3908 57 management married no 7162 no no cellular 17
#> 3909 27 blue-collar married no -413 no yes unknown 27
#> 3910 47 technician married no 0 no no telephone 14
#> 3911 30 blue-collar single no 80 yes yes cellular 5
#> 3912 35 management single no 0 no no cellular 21
#> 3913 34 blue-collar married no 161 yes yes unknown 20
#> 3914 47 management married no 0 yes no cellular 4
#> 3915 29 technician single no 323 no no cellular 3
#> 3916 26 blue-collar married no 624 yes no cellular 5
#> 3917 34 management married no 1557 yes yes unknown 13
#> 3918 59 retired married no 56 no no unknown 5
#> 3919 38 admin. single no 3239 no no unknown 5
#> 3920 45 blue-collar married no 4022 yes no cellular 29
#> 3921 31 technician single no 4979 no yes cellular 27
#> 3922 31 blue-collar single no 509 yes no unknown 23
#> 3923 48 technician married no 1526 no no cellular 6
#> 3924 30 technician single no 2734 no no cellular 21
#> 3925 53 entrepreneur single no 62 yes no unknown 30
#> 3926 44 technician divorced no -865 yes no cellular 20
#> 3927 30 management married no 451 no no cellular 5
#> 3928 46 entrepreneur married no 0 yes yes cellular 29
#> 3929 28 blue-collar married no 1958 yes no unknown 3
#> 3930 33 management single yes -5 no no cellular 18
#> 3931 38 technician single no 38 no no unknown 16
#> 3932 33 blue-collar married no 240 yes no unknown 21
#> 3933 52 blue-collar married no 2144 yes no unknown 30
#> 3934 32 technician divorced no 53 no no cellular 22
#> 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
#> 3938 51 blue-collar married no 21614 no no cellular 29
#> 3939 82 retired married no 278 no no cellular 16
#> 3940 36 blue-collar married no 79 yes yes cellular 2
#> 3941 55 housemaid married no 2152 no no unknown 19
#> 3942 43 blue-collar married no 1311 yes no unknown 14
#> 3943 33 admin. married no 4012 no yes unknown 8
#> 3944 44 technician married no 564 yes no cellular 13
#> 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
#> 3948 60 technician married no 1139 no no cellular 6
#> 3949 59 retired married no 3079 no no telephone 31
#> 3950 33 blue-collar married yes -542 yes no cellular 6
#> 3951 35 services married no 618 no no cellular 12
#> 3952 48 management married yes -13 yes no cellular 15
#> 3953 32 blue-collar married no 9714 yes no cellular 15
#> 3954 30 services single no -114 yes no cellular 21
#> 3955 39 management married no 1802 no no cellular 20
#> 3956 41 blue-collar married no 1172 yes no unknown 15
#> 3957 54 technician divorced no 447 yes no unknown 14
#> 3958 84 retired divorced no 1680 no no telephone 6
#> 3959 47 housemaid single no 3232 no no telephone 6
#> 3960 28 services divorced no 89 no no unknown 6
#> 3961 32 blue-collar married no 5075 yes no telephone 20
#> 3962 55 housemaid divorced no 603 no no telephone 31
#> 3963 30 blue-collar married no 578 yes yes cellular 17
#> 3964 42 management married no 2187 yes no cellular 17
#> 3965 34 management single no 1891 yes no unknown 9
#> 3966 28 management single no 637 yes no cellular 4
#> 3967 35 admin. married no 3863 yes no cellular 20
#> 3968 34 blue-collar married no 152 no no cellular 25
#> 3969 33 management married no 110 yes yes cellular 17
#> 3970 40 management married no 24450 no no cellular 25
#> 3971 67 retired married no 696 no no telephone 4
#> 3972 25 technician divorced no 2317 yes no cellular 7
#> 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
#> 3977 51 technician married no 58 yes no cellular 17
#> 3978 29 technician single no 47 yes no unknown 16
#> 3979 50 management married no 5124 yes no cellular 18
#> 3980 32 blue-collar single no -578 no no unknown 9
#> 3981 58 blue-collar married no 2516 yes no cellular 16
#> 3982 24 services married no 0 yes no unknown 27
#> 3983 52 technician married no 230 yes yes cellular 21
#> 3984 33 entrepreneur married no 82 yes no cellular 18
#> 3985 40 management married no 542 yes no cellular 20
#> 3986 37 admin. married no 1967 no no cellular 27
#> 3987 41 services married no 471 yes no cellular 13
#> 3988 32 entrepreneur married no 3083 no no cellular 22
#> 3989 43 admin. married no 0 yes no cellular 17
#> 3990 34 admin. married no 75 yes yes cellular 25
#> 3991 38 entrepreneur married no 680 yes no unknown 19
#> 3992 53 management divorced no 443 no no unknown 9
#> 3993 52 management single no 556 no no cellular 13
#> 3994 40 management single no 269 yes no cellular 15
#> 3995 34 admin. married no 2552 yes yes cellular 25
#> 3996 30 management single no 112 yes no unknown 7
#> 3997 37 technician married no 135 yes no cellular 12
#> 3998 36 student single no 129 no no cellular 28
#> 3999 48 unemployed married no 1296 no no cellular 5
#> 4000 45 blue-collar single yes 0 yes no cellular 14
#> 4001 37 blue-collar divorced no 33 yes no unknown 6
#> 4002 26 student single no 611 no no cellular 13
#> 4003 48 admin. divorced no 1180 no no cellular 27
#> 4004 33 unemployed divorced no 385 no no telephone 27
#> 4005 24 student married no 146 no no cellular 26
#> 4006 60 admin. divorced no 663 no yes cellular 30
#> 4007 35 blue-collar married no 1330 no no cellular 10
#> 4008 57 technician married no 3240 yes no unknown 14
#> 4009 56 retired married no -1 yes no unknown 2
#> 4010 32 entrepreneur single no 1770 no yes cellular 4
#> 4011 43 entrepreneur married no 629 yes no cellular 2
#> 4012 48 services married no 11516 no no unknown 11
#> 4013 36 technician married no 4932 yes no cellular 21
#> 4014 38 retired single no 44 no no unknown 29
#> 4015 47 management married no 1122 yes no cellular 20
#> 4016 37 admin. married no 1123 no yes unknown 28
#> 4017 53 entrepreneur married no 1046 yes yes cellular 30
#> 4018 30 technician divorced no 2262 yes no unknown 28
#> 4019 40 management single no 1509 no no cellular 15
#> 4020 50 management divorced no 100 yes yes cellular 13
#> 4021 51 management married no -516 yes no cellular 18
#> 4022 50 management married yes 421 no no cellular 20
#> 4023 36 technician single no 966 no no cellular 8
#> 4024 50 admin. single no 424 yes no unknown 12
#> 4025 31 admin. married no 879 yes no cellular 13
#> 4026 30 management married no 419 yes no cellular 4
#> 4027 68 retired married no 2820 no no cellular 3
#> 4028 29 admin. married no 26 yes no unknown 28
#> 4029 30 blue-collar married no 9194 yes no unknown 23
#> 4030 36 management married no 3770 yes no cellular 31
#> 4031 39 blue-collar married no 292 no no unknown 12
#> 4032 26 self-employed married yes 254 yes yes cellular 25
#> 4033 52 blue-collar single no 359 yes no cellular 30
#> 4034 33 self-employed married no 711 yes no cellular 18
#> 4035 32 technician single no 210 yes no cellular 16
#> 4036 43 management married no 657 no no unknown 18
#> 4037 50 blue-collar married no 9585 yes no telephone 31
#> 4038 55 retired married no 103 yes yes cellular 17
#> 4039 47 blue-collar married no 1756 yes no unknown 16
#> 4040 40 admin. single no 739 yes no unknown 16
#> 4041 41 housemaid married no 876 no no unknown 19
#> 4042 28 blue-collar single no 2700 no no cellular 3
#> 4043 53 blue-collar married no 436 yes no unknown 29
#> 4044 31 self-employed married no 1015 no no cellular 8
#> 4045 32 management divorced no 222 no yes cellular 15
#> 4046 35 admin. married no 214 yes yes unknown 5
#> 4047 38 admin. divorced no 308 yes no unknown 6
#> 4048 29 self-employed single no 5406 no no unknown 9
#> 4049 34 technician single no 1259 yes no cellular 6
#> 4050 55 management married no 621 no yes cellular 2
#> 4051 33 services married no 703 no no cellular 18
#> 4052 33 technician single no 213 no no cellular 21
#> 4053 45 management divorced no 959 no no unknown 18
#> 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
#> 4058 39 management divorced no 5009 yes no cellular 15
#> 4059 50 admin. married no 167 no yes cellular 19
#> 4060 46 housemaid married no 1175 no no cellular 7
#> 4061 34 management single no 431 no no cellular 16
#> 4062 48 management divorced no 1144 yes no cellular 17
#> 4063 48 blue-collar divorced no 65 yes no cellular 14
#> 4064 27 unemployed single no 259 yes no cellular 18
#> 4065 44 services married no 3 yes no cellular 7
#> 4066 50 management married no 11528 yes no unknown 30
#> 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
#> 4079 40 blue-collar married no 3462 yes no cellular 9
#> 4080 28 technician married no 58 yes no cellular 14
#> 4081 35 blue-collar divorced no 300 yes no unknown 13
#> 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
#> 4087 33 admin. divorced no 1762 yes no cellular 19
#> 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
#> 4095 56 unemployed divorced no 109 no no cellular 15
#> 4096 33 management single no -359 no no telephone 29
#> 4097 52 management divorced no 0 yes yes cellular 30
#> 4098 38 services married no 129 yes no cellular 5
#> 4099 40 self-employed single no 1693 yes no cellular 17
#> 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
#> 4106 40 services married no 939 yes no cellular 22
#> 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
#> 4119 49 technician divorced no 229 no no cellular 8
#> 4120 62 management divorced no 1619 no no cellular 19
#> 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
#> 4124 42 admin. married no -150 no yes cellular 8
#> 4125 57 management married no 473 no no cellular 1
#> 4126 32 blue-collar married no 363 yes no unknown 13
#> 4127 46 management married no 37 yes no cellular 30
#> 4128 49 housemaid married no 3376 no no unknown 9
#> 4129 41 blue-collar married no 16 no no cellular 29
#> 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
#> 4138 50 blue-collar divorced no 31 yes no unknown 9
#> 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
#> 4142 47 management married no 33 yes yes unknown 20
#> 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
#> 4154 27 technician single no 1996 yes no cellular 5
#> 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
#> 4165 59 technician divorced no 2735 no no cellular 3
#> 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
#> 4174 42 unemployed divorced no 1699 no yes cellular 17
#> 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
#> 37 apr 96 4 314 8 other 0 primary
#> 38 apr 334 2 -1 0 unknown 1 upper
#> 39 jul 46 21 -1 0 unknown 0 primary
#> 40 may 95 1 -1 0 unknown 0 primary
#> 41 may 305 5 349 7 other 0 primary
#> 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
#> 56 aug 265 4 -1 0 unknown 0 upper
#> 57 apr 400 1 -1 0 unknown 1 upper
#> 58 aug 158 9 -1 0 unknown 0 upper
#> 59 jan 100 1 170 4 failure 0 upper
#> 60 jun 517 3 -1 0 unknown 0 upper
#> 61 may 49 2 -1 0 unknown 0 primary
#> 62 jul 428 1 -1 0 unknown 0 upper
#> 63 may 381 1 342 7 failure 0 upper
#> 64 jun 179 1 -1 0 unknown 0 upper
#> 65 may 44 1 -1 0 unknown 0 upper
#> 66 may 578 1 364 1 other 0 upper
#> 67 jun 139 2 -1 0 unknown 0 upper
#> 68 may 211 2 -1 0 unknown 0 upper
#> 69 may 290 2 370 1 failure 0 upper
#> 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
#> 76 may 231 1 -1 0 unknown 0 upper
#> 77 jan 309 1 197 13 other 0 upper
#> 78 nov 319 3 -1 0 unknown 0 upper
#> 79 nov 189 1 -1 0 unknown 0 primary
#> 80 aug 54 5 86 3 failure 0 upper
#> 81 jun 149 1 -1 0 unknown 0 upper
#> 82 jan 143 1 -1 0 unknown 1 upper
#> 83 jul 134 1 -1 0 unknown 0 primary
#> 84 oct 54 1 -1 0 unknown 0 upper
#> 85 jul 901 2 -1 0 unknown 1 primary
#> 86 aug 140 2 -1 0 unknown 0 upper
#> 87 may 155 6 -1 0 unknown 0 upper
#> 88 may 204 3 -1 0 unknown 0 upper
#> 89 jul 625 1 -1 0 unknown 1 upper
#> 90 may 860 2 -1 0 unknown 0 upper
#> 91 may 16 4 273 7 other 0 upper
#> 92 jun 169 2 -1 0 unknown 0 unknown
#> 93 apr 239 1 276 6 failure 0 upper
#> 94 sep 228 1 185 1 failure 0 primary
#> 95 oct 513 1 -1 0 unknown 1 primary
#> 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
#> 99 nov 34 1 124 6 failure 0 primary
#> 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
#> 119 nov 41 2 123 3 failure 0 upper
#> 120 may 71 1 -1 0 unknown 0 upper
#> 121 jul 254 2 -1 0 unknown 0 upper
#> 122 apr 201 2 -1 0 unknown 0 upper
#> 123 aug 205 5 -1 0 unknown 0 upper
#> 124 aug 98 19 -1 0 unknown 0 primary
#> 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
#> 131 may 23 1 359 3 failure 0 upper
#> 132 nov 108 1 -1 0 unknown 0 upper
#> 133 may 184 1 167 6 failure 0 upper
#> 134 jun 757 2 -1 0 unknown 0 upper
#> 135 jun 240 1 307 10 other 0 upper
#> 136 may 322 2 -1 0 unknown 0 primary
#> 137 may 168 4 -1 0 unknown 0 upper
#> 138 may 192 1 -1 0 unknown 0 upper
#> 139 nov 92 1 188 1 failure 0 upper
#> 140 may 43 1 367 2 success 0 upper
#> 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
#> 164 may 86 1 -1 0 unknown 0 unknown
#> 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
#> 230 nov 142 2 -1 0 unknown 0 primary
#> 231 apr 268 1 -1 0 unknown 0 unknown
#> 232 jan 80 2 -1 0 unknown 0 primary
#> 233 may 233 3 -1 0 unknown 0 primary
#> 234 jun 208 4 -1 0 unknown 0 upper
#> 235 nov 79 3 -1 0 unknown 0 upper
#> 236 jul 118 1 -1 0 unknown 0 primary
#> 237 aug 73 4 -1 0 unknown 0 upper
#> 238 may 175 2 -1 0 unknown 0 upper
#> 239 nov 165 1 -1 0 unknown 0 upper
#> 240 jul 122 13 -1 0 unknown 0 upper
#> 241 jul 125 3 -1 0 unknown 0 primary
#> 242 may 23 4 -1 0 unknown 0 primary
#> 243 may 557 4 -1 0 unknown 0 unknown
#> 244 may 528 5 -1 0 unknown 1 upper
#> 245 nov 420 2 -1 0 unknown 0 upper
#> 246 may 151 1 -1 0 unknown 0 upper
#> 247 may 407 2 -1 0 unknown 0 upper
#> 248 nov 104 2 28 2 success 0 upper
#> 249 may 351 1 -1 0 unknown 0 primary
#> 250 jul 357 1 -1 0 unknown 0 upper
#> 251 jul 255 3 -1 0 unknown 0 upper
#> 252 apr 426 3 323 3 failure 0 upper
#> 253 feb 204 1 -1 0 unknown 0 upper
#> 254 may 418 8 -1 0 unknown 0 upper
#> 255 oct 184 1 91 2 failure 1 upper
#> 256 jun 72 1 -1 0 unknown 0 upper
#> 257 jun 237 2 -1 0 unknown 0 upper
#> 258 jul 163 3 -1 0 unknown 0 upper
#> 259 jun 153 4 -1 0 unknown 0 upper
#> 260 jun 8 3 -1 0 unknown 0 primary
#> 261 jun 399 1 -1 0 unknown 0 primary
#> 262 may 185 2 165 2 failure 0 primary
#> 263 sep 379 3 -1 0 unknown 0 upper
#> 264 may 370 1 -1 0 unknown 0 upper
#> 265 apr 401 2 -1 0 unknown 0 upper
#> 266 jun 14 2 -1 0 unknown 0 upper
#> 267 may 85 1 168 2 failure 0 unknown
#> 268 may 230 2 -1 0 unknown 0 primary
#> 269 jun 66 1 -1 0 unknown 0 primary
#> 270 may 236 1 287 2 failure 0 upper
#> 271 feb 138 3 5 1 other 0 primary
#> 272 jul 784 1 -1 0 unknown 1 upper
#> 273 aug 103 6 -1 0 unknown 0 upper
#> 274 aug 165 3 -1 0 unknown 0 upper
#> 275 may 325 2 -1 0 unknown 0 upper
#> 276 jun 75 4 -1 0 unknown 0 upper
#> 277 jun 157 2 -1 0 unknown 0 primary
#> 278 aug 297 2 -1 0 unknown 0 upper
#> 279 may 13 5 -1 0 unknown 0 upper
#> 280 may 177 2 345 3 other 0 primary
#> 281 aug 62 7 -1 0 unknown 0 upper
#> 282 may 834 6 -1 0 unknown 0 upper
#> 283 jun 1446 1 -1 0 unknown 1 upper
#> 284 jul 482 2 -1 0 unknown 0 unknown
#> 285 mar 432 1 -1 0 unknown 0 upper
#> 286 may 173 3 -1 0 unknown 0 primary
#> 287 jun 157 2 -1 0 unknown 0 upper
#> 288 jul 95 1 -1 0 unknown 0 upper
#> 289 may 196 3 265 2 failure 0 upper
#> 290 apr 728 1 -1 0 unknown 0 primary
#> 291 nov 7 8 185 1 failure 0 upper
#> 292 may 203 1 -1 0 unknown 0 upper
#> 293 jan 169 2 -1 0 unknown 1 upper
#> 294 aug 65 4 -1 0 unknown 0 upper
#> 295 nov 66 1 -1 0 unknown 0 upper
#> 296 may 161 1 -1 0 unknown 0 upper
#> 297 may 63 5 370 1 other 0 primary
#> 298 nov 104 3 139 6 failure 0 upper
#> 299 jul 180 10 -1 0 unknown 0 upper
#> 300 jul 961 1 -1 0 unknown 1 upper
#> 301 jul 306 2 -1 0 unknown 0 upper
#> 302 aug 58 8 -1 0 unknown 0 upper
#> 303 apr 551 1 -1 0 unknown 0 upper
#> 304 jun 81 2 -1 0 unknown 0 upper
#> 305 apr 150 1 -1 0 unknown 0 upper
#> 306 apr 332 2 317 3 failure 0 upper
#> 307 mar 117 1 91 1 success 0 primary
#> 308 may 275 2 -1 0 unknown 0 upper
#> 309 nov 150 4 -1 0 unknown 0 upper
#> 310 may 121 1 -1 0 unknown 0 upper
#> 311 may 183 4 -1 0 unknown 0 upper
#> 312 oct 386 1 184 1 other 0 primary
#> 313 may 17 7 -1 0 unknown 0 upper
#> 314 may 72 3 -1 0 unknown 0 upper
#> 315 sep 133 3 -1 0 unknown 0 upper
#> 316 jul 278 2 -1 0 unknown 0 upper
#> 317 jun 113 1 109 1 failure 0 upper
#> 318 jul 1056 2 -1 0 unknown 1 upper
#> 319 may 190 3 -1 0 unknown 0 upper
#> 320 apr 57 1 -1 0 unknown 0 upper
#> 321 aug 50 4 -1 0 unknown 0 primary
#> 322 may 184 1 351 1 failure 0 upper
#> 323 aug 35 31 -1 0 unknown 0 upper
#> 324 jul 81 4 -1 0 unknown 0 primary
#> 325 nov 120 2 -1 0 unknown 0 upper
#> 326 jul 309 1 -1 0 unknown 1 upper
#> 327 jul 119 2 -1 0 unknown 0 upper
#> 328 may 206 4 -1 0 unknown 0 upper
#> 329 jul 92 3 -1 0 unknown 0 upper
#> 330 jul 204 2 -1 0 unknown 0 primary
#> 331 feb 176 3 -1 0 unknown 0 primary
#> 332 aug 11 1 -1 0 unknown 0 upper
#> 333 jul 407 11 -1 0 unknown 0 primary
#> 334 may 212 3 -1 0 unknown 0 primary
#> 335 may 1357 4 374 2 failure 1 upper
#> 336 may 867 1 -1 0 unknown 1 upper
#> 337 may 182 4 -1 0 unknown 0 upper
#> 338 aug 65 3 -1 0 unknown 0 primary
#> 339 may 265 1 290 2 failure 0 primary
#> 340 jun 116 3 -1 0 unknown 0 upper
#> 341 nov 88 6 113 13 other 0 upper
#> 342 feb 228 1 -1 0 unknown 0 upper
#> 343 nov 369 1 -1 0 unknown 0 upper
#> 344 jun 52 1 -1 0 unknown 0 upper
#> 345 aug 107 6 -1 0 unknown 0 upper
#> 346 aug 82 2 -1 0 unknown 0 upper
#> 347 may 767 2 -1 0 unknown 1 upper
#> 348 may 313 2 -1 0 unknown 0 upper
#> 349 jul 17 19 -1 0 unknown 0 upper
#> 350 mar 834 1 -1 0 unknown 1 primary
#> 351 may 178 1 -1 0 unknown 0 upper
#> 352 apr 108 1 -1 0 unknown 0 upper
#> 353 jul 200 5 -1 0 unknown 0 upper
#> 354 may 147 1 -1 0 unknown 0 upper
#> 355 nov 102 1 -1 0 unknown 0 upper
#> 356 may 202 1 -1 0 unknown 0 upper
#> 357 feb 93 2 274 2 failure 0 upper
#> 358 may 777 2 -1 0 unknown 0 upper
#> 359 jul 225 2 -1 0 unknown 0 upper
#> 360 may 32 1 -1 0 unknown 0 upper
#> 361 may 263 1 -1 0 unknown 0 upper
#> 362 feb 466 4 -1 0 unknown 1 upper
#> 363 jul 838 3 -1 0 unknown 1 upper
#> 364 feb 288 1 -1 0 unknown 0 primary
#> 365 nov 223 2 186 3 other 0 upper
#> 366 aug 183 5 -1 0 unknown 0 upper
#> 367 may 536 1 -1 0 unknown 0 upper
#> 368 aug 324 4 -1 0 unknown 0 upper
#> 369 nov 266 2 -1 0 unknown 0 upper
#> 370 may 98 2 -1 0 unknown 0 upper
#> 371 may 135 2 -1 0 unknown 0 upper
#> 372 jul 326 11 -1 0 unknown 0 primary
#> 373 may 98 2 -1 0 unknown 0 upper
#> 374 may 195 3 359 1 failure 0 primary
#> 375 nov 149 1 170 2 failure 0 upper
#> 376 jul 64 1 -1 0 unknown 0 upper
#> 377 aug 272 2 -1 0 unknown 0 upper
#> 378 may 38 3 -1 0 unknown 0 upper
#> 379 may 185 1 178 1 failure 0 upper
#> 380 jun 152 5 -1 0 unknown 0 upper
#> 381 aug 709 11 -1 0 unknown 0 upper
#> 382 jul 1187 3 -1 0 unknown 0 upper
#> 383 may 703 4 -1 0 unknown 1 upper
#> 384 may 62 2 -1 0 unknown 0 upper
#> 385 may 384 1 -1 0 unknown 0 primary
#> 386 may 34 12 347 5 other 0 upper
#> 387 jan 280 1 -1 0 unknown 0 upper
#> 388 jul 362 8 -1 0 unknown 1 upper
#> 389 jun 250 3 -1 0 unknown 0 upper
#> 390 nov 59 1 -1 0 unknown 0 upper
#> 391 may 541 1 -1 0 unknown 0 upper
#> 392 feb 361 2 258 1 other 0 primary
#> 393 feb 394 3 189 1 success 1 upper
#> 394 jul 70 1 -1 0 unknown 0 upper
#> 395 may 20 2 -1 0 unknown 0 unknown
#> 396 jul 1389 2 -1 0 unknown 0 upper
#> 397 jun 215 3 -1 0 unknown 0 upper
#> 398 may 178 2 270 8 other 0 upper
#> 399 jul 218 4 -1 0 unknown 0 upper
#> 400 nov 664 3 -1 0 unknown 1 upper
#> 401 jul 244 2 -1 0 unknown 0 upper
#> 402 may 109 1 359 8 failure 0 upper
#> 403 may 76 2 348 1 failure 0 upper
#> 404 nov 598 4 -1 0 unknown 0 primary
#> 405 jun 805 2 -1 0 unknown 0 primary
#> 406 jul 335 1 -1 0 unknown 0 upper
#> 407 sep 202 1 -1 0 unknown 1 upper
#> 408 aug 214 8 -1 0 unknown 0 upper
#> 409 may 278 1 -1 0 unknown 0 upper
#> 410 jul 58 1 -1 0 unknown 0 upper
#> 411 aug 83 6 -1 0 unknown 0 upper
#> 412 may 291 1 337 1 failure 0 upper
#> 413 may 128 1 -1 0 unknown 0 upper
#> 414 jun 431 2 -1 0 unknown 0 unknown
#> 415 nov 262 3 -1 0 unknown 0 upper
#> 416 aug 152 2 -1 0 unknown 0 unknown
#> 417 may 98 1 -1 0 unknown 0 upper
#> 418 jun 718 13 -1 0 unknown 0 unknown
#> 419 jul 285 2 -1 0 unknown 0 upper
#> 420 feb 246 1 259 2 failure 0 upper
#> 421 jun 20 1 -1 0 unknown 0 upper
#> 422 jul 41 9 -1 0 unknown 0 unknown
#> 423 jun 73 3 -1 0 unknown 0 upper
#> 424 feb 237 2 -1 0 unknown 0 unknown
#> 425 jan 592 1 -1 0 unknown 0 upper
#> 426 aug 622 1 -1 0 unknown 1 upper
#> 427 feb 427 4 -1 0 unknown 0 unknown
#> 428 jul 646 2 -1 0 unknown 0 upper
#> 429 nov 26 1 101 11 other 0 upper
#> 430 nov 519 2 -1 0 unknown 0 upper
#> 431 apr 205 1 -1 0 unknown 0 primary
#> 432 jul 146 1 91 6 failure 0 upper
#> 433 may 104 1 -1 0 unknown 0 upper
#> 434 may 105 2 -1 0 unknown 0 upper
#> 435 aug 110 4 -1 0 unknown 0 primary
#> 436 may 138 2 -1 0 unknown 0 upper
#> 437 jan 134 1 91 1 success 1 upper
#> 438 feb 1423 3 -1 0 unknown 0 upper
#> 439 aug 298 2 300 1 other 0 primary
#> 440 aug 139 4 -1 0 unknown 0 primary
#> 441 jun 368 1 -1 0 unknown 0 upper
#> 442 may 546 2 -1 0 unknown 0 upper
#> 443 sep 103 1 91 2 failure 0 upper
#> 444 may 1259 2 333 18 failure 0 upper
#> 445 jun 267 11 -1 0 unknown 0 primary
#> 446 may 156 3 -1 0 unknown 0 upper
#> 447 jul 46 3 -1 0 unknown 0 upper
#> 448 may 38 3 -1 0 unknown 0 upper
#> 449 may 368 2 -1 0 unknown 0 upper
#> 450 jun 201 3 -1 0 unknown 0 upper
#> 451 aug 205 4 -1 0 unknown 0 upper
#> 452 aug 140 11 -1 0 unknown 0 upper
#> 453 feb 170 2 -1 0 unknown 0 upper
#> 454 may 198 2 -1 0 unknown 0 upper
#> 455 aug 143 4 -1 0 unknown 0 upper
#> 456 may 1434 2 356 4 failure 0 upper
#> 457 may 472 1 -1 0 unknown 0 primary
#> 458 jul 18 2 -1 0 unknown 0 upper
#> 459 may 158 3 354 1 failure 0 upper
#> 460 nov 366 6 -1 0 unknown 0 upper
#> 461 jul 70 9 -1 0 unknown 0 primary
#> 462 apr 142 3 150 3 failure 0 upper
#> 463 may 64 2 364 3 failure 0 unknown
#> 464 nov 296 1 -1 0 unknown 0 upper
#> 465 aug 112 2 -1 0 unknown 0 upper
#> 466 nov 182 2 -1 0 unknown 0 upper
#> 467 feb 136 3 -1 0 unknown 1 primary
#> 468 nov 80 1 -1 0 unknown 0 upper
#> 469 jul 1013 29 -1 0 unknown 1 upper
#> 470 may 448 4 -1 0 unknown 0 upper
#> 471 aug 146 3 -1 0 unknown 0 upper
#> 472 jul 174 1 -1 0 unknown 0 primary
#> 473 jul 29 4 -1 0 unknown 0 primary
#> 474 may 202 2 -1 0 unknown 0 upper
#> 475 aug 189 4 -1 0 unknown 0 upper
#> 476 jul 144 2 -1 0 unknown 0 upper
#> 477 may 112 1 -1 0 unknown 0 upper
#> 478 jul 94 2 -1 0 unknown 0 primary
#> 479 may 58 5 -1 0 unknown 0 upper
#> 480 may 911 2 -1 0 unknown 1 upper
#> 481 aug 308 1 459 1 success 1 primary
#> 482 may 331 5 -1 0 unknown 1 upper
#> 483 jun 249 5 -1 0 unknown 0 primary
#> 484 jul 171 2 -1 0 unknown 0 upper
#> 485 may 123 5 -1 0 unknown 0 upper
#> 486 feb 251 1 186 3 success 1 upper
#> 487 apr 706 2 -1 0 unknown 0 upper
#> 488 oct 110 1 106 2 failure 0 upper
#> 489 jun 90 4 -1 0 unknown 0 upper
#> 490 aug 204 4 -1 0 unknown 0 upper
#> 491 oct 157 1 -1 0 unknown 0 upper
#> 492 feb 415 1 -1 0 unknown 1 upper
#> 493 mar 558 1 -1 0 unknown 0 upper
#> 494 apr 18 5 335 9 other 0 upper
#> 495 jun 342 1 -1 0 unknown 0 primary
#> 496 jul 159 2 -1 0 unknown 0 upper
#> 497 apr 518 2 261 2 failure 0 upper
#> 498 apr 59 1 -1 0 unknown 0 upper
#> 499 may 159 2 278 4 failure 0 upper
#> 500 jul 82 2 -1 0 unknown 0 upper
#> 501 may 169 2 -1 0 unknown 0 upper
#> 502 may 9 10 330 10 other 0 upper
#> 503 may 155 2 -1 0 unknown 0 upper
#> 504 apr 517 1 255 1 failure 0 upper
#> 505 jun 110 1 -1 0 unknown 0 primary
#> 506 may 189 3 348 3 failure 0 upper
#> 507 aug 441 2 -1 0 unknown 0 primary
#> 508 aug 95 4 -1 0 unknown 0 upper
#> 509 may 158 2 -1 0 unknown 0 upper
#> 510 jan 82 2 -1 0 unknown 0 primary
#> 511 may 141 1 343 3 failure 0 upper
#> 512 jun 813 4 -1 0 unknown 1 upper
#> 513 may 255 1 -1 0 unknown 0 upper
#> 514 jun 10 19 -1 0 unknown 0 upper
#> 515 apr 306 2 -1 0 unknown 1 upper
#> 516 may 322 5 -1 0 unknown 0 primary
#> 517 may 26 1 -1 0 unknown 0 upper
#> 518 may 944 3 -1 0 unknown 0 upper
#> 519 jun 270 2 377 3 success 0 upper
#> 520 jan 168 2 205 1 failure 0 primary
#> 521 aug 90 4 -1 0 unknown 0 primary
#> 522 may 191 1 342 2 failure 0 upper
#> 523 oct 99 2 185 3 failure 0 upper
#> 524 may 77 2 -1 0 unknown 0 upper
#> 525 aug 117 2 -1 0 unknown 0 upper
#> 526 may 52 9 -1 0 unknown 0 upper
#> 527 nov 119 1 157 2 failure 0 upper
#> 528 apr 166 5 181 5 failure 0 primary
#> 529 aug 338 2 104 1 success 1 upper
#> 530 may 109 2 -1 0 unknown 0 upper
#> 531 aug 296 3 -1 0 unknown 0 upper
#> 532 may 348 3 -1 0 unknown 0 primary
#> 533 may 133 2 363 5 failure 0 primary
#> 534 may 170 2 -1 0 unknown 0 upper
#> 535 jul 189 3 -1 0 unknown 0 upper
#> 536 jan 130 1 2 1 other 0 upper
#> 537 feb 254 2 -1 0 unknown 0 upper
#> 538 nov 681 4 -1 0 unknown 1 upper
#> 539 aug 1099 4 -1 0 unknown 0 upper
#> 540 aug 220 3 -1 0 unknown 0 upper
#> 541 nov 271 5 -1 0 unknown 0 upper
#> 542 may 86 1 -1 0 unknown 1 unknown
#> 543 aug 49 2 -1 0 unknown 0 upper
#> 544 nov 808 2 -1 0 unknown 1 upper
#> 545 jul 1039 2 -1 0 unknown 1 upper
#> 546 aug 59 3 -1 0 unknown 0 upper
#> 547 jul 209 2 -1 0 unknown 0 upper
#> 548 may 208 1 -1 0 unknown 0 primary
#> 549 may 98 1 -1 0 unknown 0 upper
#> 550 jul 123 1 -1 0 unknown 0 upper
#> 551 nov 14 7 -1 0 unknown 0 upper
#> 552 may 492 6 -1 0 unknown 0 upper
#> 553 may 118 1 -1 0 unknown 0 upper
#> 554 nov 235 2 -1 0 unknown 0 upper
#> 555 jun 643 1 -1 0 unknown 0 primary
#> 556 jul 250 2 181 4 success 1 upper
#> 557 may 1272 1 -1 0 unknown 1 upper
#> 558 may 100 3 -1 0 unknown 0 upper
#> 559 nov 462 3 -1 0 unknown 0 upper
#> 560 jul 24 1 -1 0 unknown 0 upper
#> 561 jan 931 1 -1 0 unknown 1 upper
#> 562 apr 190 1 335 1 other 0 upper
#> 563 aug 133 4 -1 0 unknown 0 upper
#> 564 feb 227 2 -1 0 unknown 1 upper
#> 565 nov 357 3 93 5 success 1 upper
#> 566 jun 183 3 -1 0 unknown 0 upper
#> 567 jul 281 1 -1 0 unknown 0 upper
#> 568 jun 239 4 -1 0 unknown 1 upper
#> 569 apr 152 1 -1 0 unknown 0 upper
#> 570 nov 1268 2 -1 0 unknown 0 upper
#> 571 nov 73 1 -1 0 unknown 0 upper
#> 572 may 202 2 -1 0 unknown 0 upper
#> 573 may 247 1 -1 0 unknown 0 upper
#> 574 jul 418 3 -1 0 unknown 0 upper
#> 575 may 373 4 -1 0 unknown 0 upper
#> 576 jun 14 6 -1 0 unknown 0 upper
#> 577 nov 108 1 -1 0 unknown 0 upper
#> 578 jan 624 2 -1 0 unknown 0 upper
#> 579 may 278 1 -1 0 unknown 0 primary
#> 580 may 177 3 343 1 other 0 upper
#> 581 jul 191 1 -1 0 unknown 0 upper
#> 582 may 235 6 -1 0 unknown 0 primary
#> 583 jun 637 6 -1 0 unknown 1 upper
#> 584 apr 660 1 191 1 failure 1 primary
#> 585 aug 57 1 -1 0 unknown 0 upper
#> 586 may 307 2 -1 0 unknown 0 upper
#> 587 jul 165 5 -1 0 unknown 0 upper
#> 588 aug 140 9 -1 0 unknown 0 upper
#> 589 may 11 1 -1 0 unknown 0 primary
#> 590 may 228 2 297 1 other 0 upper
#> 591 may 210 1 -1 0 unknown 0 upper
#> 592 jul 321 4 -1 0 unknown 1 upper
#> 593 may 423 1 349 1 failure 0 upper
#> 594 may 210 3 -1 0 unknown 0 primary
#> 595 oct 825 1 183 4 success 1 upper
#> 596 may 224 4 -1 0 unknown 0 upper
#> 597 feb 51 1 -1 0 unknown 0 upper
#> 598 aug 121 2 -1 0 unknown 0 upper
#> 599 jun 206 1 99 1 failure 0 upper
#> 600 jun 142 11 -1 0 unknown 0 upper
#> 601 jun 41 5 -1 0 unknown 0 upper
#> 602 nov 53 1 31 1 failure 0 upper
#> 603 may 120 1 -1 0 unknown 0 upper
#> 604 jul 200 4 -1 0 unknown 0 primary
#> 605 nov 84 2 -1 0 unknown 0 upper
#> 606 jul 226 1 -1 0 unknown 0 upper
#> 607 nov 112 1 -1 0 unknown 0 upper
#> 608 may 274 2 -1 0 unknown 0 upper
#> 609 aug 417 4 -1 0 unknown 0 upper
#> 610 apr 266 2 -1 0 unknown 0 upper
#> 611 feb 453 2 273 2 failure 0 upper
#> 612 jul 203 2 -1 0 unknown 0 upper
#> 613 may 140 5 -1 0 unknown 0 upper
#> 614 feb 403 2 -1 0 unknown 0 upper
#> 615 feb 99 1 102 6 success 1 upper
#> 616 may 322 1 -1 0 unknown 0 primary
#> 617 aug 259 1 35 1 failure 0 upper
#> 618 may 290 2 -1 0 unknown 0 primary
#> 619 jun 438 5 -1 0 unknown 0 upper
#> 620 apr 93 4 -1 0 unknown 0 upper
#> 621 feb 74 1 24 1 failure 0 upper
#> 622 feb 363 2 -1 0 unknown 0 upper
#> 623 aug 90 1 68 1 success 0 upper
#> 624 aug 69 2 -1 0 unknown 0 upper
#> 625 jul 236 4 -1 0 unknown 0 unknown
#> 626 nov 182 2 -1 0 unknown 0 upper
#> 627 nov 41 1 -1 0 unknown 0 upper
#> 628 nov 631 1 -1 0 unknown 0 upper
#> 629 may 103 5 -1 0 unknown 0 upper
#> 630 may 579 2 295 1 success 1 upper
#> 631 may 164 2 -1 0 unknown 0 upper
#> 632 jul 189 3 -1 0 unknown 0 upper
#> 633 feb 277 1 -1 0 unknown 0 upper
#> 634 jul 136 5 -1 0 unknown 0 upper
#> 635 may 329 1 168 2 success 0 upper
#> 636 aug 419 3 -1 0 unknown 0 upper
#> 637 jun 119 1 -1 0 unknown 0 upper
#> 638 jun 36 7 -1 0 unknown 0 primary
#> 639 jul 155 2 -1 0 unknown 0 upper
#> 640 jul 139 1 -1 0 unknown 0 upper
#> 641 jul 152 5 -1 0 unknown 0 upper
#> 642 jun 12 14 -1 0 unknown 0 upper
#> 643 may 88 2 -1 0 unknown 0 upper
#> 644 nov 116 4 154 1 failure 0 upper
#> 645 may 443 1 -1 0 unknown 0 upper
#> 646 may 214 1 305 1 other 1 upper
#> 647 feb 110 2 64 2 success 1 upper
#> 648 jul 101 2 -1 0 unknown 0 upper
#> 649 nov 177 2 -1 0 unknown 0 upper
#> 650 jul 289 1 -1 0 unknown 0 upper
#> 651 feb 362 2 169 2 failure 0 upper
#> 652 may 738 7 -1 0 unknown 0 upper
#> 653 may 128 2 -1 0 unknown 0 upper
#> 654 jan 76 1 -1 0 unknown 0 upper
#> 655 aug 175 2 -1 0 unknown 0 upper
#> 656 aug 206 2 -1 0 unknown 0 upper
#> 657 may 205 8 -1 0 unknown 0 upper
#> 658 may 152 3 -1 0 unknown 0 upper
#> 659 aug 542 1 78 5 failure 0 upper
#> 660 may 85 3 -1 0 unknown 0 unknown
#> 661 may 172 1 -1 0 unknown 0 upper
#> 662 apr 149 1 84 7 success 0 upper
#> 663 jul 151 1 -1 0 unknown 0 upper
#> 664 nov 233 1 -1 0 unknown 0 upper
#> 665 apr 396 3 -1 0 unknown 1 upper
#> 666 may 49 1 -1 0 unknown 0 upper
#> 667 may 201 1 -1 0 unknown 0 upper
#> 668 jun 285 4 -1 0 unknown 0 upper
#> 669 aug 125 1 -1 0 unknown 0 upper
#> 670 may 206 1 -1 0 unknown 0 upper
#> 671 jul 36 4 -1 0 unknown 0 upper
#> 672 nov 635 3 170 2 failure 0 upper
#> 673 aug 314 4 -1 0 unknown 0 upper
#> 674 apr 474 2 -1 0 unknown 0 upper
#> 675 jun 277 1 -1 0 unknown 0 upper
#> 676 jun 64 1 -1 0 unknown 0 upper
#> 677 nov 376 1 -1 0 unknown 0 upper
#> 678 feb 158 2 92 5 success 1 upper
#> 679 aug 115 5 -1 0 unknown 0 primary
#> 680 may 148 6 308 1 failure 0 upper
#> 681 nov 114 1 -1 0 unknown 0 primary
#> 682 jun 92 2 -1 0 unknown 0 upper
#> 683 jan 62 1 -1 0 unknown 0 upper
#> 684 aug 314 4 -1 0 unknown 0 upper
#> 685 may 104 3 -1 0 unknown 0 upper
#> 686 may 186 1 -1 0 unknown 0 upper
#> 687 mar 273 2 182 1 success 1 unknown
#> 688 aug 102 7 -1 0 unknown 0 upper
#> 689 may 246 2 370 2 success 0 upper
#> 690 aug 138 2 -1 0 unknown 0 upper
#> 691 jun 64 1 -1 0 unknown 0 upper
#> 692 jul 546 2 784 3 failure 1 upper
#> 693 aug 1503 2 -1 0 unknown 1 upper
#> 694 aug 220 1 -1 0 unknown 0 upper
#> 695 aug 585 4 -1 0 unknown 0 upper
#> 696 may 270 1 -1 0 unknown 0 upper
#> 697 jul 295 1 -1 0 unknown 0 primary
#> 698 feb 48 5 -1 0 unknown 0 upper
#> 699 jun 186 1 -1 0 unknown 0 upper
#> 700 apr 246 2 334 3 other 0 upper
#> 701 may 247 1 -1 0 unknown 0 upper
#> 702 jul 136 1 -1 0 unknown 0 upper
#> 703 aug 149 14 -1 0 unknown 0 upper
#> 704 may 70 1 -1 0 unknown 0 upper
#> 705 may 84 5 -1 0 unknown 0 upper
#> 706 jul 251 3 -1 0 unknown 0 upper
#> 707 jul 57 2 -1 0 unknown 0 upper
#> 708 jul 219 2 -1 0 unknown 0 upper
#> 709 may 164 1 -1 0 unknown 0 upper
#> 710 jun 126 1 -1 0 unknown 0 unknown
#> 711 jul 74 5 -1 0 unknown 0 upper
#> 712 may 266 2 168 1 failure 0 upper
#> 713 jul 194 2 -1 0 unknown 0 upper
#> 714 may 81 4 -1 0 unknown 0 primary
#> 715 feb 56 1 274 2 failure 0 upper
#> 716 feb 138 2 -1 0 unknown 0 upper
#> 717 jun 61 3 -1 0 unknown 0 upper
#> 718 jun 160 3 -1 0 unknown 0 upper
#> 719 may 8 7 -1 0 unknown 0 upper
#> 720 may 128 2 -1 0 unknown 0 upper
#> 721 feb 232 1 211 1 failure 0 upper
#> 722 jun 264 1 -1 0 unknown 0 primary
#> 723 nov 356 1 -1 0 unknown 0 upper
#> 724 nov 271 1 184 1 failure 0 upper
#> 725 apr 6 6 328 8 failure 0 upper
#> 726 may 74 7 -1 0 unknown 0 unknown
#> 727 oct 424 1 515 1 failure 1 upper
#> 728 aug 312 3 -1 0 unknown 0 upper
#> 729 may 87 5 -1 0 unknown 0 upper
#> 730 may 204 2 -1 0 unknown 0 upper
#> 731 may 408 2 -1 0 unknown 0 upper
#> 732 jul 413 1 181 3 success 1 primary
#> 733 jun 124 1 105 1 failure 0 upper
#> 734 may 797 2 -1 0 unknown 0 primary
#> 735 may 180 1 -1 0 unknown 0 primary
#> 736 jun 2028 1 -1 0 unknown 1 upper
#> 737 apr 203 1 -1 0 unknown 0 upper
#> 738 feb 162 2 184 1 failure 0 upper
#> 739 apr 856 3 -1 0 unknown 0 upper
#> 740 aug 135 6 -1 0 unknown 0 upper
#> 741 may 38 3 -1 0 unknown 0 primary
#> 742 aug 256 4 -1 0 unknown 0 upper
#> 743 aug 59 6 -1 0 unknown 0 upper
#> 744 aug 304 6 -1 0 unknown 0 upper
#> 745 aug 128 2 -1 0 unknown 0 upper
#> 746 jun 474 3 95 3 other 1 upper
#> 747 may 59 3 -1 0 unknown 0 upper
#> 748 jan 510 2 -1 0 unknown 0 upper
#> 749 may 52 8 -1 0 unknown 0 upper
#> 750 may 389 1 -1 0 unknown 0 primary
#> 751 aug 232 4 -1 0 unknown 0 upper
#> 752 apr 233 3 -1 0 unknown 0 upper
#> 753 nov 298 2 82 4 other 0 upper
#> 754 nov 287 3 117 2 other 0 upper
#> 755 may 58 1 -1 0 unknown 0 upper
#> 756 jul 1426 3 -1 0 unknown 1 upper
#> 757 sep 285 3 81 3 failure 1 upper
#> 758 feb 10 5 -1 0 unknown 0 upper
#> 759 jun 243 1 -1 0 unknown 0 upper
#> 760 jan 180 1 -1 0 unknown 0 upper
#> 761 may 93 2 -1 0 unknown 0 upper
#> 762 aug 229 4 -1 0 unknown 0 upper
#> 763 apr 313 3 -1 0 unknown 1 upper
#> 764 jul 140 3 -1 0 unknown 0 upper
#> 765 may 95 4 -1 0 unknown 0 upper
#> 766 aug 132 1 -1 0 unknown 0 upper
#> 767 may 210 3 -1 0 unknown 0 upper
#> 768 jun 99 5 -1 0 unknown 0 primary
#> 769 jul 393 3 -1 0 unknown 0 upper
#> 770 aug 31 9 -1 0 unknown 0 unknown
#> 771 apr 239 2 259 2 failure 0 upper
#> 772 jun 496 3 -1 0 unknown 0 upper
#> 773 aug 454 4 -1 0 unknown 0 primary
#> 774 apr 155 9 -1 0 unknown 0 unknown
#> 775 may 183 3 -1 0 unknown 0 upper
#> 776 may 318 1 -1 0 unknown 0 upper
#> 777 may 316 1 -1 0 unknown 0 upper
#> 778 apr 246 1 317 1 failure 0 upper
#> 779 jul 90 1 -1 0 unknown 0 upper
#> 780 jul 28 2 -1 0 unknown 0 upper
#> 781 jul 185 1 -1 0 unknown 0 primary
#> 782 aug 885 5 -1 0 unknown 0 upper
#> 783 may 435 2 -1 0 unknown 0 upper
#> 784 nov 140 1 -1 0 unknown 0 upper
#> 785 mar 271 2 -1 0 unknown 1 primary
#> 786 sep 120 3 -1 0 unknown 0 upper
#> 787 may 80 2 -1 0 unknown 0 upper
#> 788 feb 331 1 -1 0 unknown 0 upper
#> 789 may 171 6 -1 0 unknown 0 upper
#> 790 jun 276 1 -1 0 unknown 0 upper
#> 791 jun 162 3 -1 0 unknown 0 upper
#> 792 may 70 1 -1 0 unknown 0 upper
#> 793 jun 592 4 -1 0 unknown 1 upper
#> 794 may 165 1 56 3 failure 0 upper
#> 795 jun 179 1 -1 0 unknown 0 upper
#> 796 aug 232 2 -1 0 unknown 0 upper
#> 797 may 78 1 -1 0 unknown 0 upper
#> 798 aug 114 3 -1 0 unknown 0 upper
#> 799 may 136 2 -1 0 unknown 0 upper
#> 800 jul 1390 2 -1 0 unknown 0 upper
#> 801 may 152 1 -1 0 unknown 0 primary
#> 802 aug 74 2 -1 0 unknown 0 upper
#> 803 jul 119 2 -1 0 unknown 0 upper
#> 804 may 286 1 252 3 failure 0 upper
#> 805 nov 226 1 94 4 success 1 upper
#> 806 aug 54 3 -1 0 unknown 0 unknown
#> 807 feb 122 1 92 5 success 1 upper
#> 808 feb 105 1 -1 0 unknown 0 upper
#> 809 jan 414 2 192 3 failure 0 upper
#> 810 may 126 3 -1 0 unknown 0 upper
#> 811 jul 91 1 -1 0 unknown 0 upper
#> 812 jan 41 1 184 7 failure 0 upper
#> 813 may 943 2 -1 0 unknown 1 upper
#> 814 apr 332 2 335 1 failure 0 upper
#> 815 may 501 4 -1 0 unknown 0 upper
#> 816 jul 486 2 -1 0 unknown 0 upper
#> 817 jun 69 3 -1 0 unknown 0 upper
#> 818 jul 228 2 -1 0 unknown 0 upper
#> 819 nov 199 1 275 3 success 0 upper
#> 820 jun 141 1 -1 0 unknown 0 upper
#> 821 may 117 1 -1 0 unknown 0 upper
#> 822 aug 302 4 -1 0 unknown 0 upper
#> 823 nov 83 1 102 2 failure 0 upper
#> 824 may 57 5 -1 0 unknown 0 upper
#> 825 jul 185 2 -1 0 unknown 0 upper
#> 826 may 233 3 -1 0 unknown 0 primary
#> 827 may 110 3 -1 0 unknown 0 upper
#> 828 may 174 2 -1 0 unknown 0 upper
#> 829 may 248 2 -1 0 unknown 0 upper
#> 830 jul 38 18 -1 0 unknown 0 upper
#> 831 may 306 1 -1 0 unknown 0 upper
#> 832 jan 185 2 92 3 success 0 upper
#> 833 nov 161 2 -1 0 unknown 0 upper
#> 834 may 432 1 -1 0 unknown 0 upper
#> 835 jun 790 3 -1 0 unknown 0 upper
#> 836 may 86 3 -1 0 unknown 0 upper
#> 837 jun 130 6 -1 0 unknown 0 upper
#> 838 jun 330 1 -1 0 unknown 0 upper
#> 839 jun 56 1 -1 0 unknown 0 upper
#> 840 feb 11 6 231 9 failure 0 unknown
#> 841 may 240 3 370 1 failure 0 upper
#> 842 may 277 2 343 2 failure 0 primary
#> 843 aug 59 6 -1 0 unknown 0 upper
#> 844 may 82 4 -1 0 unknown 0 upper
#> 845 may 742 4 -1 0 unknown 1 primary
#> 846 may 305 2 -1 0 unknown 0 upper
#> 847 nov 318 1 -1 0 unknown 0 upper
#> 848 aug 81 2 -1 0 unknown 0 upper
#> 849 may 748 3 -1 0 unknown 1 upper
#> 850 may 308 1 -1 0 unknown 0 primary
#> 851 nov 331 2 -1 0 unknown 1 upper
#> 852 jan 491 1 -1 0 unknown 0 unknown
#> 853 apr 144 2 -1 0 unknown 0 upper
#> 854 jul 415 2 342 1 other 1 upper
#> 855 may 930 1 -1 0 unknown 1 upper
#> 856 may 120 2 -1 0 unknown 0 upper
#> 857 may 133 1 97 1 success 1 upper
#> 858 aug 83 5 -1 0 unknown 0 primary
#> 859 mar 102 2 184 2 failure 0 upper
#> 860 jan 207 2 -1 0 unknown 0 upper
#> 861 may 285 1 -1 0 unknown 0 upper
#> 862 aug 95 2 -1 0 unknown 0 upper
#> 863 feb 124 2 9 2 other 0 primary
#> 864 jun 447 2 96 1 success 1 upper
#> 865 jun 256 2 -1 0 unknown 0 upper
#> 866 aug 188 5 -1 0 unknown 0 primary
#> 867 jun 479 1 -1 0 unknown 1 upper
#> 868 jun 136 3 -1 0 unknown 0 upper
#> 869 jul 1121 1 -1 0 unknown 1 upper
#> 870 feb 73 1 252 1 failure 0 upper
#> 871 may 144 4 -1 0 unknown 0 upper
#> 872 jun 211 5 -1 0 unknown 0 primary
#> 873 nov 51 1 -1 0 unknown 0 upper
#> 874 feb 167 1 263 3 other 0 upper
#> 875 jul 51 2 -1 0 unknown 0 upper
#> 876 may 326 3 357 15 other 0 primary
#> 877 may 101 1 362 5 other 0 upper
#> 878 jul 174 1 199 3 failure 0 upper
#> 879 apr 292 4 247 1 other 0 unknown
#> 880 feb 171 2 193 2 other 0 upper
#> 881 jul 312 1 -1 0 unknown 0 upper
#> 882 nov 58 1 127 1 failure 0 upper
#> 883 jun 35 6 -1 0 unknown 0 upper
#> 884 jul 256 2 181 3 success 0 primary
#> 885 aug 66 4 -1 0 unknown 0 upper
#> 886 jun 192 1 93 7 other 1 upper
#> 887 jul 255 2 -1 0 unknown 0 upper
#> 888 jun 136 5 94 30 failure 0 upper
#> 889 jun 351 6 -1 0 unknown 0 upper
#> 890 jul 123 3 -1 0 unknown 0 upper
#> 891 aug 121 2 -1 0 unknown 0 upper
#> 892 may 161 2 -1 0 unknown 0 upper
#> 893 may 229 2 294 1 other 0 upper
#> 894 may 396 4 -1 0 unknown 0 upper
#> 895 may 88 2 -1 0 unknown 0 primary
#> 896 may 223 2 -1 0 unknown 0 upper
#> 897 may 13 3 -1 0 unknown 0 upper
#> 898 may 244 2 -1 0 unknown 0 upper
#> 899 may 274 1 -1 0 unknown 0 primary
#> 900 aug 144 18 -1 0 unknown 0 upper
#> 901 may 125 5 -1 0 unknown 0 upper
#> 902 may 347 2 -1 0 unknown 0 upper
#> 903 jun 869 2 -1 0 unknown 0 upper
#> 904 jun 174 3 -1 0 unknown 0 upper
#> 905 jul 276 8 97 12 other 1 unknown
#> 906 jan 339 2 -1 0 unknown 0 upper
#> 907 jun 96 2 -1 0 unknown 0 upper
#> 908 jul 61 6 -1 0 unknown 0 primary
#> 909 jul 632 18 -1 0 unknown 0 upper
#> 910 jun 109 2 -1 0 unknown 0 primary
#> 911 feb 280 2 -1 0 unknown 0 upper
#> 912 aug 339 2 -1 0 unknown 0 upper
#> 913 aug 211 7 -1 0 unknown 0 upper
#> 914 apr 165 2 327 3 failure 1 primary
#> 915 jun 354 17 -1 0 unknown 0 upper
#> 916 apr 122 4 238 12 other 0 primary
#> 917 nov 110 1 -1 0 unknown 0 upper
#> 918 may 918 1 -1 0 unknown 0 upper
#> 919 may 145 1 -1 0 unknown 1 upper
#> 920 nov 319 1 105 2 other 0 upper
#> 921 feb 61 1 -1 0 unknown 0 upper
#> 922 aug 633 1 182 2 other 1 upper
#> 923 jul 345 5 -1 0 unknown 0 upper
#> 924 apr 114 2 304 2 failure 0 primary
#> 925 may 119 1 -1 0 unknown 0 upper
#> 926 may 1062 1 -1 0 unknown 0 upper
#> 927 may 687 2 343 1 failure 1 upper
#> 928 aug 103 1 105 2 success 0 upper
#> 929 jun 335 3 -1 0 unknown 0 unknown
#> 930 oct 185 2 -1 0 unknown 0 upper
#> 931 apr 341 1 -1 0 unknown 0 upper
#> 932 nov 254 5 -1 0 unknown 1 upper
#> 933 jun 180 1 -1 0 unknown 0 upper
#> 934 apr 337 2 -1 0 unknown 0 upper
#> 935 nov 99 1 151 2 failure 0 upper
#> 936 jul 323 1 -1 0 unknown 0 upper
#> 937 jul 222 1 -1 0 unknown 0 primary
#> 938 nov 105 1 179 2 failure 0 upper
#> 939 aug 117 4 -1 0 unknown 0 upper
#> 940 apr 207 1 308 2 failure 0 upper
#> 941 oct 323 1 -1 0 unknown 1 upper
#> 942 jul 275 4 -1 0 unknown 0 upper
#> 943 apr 309 2 -1 0 unknown 0 upper
#> 944 may 225 1 -1 0 unknown 0 upper
#> 945 jul 316 4 -1 0 unknown 1 upper
#> 946 may 473 2 -1 0 unknown 0 upper
#> 947 may 393 2 -1 0 unknown 0 primary
#> 948 jul 227 8 -1 0 unknown 0 upper
#> 949 may 609 1 -1 0 unknown 1 upper
#> 950 may 189 1 -1 0 unknown 0 primary
#> 951 may 323 1 -1 0 unknown 0 upper
#> 952 nov 113 1 -1 0 unknown 0 upper
#> 953 feb 432 1 -1 0 unknown 0 upper
#> 954 apr 43 3 -1 0 unknown 0 primary
#> 955 may 489 1 -1 0 unknown 0 upper
#> 956 jul 362 2 -1 0 unknown 0 upper
#> 957 apr 101 1 -1 0 unknown 0 upper
#> 958 nov 179 1 -1 0 unknown 0 upper
#> 959 may 8 4 300 5 failure 0 primary
#> 960 feb 389 1 -1 0 unknown 0 unknown
#> 961 jul 64 1 -1 0 unknown 0 primary
#> 962 may 223 9 4 1 success 0 upper
#> 963 feb 151 1 -1 0 unknown 0 upper
#> 964 may 354 1 -1 0 unknown 0 upper
#> 965 feb 253 1 -1 0 unknown 0 upper
#> 966 nov 15 1 -1 0 unknown 0 upper
#> 967 jun 459 3 -1 0 unknown 0 primary
#> 968 jun 193 2 -1 0 unknown 0 primary
#> 969 jul 345 1 -1 0 unknown 0 upper
#> 970 jan 389 3 -1 0 unknown 0 upper
#> 971 jan 305 2 261 2 failure 0 primary
#> 972 apr 96 3 330 1 other 0 upper
#> 973 jul 465 6 -1 0 unknown 0 primary
#> 974 feb 39 1 -1 0 unknown 0 upper
#> 975 apr 368 1 336 2 failure 0 upper
#> 976 jul 112 1 -1 0 unknown 0 upper
#> 977 apr 26 4 150 5 failure 0 primary
#> 978 jul 163 2 -1 0 unknown 0 upper
#> 979 may 132 1 -1 0 unknown 0 upper
#> 980 jan 67 1 -1 0 unknown 0 upper
#> 981 may 634 2 -1 0 unknown 0 primary
#> 982 apr 174 2 -1 0 unknown 0 upper
#> 983 may 157 4 367 1 failure 0 upper
#> 984 may 421 3 -1 0 unknown 0 upper
#> 985 may 104 3 371 2 failure 0 upper
#> 986 jun 355 1 -1 0 unknown 0 upper
#> 987 nov 401 1 -1 0 unknown 0 upper
#> 988 jun 772 1 -1 0 unknown 0 upper
#> 989 may 268 1 -1 0 unknown 0 upper
#> 990 apr 532 1 -1 0 unknown 1 upper
#> 991 aug 256 2 -1 0 unknown 0 upper
#> 992 jul 605 6 -1 0 unknown 0 upper
#> 993 aug 92 2 -1 0 unknown 0 upper
#> 994 jun 298 3 -1 0 unknown 0 upper
#> 995 nov 614 1 -1 0 unknown 1 upper
#> 996 nov 113 1 -1 0 unknown 0 upper
#> 997 may 45 1 -1 0 unknown 0 primary
#> 998 jan 259 1 259 9 failure 0 upper
#> 999 may 10 5 -1 0 unknown 0 primary
#> 1000 may 218 1 -1 0 unknown 0 upper
#> 1001 may 6 2 -1 0 unknown 0 primary
#> 1002 nov 543 1 -1 0 unknown 1 upper
#> 1003 feb 105 7 188 2 failure 0 primary
#> 1004 nov 369 1 191 1 failure 0 upper
#> 1005 jul 220 2 -1 0 unknown 0 primary
#> 1006 apr 297 1 -1 0 unknown 0 upper
#> 1007 jul 103 3 -1 0 unknown 0 upper
#> 1008 jun 63 1 -1 0 unknown 0 upper
#> 1009 jun 677 3 -1 0 unknown 1 upper
#> 1010 may 133 2 -1 0 unknown 0 upper
#> 1011 nov 433 1 113 1 failure 0 upper
#> 1012 may 91 3 361 1 failure 0 upper
#> 1013 nov 501 1 -1 0 unknown 0 upper
#> 1014 aug 153 2 -1 0 unknown 0 upper
#> 1015 jul 771 1 -1 0 unknown 0 upper
#> 1016 may 233 1 -1 0 unknown 0 primary
#> 1017 jun 979 9 -1 0 unknown 0 upper
#> 1018 may 201 1 345 1 other 0 upper
#> 1019 may 188 1 -1 0 unknown 0 upper
#> 1020 aug 398 2 -1 0 unknown 0 upper
#> 1021 apr 271 1 187 1 failure 0 upper
#> 1022 aug 112 1 -1 0 unknown 0 unknown
#> 1023 feb 450 3 -1 0 unknown 0 upper
#> 1024 may 165 3 -1 0 unknown 0 unknown
#> 1025 aug 152 2 -1 0 unknown 0 upper
#> 1026 may 959 3 174 7 other 1 upper
#> 1027 jul 262 1 -1 0 unknown 0 upper
#> 1028 may 161 2 -1 0 unknown 0 upper
#> 1029 may 253 2 -1 0 unknown 0 upper
#> 1030 may 204 3 -1 0 unknown 0 upper
#> 1031 may 242 1 -1 0 unknown 0 upper
#> 1032 may 102 2 -1 0 unknown 0 upper
#> 1033 may 60 5 371 2 failure 0 upper
#> 1034 jun 263 8 -1 0 unknown 0 primary
#> 1035 nov 169 1 -1 0 unknown 0 upper
#> 1036 nov 214 3 -1 0 unknown 0 upper
#> 1037 jan 81 1 -1 0 unknown 0 upper
#> 1038 jul 110 3 -1 0 unknown 0 unknown
#> 1039 aug 384 6 -1 0 unknown 0 upper
#> 1040 aug 188 4 -1 0 unknown 0 upper
#> 1041 may 282 2 -1 0 unknown 0 upper
#> 1042 may 601 3 -1 0 unknown 1 upper
#> 1043 may 1287 2 -1 0 unknown 0 upper
#> 1044 may 33 5 -1 0 unknown 0 upper
#> 1045 jul 455 1 -1 0 unknown 1 upper
#> 1046 apr 241 2 317 1 failure 0 upper
#> 1047 apr 158 2 329 1 failure 0 upper
#> 1048 may 75 1 -1 0 unknown 0 upper
#> 1049 jul 86 3 -1 0 unknown 0 upper
#> 1050 jan 121 1 190 2 failure 0 upper
#> 1051 jul 185 1 -1 0 unknown 0 upper
#> 1052 may 90 1 -1 0 unknown 0 primary
#> 1053 apr 61 3 -1 0 unknown 0 primary
#> 1054 feb 48 7 -1 0 unknown 0 unknown
#> 1055 jul 206 6 -1 0 unknown 0 upper
#> 1056 may 670 4 346 1 failure 1 upper
#> 1057 may 249 4 332 3 failure 0 unknown
#> 1058 may 236 1 -1 0 unknown 0 upper
#> 1059 apr 358 2 -1 0 unknown 0 upper
#> 1060 nov 154 3 189 1 failure 0 upper
#> 1061 may 125 2 -1 0 unknown 0 upper
#> 1062 aug 117 2 -1 0 unknown 0 upper
#> 1063 jul 337 1 -1 0 unknown 0 upper
#> 1064 may 380 2 355 1 failure 0 upper
#> 1065 jun 130 1 -1 0 unknown 0 primary
#> 1066 jul 354 1 -1 0 unknown 0 upper
#> 1067 aug 42 1 -1 0 unknown 0 upper
#> 1068 may 1207 1 -1 0 unknown 1 upper
#> 1069 may 240 2 343 5 failure 0 primary
#> 1070 nov 295 2 -1 0 unknown 0 upper
#> 1071 jun 416 3 -1 0 unknown 0 upper
#> 1072 may 229 2 355 1 failure 0 upper
#> 1073 may 208 1 -1 0 unknown 0 upper
#> 1074 nov 193 1 -1 0 unknown 0 upper
#> 1075 may 158 2 -1 0 unknown 0 upper
#> 1076 jul 70 2 -1 0 unknown 0 upper
#> 1077 jul 145 4 -1 0 unknown 0 upper
#> 1078 may 309 2 -1 0 unknown 0 primary
#> 1079 may 249 3 -1 0 unknown 0 upper
#> 1080 jan 626 1 -1 0 unknown 0 primary
#> 1081 feb 138 2 184 3 success 1 upper
#> 1082 jul 602 1 -1 0 unknown 0 upper
#> 1083 may 212 1 -1 0 unknown 0 upper
#> 1084 feb 103 1 248 1 failure 0 upper
#> 1085 may 217 5 -1 0 unknown 0 upper
#> 1086 nov 179 1 197 1 failure 0 upper
#> 1087 nov 615 3 34 1 failure 1 primary
#> 1088 jun 230 3 -1 0 unknown 0 upper
#> 1089 nov 111 2 156 1 failure 0 primary
#> 1090 may 16 5 -1 0 unknown 0 upper
#> 1091 mar 171 4 -1 0 unknown 0 upper
#> 1092 feb 185 1 92 1 success 1 upper
#> 1093 nov 162 1 175 2 failure 0 upper
#> 1094 jul 98 1 -1 0 unknown 0 upper
#> 1095 may 223 1 -1 0 unknown 0 upper
#> 1096 may 677 1 -1 0 unknown 0 unknown
#> 1097 aug 109 2 -1 0 unknown 0 upper
#> 1098 may 267 2 -1 0 unknown 0 upper
#> 1099 nov 123 1 196 1 success 1 upper
#> 1100 jun 712 1 64 12 failure 1 upper
#> 1101 mar 229 1 -1 0 unknown 1 upper
#> 1102 may 267 1 -1 0 unknown 0 upper
#> 1103 may 86 2 -1 0 unknown 0 upper
#> 1104 may 98 4 -1 0 unknown 0 primary
#> 1105 may 287 3 -1 0 unknown 0 primary
#> 1106 jul 132 10 -1 0 unknown 0 primary
#> 1107 jun 647 2 -1 0 unknown 0 upper
#> 1108 nov 49 1 -1 0 unknown 0 upper
#> 1109 feb 406 2 -1 0 unknown 0 upper
#> 1110 oct 290 2 -1 0 unknown 1 primary
#> 1111 aug 223 7 -1 0 unknown 0 upper
#> 1112 jul 70 1 -1 0 unknown 0 upper
#> 1113 may 311 5 -1 0 unknown 0 primary
#> 1114 jun 57 8 -1 0 unknown 0 upper
#> 1115 nov 7 5 -1 0 unknown 0 upper
#> 1116 jun 207 1 -1 0 unknown 0 upper
#> 1117 jul 93 2 -1 0 unknown 0 upper
#> 1118 may 806 4 -1 0 unknown 0 upper
#> 1119 jul 214 1 -1 0 unknown 0 primary
#> 1120 may 135 1 -1 0 unknown 0 upper
#> 1121 jan 119 1 -1 0 unknown 0 upper
#> 1122 apr 387 3 87 1 success 1 upper
#> 1123 jul 733 3 -1 0 unknown 1 upper
#> 1124 aug 91 4 -1 0 unknown 0 upper
#> 1125 aug 138 2 -1 0 unknown 0 primary
#> 1126 jun 392 1 -1 0 unknown 0 upper
#> 1127 aug 773 4 -1 0 unknown 1 upper
#> 1128 jul 75 3 -1 0 unknown 0 upper
#> 1129 jun 92 2 -1 0 unknown 0 upper
#> 1130 jan 84 3 183 3 failure 0 upper
#> 1131 feb 8 7 248 9 success 0 upper
#> 1132 jul 225 1 -1 0 unknown 0 primary
#> 1133 jan 399 1 -1 0 unknown 0 primary
#> 1134 jun 288 2 -1 0 unknown 0 upper
#> 1135 jul 366 1 -1 0 unknown 0 unknown
#> 1136 jul 131 4 -1 0 unknown 0 upper
#> 1137 jul 157 1 -1 0 unknown 0 upper
#> 1138 nov 141 2 -1 0 unknown 0 upper
#> 1139 jun 122 1 -1 0 unknown 0 upper
#> 1140 apr 592 4 316 3 failure 1 upper
#> 1141 jun 132 1 -1 0 unknown 0 upper
#> 1142 may 155 1 -1 0 unknown 0 upper
#> 1143 may 165 4 -1 0 unknown 0 primary
#> 1144 may 147 1 -1 0 unknown 0 upper
#> 1145 apr 91 2 275 1 failure 0 upper
#> 1146 jun 112 2 -1 0 unknown 0 upper
#> 1147 apr 598 1 150 1 failure 0 upper
#> 1148 jul 178 3 -1 0 unknown 0 upper
#> 1149 jul 230 2 -1 0 unknown 0 upper
#> 1150 jul 125 2 -1 0 unknown 0 primary
#> 1151 may 109 2 -1 0 unknown 0 upper
#> 1152 jul 122 7 -1 0 unknown 0 upper
#> 1153 may 128 6 -1 0 unknown 0 upper
#> 1154 jul 83 2 -1 0 unknown 0 upper
#> 1155 nov 173 1 -1 0 unknown 0 upper
#> 1156 nov 58 1 188 1 failure 0 upper
#> 1157 apr 20 2 335 12 failure 0 upper
#> 1158 aug 135 22 -1 0 unknown 0 upper
#> 1159 jun 144 1 -1 0 unknown 0 upper
#> 1160 may 225 1 -1 0 unknown 0 upper
#> 1161 aug 256 2 -1 0 unknown 0 upper
#> 1162 may 28 2 345 3 other 0 upper
#> 1163 jul 124 3 -1 0 unknown 0 unknown
#> 1164 jul 727 4 -1 0 unknown 1 primary
#> 1165 jul 122 3 -1 0 unknown 0 upper
#> 1166 may 237 1 -1 0 unknown 0 upper
#> 1167 jul 60 1 -1 0 unknown 0 upper
#> 1168 jul 183 1 -1 0 unknown 0 upper
#> 1169 jun 77 1 -1 0 unknown 0 upper
#> 1170 apr 1090 1 -1 0 unknown 0 upper
#> 1171 nov 282 1 -1 0 unknown 0 primary
#> 1172 may 199 1 173 2 failure 0 upper
#> 1173 jul 593 2 -1 0 unknown 0 upper
#> 1174 jul 126 23 -1 0 unknown 0 upper
#> 1175 aug 251 3 -1 0 unknown 0 upper
#> 1176 jul 123 4 -1 0 unknown 0 upper
#> 1177 feb 98 2 -1 0 unknown 0 primary
#> 1178 jun 497 2 -1 0 unknown 0 unknown
#> 1179 jul 830 5 -1 0 unknown 1 upper
#> 1180 may 485 1 -1 0 unknown 0 upper
#> 1181 aug 637 2 -1 0 unknown 1 upper
#> 1182 feb 170 2 -1 0 unknown 1 upper
#> 1183 jan 122 4 50 4 other 0 upper
#> 1184 jun 561 1 -1 0 unknown 0 unknown
#> 1185 may 114 2 -1 0 unknown 0 primary
#> 1186 jun 34 29 -1 0 unknown 0 primary
#> 1187 aug 15 19 -1 0 unknown 0 upper
#> 1188 jul 154 14 -1 0 unknown 0 unknown
#> 1189 jul 98 13 -1 0 unknown 0 upper
#> 1190 jul 212 4 -1 0 unknown 0 unknown
#> 1191 may 692 1 -1 0 unknown 0 upper
#> 1192 jul 301 2 88 5 failure 0 upper
#> 1193 may 412 2 -1 0 unknown 0 upper
#> 1194 may 877 7 300 2 other 1 upper
#> 1195 mar 236 2 -1 0 unknown 0 upper
#> 1196 may 354 1 -1 0 unknown 1 upper
#> 1197 jan 79 2 265 2 failure 0 upper
#> 1198 apr 329 2 -1 0 unknown 0 upper
#> 1199 jul 245 1 -1 0 unknown 0 upper
#> 1200 may 504 2 -1 0 unknown 0 upper
#> 1201 may 437 3 347 3 other 1 upper
#> 1202 apr 144 1 -1 0 unknown 1 upper
#> 1203 jul 264 2 -1 0 unknown 0 upper
#> 1204 may 178 2 -1 0 unknown 0 primary
#> 1205 may 173 1 -1 0 unknown 0 upper
#> 1206 jan 258 5 248 2 failure 0 unknown
#> 1207 feb 666 4 -1 0 unknown 1 upper
#> 1208 dec 283 2 196 1 success 1 upper
#> 1209 feb 372 1 -1 0 unknown 1 upper
#> 1210 apr 46 4 -1 0 unknown 0 upper
#> 1211 may 77 3 -1 0 unknown 0 upper
#> 1212 jan 1424 1 -1 0 unknown 0 upper
#> 1213 jul 152 1 -1 0 unknown 0 upper
#> 1214 jul 427 1 -1 0 unknown 0 upper
#> 1215 apr 171 2 -1 0 unknown 0 upper
#> 1216 apr 1196 1 -1 0 unknown 1 upper
#> 1217 may 211 1 -1 0 unknown 0 upper
#> 1218 may 154 3 367 2 failure 0 upper
#> 1219 may 198 2 -1 0 unknown 0 upper
#> 1220 may 225 1 -1 0 unknown 0 upper
#> 1221 may 145 2 -1 0 unknown 0 upper
#> 1222 may 165 2 -1 0 unknown 0 upper
#> 1223 nov 596 1 182 1 other 1 upper
#> 1224 aug 150 2 -1 0 unknown 0 upper
#> 1225 jun 110 1 -1 0 unknown 0 primary
#> 1226 apr 146 1 281 1 failure 0 upper
#> 1227 apr 271 1 300 2 success 0 primary
#> 1228 nov 289 1 -1 0 unknown 0 upper
#> 1229 feb 142 2 -1 0 unknown 0 upper
#> 1230 nov 103 1 141 2 failure 0 upper
#> 1231 may 186 5 -1 0 unknown 0 primary
#> 1232 jan 1121 2 205 3 failure 0 upper
#> 1233 aug 121 1 -1 0 unknown 0 upper
#> 1234 may 325 1 -1 0 unknown 0 upper
#> 1235 aug 331 2 -1 0 unknown 0 upper
#> 1236 jun 115 4 -1 0 unknown 0 upper
#> 1237 may 144 1 -1 0 unknown 0 unknown
#> 1238 aug 203 4 -1 0 unknown 0 upper
#> 1239 jun 213 1 -1 0 unknown 0 primary
#> 1240 nov 61 2 131 1 failure 0 upper
#> 1241 apr 707 1 149 2 failure 0 upper
#> 1242 may 41 8 -1 0 unknown 0 primary
#> 1243 jul 67 11 -1 0 unknown 0 upper
#> 1244 may 180 2 -1 0 unknown 0 upper
#> 1245 may 103 2 -1 0 unknown 0 primary
#> 1246 sep 260 3 95 3 success 1 upper
#> 1247 aug 335 3 -1 0 unknown 0 upper
#> 1248 apr 460 2 345 2 failure 0 upper
#> 1249 aug 291 1 -1 0 unknown 0 upper
#> 1250 jan 126 1 -1 0 unknown 0 unknown
#> 1251 aug 360 1 -1 0 unknown 0 upper
#> 1252 apr 370 3 -1 0 unknown 1 upper
#> 1253 aug 351 2 -1 0 unknown 0 upper
#> 1254 jul 70 1 -1 0 unknown 0 upper
#> 1255 mar 180 2 -1 0 unknown 1 upper
#> 1256 mar 96 6 -1 0 unknown 0 upper
#> 1257 may 611 2 -1 0 unknown 0 upper
#> 1258 aug 19 16 -1 0 unknown 0 unknown
#> 1259 jun 482 2 -1 0 unknown 1 primary
#> 1260 may 295 2 -1 0 unknown 0 upper
#> 1261 jul 124 1 -1 0 unknown 0 upper
#> 1262 may 70 3 -1 0 unknown 0 primary
#> 1263 apr 571 1 -1 0 unknown 1 upper
#> 1264 may 143 2 370 2 failure 0 primary
#> 1265 may 66 1 -1 0 unknown 0 upper
#> 1266 nov 89 2 -1 0 unknown 0 upper
#> 1267 apr 1007 3 325 4 failure 0 primary
#> 1268 aug 173 1 92 5 success 1 upper
#> 1269 jul 2201 1 -1 0 unknown 0 upper
#> 1270 jul 285 1 -1 0 unknown 0 upper
#> 1271 feb 751 2 76 4 failure 1 upper
#> 1272 may 543 1 -1 0 unknown 1 upper
#> 1273 aug 147 1 379 1 failure 0 upper
#> 1274 apr 346 2 -1 0 unknown 0 upper
#> 1275 nov 661 4 -1 0 unknown 0 upper
#> 1276 jul 268 2 -1 0 unknown 0 upper
#> 1277 jul 61 4 -1 0 unknown 0 upper
#> 1278 nov 258 2 -1 0 unknown 0 upper
#> 1279 may 45 13 -1 0 unknown 0 upper
#> 1280 jul 53 1 -1 0 unknown 0 upper
#> 1281 feb 226 1 -1 0 unknown 0 upper
#> 1282 jun 42 7 -1 0 unknown 0 upper
#> 1283 jul 812 1 -1 0 unknown 1 upper
#> 1284 may 262 3 -1 0 unknown 0 upper
#> 1285 aug 579 2 -1 0 unknown 1 upper
#> 1286 jan 801 1 -1 0 unknown 1 primary
#> 1287 may 493 2 -1 0 unknown 0 upper
#> 1288 aug 271 4 -1 0 unknown 0 upper
#> 1289 jul 427 2 94 4 failure 0 upper
#> 1290 apr 163 3 -1 0 unknown 0 upper
#> 1291 may 141 1 -1 0 unknown 0 upper
#> 1292 may 160 1 -1 0 unknown 0 upper
#> 1293 may 55 2 -1 0 unknown 0 unknown
#> 1294 may 66 9 -1 0 unknown 0 upper
#> 1295 may 108 3 -1 0 unknown 0 primary
#> 1296 sep 106 1 -1 0 unknown 0 unknown
#> 1297 aug 68 27 -1 0 unknown 0 upper
#> 1298 may 210 3 -1 0 unknown 0 upper
#> 1299 may 20 6 -1 0 unknown 0 upper
#> 1300 may 104 4 252 3 failure 0 upper
#> 1301 may 227 1 -1 0 unknown 0 upper
#> 1302 may 201 1 -1 0 unknown 0 upper
#> 1303 aug 610 2 -1 0 unknown 0 upper
#> 1304 apr 381 1 269 1 failure 1 upper
#> 1305 may 184 1 -1 0 unknown 0 upper
#> 1306 may 369 1 -1 0 unknown 0 upper
#> 1307 aug 111 5 -1 0 unknown 0 upper
#> 1308 may 282 2 -1 0 unknown 0 upper
#> 1309 aug 603 3 -1 0 unknown 1 upper
#> 1310 jun 21 1 -1 0 unknown 0 upper
#> 1311 may 12 5 -1 0 unknown 0 upper
#> 1312 jul 1106 1 -1 0 unknown 0 upper
#> 1313 may 98 1 178 1 failure 0 upper
#> 1314 aug 553 1 -1 0 unknown 1 upper
#> 1315 may 1076 3 175 1 success 1 upper
#> 1316 may 369 1 -1 0 unknown 0 upper
#> 1317 jun 142 2 -1 0 unknown 0 upper
#> 1318 apr 179 1 -1 0 unknown 0 upper
#> 1319 jan 54 1 -1 0 unknown 0 primary
#> 1320 jun 277 2 -1 0 unknown 0 upper
#> 1321 aug 295 2 -1 0 unknown 0 upper
#> 1322 may 294 1 -1 0 unknown 0 upper
#> 1323 may 232 1 89 4 other 1 unknown
#> 1324 nov 127 3 -1 0 unknown 0 upper
#> 1325 may 185 1 -1 0 unknown 0 upper
#> 1326 may 203 1 -1 0 unknown 0 upper
#> 1327 nov 157 1 -1 0 unknown 0 primary
#> 1328 jan 217 2 -1 0 unknown 0 upper
#> 1329 jun 409 1 -1 0 unknown 0 unknown
#> 1330 may 328 2 -1 0 unknown 0 upper
#> 1331 apr 660 3 -1 0 unknown 0 upper
#> 1332 may 157 5 -1 0 unknown 0 upper
#> 1333 jan 403 2 -1 0 unknown 1 upper
#> 1334 may 215 1 -1 0 unknown 0 upper
#> 1335 may 68 2 363 2 failure 0 primary
#> 1336 aug 93 1 190 2 other 0 upper
#> 1337 jun 53 1 -1 0 unknown 0 upper
#> 1338 jul 199 2 -1 0 unknown 0 primary
#> 1339 nov 442 4 -1 0 unknown 0 upper
#> 1340 aug 403 2 -1 0 unknown 0 upper
#> 1341 may 116 12 -1 0 unknown 0 upper
#> 1342 may 185 6 -1 0 unknown 0 upper
#> 1343 jun 22 15 -1 0 unknown 0 upper
#> 1344 may 452 2 -1 0 unknown 0 upper
#> 1345 may 323 1 -1 0 unknown 0 upper
#> 1346 may 752 2 -1 0 unknown 0 upper
#> 1347 jul 118 3 -1 0 unknown 0 upper
#> 1348 may 92 2 -1 0 unknown 0 unknown
#> 1349 jan 27 1 -1 0 unknown 0 upper
#> 1350 jun 169 2 -1 0 unknown 0 upper
#> 1351 may 470 1 -1 0 unknown 0 unknown
#> 1352 may 193 1 -1 0 unknown 0 primary
#> 1353 jul 195 2 -1 0 unknown 0 upper
#> 1354 apr 264 1 317 1 failure 0 upper
#> 1355 feb 269 9 -1 0 unknown 0 upper
#> 1356 jan 411 1 -1 0 unknown 1 upper
#> 1357 aug 526 2 -1 0 unknown 1 upper
#> 1358 aug 83 1 -1 0 unknown 0 upper
#> 1359 may 17 8 -1 0 unknown 0 upper
#> 1360 may 112 2 -1 0 unknown 0 upper
#> 1361 feb 94 4 271 4 failure 0 upper
#> 1362 jun 441 3 -1 0 unknown 0 upper
#> 1363 feb 83 3 -1 0 unknown 0 upper
#> 1364 may 102 23 -1 0 unknown 0 primary
#> 1365 aug 62 3 -1 0 unknown 0 primary
#> 1366 jul 141 2 -1 0 unknown 0 upper
#> 1367 jul 241 2 -1 0 unknown 0 primary
#> 1368 may 255 5 -1 0 unknown 0 upper
#> 1369 jun 6 1 -1 0 unknown 0 primary
#> 1370 may 226 1 -1 0 unknown 0 upper
#> 1371 oct 147 1 92 5 other 1 upper
#> 1372 jul 132 4 -1 0 unknown 0 upper
#> 1373 may 379 2 -1 0 unknown 0 upper
#> 1374 aug 73 2 -1 0 unknown 0 upper
#> 1375 may 177 4 367 1 failure 0 upper
#> 1376 may 213 5 -1 0 unknown 0 primary
#> 1377 may 182 1 -1 0 unknown 0 upper
#> 1378 apr 575 2 -1 0 unknown 0 upper
#> 1379 jul 258 2 -1 0 unknown 0 upper
#> 1380 aug 237 1 180 6 success 1 upper
#> 1381 jul 9 1 -1 0 unknown 0 upper
#> 1382 may 45 5 -1 0 unknown 0 upper
#> 1383 jul 633 7 -1 0 unknown 0 upper
#> 1384 jun 301 6 -1 0 unknown 0 upper
#> 1385 jul 108 1 -1 0 unknown 0 upper
#> 1386 jan 192 1 -1 0 unknown 0 upper
#> 1387 nov 250 2 -1 0 unknown 0 upper
#> 1388 apr 344 1 74 2 failure 1 upper
#> 1389 may 221 2 350 4 other 0 upper
#> 1390 jun 48 2 -1 0 unknown 0 upper
#> 1391 aug 124 3 -1 0 unknown 0 upper
#> 1392 may 237 1 368 1 other 0 upper
#> 1393 feb 108 2 195 6 failure 0 upper
#> 1394 feb 604 1 -1 0 unknown 0 upper
#> 1395 aug 34 14 -1 0 unknown 0 upper
#> 1396 nov 1091 2 150 1 success 1 upper
#> 1397 may 200 5 -1 0 unknown 0 upper
#> 1398 may 159 1 -1 0 unknown 0 upper
#> 1399 apr 193 2 322 1 other 0 primary
#> 1400 may 36 7 165 5 other 0 upper
#> 1401 jun 48 3 -1 0 unknown 0 upper
#> 1402 may 350 5 286 2 failure 0 upper
#> 1403 aug 77 9 -1 0 unknown 0 upper
#> 1404 jan 58 1 -1 0 unknown 0 upper
#> 1405 may 282 2 -1 0 unknown 0 upper
#> 1406 nov 329 1 -1 0 unknown 0 upper
#> 1407 feb 281 2 270 2 other 0 upper
#> 1408 aug 63 6 -1 0 unknown 0 upper
#> 1409 jun 168 2 -1 0 unknown 0 upper
#> 1410 may 395 1 -1 0 unknown 0 upper
#> 1411 jun 193 2 -1 0 unknown 0 upper
#> 1412 feb 62 1 -1 0 unknown 0 upper
#> 1413 nov 744 2 -1 0 unknown 0 upper
#> 1414 aug 104 6 -1 0 unknown 0 upper
#> 1415 jul 249 3 -1 0 unknown 0 upper
#> 1416 nov 123 1 124 1 failure 0 upper
#> 1417 may 44 1 355 3 failure 0 upper
#> 1418 jun 188 1 -1 0 unknown 0 upper
#> 1419 sep 104 1 380 3 failure 0 upper
#> 1420 may 173 4 -1 0 unknown 0 upper
#> 1421 apr 96 2 344 2 failure 0 upper
#> 1422 aug 256 2 -1 0 unknown 0 upper
#> 1423 may 170 1 -1 0 unknown 0 upper
#> 1424 may 245 4 -1 0 unknown 0 upper
#> 1425 may 245 1 -1 0 unknown 0 upper
#> 1426 jul 277 1 -1 0 unknown 0 upper
#> 1427 may 198 1 -1 0 unknown 0 primary
#> 1428 may 290 2 -1 0 unknown 0 upper
#> 1429 may 154 2 -1 0 unknown 0 primary
#> 1430 jul 149 1 -1 0 unknown 0 primary
#> 1431 jul 323 2 163 2 other 1 upper
#> 1432 may 63 5 -1 0 unknown 0 primary
#> 1433 may 162 2 350 4 failure 0 upper
#> 1434 aug 231 1 -1 0 unknown 0 upper
#> 1435 jan 456 1 205 2 other 0 upper
#> 1436 may 212 2 -1 0 unknown 0 upper
#> 1437 nov 426 2 -1 0 unknown 0 upper
#> 1438 apr 444 2 -1 0 unknown 0 upper
#> 1439 nov 240 3 119 2 failure 0 upper
#> 1440 sep 770 3 -1 0 unknown 1 unknown
#> 1441 jun 93 2 -1 0 unknown 0 upper
#> 1442 aug 154 2 -1 0 unknown 0 upper
#> 1443 jul 60 2 -1 0 unknown 0 upper
#> 1444 jul 202 2 -1 0 unknown 0 upper
#> 1445 may 204 1 331 3 success 0 upper
#> 1446 jun 129 1 -1 0 unknown 0 upper
#> 1447 apr 149 1 268 2 other 0 upper
#> 1448 aug 122 5 -1 0 unknown 0 upper
#> 1449 apr 201 1 -1 0 unknown 0 upper
#> 1450 jan 309 1 -1 0 unknown 0 upper
#> 1451 aug 146 1 286 2 failure 1 upper
#> 1452 feb 217 1 -1 0 unknown 0 upper
#> 1453 jul 412 1 -1 0 unknown 0 upper
#> 1454 jul 395 6 -1 0 unknown 0 upper
#> 1455 jun 71 1 -1 0 unknown 0 upper
#> 1456 may 105 1 -1 0 unknown 0 upper
#> 1457 may 189 2 -1 0 unknown 0 upper
#> 1458 feb 128 2 -1 0 unknown 0 upper
#> 1459 jul 321 2 -1 0 unknown 0 upper
#> 1460 nov 36 1 -1 0 unknown 0 upper
#> 1461 jul 58 2 -1 0 unknown 0 upper
#> 1462 aug 121 4 -1 0 unknown 0 upper
#> 1463 jul 287 2 181 1 success 1 upper
#> 1464 jun 310 4 -1 0 unknown 0 upper
#> 1465 jun 115 1 -1 0 unknown 0 unknown
#> 1466 may 71 3 -1 0 unknown 0 primary
#> 1467 aug 328 1 -1 0 unknown 0 upper
#> 1468 sep 9 1 -1 0 unknown 0 upper
#> 1469 nov 91 3 -1 0 unknown 0 upper
#> 1470 jun 61 23 -1 0 unknown 0 primary
#> 1471 jul 232 3 -1 0 unknown 0 upper
#> 1472 jan 30 1 -1 0 unknown 0 primary
#> 1473 jun 9 28 -1 0 unknown 0 upper
#> 1474 apr 740 3 -1 0 unknown 1 upper
#> 1475 may 105 1 -1 0 unknown 0 upper
#> 1476 may 1730 1 -1 0 unknown 1 upper
#> 1477 apr 462 1 -1 0 unknown 0 primary
#> 1478 may 106 1 -1 0 unknown 0 upper
#> 1479 sep 990 4 -1 0 unknown 0 upper
#> 1480 may 213 4 -1 0 unknown 0 upper
#> 1481 may 154 1 -1 0 unknown 0 primary
#> 1482 jan 58 1 -1 0 unknown 0 upper
#> 1483 jun 157 1 -1 0 unknown 0 upper
#> 1484 may 166 3 -1 0 unknown 0 upper
#> 1485 jun 16 8 -1 0 unknown 0 upper
#> 1486 aug 140 1 -1 0 unknown 0 upper
#> 1487 apr 280 2 -1 0 unknown 0 upper
#> 1488 may 314 3 -1 0 unknown 0 upper
#> 1489 jun 251 3 -1 0 unknown 0 upper
#> 1490 jan 337 4 -1 0 unknown 0 upper
#> 1491 jun 9 5 -1 0 unknown 0 upper
#> 1492 nov 945 2 -1 0 unknown 1 upper
#> 1493 may 120 1 -1 0 unknown 0 upper
#> 1494 may 290 1 -1 0 unknown 0 upper
#> 1495 may 137 1 -1 0 unknown 0 primary
#> 1496 jun 159 1 -1 0 unknown 0 primary
#> 1497 may 22 5 -1 0 unknown 0 primary
#> 1498 aug 88 10 -1 0 unknown 0 upper
#> 1499 jul 127 11 -1 0 unknown 0 upper
#> 1500 feb 140 1 -1 0 unknown 0 upper
#> 1501 may 475 2 -1 0 unknown 0 upper
#> 1502 may 137 2 -1 0 unknown 0 upper
#> 1503 aug 70 1 -1 0 unknown 0 upper
#> 1504 jul 243 3 -1 0 unknown 0 upper
#> 1505 may 206 1 -1 0 unknown 0 upper
#> 1506 may 206 1 -1 0 unknown 0 primary
#> 1507 apr 616 1 -1 0 unknown 1 upper
#> 1508 may 456 2 -1 0 unknown 0 upper
#> 1509 aug 74 1 -1 0 unknown 0 upper
#> 1510 mar 282 2 -1 0 unknown 0 upper
#> 1511 aug 472 6 -1 0 unknown 1 primary
#> 1512 may 360 1 -1 0 unknown 0 upper
#> 1513 may 440 1 -1 0 unknown 0 upper
#> 1514 jul 236 3 -1 0 unknown 0 upper
#> 1515 oct 167 1 -1 0 unknown 0 upper
#> 1516 may 472 2 351 1 failure 0 upper
#> 1517 apr 396 3 151 4 other 0 upper
#> 1518 jul 400 1 -1 0 unknown 0 upper
#> 1519 nov 1032 10 115 3 failure 0 upper
#> 1520 aug 629 7 -1 0 unknown 0 upper
#> 1521 jul 167 1 -1 0 unknown 0 primary
#> 1522 oct 59 1 104 3 failure 0 upper
#> 1523 jun 346 3 -1 0 unknown 0 unknown
#> 1524 jul 93 1 -1 0 unknown 0 upper
#> 1525 nov 215 2 -1 0 unknown 0 upper
#> 1526 jul 158 5 -1 0 unknown 0 upper
#> 1527 nov 217 3 -1 0 unknown 0 primary
#> 1528 oct 255 4 185 2 failure 1 primary
#> 1529 jul 301 1 -1 0 unknown 0 upper
#> 1530 may 166 4 -1 0 unknown 0 upper
#> 1531 may 525 1 -1 0 unknown 1 unknown
#> 1532 may 297 1 -1 0 unknown 0 upper
#> 1533 may 170 1 -1 0 unknown 0 upper
#> 1534 feb 208 1 -1 0 unknown 0 upper
#> 1535 nov 1122 4 -1 0 unknown 1 primary
#> 1536 may 32 2 -1 0 unknown 0 upper
#> 1537 may 1697 2 -1 0 unknown 1 upper
#> 1538 aug 173 8 -1 0 unknown 0 upper
#> 1539 jul 783 3 -1 0 unknown 0 primary
#> 1540 jul 65 2 -1 0 unknown 0 upper
#> 1541 nov 156 4 -1 0 unknown 0 primary
#> 1542 may 203 1 -1 0 unknown 0 upper
#> 1543 jul 184 6 -1 0 unknown 0 upper
#> 1544 mar 220 3 -1 0 unknown 1 upper
#> 1545 may 88 3 -1 0 unknown 0 upper
#> 1546 may 349 3 -1 0 unknown 0 upper
#> 1547 oct 76 2 -1 0 unknown 0 primary
#> 1548 jul 73 1 -1 0 unknown 0 primary
#> 1549 jun 119 2 -1 0 unknown 0 upper
#> 1550 jun 139 1 -1 0 unknown 0 upper
#> 1551 aug 389 4 -1 0 unknown 0 upper
#> 1552 jun 96 6 -1 0 unknown 0 primary
#> 1553 feb 190 2 280 8 failure 1 upper
#> 1554 nov 197 4 30 1 failure 0 upper
#> 1555 aug 240 2 -1 0 unknown 0 primary
#> 1556 jun 165 2 -1 0 unknown 0 upper
#> 1557 may 124 2 -1 0 unknown 0 upper
#> 1558 may 631 1 344 1 success 0 primary
#> 1559 feb 308 1 213 1 other 0 primary
#> 1560 jan 287 5 285 5 success 1 primary
#> 1561 may 260 5 -1 0 unknown 0 upper
#> 1562 may 245 3 -1 0 unknown 0 upper
#> 1563 may 1349 8 -1 0 unknown 1 primary
#> 1564 jul 71 1 -1 0 unknown 0 upper
#> 1565 aug 24 30 -1 0 unknown 0 upper
#> 1566 nov 55 2 -1 0 unknown 0 unknown
#> 1567 jul 506 1 -1 0 unknown 0 upper
#> 1568 jun 295 1 287 4 success 1 primary
#> 1569 may 51 1 -1 0 unknown 0 primary
#> 1570 may 106 1 -1 0 unknown 0 primary
#> 1571 jul 55 1 -1 0 unknown 0 upper
#> 1572 may 54 2 -1 0 unknown 0 primary
#> 1573 feb 138 2 92 2 success 1 upper
#> 1574 jan 120 1 -1 0 unknown 0 upper
#> 1575 jun 29 2 -1 0 unknown 0 primary
#> 1576 may 230 2 -1 0 unknown 0 upper
#> 1577 may 168 1 -1 0 unknown 0 unknown
#> 1578 feb 578 1 -1 0 unknown 1 primary
#> 1579 feb 182 2 -1 0 unknown 0 upper
#> 1580 jul 73 3 -1 0 unknown 0 upper
#> 1581 may 345 1 -1 0 unknown 0 upper
#> 1582 apr 263 1 -1 0 unknown 0 unknown
#> 1583 may 208 1 -1 0 unknown 0 primary
#> 1584 feb 228 2 -1 0 unknown 0 upper
#> 1585 may 640 1 -1 0 unknown 1 upper
#> 1586 jul 1697 1 -1 0 unknown 0 upper
#> 1587 may 265 7 -1 0 unknown 0 primary
#> 1588 jan 410 2 -1 0 unknown 0 upper
#> 1589 jul 83 4 -1 0 unknown 0 primary
#> 1590 jun 404 13 -1 0 unknown 0 primary
#> 1591 jun 69 2 -1 0 unknown 0 upper
#> 1592 may 133 1 -1 0 unknown 0 upper
#> 1593 jan 468 2 -1 0 unknown 0 upper
#> 1594 jun 17 3 -1 0 unknown 0 upper
#> 1595 may 174 1 359 2 other 0 primary
#> 1596 may 435 1 -1 0 unknown 0 upper
#> 1597 may 125 1 368 4 failure 0 upper
#> 1598 may 215 2 -1 0 unknown 0 primary
#> 1599 aug 195 10 -1 0 unknown 0 upper
#> 1600 nov 1735 2 -1 0 unknown 0 upper
#> 1601 jun 20 3 -1 0 unknown 0 upper
#> 1602 may 510 1 -1 0 unknown 0 upper
#> 1603 aug 102 4 -1 0 unknown 0 upper
#> 1604 may 1347 2 363 1 failure 1 upper
#> 1605 may 158 3 -1 0 unknown 0 upper
#> 1606 may 158 1 -1 0 unknown 0 upper
#> 1607 may 161 2 -1 0 unknown 0 primary
#> 1608 feb 541 1 -1 0 unknown 0 upper
#> 1609 may 48 1 -1 0 unknown 0 upper
#> 1610 dec 10 1 -1 0 unknown 0 upper
#> 1611 aug 996 1 -1 0 unknown 1 primary
#> 1612 nov 194 4 188 8 other 0 upper
#> 1613 nov 223 1 96 2 failure 0 upper
#> 1614 may 473 1 -1 0 unknown 0 upper
#> 1615 aug 433 3 -1 0 unknown 0 upper
#> 1616 aug 322 7 -1 0 unknown 0 upper
#> 1617 feb 99 1 93 3 success 0 upper
#> 1618 apr 20 2 238 2 failure 0 upper
#> 1619 jul 296 1 -1 0 unknown 0 upper
#> 1620 nov 112 1 -1 0 unknown 0 upper
#> 1621 may 171 4 -1 0 unknown 0 upper
#> 1622 jul 129 2 -1 0 unknown 0 primary
#> 1623 nov 180 1 185 2 failure 0 upper
#> 1624 may 71 3 -1 0 unknown 0 upper
#> 1625 apr 315 1 182 2 success 1 upper
#> 1626 aug 142 4 -1 0 unknown 0 upper
#> 1627 may 396 3 -1 0 unknown 0 upper
#> 1628 may 7 1 -1 0 unknown 0 upper
#> 1629 may 230 4 -1 0 unknown 0 upper
#> 1630 jul 192 3 -1 0 unknown 0 upper
#> 1631 jul 67 1 -1 0 unknown 0 upper
#> 1632 jun 16 8 -1 0 unknown 0 upper
#> 1633 jun 151 2 -1 0 unknown 0 upper
#> 1634 apr 399 1 -1 0 unknown 0 upper
#> 1635 may 133 2 -1 0 unknown 0 upper
#> 1636 aug 253 1 -1 0 unknown 0 unknown
#> 1637 jun 181 1 -1 0 unknown 0 primary
#> 1638 may 156 5 297 1 other 0 upper
#> 1639 jul 808 5 -1 0 unknown 0 upper
#> 1640 jul 368 2 -1 0 unknown 0 upper
#> 1641 jun 466 2 -1 0 unknown 0 unknown
#> 1642 jun 747 2 -1 0 unknown 1 upper
#> 1643 jan 368 1 -1 0 unknown 0 upper
#> 1644 jul 625 1 -1 0 unknown 1 upper
#> 1645 aug 103 4 -1 0 unknown 0 primary
#> 1646 aug 300 3 -1 0 unknown 0 upper
#> 1647 apr 1187 2 320 2 success 0 primary
#> 1648 aug 310 2 -1 0 unknown 0 primary
#> 1649 aug 324 3 -1 0 unknown 0 upper
#> 1650 jul 57 3 -1 0 unknown 0 upper
#> 1651 nov 564 2 183 1 failure 0 upper
#> 1652 may 83 2 -1 0 unknown 0 upper
#> 1653 jul 123 1 -1 0 unknown 0 upper
#> 1654 aug 145 10 -1 0 unknown 0 upper
#> 1655 apr 221 2 267 3 other 0 upper
#> 1656 jun 203 2 -1 0 unknown 0 upper
#> 1657 jan 653 3 -1 0 unknown 0 upper
#> 1658 may 385 1 -1 0 unknown 0 upper
#> 1659 may 133 1 -1 0 unknown 0 upper
#> 1660 jul 112 1 -1 0 unknown 0 upper
#> 1661 jun 85 3 -1 0 unknown 0 primary
#> 1662 jun 113 2 -1 0 unknown 0 primary
#> 1663 apr 223 1 -1 0 unknown 0 primary
#> 1664 jul 126 1 -1 0 unknown 0 upper
#> 1665 may 526 3 179 3 success 1 upper
#> 1666 nov 80 2 -1 0 unknown 0 unknown
#> 1667 aug 71 1 -1 0 unknown 0 upper
#> 1668 may 62 3 -1 0 unknown 0 upper
#> 1669 may 698 1 -1 0 unknown 0 upper
#> 1670 jul 69 4 -1 0 unknown 0 upper
#> 1671 jun 127 4 -1 0 unknown 0 upper
#> 1672 may 19 4 374 1 other 0 upper
#> 1673 may 507 2 -1 0 unknown 0 upper
#> 1674 jul 252 1 -1 0 unknown 0 upper
#> 1675 jul 152 4 -1 0 unknown 0 upper
#> 1676 aug 126 1 -1 0 unknown 0 upper
#> 1677 feb 226 2 -1 0 unknown 0 upper
#> 1678 aug 255 2 -1 0 unknown 0 upper
#> 1679 aug 190 1 -1 0 unknown 0 upper
#> 1680 jul 107 2 -1 0 unknown 0 upper
#> 1681 nov 204 1 -1 0 unknown 1 upper
#> 1682 may 320 3 371 2 failure 0 upper
#> 1683 may 78 2 -1 0 unknown 0 upper
#> 1684 apr 728 1 316 3 other 0 upper
#> 1685 may 418 1 -1 0 unknown 0 upper
#> 1686 jan 76 2 -1 0 unknown 0 upper
#> 1687 apr 317 1 363 2 success 1 upper
#> 1688 jul 142 2 -1 0 unknown 0 primary
#> 1689 nov 80 5 198 2 failure 0 upper
#> 1690 may 188 2 -1 0 unknown 0 upper
#> 1691 nov 392 3 -1 0 unknown 0 upper
#> 1692 jul 166 1 -1 0 unknown 0 upper
#> 1693 jul 344 3 -1 0 unknown 0 upper
#> 1694 may 138 2 -1 0 unknown 0 unknown
#> 1695 aug 134 3 194 1 failure 0 upper
#> 1696 jul 116 1 301 1 other 0 upper
#> 1697 feb 38 8 -1 0 unknown 0 upper
#> 1698 jul 728 8 -1 0 unknown 0 upper
#> 1699 may 20 1 342 1 failure 0 upper
#> 1700 nov 77 1 127 3 failure 0 upper
#> 1701 jul 218 3 -1 0 unknown 0 upper
#> 1702 jun 291 3 -1 0 unknown 0 upper
#> 1703 may 92 3 -1 0 unknown 0 upper
#> 1704 may 850 1 -1 0 unknown 1 primary
#> 1705 may 2260 2 -1 0 unknown 0 upper
#> 1706 may 139 2 -1 0 unknown 0 upper
#> 1707 jul 127 1 -1 0 unknown 0 upper
#> 1708 nov 281 2 195 6 failure 0 primary
#> 1709 feb 19 6 -1 0 unknown 0 upper
#> 1710 apr 137 1 333 2 other 0 upper
#> 1711 may 85 2 -1 0 unknown 0 primary
#> 1712 aug 147 3 -1 0 unknown 0 primary
#> 1713 oct 408 2 -1 0 unknown 0 upper
#> 1714 jun 154 3 -1 0 unknown 0 upper
#> 1715 jul 779 2 -1 0 unknown 0 upper
#> 1716 may 204 1 -1 0 unknown 0 upper
#> 1717 aug 473 6 -1 0 unknown 1 upper
#> 1718 may 125 1 -1 0 unknown 0 upper
#> 1719 may 101 1 -1 0 unknown 0 primary
#> 1720 jul 662 1 -1 0 unknown 0 upper
#> 1721 aug 260 7 -1 0 unknown 0 upper
#> 1722 may 103 1 363 1 failure 0 upper
#> 1723 may 136 2 -1 0 unknown 0 upper
#> 1724 jul 159 6 -1 0 unknown 0 upper
#> 1725 may 32 2 -1 0 unknown 0 upper
#> 1726 may 129 2 -1 0 unknown 0 upper
#> 1727 sep 173 1 -1 0 unknown 0 primary
#> 1728 aug 128 2 -1 0 unknown 0 upper
#> 1729 jan 1232 1 -1 0 unknown 1 upper
#> 1730 may 260 3 -1 0 unknown 0 upper
#> 1731 nov 167 5 -1 0 unknown 0 upper
#> 1732 feb 255 3 -1 0 unknown 0 upper
#> 1733 jun 973 2 -1 0 unknown 1 primary
#> 1734 feb 266 2 -1 0 unknown 0 upper
#> 1735 jul 121 1 -1 0 unknown 0 upper
#> 1736 may 111 1 -1 0 unknown 0 upper
#> 1737 jun 92 2 -1 0 unknown 0 primary
#> 1738 jul 287 2 -1 0 unknown 0 upper
#> 1739 nov 141 2 -1 0 unknown 0 upper
#> 1740 aug 23 9 -1 0 unknown 0 upper
#> 1741 apr 5 3 150 6 failure 0 upper
#> 1742 aug 222 3 182 4 success 1 upper
#> 1743 may 178 1 -1 0 unknown 0 upper
#> 1744 may 45 1 -1 0 unknown 0 upper
#> 1745 may 419 1 360 4 failure 0 upper
#> 1746 may 156 1 -1 0 unknown 0 upper
#> 1747 jul 104 2 -1 0 unknown 0 upper
#> 1748 aug 51 2 -1 0 unknown 0 upper
#> 1749 aug 44 12 -1 0 unknown 0 upper
#> 1750 may 701 1 362 1 success 1 primary
#> 1751 jun 252 1 -1 0 unknown 0 upper
#> 1752 may 93 2 -1 0 unknown 0 upper
#> 1753 jun 690 1 -1 0 unknown 1 upper
#> 1754 may 62 2 -1 0 unknown 0 upper
#> 1755 may 103 2 -1 0 unknown 0 upper
#> 1756 apr 61 3 -1 0 unknown 0 upper
#> 1757 may 241 1 -1 0 unknown 0 upper
#> 1758 jul 209 1 -1 0 unknown 0 upper
#> 1759 apr 627 5 -1 0 unknown 0 upper
#> 1760 may 26 1 174 2 failure 0 upper
#> 1761 jun 231 12 -1 0 unknown 0 upper
#> 1762 aug 1363 1 -1 0 unknown 1 upper
#> 1763 may 78 3 -1 0 unknown 0 primary
#> 1764 may 295 2 -1 0 unknown 0 upper
#> 1765 jan 273 1 -1 0 unknown 0 upper
#> 1766 apr 375 1 -1 0 unknown 1 upper
#> 1767 mar 88 3 -1 0 unknown 0 upper
#> 1768 may 83 2 -1 0 unknown 0 primary
#> 1769 aug 350 6 -1 0 unknown 0 upper
#> 1770 may 146 1 -1 0 unknown 0 upper
#> 1771 jul 183 1 221 2 failure 1 upper
#> 1772 nov 175 1 -1 0 unknown 0 upper
#> 1773 may 198 1 -1 0 unknown 0 upper
#> 1774 may 23 3 346 10 failure 0 unknown
#> 1775 jul 58 1 -1 0 unknown 0 upper
#> 1776 may 1080 5 -1 0 unknown 0 primary
#> 1777 jun 172 1 -1 0 unknown 0 upper
#> 1778 apr 184 1 -1 0 unknown 1 upper
#> 1779 aug 276 3 -1 0 unknown 0 upper
#> 1780 may 208 3 -1 0 unknown 0 upper
#> 1781 may 544 3 -1 0 unknown 0 primary
#> 1782 apr 219 4 -1 0 unknown 0 upper
#> 1783 aug 97 5 -1 0 unknown 0 upper
#> 1784 may 56 2 -1 0 unknown 0 upper
#> 1785 aug 111 2 -1 0 unknown 0 upper
#> 1786 feb 87 2 265 3 other 0 upper
#> 1787 may 42 1 -1 0 unknown 0 upper
#> 1788 jun 21 37 -1 0 unknown 0 primary
#> 1789 jun 175 2 -1 0 unknown 0 upper
#> 1790 jul 109 3 -1 0 unknown 0 upper
#> 1791 nov 92 2 -1 0 unknown 0 upper
#> 1792 may 151 4 171 11 other 0 upper
#> 1793 may 55 1 -1 0 unknown 0 upper
#> 1794 apr 179 3 -1 0 unknown 0 upper
#> 1795 aug 283 1 -1 0 unknown 0 upper
#> 1796 sep 20 1 478 2 other 0 upper
#> 1797 nov 354 2 -1 0 unknown 0 upper
#> 1798 feb 11 7 -1 0 unknown 0 upper
#> 1799 apr 1463 2 -1 0 unknown 1 upper
#> 1800 may 695 2 -1 0 unknown 0 upper
#> 1801 may 235 2 -1 0 unknown 0 upper
#> 1802 may 119 2 -1 0 unknown 0 upper
#> 1803 aug 305 1 91 2 other 0 upper
#> 1804 nov 124 1 175 1 failure 0 upper
#> 1805 may 167 1 -1 0 unknown 0 upper
#> 1806 may 859 2 -1 0 unknown 0 upper
#> 1807 may 362 2 307 1 failure 0 unknown
#> 1808 feb 93 1 -1 0 unknown 0 upper
#> 1809 aug 73 15 -1 0 unknown 0 upper
#> 1810 may 130 4 -1 0 unknown 0 primary
#> 1811 aug 102 1 105 1 success 0 upper
#> 1812 apr 550 1 325 1 other 0 upper
#> 1813 nov 203 1 -1 0 unknown 0 upper
#> 1814 aug 192 1 193 1 success 1 upper
#> 1815 may 764 4 -1 0 unknown 0 upper
#> 1816 jul 139 1 -1 0 unknown 0 primary
#> 1817 jul 73 7 -1 0 unknown 0 upper
#> 1818 may 599 1 306 4 success 0 unknown
#> 1819 nov 133 1 -1 0 unknown 0 upper
#> 1820 jul 191 3 -1 0 unknown 0 unknown
#> 1821 may 105 1 -1 0 unknown 0 upper
#> 1822 aug 193 2 -1 0 unknown 0 upper
#> 1823 may 174 2 -1 0 unknown 0 upper
#> 1824 feb 511 3 183 6 success 1 upper
#> 1825 nov 59 1 -1 0 unknown 0 primary
#> 1826 may 91 1 -1 0 unknown 0 upper
#> 1827 nov 91 2 -1 0 unknown 0 upper
#> 1828 nov 231 1 96 2 other 0 upper
#> 1829 nov 210 3 -1 0 unknown 0 upper
#> 1830 jun 333 15 -1 0 unknown 0 upper
#> 1831 apr 335 2 -1 0 unknown 0 upper
#> 1832 jul 936 1 -1 0 unknown 0 upper
#> 1833 jul 434 4 -1 0 unknown 0 upper
#> 1834 aug 629 4 -1 0 unknown 0 upper
#> 1835 may 128 1 -1 0 unknown 0 upper
#> 1836 jul 235 2 -1 0 unknown 0 upper
#> 1837 jan 379 1 192 1 failure 0 upper
#> 1838 aug 281 2 -1 0 unknown 0 upper
#> 1839 aug 249 1 104 1 success 0 primary
#> 1840 aug 26 10 -1 0 unknown 0 primary
#> 1841 jun 148 1 -1 0 unknown 0 upper
#> 1842 jul 182 1 -1 0 unknown 0 upper
#> 1843 jul 54 7 -1 0 unknown 0 upper
#> 1844 may 644 2 -1 0 unknown 0 upper
#> 1845 may 107 1 -1 0 unknown 0 upper
#> 1846 jun 565 3 -1 0 unknown 0 upper
#> 1847 oct 168 2 -1 0 unknown 0 upper
#> 1848 jul 59 1 -1 0 unknown 0 upper
#> 1849 jun 521 11 -1 0 unknown 0 upper
#> 1850 aug 119 3 -1 0 unknown 0 primary
#> 1851 mar 192 1 185 2 success 1 upper
#> 1852 aug 179 4 -1 0 unknown 0 unknown
#> 1853 may 98 1 77 5 failure 0 upper
#> 1854 may 225 2 -1 0 unknown 0 upper
#> 1855 nov 611 3 -1 0 unknown 0 primary
#> 1856 may 281 15 -1 0 unknown 0 upper
#> 1857 jan 427 1 -1 0 unknown 0 upper
#> 1858 apr 181 2 270 2 failure 0 upper
#> 1859 jul 70 5 -1 0 unknown 0 upper
#> 1860 jun 348 1 -1 0 unknown 0 upper
#> 1861 jun 266 10 -1 0 unknown 0 unknown
#> 1862 jul 514 5 -1 0 unknown 1 upper
#> 1863 may 224 1 370 2 failure 0 primary
#> 1864 may 88 2 -1 0 unknown 0 upper
#> 1865 apr 72 1 -1 0 unknown 0 upper
#> 1866 may 173 1 -1 0 unknown 0 upper
#> 1867 nov 230 1 -1 0 unknown 0 upper
#> 1868 apr 156 1 -1 0 unknown 0 upper
#> 1869 jun 11 15 -1 0 unknown 0 primary
#> 1870 apr 173 2 -1 0 unknown 0 primary
#> 1871 apr 167 1 350 1 failure 0 unknown
#> 1872 jul 132 7 -1 0 unknown 0 upper
#> 1873 may 110 1 -1 0 unknown 0 upper
#> 1874 mar 294 1 274 2 failure 0 upper
#> 1875 aug 202 1 -1 0 unknown 0 upper
#> 1876 jun 10 2 -1 0 unknown 0 primary
#> 1877 jul 1037 24 -1 0 unknown 0 upper
#> 1878 may 155 2 -1 0 unknown 0 upper
#> 1879 feb 480 2 189 1 failure 0 primary
#> 1880 jun 505 1 -1 0 unknown 0 upper
#> 1881 aug 904 6 -1 0 unknown 1 upper
#> 1882 apr 765 3 -1 0 unknown 0 primary
#> 1883 aug 448 5 -1 0 unknown 0 upper
#> 1884 nov 114 1 170 3 failure 1 upper
#> 1885 jan 246 1 -1 0 unknown 0 upper
#> 1886 jun 604 6 -1 0 unknown 0 upper
#> 1887 jun 80 1 92 1 failure 0 upper
#> 1888 jun 362 3 -1 0 unknown 0 upper
#> 1889 aug 166 2 -1 0 unknown 0 upper
#> 1890 jun 282 2 385 1 success 1 unknown
#> 1891 may 123 1 -1 0 unknown 0 upper
#> 1892 jun 109 1 -1 0 unknown 0 upper
#> 1893 nov 68 1 -1 0 unknown 0 upper
#> 1894 nov 53 1 -1 0 unknown 0 primary
#> 1895 jun 97 4 -1 0 unknown 0 upper
#> 1896 may 751 3 -1 0 unknown 1 primary
#> 1897 jul 154 1 -1 0 unknown 0 unknown
#> 1898 nov 106 1 -1 0 unknown 0 primary
#> 1899 aug 428 2 -1 0 unknown 0 upper
#> 1900 may 228 2 -1 0 unknown 0 unknown
#> 1901 jul 347 5 -1 0 unknown 0 primary
#> 1902 nov 87 1 -1 0 unknown 0 upper
#> 1903 jul 413 1 -1 0 unknown 0 upper
#> 1904 may 170 2 -1 0 unknown 0 upper
#> 1905 may 211 2 -1 0 unknown 0 primary
#> 1906 apr 143 4 -1 0 unknown 0 primary
#> 1907 may 219 2 -1 0 unknown 0 upper
#> 1908 may 188 2 -1 0 unknown 0 primary
#> 1909 aug 305 1 179 5 other 0 upper
#> 1910 may 313 1 -1 0 unknown 0 upper
#> 1911 nov 285 3 116 4 failure 0 upper
#> 1912 jan 771 1 -1 0 unknown 1 upper
#> 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
#> 1916 may 52 1 -1 0 unknown 0 upper
#> 1917 aug 561 1 435 3 failure 1 upper
#> 1918 may 33 1 -1 0 unknown 0 upper
#> 1919 jun 36 2 -1 0 unknown 0 primary
#> 1920 feb 35 3 -1 0 unknown 0 primary
#> 1921 jul 47 2 -1 0 unknown 0 upper
#> 1922 jun 269 1 -1 0 unknown 0 primary
#> 1923 may 218 2 211 4 success 0 upper
#> 1924 nov 119 2 171 1 failure 0 upper
#> 1925 may 348 1 -1 0 unknown 0 upper
#> 1926 may 100 1 -1 0 unknown 0 upper
#> 1927 jan 88 2 -1 0 unknown 0 primary
#> 1928 apr 273 2 254 2 failure 0 upper
#> 1929 may 54 1 -1 0 unknown 0 upper
#> 1930 may 161 1 100 3 success 0 upper
#> 1931 aug 146 2 -1 0 unknown 0 upper
#> 1932 jul 211 3 -1 0 unknown 0 upper
#> 1933 may 552 3 -1 0 unknown 1 upper
#> 1934 jul 400 2 -1 0 unknown 0 upper
#> 1935 jun 366 1 -1 0 unknown 0 upper
#> 1936 feb 8 7 189 18 other 0 upper
#> 1937 may 57 2 -1 0 unknown 0 upper
#> 1938 oct 167 3 -1 0 unknown 0 primary
#> 1939 aug 36 3 -1 0 unknown 0 primary
#> 1940 feb 150 4 -1 0 unknown 0 upper
#> 1941 jun 187 1 20 1 other 1 upper
#> 1942 jul 226 1 -1 0 unknown 0 upper
#> 1943 sep 799 2 -1 0 unknown 1 upper
#> 1944 may 178 7 365 5 other 0 upper
#> 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
#> 2364 jun 327 1 -1 0 unknown 0 unknown
#> 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
#> 2403 jul 114 1 -1 0 unknown 0 upper
#> 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
#> 2496 may 84 1 282 4 failure 0 upper
#> 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
#> 2535 nov 266 2 -1 0 unknown 0 upper
#> 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
#> 2540 may 246 1 -1 0 unknown 0 primary
#> 2541 jul 297 1 -1 0 unknown 0 unknown
#> 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
#> 2569 feb 410 1 -1 0 unknown 0 upper
#> 2570 feb 91 1 -1 0 unknown 0 upper
#> 2571 apr 52 1 -1 0 unknown 0 upper
#> 2572 jul 500 2 -1 0 unknown 0 upper
#> 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
#> 2578 aug 199 1 -1 0 unknown 1 upper
#> 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
#> 2597 may 49 1 -1 0 unknown 0 upper
#> 2598 jun 227 1 -1 0 unknown 0 primary
#> 2599 may 412 1 -1 0 unknown 0 upper
#> 2600 may 480 1 -1 0 unknown 0 upper
#> 2601 aug 8 10 -1 0 unknown 0 upper
#> 2602 may 147 2 -1 0 unknown 0 upper
#> 2603 may 259 3 353 3 failure 0 primary
#> 2604 jul 49 4 -1 0 unknown 0 upper
#> 2605 may 877 2 345 5 failure 0 upper
#> 2606 feb 112 5 94 15 success 0 primary
#> 2607 jun 100 3 -1 0 unknown 0 upper
#> 2608 may 148 4 -1 0 unknown 0 primary
#> 2609 aug 61 4 -1 0 unknown 0 upper
#> 2610 aug 229 2 -1 0 unknown 0 upper
#> 2611 aug 65 6 -1 0 unknown 0 upper
#> 2612 feb 702 2 189 2 failure 0 primary
#> 2613 jul 184 3 -1 0 unknown 0 upper
#> 2614 feb 61 1 275 1 failure 0 upper
#> 2615 may 109 3 -1 0 unknown 0 upper
#> 2616 jun 453 1 -1 0 unknown 0 upper
#> 2617 may 327 2 -1 0 unknown 0 upper
#> 2618 aug 152 2 -1 0 unknown 0 upper
#> 2619 feb 430 1 -1 0 unknown 1 upper
#> 2620 nov 653 1 -1 0 unknown 1 upper
#> 2621 may 88 5 -1 0 unknown 0 unknown
#> 2622 may 354 2 335 3 other 0 upper
#> 2623 apr 124 1 -1 0 unknown 0 upper
#> 2624 may 145 1 365 2 failure 0 upper
#> 2625 nov 39 4 182 3 failure 0 upper
#> 2626 may 34 9 -1 0 unknown 0 unknown
#> 2627 nov 103 1 -1 0 unknown 0 unknown
#> 2628 nov 305 2 -1 0 unknown 0 upper
#> 2629 nov 188 1 -1 0 unknown 0 upper
#> 2630 feb 43 1 261 3 failure 0 primary
#> 2631 may 154 2 350 1 failure 0 unknown
#> 2632 jun 181 1 320 1 other 0 upper
#> 2633 may 38 7 332 6 failure 0 primary
#> 2634 feb 1019 2 -1 0 unknown 1 upper
#> 2635 may 206 2 -1 0 unknown 0 upper
#> 2636 jul 541 7 -1 0 unknown 0 upper
#> 2637 aug 82 2 -1 0 unknown 0 upper
#> 2638 aug 180 2 -1 0 unknown 0 upper
#> 2639 aug 76 8 -1 0 unknown 0 primary
#> 2640 aug 123 2 -1 0 unknown 0 upper
#> 2641 may 1059 2 -1 0 unknown 1 primary
#> 2642 jun 108 2 -1 0 unknown 0 upper
#> 2643 nov 120 1 -1 0 unknown 0 upper
#> 2644 aug 227 3 -1 0 unknown 0 upper
#> 2645 aug 239 4 -1 0 unknown 0 upper
#> 2646 may 597 3 -1 0 unknown 0 unknown
#> 2647 jan 58 1 266 1 failure 0 upper
#> 2648 nov 412 1 -1 0 unknown 0 upper
#> 2649 aug 93 9 -1 0 unknown 0 upper
#> 2650 nov 324 1 172 1 failure 0 upper
#> 2651 nov 149 4 186 1 other 0 upper
#> 2652 jun 64 1 -1 0 unknown 0 upper
#> 2653 jul 108 2 -1 0 unknown 0 upper
#> 2654 jul 44 7 -1 0 unknown 0 unknown
#> 2655 aug 151 1 -1 0 unknown 0 upper
#> 2656 jun 8 6 -1 0 unknown 0 upper
#> 2657 may 98 1 -1 0 unknown 0 primary
#> 2658 aug 79 4 -1 0 unknown 0 upper
#> 2659 may 99 1 -1 0 unknown 0 upper
#> 2660 may 276 1 -1 0 unknown 0 upper
#> 2661 nov 7 5 -1 0 unknown 0 upper
#> 2662 jun 680 2 -1 0 unknown 0 upper
#> 2663 jun 364 13 -1 0 unknown 0 upper
#> 2664 may 212 1 -1 0 unknown 0 upper
#> 2665 jun 689 3 -1 0 unknown 0 upper
#> 2666 jun 171 2 -1 0 unknown 0 upper
#> 2667 jun 102 3 -1 0 unknown 0 upper
#> 2668 aug 138 1 -1 0 unknown 0 upper
#> 2669 jul 483 2 -1 0 unknown 0 upper
#> 2670 may 467 4 -1 0 unknown 0 primary
#> 2671 nov 74 2 110 4 failure 0 upper
#> 2672 aug 88 2 -1 0 unknown 0 upper
#> 2673 feb 245 4 -1 0 unknown 0 upper
#> 2674 jun 142 2 -1 0 unknown 0 upper
#> 2675 feb 110 1 -1 0 unknown 0 primary
#> 2676 jun 20 5 -1 0 unknown 0 upper
#> 2677 jan 78 2 -1 0 unknown 0 upper
#> 2678 apr 71 2 345 2 success 0 upper
#> 2679 jun 77 5 -1 0 unknown 0 upper
#> 2680 aug 97 4 -1 0 unknown 0 upper
#> 2681 feb 206 3 -1 0 unknown 0 upper
#> 2682 jul 156 4 -1 0 unknown 0 upper
#> 2683 may 700 4 92 7 success 1 primary
#> 2684 apr 251 1 -1 0 unknown 0 upper
#> 2685 may 172 5 371 5 failure 0 upper
#> 2686 jul 161 1 -1 0 unknown 0 upper
#> 2687 may 69 1 260 6 failure 0 upper
#> 2688 dec 170 1 -1 0 unknown 0 upper
#> 2689 oct 287 1 -1 0 unknown 1 upper
#> 2690 jun 254 1 96 2 failure 0 upper
#> 2691 jun 91 2 -1 0 unknown 0 upper
#> 2692 jul 23 16 -1 0 unknown 0 upper
#> 2693 aug 90 1 91 1 failure 0 upper
#> 2694 jul 117 3 -1 0 unknown 0 upper
#> 2695 jun 304 2 -1 0 unknown 0 upper
#> 2696 nov 342 2 120 4 failure 0 upper
#> 2697 may 129 5 -1 0 unknown 0 upper
#> 2698 jul 560 1 -1 0 unknown 1 primary
#> 2699 may 75 1 -1 0 unknown 0 unknown
#> 2700 jun 245 1 -1 0 unknown 0 primary
#> 2701 feb 64 1 -1 0 unknown 0 primary
#> 2702 jul 132 3 -1 0 unknown 0 upper
#> 2703 may 20 11 -1 0 unknown 0 upper
#> 2704 may 157 5 -1 0 unknown 0 upper
#> 2705 may 67 1 -1 0 unknown 0 upper
#> 2706 oct 518 1 147 2 success 1 upper
#> 2707 apr 148 2 -1 0 unknown 0 upper
#> 2708 jan 372 1 196 2 success 1 primary
#> 2709 nov 79 1 -1 0 unknown 0 upper
#> 2710 aug 391 3 106 1 failure 1 unknown
#> 2711 jun 94 2 -1 0 unknown 0 unknown
#> 2712 nov 895 1 183 2 failure 0 upper
#> 2713 jun 356 2 -1 0 unknown 0 primary
#> 2714 jun 541 3 -1 0 unknown 1 upper
#> 2715 oct 282 2 -1 0 unknown 1 upper
#> 2716 may 480 2 -1 0 unknown 0 primary
#> 2717 may 258 9 -1 0 unknown 0 primary
#> 2718 may 105 1 -1 0 unknown 0 upper
#> 2719 may 358 2 174 1 failure 0 primary
#> 2720 nov 214 2 174 2 success 0 upper
#> 2721 aug 12 16 -1 0 unknown 0 upper
#> 2722 aug 484 4 -1 0 unknown 0 upper
#> 2723 nov 36 3 -1 0 unknown 0 upper
#> 2724 feb 475 1 -1 0 unknown 0 upper
#> 2725 aug 145 2 -1 0 unknown 0 upper
#> 2726 jun 48 1 -1 0 unknown 0 upper
#> 2727 may 233 1 -1 0 unknown 0 unknown
#> 2728 nov 342 2 -1 0 unknown 0 upper
#> 2729 nov 47 1 -1 0 unknown 0 upper
#> 2730 may 149 1 -1 0 unknown 0 upper
#> 2731 sep 679 1 -1 0 unknown 1 upper
#> 2732 feb 184 2 -1 0 unknown 0 unknown
#> 2733 jul 32 7 -1 0 unknown 0 upper
#> 2734 jun 167 1 -1 0 unknown 0 upper
#> 2735 may 290 2 -1 0 unknown 0 upper
#> 2736 jul 63 1 -1 0 unknown 0 upper
#> 2737 apr 197 1 -1 0 unknown 0 upper
#> 2738 jun 361 3 -1 0 unknown 0 upper
#> 2739 nov 191 2 -1 0 unknown 0 unknown
#> 2740 feb 637 1 183 1 success 1 upper
#> 2741 jul 658 2 -1 0 unknown 1 upper
#> 2742 may 789 3 -1 0 unknown 1 upper
#> 2743 jun 216 2 -1 0 unknown 0 upper
#> 2744 oct 78 3 -1 0 unknown 0 upper
#> 2745 aug 315 1 -1 0 unknown 0 primary
#> 2746 jul 33 31 -1 0 unknown 0 upper
#> 2747 jul 406 4 -1 0 unknown 0 upper
#> 2748 jun 139 2 -1 0 unknown 0 primary
#> 2749 feb 153 1 92 13 success 1 upper
#> 2750 oct 521 2 -1 0 unknown 0 unknown
#> 2751 jul 114 2 -1 0 unknown 0 upper
#> 2752 may 63 2 -1 0 unknown 0 upper
#> 2753 may 39 1 -1 0 unknown 0 upper
#> 2754 apr 44 1 -1 0 unknown 0 upper
#> 2755 may 126 1 -1 0 unknown 0 primary
#> 2756 jan 354 1 197 1 failure 0 upper
#> 2757 jul 117 4 -1 0 unknown 0 unknown
#> 2758 may 15 7 178 1 other 0 upper
#> 2759 aug 300 2 -1 0 unknown 0 upper
#> 2760 may 1534 2 -1 0 unknown 0 upper
#> 2761 aug 211 2 -1 0 unknown 0 unknown
#> 2762 sep 299 1 -1 0 unknown 1 upper
#> 2763 jun 1062 4 -1 0 unknown 0 upper
#> 2764 oct 280 2 97 3 success 0 upper
#> 2765 aug 58 2 -1 0 unknown 0 upper
#> 2766 jul 103 4 -1 0 unknown 0 primary
#> 2767 feb 415 2 272 2 failure 0 primary
#> 2768 nov 163 2 110 15 failure 0 upper
#> 2769 feb 71 1 -1 0 unknown 0 upper
#> 2770 jul 88 3 -1 0 unknown 0 upper
#> 2771 may 127 1 -1 0 unknown 0 upper
#> 2772 may 185 7 -1 0 unknown 0 upper
#> 2773 apr 277 2 333 1 failure 0 upper
#> 2774 aug 711 3 -1 0 unknown 0 upper
#> 2775 jun 142 3 -1 0 unknown 0 unknown
#> 2776 nov 65 3 -1 0 unknown 0 primary
#> 2777 jan 103 2 -1 0 unknown 0 upper
#> 2778 may 152 1 -1 0 unknown 0 upper
#> 2779 feb 71 1 243 3 failure 0 upper
#> 2780 aug 255 1 -1 0 unknown 0 upper
#> 2781 feb 106 4 -1 0 unknown 0 primary
#> 2782 jun 389 1 -1 0 unknown 0 upper
#> 2783 aug 160 6 -1 0 unknown 0 primary
#> 2784 aug 299 3 -1 0 unknown 0 upper
#> 2785 jun 78 7 -1 0 unknown 0 upper
#> 2786 jul 112 1 -1 0 unknown 0 upper
#> 2787 nov 133 3 89 1 failure 0 upper
#> 2788 nov 48 2 -1 0 unknown 0 primary
#> 2789 jun 106 2 -1 0 unknown 0 upper
#> 2790 may 185 4 -1 0 unknown 0 upper
#> 2791 jun 71 12 -1 0 unknown 0 upper
#> 2792 may 229 2 -1 0 unknown 0 primary
#> 2793 aug 115 1 93 2 failure 0 primary
#> 2794 aug 80 10 -1 0 unknown 0 upper
#> 2795 aug 306 4 -1 0 unknown 0 upper
#> 2796 sep 234 1 100 1 failure 1 upper
#> 2797 may 233 2 -1 0 unknown 0 upper
#> 2798 may 197 2 -1 0 unknown 0 upper
#> 2799 may 297 3 -1 0 unknown 0 primary
#> 2800 aug 169 5 -1 0 unknown 0 primary
#> 2801 nov 583 2 -1 0 unknown 0 upper
#> 2802 nov 116 2 -1 0 unknown 0 upper
#> 2803 may 227 9 -1 0 unknown 0 upper
#> 2804 nov 1258 2 122 2 other 1 upper
#> 2805 jun 87 7 -1 0 unknown 0 primary
#> 2806 aug 132 2 -1 0 unknown 0 upper
#> 2807 may 120 1 -1 0 unknown 0 upper
#> 2808 nov 173 1 -1 0 unknown 0 upper
#> 2809 jul 309 1 -1 0 unknown 0 upper
#> 2810 jul 374 3 -1 0 unknown 0 primary
#> 2811 jul 173 6 -1 0 unknown 0 upper
#> 2812 jul 136 1 -1 0 unknown 0 upper
#> 2813 jun 607 2 -1 0 unknown 0 upper
#> 2814 feb 49 6 -1 0 unknown 0 upper
#> 2815 jan 227 1 -1 0 unknown 0 upper
#> 2816 aug 195 1 -1 0 unknown 1 upper
#> 2817 may 181 6 -1 0 unknown 0 primary
#> 2818 may 434 2 -1 0 unknown 0 unknown
#> 2819 mar 59 2 -1 0 unknown 0 unknown
#> 2820 may 50 2 -1 0 unknown 0 upper
#> 2821 may 198 2 88 1 other 0 upper
#> 2822 jul 409 4 -1 0 unknown 0 upper
#> 2823 may 1576 1 -1 0 unknown 0 upper
#> 2824 may 404 1 -1 0 unknown 0 upper
#> 2825 apr 70 1 344 1 failure 0 primary
#> 2826 jun 96 1 -1 0 unknown 0 upper
#> 2827 may 131 2 -1 0 unknown 1 unknown
#> 2828 feb 68 1 -1 0 unknown 0 upper
#> 2829 jul 134 2 -1 0 unknown 0 upper
#> 2830 jul 182 1 -1 0 unknown 0 upper
#> 2831 may 181 2 -1 0 unknown 0 upper
#> 2832 nov 405 2 -1 0 unknown 0 upper
#> 2833 aug 162 3 -1 0 unknown 0 upper
#> 2834 may 186 4 358 11 failure 0 upper
#> 2835 may 96 5 -1 0 unknown 0 upper
#> 2836 may 28 1 -1 0 unknown 0 upper
#> 2837 may 143 1 -1 0 unknown 0 upper
#> 2838 jan 103 3 -1 0 unknown 0 upper
#> 2839 apr 609 2 266 2 failure 0 upper
#> 2840 aug 265 16 -1 0 unknown 0 upper
#> 2841 may 169 1 346 1 failure 0 primary
#> 2842 jun 196 2 -1 0 unknown 0 upper
#> 2843 aug 125 4 -1 0 unknown 0 upper
#> 2844 jul 1130 8 -1 0 unknown 1 upper
#> 2845 aug 295 3 -1 0 unknown 0 upper
#> 2846 aug 153 8 -1 0 unknown 0 upper
#> 2847 nov 454 1 -1 0 unknown 1 upper
#> 2848 may 212 4 312 6 other 0 unknown
#> 2849 may 107 2 -1 0 unknown 0 upper
#> 2850 aug 288 1 181 2 failure 1 upper
#> 2851 may 192 1 -1 0 unknown 0 upper
#> 2852 aug 49 7 -1 0 unknown 0 upper
#> 2853 may 224 1 -1 0 unknown 0 upper
#> 2854 jul 439 1 -1 0 unknown 0 primary
#> 2855 may 133 1 -1 0 unknown 0 upper
#> 2856 may 124 1 -1 0 unknown 0 upper
#> 2857 may 165 2 -1 0 unknown 0 upper
#> 2858 feb 87 2 -1 0 unknown 1 upper
#> 2859 aug 221 12 -1 0 unknown 0 upper
#> 2860 may 129 1 -1 0 unknown 0 upper
#> 2861 sep 175 1 184 2 success 1 upper
#> 2862 may 66 3 -1 0 unknown 0 upper
#> 2863 apr 278 3 -1 0 unknown 1 unknown
#> 2864 jul 138 3 -1 0 unknown 0 upper
#> 2865 may 359 6 -1 0 unknown 0 upper
#> 2866 may 167 1 -1 0 unknown 0 upper
#> 2867 may 341 1 -1 0 unknown 0 upper
#> 2868 apr 339 1 -1 0 unknown 0 upper
#> 2869 may 156 13 -1 0 unknown 0 upper
#> 2870 may 85 16 -1 0 unknown 0 upper
#> 2871 may 637 3 -1 0 unknown 0 upper
#> 2872 aug 129 9 -1 0 unknown 0 upper
#> 2873 aug 358 2 -1 0 unknown 0 upper
#> 2874 feb 20 1 -1 0 unknown 0 upper
#> 2875 aug 142 2 -1 0 unknown 0 upper
#> 2876 aug 141 1 -1 0 unknown 0 upper
#> 2877 jun 174 9 -1 0 unknown 0 upper
#> 2878 nov 10 3 -1 0 unknown 0 upper
#> 2879 jun 307 2 -1 0 unknown 0 unknown
#> 2880 jul 1739 7 -1 0 unknown 0 upper
#> 2881 may 360 1 173 1 other 0 upper
#> 2882 sep 169 1 -1 0 unknown 1 unknown
#> 2883 apr 122 1 338 2 failure 0 primary
#> 2884 jun 130 2 -1 0 unknown 0 upper
#> 2885 may 181 4 -1 0 unknown 0 upper
#> 2886 may 267 3 -1 0 unknown 0 primary
#> 2887 may 115 6 -1 0 unknown 0 upper
#> 2888 jul 105 10 -1 0 unknown 0 upper
#> 2889 nov 213 1 -1 0 unknown 0 primary
#> 2890 jul 195 2 91 10 success 1 upper
#> 2891 jun 131 2 -1 0 unknown 0 upper
#> 2892 aug 126 2 -1 0 unknown 0 upper
#> 2893 oct 301 1 216 2 failure 0 upper
#> 2894 feb 277 1 169 2 failure 0 upper
#> 2895 jul 551 8 -1 0 unknown 0 upper
#> 2896 jul 1127 3 -1 0 unknown 1 upper
#> 2897 aug 103 6 -1 0 unknown 0 upper
#> 2898 nov 222 2 -1 0 unknown 0 upper
#> 2899 nov 153 2 183 2 failure 0 upper
#> 2900 may 173 1 -1 0 unknown 0 upper
#> 2901 may 427 1 -1 0 unknown 1 upper
#> 2902 apr 78 1 84 1 failure 0 upper
#> 2903 jun 108 2 -1 0 unknown 0 upper
#> 2904 feb 335 1 -1 0 unknown 0 upper
#> 2905 may 160 1 -1 0 unknown 0 upper
#> 2906 jul 309 2 -1 0 unknown 0 upper
#> 2907 aug 106 2 -1 0 unknown 0 upper
#> 2908 feb 133 3 5 2 other 0 upper
#> 2909 aug 31 2 -1 0 unknown 0 upper
#> 2910 jul 711 1 -1 0 unknown 0 upper
#> 2911 jul 496 2 182 11 success 1 upper
#> 2912 jun 73 1 -1 0 unknown 0 upper
#> 2913 may 71 5 40 4 failure 0 upper
#> 2914 aug 82 2 -1 0 unknown 0 upper
#> 2915 nov 210 1 93 1 success 1 primary
#> 2916 may 43 1 -1 0 unknown 0 upper
#> 2917 may 798 2 -1 0 unknown 1 upper
#> 2918 jun 237 3 -1 0 unknown 0 upper
#> 2919 aug 82 2 -1 0 unknown 0 upper
#> 2920 may 66 1 359 1 failure 0 upper
#> 2921 feb 841 3 -1 0 unknown 0 upper
#> 2922 may 376 2 -1 0 unknown 0 upper
#> 2923 nov 217 1 70 2 failure 1 upper
#> 2924 nov 76 3 -1 0 unknown 0 upper
#> 2925 oct 216 1 57 1 failure 1 upper
#> 2926 aug 78 2 -1 0 unknown 0 upper
#> 2927 jun 243 1 -1 0 unknown 0 upper
#> 2928 apr 249 1 86 3 failure 0 upper
#> 2929 aug 190 2 -1 0 unknown 0 upper
#> 2930 jun 685 3 -1 0 unknown 1 unknown
#> 2931 jan 430 1 -1 0 unknown 0 upper
#> 2932 may 206 1 -1 0 unknown 0 upper
#> 2933 aug 272 4 -1 0 unknown 0 upper
#> 2934 may 103 3 -1 0 unknown 0 upper
#> 2935 may 123 1 -1 0 unknown 0 upper
#> 2936 may 875 5 -1 0 unknown 0 upper
#> 2937 may 66 1 -1 0 unknown 0 upper
#> 2938 may 153 2 -1 0 unknown 1 upper
#> 2939 aug 204 3 105 1 failure 1 upper
#> 2940 may 300 1 -1 0 unknown 0 upper
#> 2941 may 163 2 -1 0 unknown 0 primary
#> 2942 aug 69 17 -1 0 unknown 0 upper
#> 2943 aug 813 2 -1 0 unknown 0 upper
#> 2944 jul 991 5 -1 0 unknown 1 upper
#> 2945 feb 169 1 191 3 success 1 upper
#> 2946 feb 398 4 189 12 success 0 upper
#> 2947 may 168 1 265 2 failure 0 upper
#> 2948 jan 413 3 -1 0 unknown 0 upper
#> 2949 may 81 9 -1 0 unknown 0 upper
#> 2950 jun 61 2 -1 0 unknown 0 primary
#> 2951 may 102 3 -1 0 unknown 0 upper
#> 2952 jul 15 19 -1 0 unknown 0 upper
#> 2953 jan 404 2 251 6 failure 0 upper
#> 2954 may 239 2 -1 0 unknown 0 upper
#> 2955 jan 150 1 -1 0 unknown 0 upper
#> 2956 nov 640 1 -1 0 unknown 0 upper
#> 2957 may 523 2 363 2 failure 0 upper
#> 2958 may 254 4 -1 0 unknown 0 upper
#> 2959 feb 64 2 -1 0 unknown 0 upper
#> 2960 jul 363 1 -1 0 unknown 0 upper
#> 2961 jun 376 3 -1 0 unknown 0 unknown
#> 2962 may 202 4 -1 0 unknown 0 primary
#> 2963 may 171 1 -1 0 unknown 0 upper
#> 2964 may 333 3 -1 0 unknown 0 upper
#> 2965 jun 232 2 -1 0 unknown 1 upper
#> 2966 apr 766 3 84 3 success 1 upper
#> 2967 feb 439 2 -1 0 unknown 0 upper
#> 2968 jun 53 1 -1 0 unknown 0 primary
#> 2969 may 112 1 -1 0 unknown 0 upper
#> 2970 aug 356 1 -1 0 unknown 0 upper
#> 2971 jun 973 1 -1 0 unknown 1 primary
#> 2972 may 591 1 -1 0 unknown 1 primary
#> 2973 jun 184 1 -1 0 unknown 0 upper
#> 2974 jul 120 11 -1 0 unknown 0 upper
#> 2975 aug 147 10 -1 0 unknown 0 primary
#> 2976 may 125 1 -1 0 unknown 0 upper
#> 2977 may 179 1 -1 0 unknown 0 primary
#> 2978 dec 137 1 122 3 failure 0 upper
#> 2979 sep 961 5 -1 0 unknown 1 primary
#> 2980 may 67 2 -1 0 unknown 0 upper
#> 2981 aug 231 4 -1 0 unknown 0 upper
#> 2982 may 114 3 -1 0 unknown 0 upper
#> 2983 aug 961 4 -1 0 unknown 1 upper
#> 2984 may 171 10 -1 0 unknown 0 upper
#> 2985 aug 744 7 -1 0 unknown 0 upper
#> 2986 may 194 3 -1 0 unknown 0 upper
#> 2987 jun 255 1 -1 0 unknown 1 primary
#> 2988 apr 557 1 -1 0 unknown 0 primary
#> 2989 feb 82 1 244 1 failure 0 primary
#> 2990 may 151 8 -1 0 unknown 0 upper
#> 2991 nov 520 1 -1 0 unknown 0 upper
#> 2992 may 161 1 -1 0 unknown 0 upper
#> 2993 oct 172 1 -1 0 unknown 0 primary
#> 2994 apr 18 1 -1 0 unknown 0 upper
#> 2995 may 512 5 -1 0 unknown 0 upper
#> 2996 aug 203 1 -1 0 unknown 0 upper
#> 2997 jun 263 1 -1 0 unknown 0 primary
#> 2998 oct 112 1 -1 0 unknown 1 upper
#> 2999 jan 118 1 -1 0 unknown 0 primary
#> 3000 feb 149 2 -1 0 unknown 0 upper
#> 3001 may 230 1 -1 0 unknown 0 primary
#> 3002 nov 718 1 -1 0 unknown 0 upper
#> 3003 jun 59 4 -1 0 unknown 0 upper
#> 3004 may 61 1 298 2 failure 0 upper
#> 3005 apr 179 1 334 1 other 0 upper
#> 3006 aug 669 2 -1 0 unknown 1 upper
#> 3007 aug 343 5 -1 0 unknown 0 upper
#> 3008 jun 41 7 -1 0 unknown 0 unknown
#> 3009 jan 423 1 -1 0 unknown 1 upper
#> 3010 apr 445 1 135 3 failure 0 upper
#> 3011 apr 224 1 -1 0 unknown 0 upper
#> 3012 may 408 2 350 1 failure 0 primary
#> 3013 apr 533 1 -1 0 unknown 0 upper
#> 3014 may 444 1 -1 0 unknown 0 upper
#> 3015 oct 181 2 500 1 failure 0 upper
#> 3016 jul 158 2 -1 0 unknown 0 upper
#> 3017 may 131 1 -1 0 unknown 0 primary
#> 3018 may 588 2 -1 0 unknown 0 upper
#> 3019 apr 232 1 335 1 failure 0 primary
#> 3020 jun 212 1 -1 0 unknown 0 upper
#> 3021 jun 348 1 -1 0 unknown 0 upper
#> 3022 jan 138 2 164 4 other 0 upper
#> 3023 may 81 4 -1 0 unknown 0 upper
#> 3024 aug 34 14 -1 0 unknown 0 primary
#> 3025 jun 339 2 -1 0 unknown 0 upper
#> 3026 may 14 3 355 4 other 0 upper
#> 3027 may 349 1 -1 0 unknown 0 upper
#> 3028 feb 88 2 -1 0 unknown 0 upper
#> 3029 may 211 3 -1 0 unknown 0 upper
#> 3030 aug 139 8 -1 0 unknown 0 primary
#> 3031 may 170 2 87 1 failure 0 upper
#> 3032 jul 118 2 -1 0 unknown 0 unknown
#> 3033 apr 326 1 319 1 failure 0 primary
#> 3034 oct 509 1 -1 0 unknown 1 unknown
#> 3035 apr 232 1 147 2 failure 0 upper
#> 3036 jun 114 4 -1 0 unknown 0 upper
#> 3037 jun 87 6 -1 0 unknown 0 upper
#> 3038 jun 138 2 -1 0 unknown 0 primary
#> 3039 may 131 2 -1 0 unknown 0 upper
#> 3040 jun 170 7 -1 0 unknown 0 upper
#> 3041 aug 187 4 -1 0 unknown 0 upper
#> 3042 jul 426 4 -1 0 unknown 0 upper
#> 3043 jun 126 4 -1 0 unknown 0 primary
#> 3044 aug 159 1 -1 0 unknown 0 upper
#> 3045 may 240 2 -1 0 unknown 0 primary
#> 3046 jun 95 1 -1 0 unknown 1 upper
#> 3047 jul 605 1 -1 0 unknown 0 upper
#> 3048 may 449 1 -1 0 unknown 0 upper
#> 3049 may 24 1 -1 0 unknown 0 primary
#> 3050 aug 446 1 -1 0 unknown 0 upper
#> 3051 oct 91 2 -1 0 unknown 0 upper
#> 3052 may 193 2 -1 0 unknown 0 upper
#> 3053 apr 15 2 -1 0 unknown 0 upper
#> 3054 may 14 4 -1 0 unknown 0 primary
#> 3055 may 410 1 -1 0 unknown 0 upper
#> 3056 jun 254 1 -1 0 unknown 0 upper
#> 3057 jul 88 9 -1 0 unknown 0 upper
#> 3058 nov 246 2 -1 0 unknown 0 upper
#> 3059 jun 117 2 -1 0 unknown 0 upper
#> 3060 nov 172 3 -1 0 unknown 0 upper
#> 3061 nov 80 1 -1 0 unknown 0 upper
#> 3062 aug 119 4 -1 0 unknown 0 upper
#> 3063 nov 195 3 112 8 other 0 upper
#> 3064 jun 236 1 -1 0 unknown 0 upper
#> 3065 aug 153 1 1 7 success 0 upper
#> 3066 may 206 6 337 6 failure 0 primary
#> 3067 jan 224 2 -1 0 unknown 0 upper
#> 3068 jun 36 24 -1 0 unknown 0 upper
#> 3069 may 74 1 -1 0 unknown 0 upper
#> 3070 jul 720 2 -1 0 unknown 0 upper
#> 3071 aug 1040 6 -1 0 unknown 1 upper
#> 3072 apr 691 1 -1 0 unknown 0 upper
#> 3073 aug 384 6 -1 0 unknown 1 upper
#> 3074 may 644 1 -1 0 unknown 0 upper
#> 3075 jan 207 3 -1 0 unknown 0 upper
#> 3076 may 470 2 166 2 failure 0 upper
#> 3077 may 863 3 -1 0 unknown 1 primary
#> 3078 jun 227 1 -1 0 unknown 0 upper
#> 3079 jun 123 1 -1 0 unknown 0 upper
#> 3080 jun 85 2 -1 0 unknown 0 upper
#> 3081 nov 64 1 -1 0 unknown 0 upper
#> 3082 may 150 1 -1 0 unknown 0 upper
#> 3083 may 755 1 -1 0 unknown 0 upper
#> 3084 feb 442 2 -1 0 unknown 1 upper
#> 3085 jun 119 1 -1 0 unknown 0 upper
#> 3086 may 336 1 -1 0 unknown 0 upper
#> 3087 aug 528 2 -1 0 unknown 1 upper
#> 3088 jun 14 11 -1 0 unknown 0 upper
#> 3089 jun 90 4 -1 0 unknown 0 upper
#> 3090 jul 194 1 -1 0 unknown 0 upper
#> 3091 jun 91 1 -1 0 unknown 0 upper
#> 3092 may 243 2 -1 0 unknown 0 upper
#> 3093 nov 1031 6 -1 0 unknown 0 upper
#> 3094 jul 129 2 -1 0 unknown 0 upper
#> 3095 feb 221 2 272 1 failure 0 upper
#> 3096 jul 97 1 -1 0 unknown 0 upper
#> 3097 may 181 16 -1 0 unknown 0 upper
#> 3098 apr 280 4 287 3 other 0 primary
#> 3099 jan 706 1 -1 0 unknown 0 upper
#> 3100 apr 379 3 202 1 success 1 upper
#> 3101 aug 210 5 -1 0 unknown 0 upper
#> 3102 aug 105 4 -1 0 unknown 0 upper
#> 3103 nov 854 1 -1 0 unknown 1 upper
#> 3104 jan 196 1 -1 0 unknown 0 upper
#> 3105 may 17 3 -1 0 unknown 0 primary
#> 3106 aug 290 2 -1 0 unknown 0 upper
#> 3107 may 514 5 -1 0 unknown 0 upper
#> 3108 aug 84 4 -1 0 unknown 0 upper
#> 3109 feb 255 2 555 6 success 1 upper
#> 3110 nov 151 1 -1 0 unknown 0 upper
#> 3111 nov 73 1 -1 0 unknown 0 upper
#> 3112 apr 298 4 -1 0 unknown 1 upper
#> 3113 jul 262 3 -1 0 unknown 0 upper
#> 3114 may 455 1 -1 0 unknown 0 primary
#> 3115 may 432 2 -1 0 unknown 0 upper
#> 3116 feb 233 3 -1 0 unknown 0 upper
#> 3117 aug 122 2 -1 0 unknown 0 primary
#> 3118 jul 73 4 -1 0 unknown 0 upper
#> 3119 may 11 1 -1 0 unknown 0 primary
#> 3120 may 477 1 -1 0 unknown 0 upper
#> 3121 sep 244 1 92 3 success 1 upper
#> 3122 aug 64 7 -1 0 unknown 0 upper
#> 3123 may 352 3 -1 0 unknown 0 upper
#> 3124 nov 51 2 140 11 failure 0 upper
#> 3125 jul 330 2 -1 0 unknown 0 upper
#> 3126 nov 23 1 -1 0 unknown 0 upper
#> 3127 jun 209 12 -1 0 unknown 0 upper
#> 3128 nov 138 1 -1 0 unknown 0 upper
#> 3129 may 155 1 -1 0 unknown 0 upper
#> 3130 jun 165 2 -1 0 unknown 0 unknown
#> 3131 nov 180 3 -1 0 unknown 0 upper
#> 3132 may 278 1 -1 0 unknown 0 upper
#> 3133 may 229 2 -1 0 unknown 0 unknown
#> 3134 may 206 1 -1 0 unknown 0 upper
#> 3135 may 518 1 -1 0 unknown 0 upper
#> 3136 jan 225 1 -1 0 unknown 0 primary
#> 3137 mar 152 1 348 1 failure 0 unknown
#> 3138 aug 188 1 -1 0 unknown 0 primary
#> 3139 may 323 4 -1 0 unknown 0 upper
#> 3140 jul 803 1 -1 0 unknown 0 upper
#> 3141 may 22 1 -1 0 unknown 0 unknown
#> 3142 aug 428 2 336 6 failure 0 upper
#> 3143 nov 190 1 104 1 failure 0 upper
#> 3144 aug 390 2 -1 0 unknown 0 upper
#> 3145 may 836 12 -1 0 unknown 0 upper
#> 3146 may 231 2 -1 0 unknown 0 upper
#> 3147 may 144 2 -1 0 unknown 0 upper
#> 3148 may 57 6 -1 0 unknown 0 upper
#> 3149 may 201 2 -1 0 unknown 0 unknown
#> 3150 jun 149 8 -1 0 unknown 0 upper
#> 3151 may 17 1 365 2 other 0 upper
#> 3152 apr 1594 1 148 1 failure 1 upper
#> 3153 may 218 7 -1 0 unknown 0 upper
#> 3154 jul 246 2 -1 0 unknown 0 upper
#> 3155 may 161 1 -1 0 unknown 0 upper
#> 3156 apr 609 1 303 5 failure 0 upper
#> 3157 jul 74 2 -1 0 unknown 0 upper
#> 3158 jul 392 2 -1 0 unknown 0 upper
#> 3159 feb 170 1 -1 0 unknown 0 primary
#> 3160 aug 57 2 -1 0 unknown 0 primary
#> 3161 apr 74 2 -1 0 unknown 0 upper
#> 3162 jul 250 4 415 2 failure 1 upper
#> 3163 may 700 3 -1 0 unknown 1 upper
#> 3164 may 765 1 -1 0 unknown 0 upper
#> 3165 may 159 3 -1 0 unknown 0 upper
#> 3166 aug 104 2 -1 0 unknown 0 upper
#> 3167 may 828 3 -1 0 unknown 1 primary
#> 3168 may 899 3 -1 0 unknown 0 upper
#> 3169 nov 613 1 -1 0 unknown 0 upper
#> 3170 may 164 1 -1 0 unknown 0 upper
#> 3171 jan 517 2 -1 0 unknown 0 upper
#> 3172 jun 273 27 -1 0 unknown 0 primary
#> 3173 may 304 2 259 2 failure 0 upper
#> 3174 jun 57 2 304 1 failure 0 upper
#> 3175 may 112 4 369 2 other 0 unknown
#> 3176 apr 105 2 -1 0 unknown 0 primary
#> 3177 apr 239 3 -1 0 unknown 0 upper
#> 3178 jul 275 1 -1 0 unknown 1 upper
#> 3179 nov 325 2 -1 0 unknown 0 upper
#> 3180 nov 158 7 -1 0 unknown 0 primary
#> 3181 jul 113 1 -1 0 unknown 0 primary
#> 3182 may 185 2 -1 0 unknown 0 upper
#> 3183 may 352 1 -1 0 unknown 0 upper
#> 3184 may 57 4 -1 0 unknown 0 upper
#> 3185 oct 305 1 -1 0 unknown 1 upper
#> 3186 jul 49 2 -1 0 unknown 0 upper
#> 3187 may 266 1 -1 0 unknown 0 upper
#> 3188 may 91 1 -1 0 unknown 0 upper
#> 3189 may 19 15 -1 0 unknown 0 upper
#> 3190 may 65 2 299 3 other 0 upper
#> 3191 jul 165 1 -1 0 unknown 0 upper
#> 3192 aug 1015 1 -1 0 unknown 0 upper
#> 3193 may 453 4 -1 0 unknown 0 upper
#> 3194 jul 62 1 -1 0 unknown 0 upper
#> 3195 jan 73 1 -1 0 unknown 0 upper
#> 3196 may 104 1 -1 0 unknown 0 upper
#> 3197 jun 81 4 -1 0 unknown 0 upper
#> 3198 jun 1558 1 -1 0 unknown 1 primary
#> 3199 aug 73 3 200 2 failure 0 upper
#> 3200 oct 604 1 91 4 failure 1 upper
#> 3201 aug 61 1 84 1 failure 0 upper
#> 3202 jul 107 3 -1 0 unknown 0 upper
#> 3203 may 67 4 -1 0 unknown 0 upper
#> 3204 feb 192 4 -1 0 unknown 0 upper
#> 3205 aug 163 1 -1 0 unknown 0 upper
#> 3206 nov 722 3 175 2 failure 0 upper
#> 3207 may 30 3 -1 0 unknown 0 primary
#> 3208 may 146 4 -1 0 unknown 0 upper
#> 3209 jun 172 2 -1 0 unknown 0 upper
#> 3210 apr 473 2 339 1 failure 0 primary
#> 3211 may 440 2 -1 0 unknown 0 primary
#> 3212 jul 574 2 -1 0 unknown 1 upper
#> 3213 may 305 1 -1 0 unknown 0 primary
#> 3214 nov 304 2 -1 0 unknown 0 upper
#> 3215 apr 472 2 -1 0 unknown 0 upper
#> 3216 sep 245 3 -1 0 unknown 1 primary
#> 3217 may 265 1 -1 0 unknown 0 upper
#> 3218 sep 109 3 276 8 other 0 primary
#> 3219 may 180 1 -1 0 unknown 0 unknown
#> 3220 may 117 1 -1 0 unknown 0 primary
#> 3221 jun 352 2 122 2 failure 1 upper
#> 3222 nov 713 6 -1 0 unknown 0 upper
#> 3223 nov 88 2 -1 0 unknown 0 upper
#> 3224 jun 198 1 651 7 other 0 upper
#> 3225 aug 121 1 -1 0 unknown 0 upper
#> 3226 may 52 1 -1 0 unknown 0 primary
#> 3227 may 234 13 -1 0 unknown 0 upper
#> 3228 may 165 5 -1 0 unknown 0 upper
#> 3229 may 87 1 -1 0 unknown 0 upper
#> 3230 aug 231 3 -1 0 unknown 0 upper
#> 3231 may 629 2 -1 0 unknown 0 primary
#> 3232 jun 614 2 -1 0 unknown 1 upper
#> 3233 oct 133 2 -1 0 unknown 0 upper
#> 3234 may 155 1 -1 0 unknown 0 upper
#> 3235 may 236 1 -1 0 unknown 0 upper
#> 3236 jul 97 3 -1 0 unknown 0 upper
#> 3237 aug 13 21 -1 0 unknown 0 upper
#> 3238 oct 353 1 -1 0 unknown 1 upper
#> 3239 oct 98 1 -1 0 unknown 0 upper
#> 3240 jul 139 5 -1 0 unknown 1 upper
#> 3241 may 143 2 343 3 failure 0 upper
#> 3242 jun 230 2 -1 0 unknown 0 upper
#> 3243 jul 44 4 -1 0 unknown 0 unknown
#> 3244 may 182 2 -1 0 unknown 0 primary
#> 3245 aug 431 5 -1 0 unknown 0 upper
#> 3246 may 253 1 -1 0 unknown 0 upper
#> 3247 aug 275 4 -1 0 unknown 0 upper
#> 3248 may 160 1 -1 0 unknown 0 upper
#> 3249 feb 64 2 -1 0 unknown 0 upper
#> 3250 may 70 2 -1 0 unknown 0 upper
#> 3251 jun 40 1 -1 0 unknown 0 upper
#> 3252 aug 143 4 -1 0 unknown 0 upper
#> 3253 may 312 1 -1 0 unknown 0 upper
#> 3254 nov 51 4 -1 0 unknown 0 upper
#> 3255 jul 538 1 -1 0 unknown 0 primary
#> 3256 may 73 1 -1 0 unknown 0 upper
#> 3257 nov 690 3 -1 0 unknown 0 upper
#> 3258 nov 99 3 -1 0 unknown 0 upper
#> 3259 jun 348 6 94 6 failure 0 primary
#> 3260 may 236 10 -1 0 unknown 0 primary
#> 3261 jul 127 8 -1 0 unknown 0 upper
#> 3262 may 88 5 -1 0 unknown 0 upper
#> 3263 nov 977 3 -1 0 unknown 1 upper
#> 3264 jul 238 3 -1 0 unknown 0 upper
#> 3265 may 231 2 362 1 other 0 upper
#> 3266 may 38 4 -1 0 unknown 0 primary
#> 3267 may 193 1 -1 0 unknown 0 upper
#> 3268 nov 237 1 -1 0 unknown 0 upper
#> 3269 jul 347 4 -1 0 unknown 0 upper
#> 3270 may 133 1 353 5 other 0 upper
#> 3271 jul 81 1 -1 0 unknown 0 upper
#> 3272 aug 50 2 -1 0 unknown 0 upper
#> 3273 jun 123 1 -1 0 unknown 0 primary
#> 3274 aug 632 6 -1 0 unknown 0 unknown
#> 3275 may 44 1 -1 0 unknown 0 upper
#> 3276 may 446 12 -1 0 unknown 0 upper
#> 3277 apr 114 1 345 2 failure 0 upper
#> 3278 jun 382 3 -1 0 unknown 0 upper
#> 3279 may 167 3 -1 0 unknown 0 upper
#> 3280 mar 248 1 -1 0 unknown 0 upper
#> 3281 aug 220 4 -1 0 unknown 0 upper
#> 3282 aug 184 7 -1 0 unknown 0 upper
#> 3283 apr 582 2 -1 0 unknown 0 upper
#> 3284 may 51 7 -1 0 unknown 0 upper
#> 3285 jul 69 7 -1 0 unknown 0 upper
#> 3286 may 632 5 287 6 success 0 primary
#> 3287 may 242 7 -1 0 unknown 0 primary
#> 3288 jul 67 9 -1 0 unknown 0 upper
#> 3289 may 76 2 -1 0 unknown 0 upper
#> 3290 jun 115 1 -1 0 unknown 0 upper
#> 3291 may 360 2 -1 0 unknown 0 upper
#> 3292 may 349 1 338 1 failure 0 upper
#> 3293 nov 459 3 -1 0 unknown 0 upper
#> 3294 may 61 1 -1 0 unknown 0 upper
#> 3295 nov 175 1 -1 0 unknown 0 unknown
#> 3296 nov 316 1 -1 0 unknown 0 unknown
#> 3297 feb 136 4 -1 0 unknown 1 primary
#> 3298 jul 93 1 -1 0 unknown 0 primary
#> 3299 may 19 1 -1 0 unknown 0 upper
#> 3300 feb 620 2 -1 0 unknown 0 upper
#> 3301 may 285 1 288 17 other 0 upper
#> 3302 jun 58 1 -1 0 unknown 0 upper
#> 3303 nov 215 1 -1 0 unknown 1 upper
#> 3304 may 522 1 -1 0 unknown 0 primary
#> 3305 may 12 10 178 1 failure 0 upper
#> 3306 mar 78 2 91 1 failure 0 upper
#> 3307 nov 287 2 -1 0 unknown 0 upper
#> 3308 jul 498 1 -1 0 unknown 0 upper
#> 3309 jul 308 4 -1 0 unknown 0 upper
#> 3310 jun 717 1 -1 0 unknown 0 upper
#> 3311 jan 144 1 -1 0 unknown 0 upper
#> 3312 feb 463 2 -1 0 unknown 0 upper
#> 3313 aug 343 4 -1 0 unknown 0 upper
#> 3314 nov 584 2 -1 0 unknown 0 upper
#> 3315 jun 153 2 -1 0 unknown 0 upper
#> 3316 jun 140 2 -1 0 unknown 0 upper
#> 3317 jul 217 4 -1 0 unknown 0 primary
#> 3318 may 302 1 301 1 success 1 upper
#> 3319 may 155 2 -1 0 unknown 0 primary
#> 3320 jul 981 1 -1 0 unknown 1 upper
#> 3321 nov 174 1 195 1 failure 0 primary
#> 3322 apr 144 4 374 2 success 1 upper
#> 3323 may 477 2 -1 0 unknown 0 upper
#> 3324 nov 128 1 -1 0 unknown 0 primary
#> 3325 jun 117 5 -1 0 unknown 0 upper
#> 3326 feb 13 8 238 9 other 0 upper
#> 3327 may 299 3 -1 0 unknown 0 upper
#> 3328 jul 804 1 -1 0 unknown 1 unknown
#> 3329 jun 81 2 -1 0 unknown 0 upper
#> 3330 feb 96 6 -1 0 unknown 0 upper
#> 3331 feb 58 2 -1 0 unknown 0 upper
#> 3332 jul 81 2 -1 0 unknown 0 upper
#> 3333 feb 79 2 -1 0 unknown 0 primary
#> 3334 may 54 1 345 2 failure 0 upper
#> 3335 jul 145 2 -1 0 unknown 0 upper
#> 3336 nov 50 1 -1 0 unknown 0 upper
#> 3337 jun 205 4 -1 0 unknown 0 unknown
#> 3338 nov 197 1 -1 0 unknown 0 upper
#> 3339 aug 297 1 -1 0 unknown 0 upper
#> 3340 nov 240 1 40 2 other 0 upper
#> 3341 may 67 4 175 6 failure 0 upper
#> 3342 may 202 6 -1 0 unknown 0 upper
#> 3343 may 182 1 -1 0 unknown 0 upper
#> 3344 may 178 3 -1 0 unknown 0 upper
#> 3345 apr 129 1 322 2 failure 0 upper
#> 3346 feb 231 1 -1 0 unknown 0 upper
#> 3347 jun 364 2 -1 0 unknown 0 upper
#> 3348 jun 138 3 -1 0 unknown 0 upper
#> 3349 may 262 1 -1 0 unknown 0 upper
#> 3350 may 150 1 -1 0 unknown 0 upper
#> 3351 nov 93 1 113 2 other 0 upper
#> 3352 may 186 2 295 1 failure 0 upper
#> 3353 may 311 1 368 2 failure 1 upper
#> 3354 jun 436 1 -1 0 unknown 0 upper
#> 3355 jul 235 1 -1 0 unknown 0 upper
#> 3356 nov 405 1 139 1 failure 0 primary
#> 3357 may 582 1 -1 0 unknown 0 upper
#> 3358 jun 103 2 -1 0 unknown 0 primary
#> 3359 may 216 2 259 3 other 0 primary
#> 3360 apr 162 4 295 3 failure 0 upper
#> 3361 may 806 1 -1 0 unknown 0 upper
#> 3362 jul 102 3 -1 0 unknown 0 upper
#> 3363 jun 82 3 -1 0 unknown 0 upper
#> 3364 may 641 6 -1 0 unknown 0 primary
#> 3365 may 145 1 -1 0 unknown 0 upper
#> 3366 aug 62 2 -1 0 unknown 0 upper
#> 3367 jan 117 2 -1 0 unknown 0 upper
#> 3368 apr 321 1 449 1 other 1 upper
#> 3369 jan 156 2 -1 0 unknown 0 primary
#> 3370 nov 276 1 195 1 failure 0 upper
#> 3371 aug 90 11 -1 0 unknown 0 upper
#> 3372 may 195 5 -1 0 unknown 0 upper
#> 3373 aug 139 2 -1 0 unknown 0 upper
#> 3374 feb 297 3 -1 0 unknown 0 upper
#> 3375 jul 51 4 -1 0 unknown 0 upper
#> 3376 jun 17 5 -1 0 unknown 0 upper
#> 3377 jul 81 1 -1 0 unknown 0 primary
#> 3378 nov 623 1 175 1 other 1 primary
#> 3379 apr 158 2 -1 0 unknown 0 upper
#> 3380 jun 553 2 -1 0 unknown 0 upper
#> 3381 jun 66 4 -1 0 unknown 0 upper
#> 3382 feb 261 1 195 4 failure 1 upper
#> 3383 jul 244 3 -1 0 unknown 0 upper
#> 3384 aug 199 7 -1 0 unknown 0 upper
#> 3385 mar 92 5 -1 0 unknown 0 upper
#> 3386 may 293 1 -1 0 unknown 0 upper
#> 3387 feb 45 1 -1 0 unknown 0 primary
#> 3388 may 143 3 357 1 failure 0 upper
#> 3389 jul 369 1 -1 0 unknown 0 upper
#> 3390 may 139 2 -1 0 unknown 0 upper
#> 3391 may 280 1 -1 0 unknown 0 upper
#> 3392 feb 172 5 -1 0 unknown 0 upper
#> 3393 aug 194 2 -1 0 unknown 1 primary
#> 3394 sep 414 1 91 5 other 1 unknown
#> 3395 may 137 2 -1 0 unknown 0 upper
#> 3396 may 25 1 350 5 other 0 primary
#> 3397 jul 112 5 -1 0 unknown 0 upper
#> 3398 may 245 1 -1 0 unknown 0 upper
#> 3399 jul 188 2 -1 0 unknown 0 upper
#> 3400 apr 117 1 -1 0 unknown 0 unknown
#> 3401 jun 443 2 -1 0 unknown 0 upper
#> 3402 aug 159 4 -1 0 unknown 0 upper
#> 3403 may 267 2 -1 0 unknown 0 upper
#> 3404 jul 638 2 -1 0 unknown 1 upper
#> 3405 jul 112 10 -1 0 unknown 0 upper
#> 3406 feb 202 4 -1 0 unknown 1 primary
#> 3407 apr 70 1 84 1 failure 0 upper
#> 3408 may 196 2 -1 0 unknown 0 primary
#> 3409 may 541 2 -1 0 unknown 0 upper
#> 3410 jun 96 1 -1 0 unknown 0 upper
#> 3411 jun 94 7 -1 0 unknown 0 upper
#> 3412 may 623 1 -1 0 unknown 0 upper
#> 3413 aug 66 3 -1 0 unknown 0 upper
#> 3414 jul 1134 5 -1 0 unknown 1 upper
#> 3415 may 91 2 -1 0 unknown 0 upper
#> 3416 may 82 5 355 4 failure 0 upper
#> 3417 aug 29 3 -1 0 unknown 0 unknown
#> 3418 aug 122 2 -1 0 unknown 0 upper
#> 3419 feb 387 1 251 1 failure 0 primary
#> 3420 aug 328 2 -1 0 unknown 0 upper
#> 3421 may 115 1 -1 0 unknown 0 unknown
#> 3422 jun 154 2 -1 0 unknown 0 upper
#> 3423 jul 225 2 -1 0 unknown 0 upper
#> 3424 jun 83 10 -1 0 unknown 0 upper
#> 3425 may 130 2 -1 0 unknown 0 upper
#> 3426 jul 122 1 -1 0 unknown 0 upper
#> 3427 may 295 1 -1 0 unknown 0 primary
#> 3428 jul 482 3 -1 0 unknown 0 upper
#> 3429 may 305 1 -1 0 unknown 0 primary
#> 3430 may 92 3 -1 0 unknown 0 upper
#> 3431 jul 95 5 -1 0 unknown 0 upper
#> 3432 jul 89 5 -1 0 unknown 0 upper
#> 3433 nov 95 1 -1 0 unknown 0 upper
#> 3434 aug 784 3 94 10 failure 1 upper
#> 3435 aug 183 2 -1 0 unknown 0 upper
#> 3436 jan 127 1 -1 0 unknown 0 upper
#> 3437 aug 113 1 -1 0 unknown 0 upper
#> 3438 may 61 1 -1 0 unknown 0 upper
#> 3439 jun 7 3 -1 0 unknown 0 upper
#> 3440 may 150 1 -1 0 unknown 0 upper
#> 3441 feb 383 1 -1 0 unknown 0 upper
#> 3442 may 215 3 280 3 failure 0 upper
#> 3443 may 104 3 -1 0 unknown 0 upper
#> 3444 jun 29 1 686 2 failure 0 upper
#> 3445 jun 227 1 -1 0 unknown 0 upper
#> 3446 jan 41 1 -1 0 unknown 0 unknown
#> 3447 jul 208 2 -1 0 unknown 0 primary
#> 3448 may 280 1 -1 0 unknown 0 upper
#> 3449 aug 105 6 -1 0 unknown 0 upper
#> 3450 may 225 1 -1 0 unknown 0 upper
#> 3451 apr 504 1 -1 0 unknown 0 upper
#> 3452 jun 51 1 -1 0 unknown 0 primary
#> 3453 may 253 3 -1 0 unknown 0 upper
#> 3454 may 76 2 87 1 success 0 upper
#> 3455 may 417 2 -1 0 unknown 1 upper
#> 3456 jul 72 1 -1 0 unknown 0 upper
#> 3457 aug 255 2 104 1 success 1 upper
#> 3458 feb 542 2 -1 0 unknown 0 upper
#> 3459 may 179 3 -1 0 unknown 0 upper
#> 3460 may 653 1 -1 0 unknown 1 upper
#> 3461 may 201 2 -1 0 unknown 0 primary
#> 3462 jul 33 2 -1 0 unknown 0 primary
#> 3463 feb 48 4 -1 0 unknown 0 upper
#> 3464 may 109 2 -1 0 unknown 0 upper
#> 3465 jul 18 9 -1 0 unknown 0 upper
#> 3466 nov 159 2 -1 0 unknown 0 upper
#> 3467 feb 9 8 -1 0 unknown 0 upper
#> 3468 aug 119 2 -1 0 unknown 0 upper
#> 3469 may 508 3 173 5 failure 0 upper
#> 3470 may 207 5 -1 0 unknown 0 upper
#> 3471 may 302 1 -1 0 unknown 0 primary
#> 3472 jun 20 7 -1 0 unknown 0 upper
#> 3473 apr 97 1 -1 0 unknown 0 upper
#> 3474 jul 259 3 -1 0 unknown 0 upper
#> 3475 nov 6 6 -1 0 unknown 0 upper
#> 3476 aug 200 2 -1 0 unknown 0 upper
#> 3477 jul 90 2 -1 0 unknown 0 upper
#> 3478 may 130 1 -1 0 unknown 0 primary
#> 3479 jun 124 2 -1 0 unknown 0 primary
#> 3480 jan 314 1 -1 0 unknown 0 primary
#> 3481 may 364 1 -1 0 unknown 0 upper
#> 3482 may 158 2 350 2 failure 0 upper
#> 3483 aug 467 2 -1 0 unknown 0 unknown
#> 3484 jul 69 9 -1 0 unknown 0 upper
#> 3485 apr 137 1 -1 0 unknown 0 primary
#> 3486 may 24 1 346 1 failure 0 upper
#> 3487 may 231 1 -1 0 unknown 0 unknown
#> 3488 aug 663 3 -1 0 unknown 1 primary
#> 3489 apr 377 3 325 1 failure 0 primary
#> 3490 may 891 4 -1 0 unknown 1 upper
#> 3491 aug 603 3 -1 0 unknown 0 upper
#> 3492 jul 799 2 -1 0 unknown 1 upper
#> 3493 nov 286 3 -1 0 unknown 0 upper
#> 3494 apr 397 1 -1 0 unknown 0 upper
#> 3495 jun 284 1 -1 0 unknown 0 upper
#> 3496 aug 195 1 -1 0 unknown 0 primary
#> 3497 may 306 1 -1 0 unknown 0 upper
#> 3498 aug 194 6 -1 0 unknown 0 upper
#> 3499 may 228 2 267 1 failure 1 upper
#> 3500 oct 511 3 187 1 failure 1 upper
#> 3501 may 183 5 -1 0 unknown 0 upper
#> 3502 apr 636 3 330 1 failure 1 upper
#> 3503 may 124 2 298 1 failure 0 upper
#> 3504 nov 107 1 117 3 failure 0 upper
#> 3505 jul 334 3 -1 0 unknown 0 upper
#> 3506 jun 32 4 -1 0 unknown 0 unknown
#> 3507 aug 105 2 -1 0 unknown 0 upper
#> 3508 sep 105 2 -1 0 unknown 0 upper
#> 3509 dec 136 1 -1 0 unknown 0 upper
#> 3510 may 101 1 349 1 failure 0 upper
#> 3511 may 160 2 -1 0 unknown 0 upper
#> 3512 may 81 1 -1 0 unknown 0 upper
#> 3513 jul 320 2 -1 0 unknown 0 upper
#> 3514 aug 133 4 -1 0 unknown 0 upper
#> 3515 may 445 1 -1 0 unknown 0 primary
#> 3516 apr 115 2 -1 0 unknown 0 upper
#> 3517 jun 45 9 -1 0 unknown 0 primary
#> 3518 aug 359 2 -1 0 unknown 0 upper
#> 3519 jun 329 3 -1 0 unknown 0 primary
#> 3520 may 280 2 335 3 failure 0 primary
#> 3521 may 65 3 -1 0 unknown 0 upper
#> 3522 nov 102 1 -1 0 unknown 0 upper
#> 3523 jul 299 5 -1 0 unknown 0 upper
#> 3524 aug 15 19 -1 0 unknown 0 upper
#> 3525 aug 54 4 -1 0 unknown 0 upper
#> 3526 jun 218 1 -1 0 unknown 0 upper
#> 3527 may 10 5 -1 0 unknown 0 upper
#> 3528 jul 42 1 -1 0 unknown 0 upper
#> 3529 jul 226 2 -1 0 unknown 0 upper
#> 3530 apr 93 3 329 7 failure 0 upper
#> 3531 may 198 1 -1 0 unknown 0 upper
#> 3532 aug 479 1 -1 0 unknown 1 upper
#> 3533 apr 176 1 -1 0 unknown 1 upper
#> 3534 jun 30 1 404 2 success 0 upper
#> 3535 jun 211 2 -1 0 unknown 0 upper
#> 3536 may 487 4 -1 0 unknown 0 primary
#> 3537 nov 182 2 -1 0 unknown 0 primary
#> 3538 jun 47 3 -1 0 unknown 0 upper
#> 3539 oct 152 4 -1 0 unknown 0 unknown
#> 3540 jul 643 2 -1 0 unknown 0 upper
#> 3541 aug 104 2 -1 0 unknown 0 upper
#> 3542 may 182 2 -1 0 unknown 0 upper
#> 3543 may 301 4 -1 0 unknown 0 primary
#> 3544 jun 44 1 -1 0 unknown 0 upper
#> 3545 jan 452 3 -1 0 unknown 1 upper
#> 3546 mar 263 1 124 9 other 1 upper
#> 3547 aug 158 1 104 2 failure 0 upper
#> 3548 apr 445 1 148 2 other 0 upper
#> 3549 jun 145 1 -1 0 unknown 0 upper
#> 3550 jul 479 1 -1 0 unknown 0 upper
#> 3551 nov 902 1 133 2 other 1 upper
#> 3552 may 271 5 -1 0 unknown 0 upper
#> 3553 may 351 3 -1 0 unknown 1 unknown
#> 3554 may 437 2 -1 0 unknown 0 upper
#> 3555 feb 159 1 -1 0 unknown 1 upper
#> 3556 jul 324 1 -1 0 unknown 0 primary
#> 3557 aug 51 8 -1 0 unknown 0 primary
#> 3558 may 176 3 -1 0 unknown 0 upper
#> 3559 feb 149 3 215 1 failure 0 upper
#> 3560 may 85 1 -1 0 unknown 0 upper
#> 3561 aug 242 6 95 4 success 1 upper
#> 3562 jun 249 1 -1 0 unknown 0 upper
#> 3563 jun 92 1 -1 0 unknown 0 primary
#> 3564 nov 133 1 -1 0 unknown 0 upper
#> 3565 aug 203 7 -1 0 unknown 0 upper
#> 3566 may 23 15 -1 0 unknown 0 upper
#> 3567 jun 119 2 -1 0 unknown 0 upper
#> 3568 may 90 3 -1 0 unknown 0 upper
#> 3569 feb 678 1 -1 0 unknown 0 upper
#> 3570 may 126 5 -1 0 unknown 0 upper
#> 3571 aug 107 2 -1 0 unknown 0 upper
#> 3572 may 200 2 -1 0 unknown 0 primary
#> 3573 aug 36 2 -1 0 unknown 0 upper
#> 3574 may 110 1 -1 0 unknown 0 upper
#> 3575 jul 122 12 -1 0 unknown 0 upper
#> 3576 may 695 4 -1 0 unknown 0 upper
#> 3577 may 107 4 371 3 failure 0 upper
#> 3578 may 245 2 -1 0 unknown 0 upper
#> 3579 feb 416 2 -1 0 unknown 1 upper
#> 3580 nov 251 2 -1 0 unknown 0 upper
#> 3581 jul 604 1 -1 0 unknown 0 upper
#> 3582 jan 85 2 240 1 failure 0 upper
#> 3583 jul 1545 1 -1 0 unknown 1 upper
#> 3584 feb 113 2 -1 0 unknown 0 primary
#> 3585 jun 642 2 -1 0 unknown 1 primary
#> 3586 may 154 2 340 2 failure 0 upper
#> 3587 may 352 2 175 11 other 0 upper
#> 3588 may 798 1 -1 0 unknown 0 upper
#> 3589 aug 238 6 -1 0 unknown 0 upper
#> 3590 jul 100 16 -1 0 unknown 0 upper
#> 3591 jul 88 3 -1 0 unknown 0 upper
#> 3592 feb 181 3 -1 0 unknown 1 upper
#> 3593 sep 179 1 186 2 failure 0 upper
#> 3594 nov 230 1 -1 0 unknown 0 upper
#> 3595 may 67 2 -1 0 unknown 0 upper
#> 3596 may 210 1 -1 0 unknown 0 upper
#> 3597 jul 403 7 -1 0 unknown 0 upper
#> 3598 nov 155 1 -1 0 unknown 0 upper
#> 3599 jun 61 2 -1 0 unknown 0 upper
#> 3600 aug 168 2 -1 0 unknown 0 upper
#> 3601 apr 759 2 -1 0 unknown 0 upper
#> 3602 jun 73 1 -1 0 unknown 0 upper
#> 3603 jun 686 11 -1 0 unknown 1 upper
#> 3604 oct 219 3 372 1 failure 0 upper
#> 3605 jul 148 1 -1 0 unknown 0 upper
#> 3606 apr 228 2 -1 0 unknown 0 upper
#> 3607 aug 199 6 -1 0 unknown 0 upper
#> 3608 jun 862 11 -1 0 unknown 1 upper
#> 3609 may 500 1 -1 0 unknown 1 primary
#> 3610 nov 141 3 -1 0 unknown 0 upper
#> 3611 may 127 2 254 23 other 0 upper
#> 3612 nov 163 1 200 1 failure 0 primary
#> 3613 may 210 1 -1 0 unknown 0 upper
#> 3614 may 192 1 -1 0 unknown 0 upper
#> 3615 apr 325 1 180 7 failure 1 primary
#> 3616 jul 242 1 -1 0 unknown 0 upper
#> 3617 may 114 1 -1 0 unknown 0 upper
#> 3618 nov 187 2 -1 0 unknown 0 upper
#> 3619 may 257 1 -1 0 unknown 0 upper
#> 3620 may 128 8 324 7 other 0 upper
#> 3621 nov 301 1 -1 0 unknown 0 upper
#> 3622 jul 417 1 -1 0 unknown 0 upper
#> 3623 may 850 2 -1 0 unknown 1 upper
#> 3624 sep 500 2 228 1 failure 0 upper
#> 3625 aug 1486 1 -1 0 unknown 1 upper
#> 3626 jun 266 4 -1 0 unknown 0 upper
#> 3627 jul 36 5 -1 0 unknown 0 upper
#> 3628 feb 93 1 -1 0 unknown 0 upper
#> 3629 apr 155 1 154 2 failure 0 upper
#> 3630 nov 251 2 -1 0 unknown 0 upper
#> 3631 may 217 1 -1 0 unknown 0 upper
#> 3632 aug 108 5 -1 0 unknown 0 upper
#> 3633 jun 44 2 -1 0 unknown 0 upper
#> 3634 aug 162 2 -1 0 unknown 0 upper
#> 3635 may 106 3 -1 0 unknown 0 primary
#> 3636 apr 439 2 -1 0 unknown 1 upper
#> 3637 may 272 1 342 2 other 0 upper
#> 3638 may 131 2 -1 0 unknown 0 upper
#> 3639 feb 214 2 259 2 failure 0 upper
#> 3640 jun 154 1 124 1 other 0 upper
#> 3641 mar 83 1 -1 0 unknown 1 upper
#> 3642 jul 81 6 -1 0 unknown 0 upper
#> 3643 oct 6 1 -1 0 unknown 0 upper
#> 3644 jun 24 1 -1 0 unknown 0 primary
#> 3645 may 37 1 -1 0 unknown 0 upper
#> 3646 apr 125 2 182 1 failure 0 upper
#> 3647 jun 95 1 -1 0 unknown 0 upper
#> 3648 may 250 2 -1 0 unknown 0 upper
#> 3649 jul 136 2 -1 0 unknown 0 primary
#> 3650 nov 122 2 -1 0 unknown 0 upper
#> 3651 jun 48 2 -1 0 unknown 0 upper
#> 3652 mar 278 2 -1 0 unknown 1 upper
#> 3653 nov 769 4 -1 0 unknown 0 upper
#> 3654 jul 260 1 -1 0 unknown 0 upper
#> 3655 apr 314 1 -1 0 unknown 0 primary
#> 3656 jun 184 2 -1 0 unknown 0 upper
#> 3657 may 149 4 -1 0 unknown 0 primary
#> 3658 jul 170 1 -1 0 unknown 0 upper
#> 3659 jan 41 2 261 1 failure 0 upper
#> 3660 apr 190 2 -1 0 unknown 0 primary
#> 3661 may 143 1 -1 0 unknown 0 primary
#> 3662 may 24 1 -1 0 unknown 0 upper
#> 3663 sep 431 1 466 3 success 1 upper
#> 3664 aug 75 2 -1 0 unknown 0 upper
#> 3665 jul 285 1 -1 0 unknown 0 upper
#> 3666 aug 217 5 -1 0 unknown 0 primary
#> 3667 jun 238 3 -1 0 unknown 0 upper
#> 3668 oct 56 4 -1 0 unknown 0 upper
#> 3669 may 843 2 -1 0 unknown 1 unknown
#> 3670 mar 170 3 -1 0 unknown 1 primary
#> 3671 may 201 2 293 6 other 0 upper
#> 3672 jan 868 1 -1 0 unknown 0 primary
#> 3673 aug 1152 6 -1 0 unknown 1 primary
#> 3674 jun 160 4 -1 0 unknown 0 upper
#> 3675 aug 57 6 -1 0 unknown 0 upper
#> 3676 feb 100 1 -1 0 unknown 0 upper
#> 3677 may 71 2 -1 0 unknown 0 upper
#> 3678 aug 961 4 -1 0 unknown 0 primary
#> 3679 sep 339 1 38 1 failure 0 primary
#> 3680 may 416 4 -1 0 unknown 0 upper
#> 3681 apr 349 1 -1 0 unknown 0 upper
#> 3682 nov 185 1 -1 0 unknown 0 upper
#> 3683 aug 9 1 -1 0 unknown 0 upper
#> 3684 aug 173 3 -1 0 unknown 0 upper
#> 3685 may 158 1 -1 0 unknown 0 upper
#> 3686 jul 185 2 -1 0 unknown 0 primary
#> 3687 may 14 2 344 3 other 0 primary
#> 3688 jul 45 3 -1 0 unknown 0 upper
#> 3689 aug 201 2 -1 0 unknown 0 upper
#> 3690 jun 193 5 -1 0 unknown 0 primary
#> 3691 nov 409 2 -1 0 unknown 1 upper
#> 3692 apr 144 1 -1 0 unknown 0 upper
#> 3693 nov 279 1 -1 0 unknown 0 upper
#> 3694 may 180 1 -1 0 unknown 0 upper
#> 3695 may 18 1 -1 0 unknown 0 upper
#> 3696 dec 221 3 -1 0 unknown 1 upper
#> 3697 aug 212 15 -1 0 unknown 0 upper
#> 3698 aug 112 2 -1 0 unknown 0 upper
#> 3699 may 175 1 293 5 failure 0 upper
#> 3700 may 148 3 -1 0 unknown 0 upper
#> 3701 jul 335 3 194 2 failure 1 upper
#> 3702 jul 36 6 -1 0 unknown 0 upper
#> 3703 jul 350 15 -1 0 unknown 0 upper
#> 3704 may 182 1 90 8 failure 0 upper
#> 3705 may 90 1 -1 0 unknown 0 upper
#> 3706 may 498 4 -1 0 unknown 0 primary
#> 3707 may 423 1 -1 0 unknown 0 upper
#> 3708 aug 111 2 -1 0 unknown 0 upper
#> 3709 nov 21 1 -1 0 unknown 0 primary
#> 3710 jun 288 3 -1 0 unknown 0 upper
#> 3711 aug 148 2 -1 0 unknown 1 upper
#> 3712 jul 728 2 -1 0 unknown 1 upper
#> 3713 aug 97 6 -1 0 unknown 0 upper
#> 3714 may 241 2 349 2 failure 0 upper
#> 3715 may 138 1 -1 0 unknown 0 upper
#> 3716 may 124 2 -1 0 unknown 0 upper
#> 3717 aug 128 12 -1 0 unknown 0 upper
#> 3718 may 286 3 -1 0 unknown 0 upper
#> 3719 may 115 3 -1 0 unknown 0 upper
#> 3720 jan 458 2 -1 0 unknown 0 upper
#> 3721 jul 75 8 -1 0 unknown 0 upper
#> 3722 jul 389 5 -1 0 unknown 0 upper
#> 3723 nov 238 1 -1 0 unknown 1 upper
#> 3724 jun 45 4 -1 0 unknown 0 upper
#> 3725 nov 153 1 -1 0 unknown 0 upper
#> 3726 nov 303 4 -1 0 unknown 0 primary
#> 3727 apr 124 1 28 3 failure 0 upper
#> 3728 may 291 4 -1 0 unknown 0 primary
#> 3729 jul 122 1 -1 0 unknown 0 upper
#> 3730 nov 72 1 -1 0 unknown 0 upper
#> 3731 may 247 2 -1 0 unknown 0 upper
#> 3732 may 129 1 -1 0 unknown 0 upper
#> 3733 aug 1364 4 -1 0 unknown 0 primary
#> 3734 dec 390 1 -1 0 unknown 0 upper
#> 3735 may 423 2 -1 0 unknown 0 primary
#> 3736 feb 38 8 -1 0 unknown 0 upper
#> 3737 nov 114 1 183 3 other 0 primary
#> 3738 nov 158 2 -1 0 unknown 0 upper
#> 3739 may 315 1 -1 0 unknown 0 upper
#> 3740 jun 171 1 -1 0 unknown 0 upper
#> 3741 nov 28 3 158 3 failure 0 upper
#> 3742 apr 594 4 331 1 failure 0 primary
#> 3743 may 430 1 -1 0 unknown 0 upper
#> 3744 jun 10 4 -1 0 unknown 0 upper
#> 3745 aug 63 2 -1 0 unknown 0 upper
#> 3746 may 219 1 -1 0 unknown 0 primary
#> 3747 nov 150 1 -1 0 unknown 0 primary
#> 3748 may 78 5 292 3 failure 0 upper
#> 3749 feb 170 2 -1 0 unknown 0 upper
#> 3750 may 92 1 -1 0 unknown 0 upper
#> 3751 jul 84 1 -1 0 unknown 0 upper
#> 3752 jan 276 2 -1 0 unknown 0 upper
#> 3753 may 119 3 -1 0 unknown 0 upper
#> 3754 sep 2055 1 -1 0 unknown 0 upper
#> 3755 may 185 1 -1 0 unknown 0 upper
#> 3756 jul 227 4 -1 0 unknown 0 upper
#> 3757 jun 94 1 -1 0 unknown 0 upper
#> 3758 may 235 2 -1 0 unknown 0 upper
#> 3759 feb 244 3 -1 0 unknown 0 primary
#> 3760 jun 169 2 -1 0 unknown 0 upper
#> 3761 jan 270 1 -1 0 unknown 0 upper
#> 3762 sep 224 2 444 1 failure 1 upper
#> 3763 jul 293 2 -1 0 unknown 0 upper
#> 3764 may 174 1 -1 0 unknown 0 upper
#> 3765 may 550 2 -1 0 unknown 0 upper
#> 3766 jun 331 4 -1 0 unknown 0 upper
#> 3767 may 488 1 -1 0 unknown 0 upper
#> 3768 nov 366 3 -1 0 unknown 1 upper
#> 3769 may 53 1 -1 0 unknown 0 upper
#> 3770 jun 29 4 -1 0 unknown 0 primary
#> 3771 mar 191 2 -1 0 unknown 1 upper
#> 3772 apr 135 1 -1 0 unknown 1 upper
#> 3773 may 101 2 -1 0 unknown 0 upper
#> 3774 jul 186 4 -1 0 unknown 0 upper
#> 3775 jul 335 2 -1 0 unknown 0 upper
#> 3776 jun 108 1 -1 0 unknown 0 upper
#> 3777 may 96 2 -1 0 unknown 0 upper
#> 3778 aug 218 2 -1 0 unknown 0 upper
#> 3779 apr 164 2 -1 0 unknown 0 primary
#> 3780 may 128 4 -1 0 unknown 0 upper
#> 3781 apr 359 3 -1 0 unknown 0 upper
#> 3782 aug 67 4 -1 0 unknown 0 upper
#> 3783 may 195 2 301 3 failure 0 upper
#> 3784 nov 418 3 -1 0 unknown 0 upper
#> 3785 aug 183 20 -1 0 unknown 0 upper
#> 3786 jun 53 1 -1 0 unknown 0 upper
#> 3787 aug 499 2 -1 0 unknown 0 upper
#> 3788 feb 58 1 269 2 failure 0 upper
#> 3789 aug 127 5 -1 0 unknown 0 upper
#> 3790 jun 218 1 -1 0 unknown 0 upper
#> 3791 may 455 2 -1 0 unknown 0 upper
#> 3792 jun 160 2 -1 0 unknown 0 upper
#> 3793 may 247 2 -1 0 unknown 0 unknown
#> 3794 may 231 4 -1 0 unknown 0 upper
#> 3795 jun 393 11 -1 0 unknown 0 upper
#> 3796 may 371 2 -1 0 unknown 0 upper
#> 3797 nov 255 1 -1 0 unknown 1 upper
#> 3798 jun 384 1 -1 0 unknown 0 upper
#> 3799 nov 508 4 -1 0 unknown 0 upper
#> 3800 may 252 4 -1 0 unknown 0 upper
#> 3801 feb 128 1 -1 0 unknown 0 upper
#> 3802 nov 273 2 96 4 failure 0 primary
#> 3803 may 28 2 306 1 failure 0 upper
#> 3804 jul 815 2 407 3 success 1 upper
#> 3805 may 166 9 -1 0 unknown 0 upper
#> 3806 jul 117 2 -1 0 unknown 0 upper
#> 3807 may 20 8 350 9 failure 0 upper
#> 3808 jun 135 1 -1 0 unknown 0 upper
#> 3809 may 460 1 95 2 success 1 unknown
#> 3810 may 125 2 304 2 failure 0 upper
#> 3811 jun 140 3 -1 0 unknown 0 upper
#> 3812 nov 182 2 91 2 success 1 upper
#> 3813 jun 49 1 -1 0 unknown 0 upper
#> 3814 aug 196 1 -1 0 unknown 0 upper
#> 3815 jul 72 3 -1 0 unknown 0 upper
#> 3816 aug 77 4 -1 0 unknown 0 upper
#> 3817 jul 249 3 -1 0 unknown 0 upper
#> 3818 oct 526 1 -1 0 unknown 1 upper
#> 3819 apr 106 1 -1 0 unknown 0 upper
#> 3820 oct 174 2 -1 0 unknown 0 upper
#> 3821 jun 174 8 -1 0 unknown 0 upper
#> 3822 nov 372 1 -1 0 unknown 1 upper
#> 3823 feb 360 1 -1 0 unknown 0 upper
#> 3824 may 496 2 345 3 failure 1 upper
#> 3825 may 184 1 -1 0 unknown 0 upper
#> 3826 may 317 1 -1 0 unknown 0 upper
#> 3827 may 209 3 -1 0 unknown 0 upper
#> 3828 may 544 1 -1 0 unknown 0 upper
#> 3829 jul 67 5 252 1 failure 0 upper
#> 3830 oct 427 1 -1 0 unknown 1 upper
#> 3831 nov 94 1 170 1 other 0 upper
#> 3832 aug 186 1 -1 0 unknown 1 upper
#> 3833 aug 62 2 104 2 success 0 upper
#> 3834 jun 237 3 -1 0 unknown 0 upper
#> 3835 may 252 1 85 6 failure 0 upper
#> 3836 jun 188 1 -1 0 unknown 0 upper
#> 3837 jul 354 1 -1 0 unknown 0 upper
#> 3838 jun 67 4 -1 0 unknown 0 primary
#> 3839 jun 54 1 -1 0 unknown 0 upper
#> 3840 nov 295 1 124 2 failure 0 upper
#> 3841 may 408 2 -1 0 unknown 0 unknown
#> 3842 jun 53 11 -1 0 unknown 0 upper
#> 3843 jun 219 2 -1 0 unknown 0 primary
#> 3844 jul 185 1 -1 0 unknown 0 upper
#> 3845 may 94 1 -1 0 unknown 0 primary
#> 3846 jul 90 5 -1 0 unknown 0 upper
#> 3847 nov 107 3 -1 0 unknown 0 upper
#> 3848 may 1185 3 -1 0 unknown 0 upper
#> 3849 may 447 1 -1 0 unknown 0 upper
#> 3850 may 542 2 -1 0 unknown 0 upper
#> 3851 jun 235 3 -1 0 unknown 1 upper
#> 3852 apr 335 1 334 3 failure 0 upper
#> 3853 may 184 1 -1 0 unknown 0 upper
#> 3854 jan 146 2 262 2 failure 0 upper
#> 3855 jun 78 1 -1 0 unknown 0 upper
#> 3856 oct 10 1 -1 0 unknown 0 upper
#> 3857 jun 93 1 -1 0 unknown 0 primary
#> 3858 feb 204 1 -1 0 unknown 1 unknown
#> 3859 jul 246 1 -1 0 unknown 0 upper
#> 3860 may 451 1 350 1 other 0 upper
#> 3861 aug 113 8 -1 0 unknown 0 upper
#> 3862 jun 94 2 -1 0 unknown 1 upper
#> 3863 jun 485 2 227 4 failure 1 upper
#> 3864 jun 940 1 -1 0 unknown 1 primary
#> 3865 jul 31 3 -1 0 unknown 0 upper
#> 3866 feb 147 1 -1 0 unknown 1 upper
#> 3867 may 132 2 -1 0 unknown 0 upper
#> 3868 aug 14 15 -1 0 unknown 0 upper
#> 3869 feb 83 1 -1 0 unknown 0 upper
#> 3870 nov 121 1 -1 0 unknown 0 upper
#> 3871 nov 240 3 -1 0 unknown 0 upper
#> 3872 jan 821 1 -1 0 unknown 0 upper
#> 3873 jul 235 1 287 1 failure 0 primary
#> 3874 may 161 4 -1 0 unknown 0 primary
#> 3875 may 209 2 -1 0 unknown 0 primary
#> 3876 may 923 3 -1 0 unknown 1 upper
#> 3877 jun 202 2 -1 0 unknown 0 primary
#> 3878 jan 158 2 153 12 failure 0 upper
#> 3879 jan 87 2 -1 0 unknown 0 upper
#> 3880 aug 81 3 -1 0 unknown 0 upper
#> 3881 aug 150 2 -1 0 unknown 0 upper
#> 3882 apr 216 3 370 1 failure 1 unknown
#> 3883 jul 553 1 -1 0 unknown 1 upper
#> 3884 feb 32 4 225 3 failure 0 upper
#> 3885 apr 80 1 -1 0 unknown 0 upper
#> 3886 jul 464 1 -1 0 unknown 0 upper
#> 3887 sep 9 1 -1 0 unknown 0 upper
#> 3888 feb 102 1 264 1 failure 0 upper
#> 3889 nov 57 1 -1 0 unknown 0 upper
#> 3890 jul 49 1 -1 0 unknown 0 unknown
#> 3891 jul 184 2 -1 0 unknown 0 upper
#> 3892 aug 85 1 -1 0 unknown 0 upper
#> 3893 aug 130 2 -1 0 unknown 0 upper
#> 3894 may 97 1 370 1 failure 0 upper
#> 3895 may 551 1 371 2 failure 1 primary
#> 3896 may 114 1 287 8 failure 0 upper
#> 3897 jun 240 9 -1 0 unknown 0 unknown
#> 3898 may 7 11 360 2 other 0 upper
#> 3899 may 335 1 -1 0 unknown 0 upper
#> 3900 aug 124 2 -1 0 unknown 0 upper
#> 3901 jul 71 6 -1 0 unknown 0 upper
#> 3902 may 54 5 -1 0 unknown 0 primary
#> 3903 aug 239 2 -1 0 unknown 0 upper
#> 3904 jun 211 2 -1 0 unknown 0 upper
#> 3905 may 290 1 -1 0 unknown 0 unknown
#> 3906 sep 173 1 -1 0 unknown 0 upper
#> 3907 jun 156 4 -1 0 unknown 0 upper
#> 3908 nov 83 1 -1 0 unknown 0 upper
#> 3909 jun 422 6 -1 0 unknown 1 primary
#> 3910 jul 81 2 -1 0 unknown 0 upper
#> 3911 may 145 1 337 4 failure 0 upper
#> 3912 aug 183 8 -1 0 unknown 0 upper
#> 3913 may 177 1 -1 0 unknown 0 primary
#> 3914 mar 194 2 181 3 failure 0 upper
#> 3915 feb 118 1 -1 0 unknown 0 upper
#> 3916 feb 188 1 247 4 other 0 upper
#> 3917 may 213 1 -1 0 unknown 0 upper
#> 3918 jun 396 1 -1 0 unknown 0 upper
#> 3919 jun 817 2 -1 0 unknown 1 upper
#> 3920 jan 244 3 -1 0 unknown 0 upper
#> 3921 aug 33 2 -1 0 unknown 0 upper
#> 3922 may 183 1 -1 0 unknown 0 upper
#> 3923 aug 273 2 -1 0 unknown 0 upper
#> 3924 nov 459 3 -1 0 unknown 1 upper
#> 3925 may 1044 5 -1 0 unknown 1 upper
#> 3926 apr 334 1 -1 0 unknown 0 upper
#> 3927 may 173 1 274 3 failure 0 upper
#> 3928 jul 54 16 -1 0 unknown 0 upper
#> 3929 jun 196 1 -1 0 unknown 0 upper
#> 3930 aug 127 4 -1 0 unknown 0 upper
#> 3931 jun 64 1 -1 0 unknown 0 upper
#> 3932 may 373 3 -1 0 unknown 0 primary
#> 3933 may 60 1 -1 0 unknown 0 primary
#> 3934 aug 671 2 -1 0 unknown 1 upper
#> 3935 may 216 1 -1 0 unknown 0 primary
#> 3936 aug 114 7 -1 0 unknown 0 upper
#> 3937 may 246 1 -1 0 unknown 0 primary
#> 3938 aug 47 20 -1 0 unknown 0 primary
#> 3939 feb 223 7 -1 0 unknown 0 upper
#> 3940 jun 74 2 -1 0 unknown 0 upper
#> 3941 jun 922 2 -1 0 unknown 1 primary
#> 3942 may 746 1 -1 0 unknown 0 upper
#> 3943 may 337 4 -1 0 unknown 0 upper
#> 3944 may 88 2 -1 0 unknown 0 upper
#> 3945 aug 169 1 -1 0 unknown 0 upper
#> 3946 may 106 3 -1 0 unknown 0 upper
#> 3947 jul 173 1 -1 0 unknown 0 upper
#> 3948 feb 67 2 207 2 failure 0 upper
#> 3949 jul 19 2 -1 0 unknown 0 primary
#> 3950 may 116 2 -1 0 unknown 0 primary
#> 3951 aug 293 1 104 1 success 1 unknown
#> 3952 may 20 6 291 2 other 0 upper
#> 3953 may 1237 2 361 2 failure 0 upper
#> 3954 jul 396 2 -1 0 unknown 0 upper
#> 3955 oct 92 1 336 1 failure 0 upper
#> 3956 may 153 1 -1 0 unknown 0 primary
#> 3957 may 146 4 -1 0 unknown 0 upper
#> 3958 sep 113 5 97 3 other 0 primary
#> 3959 oct 541 1 204 3 failure 0 upper
#> 3960 may 174 2 -1 0 unknown 0 upper
#> 3961 nov 90 2 -1 0 unknown 0 upper
#> 3962 jul 91 2 -1 0 unknown 0 unknown
#> 3963 apr 71 2 317 1 failure 0 upper
#> 3964 nov 525 3 -1 0 unknown 1 upper
#> 3965 may 162 5 -1 0 unknown 0 upper
#> 3966 feb 324 1 -1 0 unknown 0 upper
#> 3967 nov 239 1 -1 0 unknown 0 upper
#> 3968 oct 275 1 -1 0 unknown 0 upper
#> 3969 apr 125 4 -1 0 unknown 0 upper
#> 3970 aug 73 2 -1 0 unknown 0 upper
#> 3971 may 77 2 -1 0 unknown 0 unknown
#> 3972 may 273 4 -1 0 unknown 0 upper
#> 3973 may 103 8 -1 0 unknown 0 upper
#> 3974 jul 638 3 -1 0 unknown 1 upper
#> 3975 may 142 3 -1 0 unknown 0 upper
#> 3976 jun 3183 2 -1 0 unknown 1 upper
#> 3977 nov 79 1 129 2 failure 0 upper
#> 3978 may 111 11 -1 0 unknown 0 upper
#> 3979 aug 111 2 -1 0 unknown 0 upper
#> 3980 may 115 1 -1 0 unknown 0 upper
#> 3981 jul 303 1 -1 0 unknown 0 unknown
#> 3982 may 299 1 -1 0 unknown 0 upper
#> 3983 nov 89 4 -1 0 unknown 0 upper
#> 3984 nov 63 2 -1 0 unknown 0 primary
#> 3985 nov 1816 1 -1 0 unknown 0 upper
#> 3986 may 242 1 212 1 success 1 upper
#> 3987 may 954 2 293 4 success 1 upper
#> 3988 jun 271 2 -1 0 unknown 0 primary
#> 3989 jul 674 3 -1 0 unknown 0 upper
#> 3990 may 111 1 -1 0 unknown 0 upper
#> 3991 may 144 2 -1 0 unknown 0 upper
#> 3992 jun 422 1 -1 0 unknown 0 primary
#> 3993 aug 733 6 -1 0 unknown 0 upper
#> 3994 may 11 8 -1 0 unknown 0 upper
#> 3995 sep 74 1 -1 0 unknown 0 upper
#> 3996 may 245 1 -1 0 unknown 0 upper
#> 3997 may 268 3 -1 0 unknown 0 upper
#> 3998 jan 918 1 93 1 success 1 upper
#> 3999 mar 119 1 -1 0 unknown 0 primary
#> 4000 may 17 7 287 13 other 0 upper
#> 4001 jun 326 1 -1 0 unknown 0 upper
#> 4002 aug 138 2 69 3 failure 0 upper
#> 4003 jan 142 1 238 3 other 1 upper
#> 4004 aug 29 28 -1 0 unknown 0 upper
#> 4005 may 147 1 40 1 failure 0 unknown
#> 4006 jan 385 3 197 1 other 0 upper
#> 4007 jul 901 1 -1 0 unknown 1 upper
#> 4008 may 129 2 -1 0 unknown 0 upper
#> 4009 jun 45 1 -1 0 unknown 0 upper
#> 4010 feb 206 2 188 6 failure 0 primary
#> 4011 feb 70 3 265 4 other 0 primary
#> 4012 jun 399 8 -1 0 unknown 0 upper
#> 4013 nov 273 5 -1 0 unknown 0 upper
#> 4014 may 148 1 -1 0 unknown 0 upper
#> 4015 apr 222 5 -1 0 unknown 0 primary
#> 4016 may 138 1 -1 0 unknown 0 upper
#> 4017 jul 50 20 -1 0 unknown 0 upper
#> 4018 may 102 2 -1 0 unknown 0 upper
#> 4019 mar 144 2 124 1 failure 0 upper
#> 4020 may 157 1 299 3 failure 0 upper
#> 4021 nov 120 2 187 2 failure 0 upper
#> 4022 nov 22 5 -1 0 unknown 0 upper
#> 4023 oct 135 2 91 13 failure 0 upper
#> 4024 may 72 2 -1 0 unknown 0 upper
#> 4025 may 394 1 -1 0 unknown 1 upper
#> 4026 jun 194 1 -1 0 unknown 1 upper
#> 4027 dec 154 1 97 2 failure 1 upper
#> 4028 may 45 1 -1 0 unknown 0 upper
#> 4029 may 178 2 -1 0 unknown 0 primary
#> 4030 jul 150 4 -1 0 unknown 0 upper
#> 4031 jun 394 1 -1 0 unknown 0 primary
#> 4032 jul 335 1 -1 0 unknown 0 upper
#> 4033 jul 444 2 -1 0 unknown 0 upper
#> 4034 may 90 2 -1 0 unknown 0 upper
#> 4035 jul 298 2 -1 0 unknown 0 upper
#> 4036 jun 367 1 -1 0 unknown 0 upper
#> 4037 jul 182 6 -1 0 unknown 0 upper
#> 4038 nov 57 1 -1 0 unknown 0 upper
#> 4039 may 207 1 -1 0 unknown 0 primary
#> 4040 may 132 1 -1 0 unknown 0 upper
#> 4041 jun 78 1 -1 0 unknown 0 upper
#> 4042 feb 337 4 -1 0 unknown 0 upper
#> 4043 may 154 1 -1 0 unknown 0 primary
#> 4044 aug 112 2 -1 0 unknown 0 upper
#> 4045 jul 820 4 -1 0 unknown 1 upper
#> 4046 jun 247 1 -1 0 unknown 0 upper
#> 4047 may 102 1 -1 0 unknown 0 upper
#> 4048 may 530 2 -1 0 unknown 0 upper
#> 4049 may 379 2 169 1 failure 0 upper
#> 4050 feb 114 1 208 1 failure 0 primary
#> 4051 nov 160 2 -1 0 unknown 0 upper
#> 4052 aug 152 2 -1 0 unknown 0 upper
#> 4053 jun 74 1 -1 0 unknown 0 upper
#> 4054 aug 275 12 -1 0 unknown 0 upper
#> 4055 jun 140 2 -1 0 unknown 0 upper
#> 4056 aug 310 2 -1 0 unknown 0 upper
#> 4057 nov 758 1 -1 0 unknown 1 upper
#> 4058 jul 1083 2 -1 0 unknown 0 upper
#> 4059 nov 47 1 133 1 failure 0 upper
#> 4060 aug 181 2 -1 0 unknown 0 primary
#> 4061 jul 401 1 -1 0 unknown 0 upper
#> 4062 nov 78 1 -1 0 unknown 0 upper
#> 4063 may 146 1 370 1 failure 0 upper
#> 4064 may 12 2 -1 0 unknown 0 upper
#> 4065 may 228 1 -1 0 unknown 0 primary
#> 4066 may 57 1 -1 0 unknown 0 upper
#> 4067 apr 96 2 -1 0 unknown 0 upper
#> 4068 aug 84 4 -1 0 unknown 0 upper
#> 4069 jun 22 12 -1 0 unknown 0 upper
#> 4070 may 54 2 371 1 failure 0 upper
#> 4071 jun 407 1 -1 0 unknown 0 primary
#> 4072 apr 82 6 -1 0 unknown 0 upper
#> 4073 apr 259 1 -1 0 unknown 0 upper
#> 4074 jan 164 1 -1 0 unknown 0 upper
#> 4075 jul 462 1 -1 0 unknown 0 upper
#> 4076 feb 616 5 -1 0 unknown 0 upper
#> 4077 may 118 4 -1 0 unknown 0 upper
#> 4078 may 75 4 -1 0 unknown 0 upper
#> 4079 feb 171 3 277 4 other 0 primary
#> 4080 may 16 6 351 1 failure 0 upper
#> 4081 may 945 2 -1 0 unknown 1 primary
#> 4082 jul 49 6 -1 0 unknown 0 upper
#> 4083 aug 114 3 -1 0 unknown 0 upper
#> 4084 apr 90 10 -1 0 unknown 0 upper
#> 4085 aug 205 4 -1 0 unknown 0 upper
#> 4086 sep 11 1 490 5 other 0 upper
#> 4087 nov 146 2 -1 0 unknown 0 upper
#> 4088 aug 272 4 -1 0 unknown 0 upper
#> 4089 feb 168 2 203 7 failure 0 upper
#> 4090 may 109 1 -1 0 unknown 0 primary
#> 4091 may 199 1 -1 0 unknown 0 upper
#> 4092 may 60 1 343 7 failure 0 upper
#> 4093 may 75 2 -1 0 unknown 0 primary
#> 4094 sep 6 1 838 3 other 0 upper
#> 4095 jul 924 4 -1 0 unknown 0 primary
#> 4096 aug 59 2 -1 0 unknown 0 upper
#> 4097 jul 278 3 -1 0 unknown 0 upper
#> 4098 may 205 2 -1 0 unknown 0 upper
#> 4099 nov 353 1 -1 0 unknown 0 upper
#> 4100 oct 246 2 420 2 other 1 upper
#> 4101 may 422 1 363 1 failure 0 unknown
#> 4102 sep 199 4 -1 0 unknown 0 upper
#> 4103 jun 305 10 -1 0 unknown 0 upper
#> 4104 may 637 2 -1 0 unknown 0 upper
#> 4105 may 264 3 -1 0 unknown 0 upper
#> 4106 jul 87 3 -1 0 unknown 0 upper
#> 4107 mar 248 4 -1 0 unknown 1 upper
#> 4108 may 209 2 -1 0 unknown 0 primary
#> 4109 apr 24 1 152 3 failure 0 upper
#> 4110 may 182 2 -1 0 unknown 0 upper
#> 4111 jul 188 6 -1 0 unknown 0 primary
#> 4112 feb 152 1 -1 0 unknown 1 upper
#> 4113 may 187 3 -1 0 unknown 0 upper
#> 4114 may 337 1 -1 0 unknown 0 upper
#> 4115 may 53 7 -1 0 unknown 0 primary
#> 4116 aug 168 4 -1 0 unknown 0 primary
#> 4117 jul 416 4 -1 0 unknown 1 upper
#> 4118 jan 11 4 -1 0 unknown 0 upper
#> 4119 aug 219 2 -1 0 unknown 0 upper
#> 4120 oct 534 1 -1 0 unknown 0 upper
#> 4121 jul 283 1 -1 0 unknown 0 upper
#> 4122 aug 160 4 -1 0 unknown 0 upper
#> 4123 may 214 1 -1 0 unknown 0 upper
#> 4124 jul 249 3 -1 0 unknown 0 upper
#> 4125 jun 295 1 -1 0 unknown 1 upper
#> 4126 may 431 1 -1 0 unknown 0 upper
#> 4127 jul 239 4 -1 0 unknown 0 upper
#> 4128 jun 119 3 -1 0 unknown 0 primary
#> 4129 jan 553 2 -1 0 unknown 0 upper
#> 4130 may 140 1 -1 0 unknown 0 upper
#> 4131 may 89 7 -1 0 unknown 0 upper
#> 4132 may 112 1 370 1 failure 0 upper
#> 4133 jun 218 1 -1 0 unknown 0 upper
#> 4134 may 135 1 -1 0 unknown 0 primary
#> 4135 mar 237 3 -1 0 unknown 1 upper
#> 4136 mar 164 1 -1 0 unknown 0 upper
#> 4137 aug 228 6 -1 0 unknown 0 primary
#> 4138 may 237 3 -1 0 unknown 0 primary
#> 4139 may 396 1 -1 0 unknown 0 primary
#> 4140 aug 197 2 -1 0 unknown 0 upper
#> 4141 jul 258 1 -1 0 unknown 0 upper
#> 4142 jun 14 25 -1 0 unknown 0 upper
#> 4143 jun 351 3 -1 0 unknown 0 upper
#> 4144 may 37 1 -1 0 unknown 0 upper
#> 4145 aug 142 5 -1 0 unknown 0 upper
#> 4146 jun 249 2 -1 0 unknown 0 upper
#> 4147 nov 69 1 -1 0 unknown 0 upper
#> 4148 apr 318 2 332 6 other 0 upper
#> 4149 feb 174 1 267 2 other 0 upper
#> 4150 may 246 3 -1 0 unknown 0 unknown
#> 4151 may 1713 1 -1 0 unknown 0 upper
#> 4152 aug 119 3 -1 0 unknown 0 upper
#> 4153 oct 102 3 96 3 success 0 upper
#> 4154 may 345 1 -1 0 unknown 0 upper
#> 4155 may 149 6 -1 0 unknown 0 upper
#> 4156 jun 78 2 -1 0 unknown 0 unknown
#> 4157 jul 936 4 -1 0 unknown 0 upper
#> 4158 nov 198 1 -1 0 unknown 0 upper
#> 4159 may 179 1 -1 0 unknown 0 primary
#> 4160 jun 486 2 -1 0 unknown 0 upper
#> 4161 jul 72 1 -1 0 unknown 0 upper
#> 4162 jun 818 1 -1 0 unknown 0 upper
#> 4163 nov 209 5 -1 0 unknown 0 upper
#> 4164 jun 800 2 -1 0 unknown 0 upper
#> 4165 feb 213 2 -1 0 unknown 0 upper
#> 4166 may 191 1 -1 0 unknown 0 upper
#> 4167 nov 90 3 93 6 success 1 upper
#> 4168 aug 491 1 -1 0 unknown 0 upper
#> 4169 apr 422 1 -1 0 unknown 0 primary
#> 4170 nov 298 2 112 2 other 0 upper
#> 4171 sep 167 1 93 3 success 0 upper
#> 4172 feb 1294 2 -1 0 unknown 1 upper
#> 4173 jan 131 2 206 6 other 0 upper
#> 4174 jul 207 2 -1 0 unknown 0 primary
#> 4175 jul 214 1 -1 0 unknown 0 primary
#> 4176 nov 54 1 -1 0 unknown 0 upper
#> 4177 aug 43 5 -1 0 unknown 0 upper
#> 4178 may 229 5 268 4 failure 0 upper
#> 4179 apr 693 2 -1 0 unknown 0 upper
#> 4180 feb 215 1 80 1 other 0 upper
#> 4181 may 50 1 352 1 failure 0 upper
#> 4182 may 62 2 -1 0 unknown 0 upper
#> 4183 may 160 3 -1 0 unknown 0 upper
#> 4184 may 53 3 -1 0 unknown 0 upper
#> 4185 oct 371 1 495 1 failure 1 upper
#> 4186 nov 577 1 -1 0 unknown 0 upper
#> 4187 nov 134 1 92 8 success 0 upper
#> 4188 aug 99 4 -1 0 unknown 0 upper
#> 4189 may 224 2 -1 0 unknown 0 upper
#> 4190 jul 15 2 -1 0 unknown 0 upper
#> 4191 may 609 1 -1 0 unknown 0 upper
#> 4192 may 247 1 261 4 failure 0 upper
#> 4193 may 24 1 -1 0 unknown 0 upper
#> 4194 may 124 1 -1 0 unknown 0 upper
#> 4195 jul 134 1 -1 0 unknown 0 upper
#> 4196 jun 583 1 -1 0 unknown 0 upper
#> 4197 jul 61 3 -1 0 unknown 0 upper
#> 4198 may 238 3 -1 0 unknown 0 upper
#> 4199 may 47 1 -1 0 unknown 0 upper
#> 4200 aug 965 4 -1 0 unknown 1 upper
#> 4201 jun 83 1 -1 0 unknown 0 upper
#> 4202 may 203 1 -1 0 unknown 0 upper
#> 4203 may 706 3 -1 0 unknown 0 primary
#> 4204 aug 123 2 -1 0 unknown 0 upper
#> 4205 aug 196 2 -1 0 unknown 0 upper
#> 4206 jul 302 1 -1 0 unknown 0 primary
#> 4207 jul 5 3 -1 0 unknown 0 upper
#> 4208 jun 269 1 104 1 success 1 upper
#> 4209 nov 286 1 -1 0 unknown 0 upper
#> 4210 aug 87 5 -1 0 unknown 0 upper
#> 4211 apr 108 1 -1 0 unknown 0 primary
#> 4212 may 114 1 -1 0 unknown 0 upper
#> 4213 may 176 1 -1 0 unknown 0 upper
#> 4214 jan 259 1 -1 0 unknown 0 upper
#> 4215 aug 73 2 -1 0 unknown 0 upper
#> 4216 jun 84 2 -1 0 unknown 0 upper
#> 4217 may 66 3 -1 0 unknown 0 upper
#> 4218 jun 55 25 -1 0 unknown 0 upper
#> 4219 apr 370 3 282 2 failure 0 primary
#> 4220 may 123 2 -1 0 unknown 0 upper
#> 4221 aug 425 6 -1 0 unknown 0 upper
#> 4222 may 83 7 -1 0 unknown 0 upper
#> 4223 aug 217 1 99 7 success 1 upper
#> 4224 aug 96 11 -1 0 unknown 0 upper
#> 4225 jun 70 5 -1 0 unknown 0 upper
#> 4226 aug 101 1 -1 0 unknown 0 upper
#> 4227 may 27 2 -1 0 unknown 0 upper
#> 4228 sep 211 1 216 7 success 1 upper
#> 4229 may 225 1 364 1 failure 0 upper
#> 4230 jul 119 2 -1 0 unknown 0 upper
#> 4231 may 686 2 -1 0 unknown 1 upper
#> 4232 may 254 1 -1 0 unknown 0 upper
#> 4233 mar 105 1 182 1 failure 0 upper
#> 4234 jun 534 3 -1 0 unknown 0 upper
#> 4235 aug 229 2 -1 0 unknown 0 primary
#> 4236 jul 544 1 -1 0 unknown 0 upper
#> 4237 nov 73 2 -1 0 unknown 0 primary
#> 4238 aug 67 6 -1 0 unknown 0 upper
#> 4239 jun 136 1 -1 0 unknown 0 primary
#> 4240 may 188 1 -1 0 unknown 0 upper
#> 4241 feb 388 1 -1 0 unknown 0 upper
#> 4242 jul 93 1 -1 0 unknown 0 upper
#> 4243 jul 183 2 -1 0 unknown 0 primary
#> 4244 nov 57 1 -1 0 unknown 0 upper
#> 4245 jul 271 1 -1 0 unknown 0 primary
#> 4246 jul 305 6 -1 0 unknown 0 primary
#> 4247 jul 652 2 -1 0 unknown 0 upper
#> 4248 may 163 4 -1 0 unknown 0 upper
#> 4249 jun 585 2 -1 0 unknown 0 upper
#> 4250 may 183 3 -1 0 unknown 0 upper
#> 4251 aug 238 1 -1 0 unknown 0 upper
#> 4252 aug 78 4 -1 0 unknown 0 primary
#> 4253 apr 804 2 262 5 failure 0 upper
#> 4254 jun 361 1 -1 0 unknown 0 upper
#> 4255 aug 114 2 -1 0 unknown 0 upper
#> 4256 sep 121 3 100 5 other 1 upper
#> 4257 jun 177 2 -1 0 unknown 0 upper
#> 4258 jun 107 1 -1 0 unknown 0 upper
#> 4259 may 87 1 -1 0 unknown 0 upper
#> 4260 jul 631 1 -1 0 unknown 0 upper
#> 4261 aug 144 4 -1 0 unknown 0 upper
#> 4262 nov 50 1 -1 0 unknown 0 upper
#> 4263 jan 205 1 -1 0 unknown 0 upper
#> 4264 jun 219 1 -1 0 unknown 0 upper
#> 4265 jun 197 1 -1 0 unknown 0 upper
#> 4266 feb 90 2 -1 0 unknown 0 upper
#> 4267 jul 517 5 -1 0 unknown 0 upper
#> 4268 aug 459 2 -1 0 unknown 1 primary
#> 4269 jul 196 1 -1 0 unknown 0 upper
#> 4270 jul 87 5 -1 0 unknown 0 primary
#> 4271 aug 64 2 -1 0 unknown 0 upper
#> 4272 aug 219 1 84 2 failure 0 upper
#> 4273 nov 159 1 -1 0 unknown 0 upper
#> 4274 aug 192 1 -1 0 unknown 0 primary
#> 4275 may 151 1 -1 0 unknown 0 upper
#> 4276 aug 91 1 1 6 other 0 upper
#> 4277 aug 179 6 -1 0 unknown 0 upper
#> 4278 may 54 4 -1 0 unknown 0 primary
#> 4279 jul 69 1 -1 0 unknown 0 upper
#> 4280 jul 106 3 -1 0 unknown 0 primary
#> 4281 may 370 3 -1 0 unknown 0 upper
#> 4282 may 180 2 -1 0 unknown 0 upper
#> 4283 aug 81 4 -1 0 unknown 0 upper
#> 4284 aug 342 5 -1 0 unknown 0 upper
#> 4285 may 132 1 -1 0 unknown 0 upper
#> 4286 feb 80 2 268 1 failure 0 primary
#> 4287 nov 95 1 -1 0 unknown 0 upper
#> 4288 may 554 1 -1 0 unknown 0 upper
#> 4289 apr 267 2 294 3 failure 0 upper
#> 4290 feb 82 3 -1 0 unknown 0 upper
#> 4291 may 214 2 -1 0 unknown 0 upper
#> 4292 aug 212 2 -1 0 unknown 0 upper
#> 4293 jul 127 10 -1 0 unknown 0 upper
#> 4294 nov 42 1 -1 0 unknown 0 upper
#> 4295 nov 39 9 -1 0 unknown 0 upper
#> 4296 aug 219 2 -1 0 unknown 0 upper
#> 4297 jul 270 2 -1 0 unknown 0 upper
#> 4298 oct 376 1 81 3 failure 0 upper
#> 4299 may 289 1 -1 0 unknown 0 primary
#> 4300 jun 128 1 -1 0 unknown 0 upper
#> 4301 nov 78 2 193 2 failure 0 primary
#> 4302 jul 250 1 -1 0 unknown 0 upper
#> 4303 apr 875 2 -1 0 unknown 1 upper
#> 4304 may 148 2 -1 0 unknown 0 upper
#> 4305 may 556 3 -1 0 unknown 0 upper
#> 4306 jul 81 6 -1 0 unknown 0 upper
#> 4307 may 556 1 -1 0 unknown 0 upper
#> 4308 may 106 1 101 2 failure 0 upper
#> 4309 may 250 1 -1 0 unknown 0 upper
#> 4310 nov 135 4 -1 0 unknown 0 upper
#> 4311 may 827 2 -1 0 unknown 1 primary
#> 4312 may 314 2 -1 0 unknown 0 upper
#> 4313 may 144 2 352 1 other 0 upper
#> 4314 may 428 3 -1 0 unknown 0 upper
#> 4315 aug 141 2 -1 0 unknown 0 upper
#> 4316 jul 84 2 -1 0 unknown 0 upper
#> 4317 feb 20 2 256 1 failure 0 upper
#> 4318 aug 95 6 -1 0 unknown 0 upper
#> 4319 aug 209 3 -1 0 unknown 0 upper
#> 4320 jun 87 3 -1 0 unknown 0 upper
#> 4321 may 328 2 -1 0 unknown 0 unknown
#> 4322 sep 6 1 -1 0 unknown 0 upper
#> 4323 jun 184 2 -1 0 unknown 0 primary
#> 4324 aug 946 4 -1 0 unknown 1 upper
#> 4325 jun 87 6 -1 0 unknown 0 primary
#> 4326 aug 545 2 -1 0 unknown 1 upper
#> 4327 may 210 1 -1 0 unknown 0 upper
#> 4328 jun 281 3 186 6 other 1 upper
#> 4329 jul 316 2 -1 0 unknown 0 upper
#> 4330 may 565 1 -1 0 unknown 0 upper
#> 4331 jun 199 4 -1 0 unknown 0 upper
#> 4332 oct 187 1 91 12 success 1 upper
#> 4333 feb 131 1 -1 0 unknown 0 upper
#> 4334 may 475 3 -1 0 unknown 0 upper
#> 4335 apr 160 1 -1 0 unknown 0 upper
#> 4336 jul 168 5 -1 0 unknown 0 upper
#> 4337 may 371 2 -1 0 unknown 0 upper
#> 4338 jul 122 2 -1 0 unknown 0 upper
#> 4339 jul 54 2 -1 0 unknown 0 upper
#> 4340 apr 125 1 -1 0 unknown 0 upper
#> 4341 may 68 2 -1 0 unknown 0 primary
#> 4342 apr 37 2 -1 0 unknown 0 upper
#> 4343 jul 92 1 -1 0 unknown 0 upper
#> 4344 mar 101 1 -1 0 unknown 0 upper
#> 4345 may 372 14 -1 0 unknown 0 upper
#> 4346 may 67 7 177 1 other 0 upper
#> 4347 jul 327 6 -1 0 unknown 0 upper
#> 4348 jul 272 1 -1 0 unknown 1 unknown
#> 4349 jun 84 2 -1 0 unknown 0 upper
#> 4350 may 91 1 356 2 other 0 upper
#> 4351 jun 39 3 -1 0 unknown 0 unknown
#> 4352 may 181 1 -1 0 unknown 0 upper
#> 4353 apr 72 3 341 1 other 0 upper
#> 4354 jul 175 1 -1 0 unknown 0 upper
#> 4355 jun 136 6 -1 0 unknown 0 upper
#> 4356 feb 1226 1 -1 0 unknown 1 upper
#> 4357 may 1521 1 -1 0 unknown 0 upper
#> 4358 may 58 6 -1 0 unknown 0 upper
#> 4359 aug 345 3 -1 0 unknown 0 upper
#> 4360 jul 425 2 -1 0 unknown 0 upper
#> 4361 nov 190 3 91 11 failure 0 unknown
#> 4362 jul 118 1 -1 0 unknown 0 primary
#> 4363 jun 157 1 -1 0 unknown 0 upper
#> 4364 jun 94 18 -1 0 unknown 0 upper
#> 4365 may 148 2 -1 0 unknown 0 upper
#> 4366 aug 120 4 -1 0 unknown 0 upper
#> 4367 apr 237 3 150 3 failure 0 primary
#> 4368 jul 165 23 -1 0 unknown 0 upper
#> 4369 may 70 2 -1 0 unknown 0 upper
#> 4370 mar 103 3 -1 0 unknown 0 upper
#> 4371 may 275 3 -1 0 unknown 0 upper
#> 4372 jul 7 5 -1 0 unknown 0 upper
#> 4373 apr 204 1 -1 0 unknown 1 upper
#> 4374 may 128 5 -1 0 unknown 0 primary
#> 4375 apr 54 1 273 3 failure 0 upper
#> 4376 jul 362 1 -1 0 unknown 0 upper
#> 4377 may 186 4 -1 0 unknown 0 upper
#> 4378 apr 555 2 -1 0 unknown 1 upper
#> 4379 aug 411 1 -1 0 unknown 1 upper
#> 4380 feb 210 2 274 6 failure 0 upper
#> 4381 jun 183 2 -1 0 unknown 0 primary
#> 4382 aug 334 5 -1 0 unknown 0 upper
#> 4383 jul 259 12 -1 0 unknown 0 upper
#> 4384 jul 135 2 -1 0 unknown 0 upper
#> 4385 may 145 1 -1 0 unknown 0 upper
#> 4386 feb 318 1 388 1 success 1 upper
#> 4387 jan 123 2 -1 0 unknown 0 upper
#> 4388 jul 107 5 -1 0 unknown 0 primary
#> 4389 aug 120 6 -1 0 unknown 0 upper
#> 4390 may 212 1 -1 0 unknown 0 upper
#> 4391 may 53 1 -1 0 unknown 0 primary
#> 4392 aug 83 2 -1 0 unknown 0 upper
#> 4393 jun 110 2 -1 0 unknown 0 upper
#> 4394 nov 14 7 -1 0 unknown 0 upper
#> 4395 nov 180 1 186 6 failure 0 upper
#> 4396 nov 33 1 -1 0 unknown 0 primary
#> 4397 may 153 1 -1 0 unknown 0 upper
#> 4398 may 139 1 -1 0 unknown 0 upper
#> 4399 nov 709 2 -1 0 unknown 1 upper
#> 4400 may 359 1 -1 0 unknown 0 upper
#> 4401 jun 126 2 -1 0 unknown 0 upper
#> 4402 aug 299 4 -1 0 unknown 0 primary
#> 4403 feb 41 3 -1 0 unknown 0 upper
#> 4404 apr 462 1 648 1 failure 1 upper
#> 4405 may 296 1 -1 0 unknown 0 upper
#> 4406 may 190 1 -1 0 unknown 0 upper
#> 4407 jul 57 5 -1 0 unknown 0 upper
#> 4408 feb 134 2 203 1 success 0 upper
#> 4409 nov 62 2 136 3 failure 0 upper
#> 4410 jun 48 10 -1 0 unknown 0 primary
#> 4411 jun 302 1 -1 0 unknown 0 primary
#> 4412 may 550 1 -1 0 unknown 1 upper
#> 4413 aug 197 5 -1 0 unknown 0 upper
#> 4414 apr 386 2 234 4 failure 0 primary
#> 4415 apr 184 2 -1 0 unknown 0 upper
#> 4416 jan 653 3 -1 0 unknown 0 upper
#> 4417 may 92 2 -1 0 unknown 0 upper
#> 4418 nov 101 1 -1 0 unknown 0 upper
#> 4419 may 338 4 -1 0 unknown 0 upper
#> 4420 may 84 1 343 1 other 0 upper
#> 4421 feb 82 2 -1 0 unknown 0 upper
#> 4422 may 411 3 -1 0 unknown 0 upper
#> 4423 jul 495 1 -1 0 unknown 0 upper
#> 4424 aug 308 6 -1 0 unknown 0 upper
#> 4425 apr 437 1 80 1 success 1 upper
#> 4426 may 272 6 -1 0 unknown 0 upper
#> 4427 jul 244 1 -1 0 unknown 0 upper
#> 4428 may 302 8 -1 0 unknown 0 primary
#> 4429 jun 266 3 -1 0 unknown 0 upper
#> 4430 aug 104 2 -1 0 unknown 0 unknown
#> 4431 apr 204 1 -1 0 unknown 0 upper
#> 4432 jul 654 2 -1 0 unknown 1 upper
#> 4433 may 297 1 -1 0 unknown 0 upper
#> 4434 jul 313 1 -1 0 unknown 0 upper
#> 4435 aug 106 2 -1 0 unknown 0 unknown
#> 4436 aug 582 1 -1 0 unknown 1 upper
#> 4437 jul 27 17 -1 0 unknown 0 upper
#> 4438 may 249 2 -1 0 unknown 0 unknown
#> 4439 may 157 2 351 5 failure 0 upper
#> 4440 may 463 1 175 4 failure 0 primary
#> 4441 feb 429 1 -1 0 unknown 1 primary
#> 4442 may 597 6 -1 0 unknown 1 upper
#> 4443 feb 1776 2 -1 0 unknown 1 upper
#> 4444 aug 726 1 -1 0 unknown 0 upper
#> 4445 aug 155 2 -1 0 unknown 0 upper
#> 4446 may 588 3 -1 0 unknown 1 upper
#> 4447 jul 247 2 -1 0 unknown 0 upper
#> 4448 nov 8 5 137 1 failure 0 upper
#> 4449 jan 103 1 -1 0 unknown 0 upper
#> 4450 aug 163 2 -1 0 unknown 0 upper
#> 4451 jan 91 1 223 3 failure 0 primary
#> 4452 may 127 1 -1 0 unknown 0 primary
#> 4453 nov 658 3 169 2 failure 0 upper
#> 4454 aug 56 2 -1 0 unknown 0 upper
#> 4455 aug 77 6 -1 0 unknown 0 primary
#> 4456 may 122 1 368 2 failure 0 upper
#> 4457 aug 156 12 -1 0 unknown 0 upper
#> 4458 feb 293 6 -1 0 unknown 0 upper
#> 4459 feb 75 1 208 1 failure 0 upper
#> 4460 jul 63 2 -1 0 unknown 0 upper
#> 4461 jun 103 1 -1 0 unknown 0 upper
#> 4462 aug 122 1 109 1 other 0 upper
#> 4463 may 480 2 -1 0 unknown 0 upper
#> 4464 jul 171 13 -1 0 unknown 0 primary
#> 4465 nov 59 2 -1 0 unknown 0 upper
#> 4466 jul 115 1 -1 0 unknown 0 upper
#> 4467 aug 734 4 -1 0 unknown 1 upper
#> 4468 jul 244 7 -1 0 unknown 0 upper
#> 4469 jul 85 1 -1 0 unknown 0 primary
#> 4470 feb 129 4 -1 0 unknown 0 upper
#> 4471 may 98 1 170 2 failure 0 upper
#> 4472 feb 308 1 94 4 success 1 upper
#> 4473 apr 74 2 -1 0 unknown 0 upper
#> 4474 may 116 4 365 1 failure 0 primary
#> 4475 jul 106 4 -1 0 unknown 0 upper
#> 4476 may 310 2 -1 0 unknown 0 upper
#> 4477 jun 750 2 -1 0 unknown 1 upper
#> 4478 aug 701 1 -1 0 unknown 0 primary
#> 4479 may 209 3 -1 0 unknown 0 upper
#> 4480 may 293 6 -1 0 unknown 0 upper
#> 4481 jul 270 3 -1 0 unknown 1 upper
#> 4482 aug 112 7 -1 0 unknown 0 upper
#> 4483 jul 116 1 -1 0 unknown 0 upper
#> 4484 aug 83 3 -1 0 unknown 0 upper
#> 4485 aug 67 3 280 4 failure 0 upper
#> 4486 may 922 4 -1 0 unknown 1 upper
#> 4487 jul 73 1 -1 0 unknown 0 primary
#> 4488 oct 169 1 134 1 other 0 upper
#> 4489 nov 902 2 -1 0 unknown 0 primary
#> 4490 may 57 4 -1 0 unknown 0 upper
#> 4491 dec 221 1 -1 0 unknown 0 primary
#> 4492 aug 87 2 -1 0 unknown 0 upper
#> 4493 aug 628 1 182 2 failure 1 unknown
#> 4494 apr 431 2 -1 0 unknown 0 upper
#> 4495 aug 356 1 364 1 other 1 upper
#> 4496 aug 35 14 -1 0 unknown 0 upper
#> 4497 aug 201 1 103 1 failure 0 upper
#> 4498 apr 792 2 -1 0 unknown 0 primary
#> 4499 may 478 1 -1 0 unknown 0 upper
#> 4500 jun 781 1 -1 0 unknown 1 upper
#> 4501 jun 544 1 -1 0 unknown 1 upper
#> 4502 jul 155 3 -1 0 unknown 0 primary
#> 4503 feb 226 2 -1 0 unknown 0 upper
#> 4504 jun 251 4 -1 0 unknown 0 upper
#> 4505 jul 143 1 -1 0 unknown 0 upper
#> 4506 jun 133 1 -1 0 unknown 0 upper
#> 4507 may 422 2 -1 0 unknown 0 primary
#> 4508 jul 71 2 -1 0 unknown 0 upper
#> 4509 may 304 4 -1 0 unknown 0 primary
#> 4510 may 264 1 -1 0 unknown 0 upper
#> 4511 jul 230 1 -1 0 unknown 0 upper
#> 4512 aug 117 3 -1 0 unknown 0 upper
#> 4513 may 242 1 -1 0 unknown 0 upper
#> 4514 may 339 1 -1 0 unknown 0 upper
#> 4515 mar 217 1 184 7 other 0 upper
#> 4516 aug 209 2 -1 0 unknown 0 upper
#> 4517 jul 13 11 -1 0 unknown 0 upper
#> 4518 feb 161 4 212 3 failure 0 upper
#> 4519 may 246 2 -1 0 unknown 0 upper
#> 4520 jul 110 4 -1 0 unknown 0 primary
#> 4521 feb 489 2 271 2 success 0 upper
#> education_upper education_unknown education_primary
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#> 4415 1 0 0
#> 4416 1 0 0
#> 4417 1 0 0
#> 4418 1 0 0
#> 4419 1 0 0
#> 4420 1 0 0
#> 4421 1 0 0
#> 4422 1 0 0
#> 4423 1 0 0
#> 4424 1 0 0
#> 4425 1 0 0
#> 4426 1 0 0
#> 4427 1 0 0
#> 4428 0 0 1
#> 4429 1 0 0
#> 4430 0 1 0
#> 4431 1 0 0
#> 4432 1 0 0
#> 4433 1 0 0
#> 4434 1 0 0
#> 4435 0 1 0
#> 4436 1 0 0
#> 4437 1 0 0
#> 4438 0 1 0
#> 4439 1 0 0
#> 4440 0 0 1
#> 4441 0 0 1
#> 4442 1 0 0
#> 4443 1 0 0
#> 4444 1 0 0
#> 4445 1 0 0
#> 4446 1 0 0
#> 4447 1 0 0
#> 4448 1 0 0
#> 4449 1 0 0
#> 4450 1 0 0
#> 4451 0 0 1
#> 4452 0 0 1
#> 4453 1 0 0
#> 4454 1 0 0
#> 4455 0 0 1
#> 4456 1 0 0
#> 4457 1 0 0
#> 4458 1 0 0
#> 4459 1 0 0
#> 4460 1 0 0
#> 4461 1 0 0
#> 4462 1 0 0
#> 4463 1 0 0
#> 4464 0 0 1
#> 4465 1 0 0
#> 4466 1 0 0
#> 4467 1 0 0
#> 4468 1 0 0
#> 4469 0 0 1
#> 4470 1 0 0
#> 4471 1 0 0
#> 4472 1 0 0
#> 4473 1 0 0
#> 4474 0 0 1
#> 4475 1 0 0
#> 4476 1 0 0
#> 4477 1 0 0
#> 4478 0 0 1
#> 4479 1 0 0
#> 4480 1 0 0
#> 4481 1 0 0
#> 4482 1 0 0
#> 4483 1 0 0
#> 4484 1 0 0
#> 4485 1 0 0
#> 4486 1 0 0
#> 4487 0 0 1
#> 4488 1 0 0
#> 4489 0 0 1
#> 4490 1 0 0
#> 4491 0 0 1
#> 4492 1 0 0
#> 4493 0 1 0
#> 4494 1 0 0
#> 4495 1 0 0
#> 4496 1 0 0
#> 4497 1 0 0
#> 4498 0 0 1
#> 4499 1 0 0
#> 4500 1 0 0
#> 4501 1 0 0
#> 4502 0 0 1
#> 4503 1 0 0
#> 4504 1 0 0
#> 4505 1 0 0
#> 4506 1 0 0
#> 4507 0 0 1
#> 4508 1 0 0
#> 4509 0 0 1
#> 4510 1 0 0
#> 4511 1 0 0
#> 4512 1 0 0
#> 4513 1 0 0
#> 4514 1 0 0
#> 4515 1 0 0
#> 4516 1 0 0
#> 4517 1 0 0
#> 4518 1 0 0
#> 4519 1 0 0
#> 4520 0 0 1
#> 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 0.7001343Equal Length Binning
Equal length binning creates bins of equal widths. It is different from equal frequency binning which creates bins of equal size.
bins <- rbin_equal_length(mbank, y, age, 10)
bins
#> Binning Summary
#> ---------------------------------
#> Method Equal Length
#> Response y
#> Predictor age
#> Bins 10
#> Count 4521
#> Goods 517
#> Bads 4004
#> Entropy 0.5
#> Information Value 0.17
#>
#>
#> cut_point bin_count good bad woe iv entropy
#> 1 < 24.6 85 24 61 -1.11418623 0.0347480126 0.8586371
#> 2 < 31.2 822 106 716 -0.13676519 0.0035843196 0.5545619
#> 3 < 37.8 1133 115 1018 0.13365680 0.0042514380 0.4737339
#> 4 < 44.4 943 82 861 0.30436899 0.0171748162 0.4262287
#> 5 < 51 623 52 571 0.34913923 0.0146733167 0.4142794
#> 6 < 57.6 612 66 546 0.06595797 0.0005741022 0.4933757
#> 7 < 64.2 229 43 186 -0.58245971 0.0213871054 0.6967893
#> 8 < 70.8 34 12 22 -1.44087046 0.0255269312 0.9366674
#> 9 < 77.4 25 13 12 -2.12704897 0.0471100183 0.9988455
#> 10 >= 77.4 15 4 11 -1.03540535 0.0051663529 0.8366407
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 0.7001343