LBB_Dv_Ismu
Ismu Hanian
2024-07-05
Opening
Preprocessing data yang dimiliki (bank.csv), untuk nantinya kita visualisasi
1. Read Data
Kita akan mengimport data bank, untuk dianalisa lebih lanjut
## age job marital education default balance housing loan
## 1 30 unemployed married primary no 1787 no no
## 2 33 services married secondary no 4789 yes yes
## 3 35 management single tertiary no 1350 yes no
## 4 30 management married tertiary no 1476 yes yes
## 5 59 blue-collar married secondary no 0 yes no
## 6 35 management single tertiary no 747 no no
## 7 36 self-employed married tertiary no 307 yes no
## 8 39 technician married secondary no 147 yes no
## 9 41 entrepreneur married tertiary no 221 yes no
## 10 43 services married primary no -88 yes yes
## 11 39 services married secondary no 9374 yes no
## 12 43 admin. married secondary no 264 yes no
## 13 36 technician married tertiary no 1109 no no
## 14 20 student single secondary no 502 no no
## 15 31 blue-collar married secondary no 360 yes yes
## 16 40 management married tertiary no 194 no yes
## 17 56 technician married secondary no 4073 no no
## 18 37 admin. single tertiary no 2317 yes no
## 19 25 blue-collar single primary no -221 yes no
## 20 31 services married secondary no 132 no no
## 21 38 management divorced unknown no 0 yes no
## 22 42 management divorced tertiary no 16 no no
## 23 44 services single secondary no 106 no no
## 24 44 entrepreneur married secondary no 93 no no
## 25 26 housemaid married tertiary no 543 no no
## 26 41 management married tertiary no 5883 no no
## 27 55 blue-collar married primary no 627 yes no
## 28 67 retired married unknown no 696 no no
## 29 56 self-employed married secondary no 784 no yes
## 30 53 admin. married secondary no 105 no yes
## 31 68 retired divorced secondary no 4189 no no
## 32 31 technician married secondary no 171 no no
## 33 59 management married secondary no 42 no no
## 34 32 management single tertiary no 2536 yes no
## 35 49 technician married tertiary no 1235 no no
## 36 42 admin. divorced secondary no 1811 yes no
## 37 78 retired divorced primary no 229 no no
## 38 32 blue-collar married secondary no 2089 yes no
## 39 33 management married secondary no 3935 yes no
## 40 23 services single tertiary no 363 yes no
## 41 38 management single tertiary no 11971 yes no
## 42 36 management single tertiary no 553 no no
## 43 52 blue-collar married secondary no 1117 yes no
## 44 32 technician married tertiary no 396 yes no
## 45 32 technician single tertiary no 2204 yes no
## 46 34 management single tertiary no 872 yes no
## 47 55 blue-collar married primary no 145 no no
## 48 26 blue-collar married primary no 0 yes no
## 49 32 entrepreneur single primary yes -849 yes yes
## 50 61 admin. married unknown no 4629 yes no
## 51 45 blue-collar divorced primary no 844 no no
## 52 37 technician single secondary no 228 yes no
## 53 38 technician single secondary no 50 no no
## 54 34 technician married tertiary no 1539 yes no
## 55 53 blue-collar married secondary no 2231 yes no
## 56 48 admin. married secondary no 3064 yes no
## 57 57 management married secondary no 82 no yes
## 58 33 self-employed single tertiary no 2155 no no
## 59 36 retired single secondary no 101 yes yes
## 60 54 technician divorced secondary no 784 yes yes
## 61 41 blue-collar married primary no -516 no yes
## 62 63 retired married secondary no 415 yes no
## 63 48 management married tertiary no 5887 no no
## 64 48 services married secondary no 1355 no no
## 65 56 admin. married secondary no 16873 no no
## 66 51 blue-collar divorced secondary no 203 yes no
## 67 31 services married secondary no 338 yes no
## 68 29 technician married secondary no 444 yes no
## 69 41 management married secondary no 0 no yes
## 70 32 technician single tertiary no 360 no no
## 71 37 management married tertiary no 0 no no
## 72 42 entrepreneur divorced tertiary yes 2 yes no
## 73 31 management single tertiary no 6248 yes no
## 74 41 services married tertiary no 412 yes no
## 75 56 retired married secondary no 344 yes no
## 76 54 management divorced tertiary no 3222 no no
## 77 41 blue-collar divorced secondary no 174 yes no
## 78 40 technician single secondary no 591 no yes
## 79 50 blue-collar divorced primary no 388 no no
## 80 40 unemployed married secondary no 219 yes no
## 81 27 admin. divorced secondary no 451 yes no
## 82 60 retired married primary no 5 no no
## 83 28 admin. single secondary no 177 yes yes
## 84 52 services married secondary no 657 no no
## 85 37 management married tertiary no 1315 no no
## 86 51 blue-collar married primary no 1466 yes no
## 87 41 technician single secondary no 879 no yes
## 88 35 blue-collar single primary no 293 yes no
## 89 38 admin. married secondary no 424 yes no
## 90 34 blue-collar married secondary no 1831 yes no
## 91 39 blue-collar married primary no 111 no no
## 92 34 blue-collar married primary no 455 yes no
## 93 27 services single secondary no -195 yes no
## 94 32 management single tertiary no 3616 no no
## 95 57 blue-collar married secondary no 14093 no no
## 96 41 unknown single tertiary no 1567 no no
## 97 41 admin. married tertiary no 5426 yes no
## 98 30 admin. single tertiary no 261 no no
## 99 36 blue-collar divorced secondary no 2843 no no
## 100 31 unemployed single primary no 406 no no
## 101 36 blue-collar married secondary no 0 yes no
## 102 38 management single tertiary no 493 yes no
## 103 49 technician married secondary no 5996 no no
## 104 57 services single primary no 3777 yes no
## 105 34 management single secondary no 524 no no
## 106 32 management single tertiary no 574 yes no
## 107 37 blue-collar married secondary no 427 yes yes
## 108 33 self-employed married tertiary no 483 yes no
## 109 56 unemployed married primary no 3391 no no
## 110 27 housemaid married primary no 0 yes no
## 111 21 student single secondary no 2488 no no
## 112 58 management married tertiary no 1517 yes no
## 113 32 self-employed married secondary no 217 yes yes
## 114 33 blue-collar single secondary no 22 no no
## 115 25 student single secondary no 331 no no
## 116 25 technician single secondary no 505 no yes
## 117 30 services married secondary no 1808 yes no
## 118 22 admin. single secondary no 4111 no yes
## 119 39 blue-collar married primary no 52 no no
## 120 46 management divorced tertiary no 25 no no
## 121 31 admin. divorced secondary no 1890 yes no
## 122 45 blue-collar married primary no 419 no no
## 123 32 technician married secondary no 2693 yes no
## 124 36 blue-collar married secondary no -231 no yes
## 125 51 management single tertiary yes -55 yes no
## 126 34 self-employed single tertiary no 462 no no
## 127 24 unemployed single secondary no 119 no no
## 128 45 technician single secondary no 586 no yes
## 129 32 blue-collar single secondary no 228 no no
## 130 77 retired divorced tertiary no 4659 no no
## 131 41 blue-collar married primary no 168 yes no
## 132 37 blue-collar married primary no 0 yes no
## 133 43 blue-collar married unknown yes -715 yes no
## 134 48 admin. married unknown no 0 yes no
## 135 27 technician single secondary no 769 yes no
## 136 33 management single tertiary no 0 no no
## 137 29 admin. single secondary no 428 yes yes
## 138 34 management single tertiary no 0 no no
## 139 52 management married tertiary no -970 yes no
## 140 60 management married unknown no 6313 no no
## 141 32 management divorced tertiary no 948 no no
## 142 32 management single tertiary no 0 yes no
## 143 56 services divorced unknown no 1877 yes no
## 144 31 management single tertiary no 874 yes no
## 145 42 admin. married secondary no 323 yes yes
## 146 35 management married tertiary no 106 no yes
## 147 56 retired married primary no 1906 no yes
## 148 48 technician married secondary no 1152 yes no
## 149 46 admin. married secondary no 179 yes no
## 150 37 technician single unknown no 391 yes no
## 151 41 entrepreneur married unknown no 89 yes no
## 152 36 management single tertiary no 442 yes yes
## 153 45 unemployed divorced primary yes -249 yes yes
## 154 55 entrepreneur married secondary no 8104 no no
## 155 39 technician married secondary no 501 no no
## 156 35 technician divorced secondary no 308 no no
## 157 55 admin. married secondary no 602 no no
## 158 55 technician married secondary no 273 yes no
## 159 27 self-employed single secondary no 50 no no
## 160 34 technician married secondary no 1641 yes no
## 161 34 blue-collar married tertiary no 20 no no
## 162 25 admin. single secondary no 4590 yes no
## 163 41 admin. single secondary no -256 no yes
## 164 43 services married secondary no 978 yes yes
## 165 28 management single tertiary no 80 no no
## 166 31 admin. single secondary no 2104 yes no
## 167 78 housemaid married secondary no 499 no no
## 168 45 blue-collar divorced secondary no 1269 yes no
## 169 48 technician married tertiary no 310 no no
## 170 32 blue-collar single secondary no 1143 yes yes
## 171 42 technician married secondary no 2980 no no
## 172 37 management single tertiary no 37 no no
## 173 40 admin. single secondary no 462 yes yes
## 174 32 admin. married secondary no 1031 yes no
## 175 42 management married tertiary no 9009 no no
## 176 43 admin. married secondary no -465 yes yes
## 177 44 admin. married secondary no 5181 yes yes
## 178 37 admin. married secondary no 176 yes no
## 179 37 unknown married unknown no 1699 no no
## 180 37 admin. married tertiary no 0 yes no
## 181 28 technician single tertiary no 172 yes yes
## 182 32 services single secondary no 0 no yes
## 183 34 admin. single secondary no 6979 yes no
## 184 40 admin. divorced secondary no 6 no no
## 185 34 services married secondary no -62 yes no
## 186 34 self-employed married tertiary no 1972 yes no
## 187 34 admin. married tertiary no 899 yes no
## 188 37 services single secondary no 21 yes no
## 189 36 technician married secondary no 23 yes no
## 190 56 retired married secondary no -1206 yes no
## 191 49 blue-collar married primary no 0 yes yes
## 192 33 self-employed married secondary no 215 yes no
## 193 30 management single tertiary no 1372 no no
## 194 36 services married secondary no 1981 no no
## 195 23 student single secondary no 9216 no no
## 196 57 retired divorced secondary no 39 yes no
## 197 27 blue-collar single secondary no 5563 yes no
## 198 38 services married secondary no 1 no yes
## 199 42 technician married tertiary no 782 no no
## 200 75 retired married secondary no 3771 no no
## 201 34 technician single tertiary no 992 yes no
## 202 48 technician married secondary no 1526 no no
## 203 35 technician single tertiary no 2658 yes no
## 204 39 management divorced tertiary no 1315 yes no
## 205 29 blue-collar single tertiary no 455 no no
## 206 45 technician single tertiary no 0 yes no
## 207 42 technician married secondary no 2030 yes yes
## 208 29 technician married secondary no 1599 yes no
## 209 38 services single secondary no -196 yes no
## 210 56 retired married secondary no 1333 no no
## 211 36 technician single secondary no 9149 yes no
## 212 25 blue-collar single secondary no -350 yes no
## 213 38 technician married tertiary no 432 yes no
## 214 57 self-employed married secondary no 11494 no no
## 215 31 management married tertiary yes -253 no no
## 216 42 management married tertiary no 372 yes no
## 217 45 technician married secondary no 1410 no no
## 218 30 blue-collar married secondary no 975 yes no
## 219 49 blue-collar married primary no 305 yes yes
## 220 49 services married secondary no 400 no no
## 221 53 retired married tertiary no -22 yes no
## 222 37 technician married secondary no 4030 yes no
## 223 49 blue-collar married primary no 365 no no
## 224 41 self-employed married primary no 204 no no
## 225 54 management married primary no 1691 yes no
## 226 32 services single secondary no 406 yes no
## 227 33 technician married secondary no -204 no no
## 228 33 technician married secondary no 359 yes no
## 229 36 blue-collar married primary no 123 yes no
## 230 35 technician married tertiary no 0 yes yes
## 231 52 unknown married secondary no 142 no no
## 232 40 entrepreneur married tertiary no 3571 no no
## 233 44 technician single secondary no 33 yes no
## 234 45 blue-collar single secondary no 0 yes no
## 235 30 student single secondary no 3096 no no
## 236 48 technician divorced secondary yes 20 no no
## 237 33 blue-collar married secondary no 3576 yes no
## 238 57 technician married unknown no 206 yes no
## 239 57 housemaid married primary no 7082 no no
## 240 51 unemployed married tertiary no 1634 yes no
## 241 34 admin. single secondary no 1 yes no
## 242 50 self-employed married tertiary no 4012 no no
## 243 44 management married tertiary no 3762 no no
## 244 27 admin. married secondary no -247 yes yes
## 245 50 blue-collar married secondary no 606 yes no
## 246 36 management married tertiary no 0 yes no
## 247 42 management married secondary no -189 yes no
## 248 32 unemployed single secondary no 0 no no
## 249 42 management married tertiary no 484 yes no
## 250 43 technician married secondary no 0 no yes
## 251 31 management married tertiary no 395 yes no
## 252 32 management married tertiary no 2349 no no
## 253 55 blue-collar divorced primary no 410 no yes
## 254 58 retired married primary no 3401 yes no
## 255 46 blue-collar married primary no 222 no no
## 256 55 blue-collar married secondary no 989 yes yes
## 257 34 management married tertiary no 415 no yes
## 258 28 unemployed single secondary no 16 no no
## 259 42 technician divorced tertiary no 7190 yes no
## 260 29 blue-collar single secondary no 482 no yes
## 261 54 housemaid married secondary no 209 yes yes
## 262 32 technician single secondary no 0 no no
## 263 39 technician single tertiary no 5803 no no
## 264 53 entrepreneur married tertiary no 624 no yes
## 265 58 technician married tertiary no 883 no no
## 266 40 self-employed married secondary no 1516 yes yes
## 267 29 student single secondary no 872 yes no
## 268 33 technician married tertiary no -988 yes yes
## 269 38 admin. single secondary no 902 yes no
## 270 56 services divorced secondary no 1007 no no
## 271 40 services married secondary no 0 yes no
## 272 24 blue-collar single secondary no 174 yes yes
## 273 46 management married secondary no 12186 no no
## 274 35 self-employed married secondary no 524 yes no
## 275 35 blue-collar single tertiary no 0 yes no
## 276 34 technician married secondary no 4 yes no
## 277 35 housemaid married tertiary no 11219 no no
## 278 38 technician single tertiary no 0 no no
## 279 50 blue-collar married primary no 5776 no no
## 280 51 blue-collar divorced primary no 37 yes no
## 281 59 self-employed married tertiary no 593 no no
## 282 32 blue-collar married secondary no 1148 yes no
## 283 37 blue-collar single secondary no 3561 yes no
## 284 42 admin. divorced secondary no 63 no no
## 285 40 student married secondary no 260 no no
## 286 28 technician single tertiary no 2269 yes no
## 287 47 admin. married secondary no 1060 yes no
## 288 27 self-employed married secondary no -220 yes no
## 289 41 management married tertiary no 49 yes no
## 290 34 admin. married tertiary no 69 no yes
## 291 50 blue-collar married primary no 4108 yes no
## 292 47 blue-collar married secondary no 480 yes no
## 293 53 services married secondary no 4994 no no
## 294 53 technician divorced secondary no 0 yes yes
## 295 47 management married tertiary no 3681 no no
## 296 49 entrepreneur divorced unknown yes -701 yes no
## 297 29 management married tertiary no 451 no no
## 298 45 blue-collar divorced primary no -311 yes no
## 299 38 entrepreneur married secondary no 593 yes yes
## 300 32 blue-collar married secondary no 759 yes no
## 301 70 retired divorced primary no 4531 no no
## 302 65 retired divorced primary no 1840 no no
## 303 56 blue-collar married secondary no 345 yes no
## 304 35 blue-collar married secondary no 1287 yes no
## 305 56 management married unknown no 353 no yes
## 306 56 technician married secondary no 205 no yes
## 307 49 entrepreneur married secondary no 687 yes no
## 308 38 unemployed married primary no 1147 yes yes
## 309 35 management married tertiary no 4286 yes no
## 310 38 admin. married tertiary no 605 no no
## 311 49 blue-collar married secondary no 8545 yes yes
## 312 55 management married unknown no 559 no no
## 313 43 blue-collar single primary no 2 yes no
## 314 43 management married tertiary no 2 no yes
## 315 25 admin. single tertiary no 760 yes no
## 316 30 blue-collar married primary no 1317 yes no
## 317 46 blue-collar married secondary no 182 no no
## 318 50 admin. married primary no 276 no yes
## 319 35 entrepreneur married secondary no 2971 no no
## 320 26 unemployed single secondary no 1064 no no
## 321 45 admin. married unknown no 1783 no no
## 322 37 blue-collar married secondary no -67 no no
## 323 60 self-employed single tertiary no 179 no yes
## 324 38 management married tertiary no 1199 no no
## 325 47 blue-collar married primary no 214 yes yes
## 326 33 technician married secondary no 6699 no no
## 327 51 unemployed married secondary no 1760 no yes
## 328 35 entrepreneur single tertiary no 145 yes no
## 329 35 unemployed married secondary no 978 no no
## 330 48 admin. single secondary no 1150 yes no
## 331 37 admin. married secondary no 121 no no
## 332 29 technician single tertiary no 828 yes no
## 333 34 admin. married secondary no 244 yes no
## 334 32 services married primary no 228 yes no
## 335 30 management single tertiary no 424 no no
## 336 47 management divorced tertiary no 447 no yes
## 337 33 blue-collar married primary no -195 no no
## 338 33 management single tertiary no 1410 yes no
## 339 63 retired married primary no 1084 no no
## 340 51 self-employed divorced primary no 10924 no no
## 341 41 management married tertiary no 832 yes yes
## 342 56 retired married tertiary no 478 no no
## 343 60 management single tertiary no 0 no yes
## 344 41 self-employed single tertiary no 3950 yes no
## 345 37 management single unknown no 504 yes no
## 346 36 blue-collar single secondary no 219 yes yes
## 347 57 management married tertiary no 1602 no no
## 348 55 management married primary no 2587 no no
## 349 44 admin. married secondary no 0 yes yes
## 350 47 self-employed married tertiary no 2303 yes no
## 351 31 blue-collar married secondary no 1660 yes no
## 352 35 management married tertiary yes 32 yes no
## 353 39 management married tertiary no 278 no yes
## 354 50 management married tertiary no 4 no no
## 355 29 management married tertiary no 318 yes no
## 356 30 services single secondary no 209 yes no
## 357 46 services married secondary no 271 yes no
## 358 27 management single unknown no 3196 no no
## 359 48 admin. divorced secondary no 4099 no no
## 360 26 student single secondary no 2572 yes no
## 361 36 management single tertiary no 339 no no
## 362 42 blue-collar married primary no 0 yes yes
## 363 50 housemaid married primary no 395 yes no
## 364 49 blue-collar married secondary no 2039 yes no
## 365 45 management married tertiary no 5450 no no
## 366 23 student single secondary no 780 no no
## 367 38 technician single secondary no 0 yes no
## 368 32 management single tertiary no 8436 yes no
## 369 60 technician single primary no 11262 no no
## 370 30 entrepreneur married secondary no 946 yes no
## 371 58 housemaid married tertiary no 497 no no
## 372 60 retired married primary no 55 no no
## 373 38 services married secondary no -140 no no
## 374 51 technician married secondary no -379 yes no
## 375 42 admin. married secondary no -396 yes no
## 376 30 services single secondary no 0 yes no
## 377 40 management married primary no 733 yes no
## 378 37 management married tertiary no 393 yes no
## 379 53 technician divorced primary no 7290 yes no
## 380 27 services single secondary no 468 yes no
## 381 39 blue-collar married secondary no 0 yes no
## 382 39 blue-collar married primary no 3705 yes no
## 383 59 retired married tertiary no 9676 no no
## 384 37 services married secondary no 1328 yes no
## 385 41 blue-collar married primary no 8 yes no
## 386 45 blue-collar married primary no 61 no no
## 387 48 management married tertiary no 6613 no no
## 388 48 technician married secondary no 302 yes no
## 389 32 blue-collar married secondary no 1005 no no
## 390 35 services married secondary no 109 yes no
## 391 33 management single tertiary no 1240 yes no
## 392 28 blue-collar single primary no 0 yes yes
## 393 64 retired married unknown no 2923 no no
## 394 35 technician married secondary no 0 no no
## 395 33 blue-collar married secondary no 43 yes no
## 396 41 technician married secondary no 288 yes no
## 397 34 admin. married secondary no 613 yes no
## 398 37 technician single tertiary no 6101 no no
## 399 38 blue-collar married primary no 168 yes yes
## 400 39 blue-collar married primary no 7685 yes no
## 401 35 technician divorced tertiary no 4515 yes no
## 402 28 blue-collar single secondary no 517 no yes
## 403 27 blue-collar single secondary no 148 no no
## 404 48 retired married primary yes -285 no yes
## 405 50 blue-collar married secondary no 887 no no
## 406 45 self-employed married secondary no 3098 yes no
## 407 41 technician married tertiary no 744 yes no
## 408 39 technician married secondary no 130 no no
## 409 44 management married secondary no 438 yes no
## 410 54 admin. married secondary no 0 no no
## 411 49 management married tertiary no 322 no no
## 412 34 blue-collar single secondary no 186 no no
## 413 75 retired divorced tertiary no 3810 yes no
## 414 42 management married tertiary no 0 no no
## 415 53 blue-collar married secondary no 4380 no no
## 416 49 management divorced tertiary no 755 no no
## 417 31 services single secondary no 2070 no no
## 418 45 blue-collar single primary no 999 no no
## 419 39 self-employed married secondary no 167 yes yes
## 420 46 technician married secondary no 1322 yes yes
## 421 42 admin. divorced secondary no 1076 yes no
## 422 37 management married tertiary no 502 yes no
## 423 26 technician single tertiary no 1216 yes no
## 424 37 management single tertiary no 876 yes no
## 425 36 services single secondary no 342 yes no
## 426 29 blue-collar single primary no 950 yes no
## 427 36 blue-collar married primary no 973 yes yes
## 428 26 technician married tertiary no 3825 yes no
## 429 32 blue-collar married secondary no 2366 yes no
## 430 40 management married tertiary no 542 yes no
## 431 53 management married primary no 995 no no
## 432 29 management married tertiary no 20 yes no
## 433 34 technician single tertiary no 228 yes no
## 434 43 blue-collar married secondary no 130 no no
## 435 56 management married tertiary no 217 no yes
## 436 55 entrepreneur divorced tertiary no 0 no no
## 437 31 self-employed married tertiary no 259 yes no
## 438 27 admin. single secondary no 619 yes no
## 439 36 management married secondary no 644 yes no
## 440 44 management married tertiary no 22 yes no
## 441 37 admin. divorced tertiary no 4303 yes no
## 442 30 admin. single secondary no 239 yes no
## 443 42 technician single secondary no 275 no no
## 444 30 management married tertiary no 1221 yes no
## 445 62 retired married secondary no 816 no no
## 446 24 blue-collar married secondary no 1222 yes no
## 447 31 technician married secondary no 2363 yes no
## 448 66 retired married tertiary no 2262 no no
## 449 47 admin. married secondary no 2 no no
## 450 39 entrepreneur married tertiary no 2 yes no
## 451 35 technician married secondary no 4508 yes no
## 452 35 admin. divorced secondary no -402 yes no
## 453 27 technician married secondary no 1577 yes yes
## 454 32 blue-collar married secondary no 34 yes no
## 455 44 management married tertiary no 795 no no
## 456 42 blue-collar married secondary no 117 yes no
## 457 34 self-employed single tertiary no 5462 no no
## 458 25 services single secondary no 402 no yes
## 459 40 technician single secondary no 641 no no
## 460 43 management divorced tertiary no 36 no no
## 461 55 unemployed married tertiary no 383 no no
## 462 50 blue-collar married secondary no 283 yes no
## 463 45 management divorced tertiary no 0 no no
## 464 35 blue-collar divorced secondary no 3102 yes no
## 465 32 blue-collar married secondary no 889 yes no
## 466 59 housemaid married secondary no 0 no no
## 467 34 self-employed married secondary no -370 yes no
## 468 39 management married tertiary no -606 yes no
## 469 40 management single secondary no 10378 yes no
## 470 36 blue-collar single primary no 1313 yes no
## 471 40 management married tertiary no 8969 yes no
## 472 55 self-employed married secondary no -196 yes no
## 473 38 entrepreneur married secondary yes 15 yes no
## 474 61 admin. married secondary no 4608 no no
## 475 41 management married tertiary no 666 yes no
## 476 57 blue-collar married primary no 452 yes no
## 477 48 blue-collar married secondary no 149 yes no
## 478 77 retired married tertiary no 7802 no no
## 479 35 services married secondary no 1453 yes no
## 480 54 blue-collar married secondary no 1480 yes no
## 481 37 management single unknown no 715 yes no
## 482 56 management single secondary no 237 yes no
## 483 40 technician married secondary no 694 yes no
## 484 40 management married tertiary no 0 no no
## 485 54 management married tertiary no 55 yes no
## 486 55 housemaid married primary no 136 yes no
## 487 55 services divorced secondary yes -404 yes no
## 488 52 blue-collar married primary no 779 yes no
## 489 55 blue-collar single primary no 1187 yes no
## 490 33 management married tertiary no 641 yes no
## 491 52 blue-collar married unknown no 826 yes no
## 492 33 services divorced secondary no 991 yes no
## 493 53 admin. married secondary no 1796 no no
## 494 46 admin. married secondary no 22 no no
## 495 44 technician single secondary no 244 yes no
## 496 48 management divorced tertiary no 1328 yes no
## 497 50 housemaid married secondary no 7317 yes no
## 498 34 technician single secondary no 4943 yes yes
## 499 38 technician single secondary no 258 no yes
## 500 42 management single tertiary no 515 yes no
## 501 32 management single tertiary no 12607 no no
## 502 58 admin. married secondary no 2 yes yes
## 503 31 management married tertiary no 13 no no
## 504 19 student single primary no 103 no no
## 505 41 management married tertiary no 3872 no no
## 506 31 unemployed married secondary no 296 yes no
## 507 52 self-employed single primary no 217 no yes
## 508 42 self-employed divorced tertiary no 360 yes no
## 509 41 blue-collar single secondary no 428 yes no
## 510 30 blue-collar single secondary no 315 no no
## 511 38 blue-collar married secondary no 121 yes yes
## 512 32 management married tertiary no 820 yes no
## 513 52 technician married secondary no 195 yes no
## 514 48 management divorced tertiary no 108 yes no
## 515 36 management married tertiary no -381 yes no
## 516 45 unemployed divorced primary no 757 no no
## 517 34 technician married tertiary no 691 yes yes
## 518 36 blue-collar married primary no 1925 yes no
## 519 34 management married tertiary no 902 yes no
## 520 61 retired married secondary no 5207 no no
## 521 54 services married secondary no 0 no no
## 522 50 entrepreneur married secondary no 665 no no
## 523 43 admin. divorced secondary no 738 yes no
## 524 47 blue-collar married primary no 233 no no
## 525 45 services married secondary no -839 yes no
## 526 57 retired married primary no 5799 no no
## 527 27 admin. married secondary no 1033 yes no
## 528 49 unemployed divorced secondary no 66 no no
## 529 43 services married primary no 2567 yes no
## 530 40 management married tertiary no 1584 yes no
## 531 32 services single secondary no 182 yes no
## 532 58 management married primary no 76 yes no
## 533 34 admin. single secondary no 663 yes no
## 534 46 technician divorced secondary no 3455 yes no
## 535 29 blue-collar married secondary no 15 no no
## 536 52 blue-collar married primary no 1054 no no
## 537 45 management married tertiary no 1529 no no
## 538 26 management single secondary no 63 no no
## 539 40 technician married tertiary no 0 no no
## 540 41 admin. married secondary no 920 yes yes
## 541 47 admin. single secondary no 3696 no no
## 542 27 technician single unknown no 59 no no
## 543 27 services married secondary no 0 yes no
## 544 48 blue-collar married secondary no 157 yes no
## 545 49 admin. married secondary no 2465 no no
## 546 35 blue-collar married primary no 0 yes no
## 547 47 self-employed married secondary yes 2 no no
## 548 54 management married tertiary no 0 no no
## 549 39 management single tertiary no 12437 no no
## 550 28 student single secondary no 378 yes no
## 551 54 blue-collar married primary no 211 no no
## 552 34 technician married secondary no -228 yes no
## 553 63 retired married secondary no 2747 no no
## 554 42 self-employed married tertiary no 1932 yes no
## 555 43 technician single secondary no 11269 no no
## 556 37 admin. married secondary no 1314 yes no
## 557 55 blue-collar married primary no 2275 no no
## 558 43 management single tertiary no 1304 no no
## 559 41 blue-collar married secondary yes 720 no yes
## 560 47 technician divorced secondary no 2914 yes no
## 561 34 technician married secondary no 1464 yes no
## 562 28 student single secondary no 11555 no no
## 563 36 services married secondary no -302 yes no
## 564 50 technician married secondary no 2497 yes no
## 565 35 blue-collar married secondary no -339 yes no
## 566 40 technician married secondary no 56 yes yes
## 567 26 self-employed single tertiary no 211 no no
## 568 36 management divorced tertiary no 3611 yes no
## 569 59 unemployed married primary no 0 no no
## 570 28 student single secondary no 459 no no
## 571 46 entrepreneur married unknown no 242 yes no
## 572 50 self-employed married secondary no 1138 no no
## 573 53 management married tertiary no 1319 yes no
## 574 81 retired married secondary no 1 no no
## 575 35 services divorced secondary no 67 yes no
## 576 58 retired married unknown no 937 no no
## 577 44 services married secondary no 0 yes yes
## 578 38 management married tertiary no -558 yes no
## 579 49 blue-collar married secondary no 171 no no
## 580 33 technician single tertiary no 696 no yes
## 581 29 management married tertiary no 361 yes yes
## 582 28 technician single secondary no 227 no no
## 583 31 admin. married secondary no 236 yes yes
## 584 33 management single tertiary no -53 no no
## 585 52 technician married secondary no 192 yes no
## 586 43 management divorced tertiary no 38 yes no
## 587 32 self-employed single secondary no 518 yes no
## 588 36 self-employed married tertiary no 16 yes yes
## 589 41 blue-collar married secondary no -256 yes no
## 590 43 blue-collar married secondary no 105 no yes
## 591 45 self-employed married tertiary no 334 no no
## 592 39 technician married secondary no 1048 no yes
## 593 41 services married secondary no 108 yes yes
## 594 31 technician married secondary no 660 no no
## 595 37 unemployed single tertiary yes 0 yes no
## 596 28 entrepreneur married unknown no 1034 no no
## 597 47 housemaid married primary no 201 yes no
## 598 37 housemaid married primary no 189 no no
## 599 60 retired divorced unknown no -49 yes no
## 600 43 technician divorced secondary no 1413 yes no
## 601 58 retired divorced tertiary no 264 yes yes
## 602 52 entrepreneur married tertiary no 54 yes yes
## 603 50 blue-collar married primary no 12519 yes no
## 604 32 services single secondary no 2881 no no
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## 1741 35 admin. married tertiary no 0 yes no
## 1742 41 management married tertiary no 51 no no
## 1743 55 retired married primary no 150 no no
## 1744 51 self-employed married secondary yes 34 no yes
## 1745 27 services single secondary no 795 no no
## 1746 57 blue-collar married primary no 282 no yes
## 1747 51 management single tertiary no 2139 no no
## 1748 38 management married tertiary no -469 yes no
## 1749 49 admin. married secondary no 197 yes no
## 1750 40 technician single tertiary no 825 yes no
## 1751 47 housemaid single tertiary no 3232 no no
## 1752 48 management divorced secondary no 1598 yes no
## 1753 47 services married tertiary no 871 no no
## 1754 56 services married secondary no 83 no no
## 1755 29 management single tertiary no 1445 no no
## 1756 38 technician married secondary no 226 yes no
## 1757 32 management married tertiary no -55 yes no
## 1758 42 admin. single secondary no 243 yes no
## 1759 30 blue-collar married primary no -336 no no
## 1760 26 admin. single tertiary no 3672 yes no
## 1761 35 technician married secondary no 0 yes no
## 1762 35 technician married secondary no 251 yes yes
## 1763 35 self-employed single tertiary no 44 no no
## 1764 57 blue-collar married secondary no 2887 no no
## 1765 29 admin. single secondary no 1992 no no
## 1766 32 blue-collar single secondary no 2 no no
## 1767 45 technician married secondary no 1415 yes no
## 1768 51 management single tertiary no 297 yes no
## 1769 31 technician single secondary no 1094 yes no
## 1770 50 self-employed married unknown no -84 yes no
## 1771 38 blue-collar single secondary no -1 yes no
## 1772 37 management married tertiary no 347 yes no
## 1773 35 management married tertiary no 1253 yes no
## 1774 37 unemployed married unknown no 4565 no no
## 1775 28 management single tertiary no 781 no no
## 1776 38 management married tertiary no 7124 no no
## 1777 43 management married secondary no 17555 no no
## 1778 43 management married unknown no 5172 yes no
## 1779 56 management married tertiary no 15520 no no
## 1780 32 technician single tertiary no 13711 yes no
## 1781 58 management divorced tertiary no 1533 no no
## 1782 47 management married tertiary no 286 no no
## 1783 31 blue-collar single secondary no -219 yes no
## 1784 38 management married tertiary no 0 yes no
## 1785 50 blue-collar married secondary no 810 yes no
## 1786 32 blue-collar married secondary no 300 no no
## 1787 37 services single secondary no 1175 yes no
## 1788 39 management married tertiary no 0 yes no
## 1789 40 services married secondary no 113 yes no
## 1790 41 blue-collar married secondary no 641 yes no
## 1791 45 technician married secondary no 1477 yes no
## 1792 31 admin. married secondary no 0 yes no
## 1793 54 services married primary no 8 yes no
## 1794 39 admin. divorced secondary no 399 yes yes
## 1795 56 admin. divorced secondary yes -435 yes yes
## 1796 35 admin. single secondary no 2830 no no
## 1797 34 management married secondary no 15 no no
## 1798 31 technician single secondary no 125 no no
## 1799 38 technician married tertiary no 45 no no
## 1800 41 technician married tertiary no 13 no no
## 1801 44 entrepreneur married tertiary no 0 yes no
## 1802 49 blue-collar married secondary no 579 yes no
## 1803 30 services single secondary no 432 yes no
## 1804 31 services single secondary no 1987 yes no
## 1805 34 management married secondary no 857 yes no
## 1806 70 retired married tertiary no 15834 no no
## 1807 45 management married tertiary no 3370 no no
## 1808 31 management married tertiary no 6290 no no
## 1809 57 admin. married secondary no 808 no no
## 1810 40 services married unknown no 4075 yes no
## 1811 28 blue-collar married secondary no 373 yes no
## 1812 44 admin. single secondary no -101 yes no
## 1813 49 services divorced secondary no 3250 no no
## 1814 46 management married tertiary no 1375 yes no
## 1815 34 management married tertiary no 180 no no
## 1816 58 technician married secondary no 175 no no
## 1817 52 services married secondary no 381 no yes
## 1818 27 blue-collar married secondary no 2171 yes no
## 1819 48 technician married secondary no 340 yes no
## 1820 33 technician divorced secondary yes 10 yes yes
## 1821 46 admin. married secondary no 4958 yes no
## 1822 51 housemaid married unknown no 21244 no yes
## 1823 31 management married tertiary no 156 no no
## 1824 35 technician divorced secondary no 473 yes yes
## 1825 37 admin. single secondary no 781 no no
## 1826 60 entrepreneur married primary no 0 no no
## 1827 40 technician married secondary no 1819 no no
## 1828 50 management married tertiary no 4374 yes no
## 1829 34 entrepreneur married secondary no 456 yes yes
## 1830 32 technician married secondary no 253 yes no
## 1831 36 services single secondary no 774 yes no
## 1832 32 admin. single tertiary no -59 no yes
## 1833 40 services divorced secondary no -81 no yes
## 1834 37 blue-collar married primary no 0 yes no
## 1835 57 management married tertiary no 0 yes no
## 1836 46 management married tertiary no -3 no no
## 1837 31 blue-collar single primary no 2488 yes no
## 1838 39 technician divorced tertiary yes 3 no no
## 1839 35 management married secondary no 839 yes no
## 1840 32 blue-collar married primary no 103 no no
## 1841 44 technician divorced secondary no 316 yes no
## 1842 41 technician single secondary no 1680 yes no
## 1843 59 retired divorced primary no 7179 no no
## 1844 39 services married secondary no 247 yes no
## 1845 54 management married tertiary no 8295 no no
## 1846 27 services single secondary no 261 yes yes
## 1847 51 self-employed married secondary no 95 yes no
## 1848 33 technician single secondary no 291 no no
## 1849 38 blue-collar married primary no 2240 yes no
## 1850 52 entrepreneur married tertiary no 0 no no
## 1851 54 management divorced tertiary no 1295 yes no
## 1852 33 blue-collar married primary no 324 yes no
## 1853 50 technician married secondary no 669 yes no
## 1854 39 blue-collar single secondary no 4143 yes yes
## 1855 34 management single tertiary no 2646 no no
## 1856 41 technician single secondary no 618 no no
## 1857 48 management divorced tertiary no 541 yes no
## 1858 38 services married secondary no 434 yes no
## 1859 34 blue-collar married secondary no 622 yes no
## 1860 32 blue-collar married secondary no 0 yes no
## 1861 48 management married secondary no 99 yes no
## 1862 28 services single secondary no 290 yes no
## 1863 47 blue-collar married secondary no 1230 yes no
## 1864 32 admin. single secondary no 45 yes yes
## 1865 32 admin. married secondary no 923 yes no
## 1866 38 management married tertiary no 950 no no
## 1867 86 retired married secondary no 1503 no no
## 1868 47 technician married secondary no 65 no no
## 1869 42 management married primary no -679 yes yes
## 1870 44 management married tertiary no 773 no yes
## 1871 25 student single unknown no 10788 no no
## 1872 34 services divorced secondary no 991 yes no
## 1873 34 admin. married secondary no 247 no no
## 1874 53 blue-collar married primary no 4143 no no
## 1875 42 blue-collar married unknown no -406 yes no
## 1876 30 blue-collar single secondary no 180 no no
## 1877 26 blue-collar single primary no -887 yes no
## 1878 40 services married secondary no 4157 yes no
## 1879 34 technician single secondary no 1386 yes yes
## 1880 34 services married secondary no 2211 no no
## 1881 40 management married tertiary no -495 no yes
## 1882 36 management married tertiary no 27359 yes no
## 1883 34 technician single secondary no 440 yes no
## 1884 32 blue-collar single secondary no 135 yes no
## 1885 39 technician married secondary no -735 yes no
## 1886 36 technician married tertiary no 60 no no
## 1887 39 technician divorced secondary no 902 yes no
## 1888 33 management married unknown no 18347 yes no
## 1889 34 blue-collar single secondary no -72 yes no
## 1890 42 management married tertiary no 1205 no no
## 1891 46 technician married secondary no 499 yes no
## 1892 32 management single tertiary no 656 yes yes
## 1893 27 services married secondary no 100 no no
## 1894 35 technician divorced secondary no 69 yes no
## 1895 53 technician married unknown no 619 no no
## 1896 29 services single secondary no 192 no no
## 1897 35 management single tertiary no 0 no no
## 1898 49 management married tertiary no 87 no no
## 1899 58 management married tertiary no 3228 no no
## 1900 40 management single tertiary no 1361 no no
## 1901 19 student single unknown no 0 no no
## 1902 30 student single tertiary no 34 yes no
## 1903 34 technician single secondary no 318 no yes
## 1904 60 retired married secondary no 197 no no
## 1905 28 student single tertiary no 0 no no
## 1906 46 management married tertiary no 273 yes no
## 1907 49 blue-collar divorced primary no 15 yes no
## 1908 59 management divorced tertiary no 7813 yes no
## 1909 44 technician single secondary no -27 yes yes
## 1910 33 technician married tertiary no 75 no no
## 1911 54 retired married secondary no 1139 yes no
## 1912 26 blue-collar married secondary no 115 yes no
## 1913 54 blue-collar married secondary no 0 no no
## 1914 48 housemaid married primary no 7195 no no
## 1915 30 services single tertiary no -477 no yes
## 1916 29 management single tertiary no 1026 no no
## 1917 51 entrepreneur married tertiary no 3921 yes no
## 1918 53 unemployed married primary no 980 yes no
## 1919 43 blue-collar married secondary no -179 yes no
## 1920 34 admin. married tertiary no 2552 yes yes
## 1921 40 entrepreneur married tertiary no 1729 yes no
## 1922 43 technician married secondary no 434 yes no
## 1923 33 admin. single secondary no -300 yes yes
## 1924 66 retired married secondary no 4785 no no
## 1925 44 technician divorced secondary no -329 yes no
## 1926 33 services married secondary no 0 yes no
## 1927 31 technician single secondary no 391 no no
## 1928 71 retired married primary no 4657 no no
## 1929 22 student single primary no 3472 no no
## 1930 46 unemployed single tertiary no 705 no no
## 1931 32 services married secondary no 255 yes yes
## 1932 45 blue-collar married secondary no 4365 no yes
## 1933 32 management married secondary no 350 yes no
## 1934 49 blue-collar married primary no 474 yes yes
## 1935 27 technician single secondary no 489 yes no
## 1936 46 entrepreneur married secondary no 757 no no
## 1937 37 management single tertiary no 695 no no
## 1938 30 unemployed single secondary yes -770 yes no
## 1939 44 self-employed divorced secondary no 80 yes yes
## 1940 45 technician married secondary no 315 yes no
## 1941 27 student single secondary no 213 no no
## 1942 57 housemaid married primary no 0 no no
## 1943 66 management married tertiary no 2169 no no
## 1944 40 admin. divorced secondary no 212 no no
## 1945 48 blue-collar married secondary no 333 yes no
## 1946 33 blue-collar single secondary no 4404 yes no
## 1947 42 services divorced secondary no 257 yes no
## 1948 47 unemployed married secondary no 3188 yes no
## 1949 27 technician single tertiary no 3083 yes no
## 1950 78 retired married tertiary no 226 no no
## 1951 50 services married primary no 1260 no no
## 1952 46 entrepreneur single tertiary no 1410 yes no
## 1953 41 admin. divorced secondary no 6046 yes yes
## 1954 36 admin. single tertiary no 980 no no
## 1955 49 retired married primary no -37 no no
## 1956 46 management divorced tertiary no -154 yes yes
## 1957 77 retired married primary no 680 no no
## 1958 30 technician single tertiary no 799 yes yes
## 1959 43 management single secondary yes -1164 yes yes
## 1960 44 blue-collar married secondary no 2523 yes no
## 1961 40 blue-collar married primary no 98 yes no
## 1962 38 blue-collar married primary no 3419 yes no
## 1963 25 unemployed single tertiary no 343 no no
## 1964 49 management married tertiary no 852 yes no
## 1965 33 blue-collar married primary no 50 yes no
## 1966 40 management single tertiary no 0 no no
## 1967 44 blue-collar married primary no 10 yes no
## 1968 32 blue-collar married secondary no 950 yes yes
## 1969 52 management married tertiary no 0 yes no
## 1970 35 management married tertiary no 175 yes no
## 1971 35 technician married secondary no -259 yes no
## 1972 32 management married secondary no 6217 yes yes
## 1973 42 technician married secondary no -1310 yes yes
## 1974 59 blue-collar married unknown no 139 no no
## 1975 44 technician single secondary no 7138 no no
## 1976 50 admin. divorced secondary no 1111 yes no
## 1977 27 blue-collar single secondary no 113 no no
## 1978 55 management divorced tertiary no -612 no no
## 1979 54 blue-collar married unknown no 310 yes no
## 1980 31 unemployed single secondary no -186 yes no
## 1981 56 admin. married unknown no 2038 no no
## 1982 51 self-employed married tertiary no 833 no no
## 1983 61 blue-collar married primary no 625 yes no
## 1984 34 technician single secondary no 105 yes no
## 1985 56 blue-collar married primary no 551 no no
## 1986 29 student single unknown no 145 no no
## 1987 34 management single tertiary no 618 yes no
## 1988 35 services single secondary no 1063 yes yes
## 1989 56 admin. divorced secondary no 985 no yes
## 1990 45 blue-collar married secondary no 2926 yes yes
## 1991 31 admin. single secondary no -449 yes no
## 1992 37 entrepreneur divorced tertiary no 66 no no
## 1993 43 admin. married secondary no 0 yes no
## 1994 40 management married unknown no 419 yes no
## 1995 44 management married primary no 4758 yes no
## 1996 38 admin. single secondary no -23 no no
## 1997 58 management divorced tertiary no 1573 yes yes
## 1998 24 blue-collar single secondary no 77 yes no
## 1999 53 services married secondary no 1378 yes no
## 2000 36 blue-collar married secondary no -73 yes yes
## 2001 28 blue-collar married primary no 60 yes no
## 2002 45 blue-collar married primary no 137 yes yes
## 2003 32 admin. single tertiary no 1583 yes no
## 2004 46 admin. married secondary no -121 yes yes
## 2005 28 blue-collar single secondary no 1065 yes yes
## 2006 51 unemployed married secondary no -13 yes no
## 2007 51 blue-collar married primary no 1869 no no
## 2008 30 technician single secondary no 4787 yes no
## 2009 39 technician married secondary yes -183 yes no
## 2010 28 blue-collar married primary no 702 yes no
## 2011 31 management single tertiary no 1494 no no
## 2012 31 blue-collar married primary no 0 yes yes
## 2013 38 management married tertiary no 46 no no
## 2014 31 blue-collar single secondary no 609 yes no
## 2015 74 retired divorced secondary no 4079 no no
## 2016 40 management single tertiary no 0 yes no
## 2017 43 technician married secondary no 7876 yes no
## 2018 34 technician single tertiary no 925 yes no
## 2019 54 management divorced tertiary no 7010 no no
## 2020 51 blue-collar married primary no 42 yes no
## 2021 33 blue-collar married secondary no 285 no yes
## 2022 41 technician married tertiary no 0 no no
## 2023 33 management single tertiary no 3170 no no
## 2024 48 admin. married secondary no 8 no yes
## 2025 42 self-employed divorced tertiary no 216 yes no
## 2026 35 management single tertiary no 2975 no no
## 2027 25 admin. married secondary no 894 yes no
## 2028 38 blue-collar single primary no 490 yes yes
## 2029 45 entrepreneur married secondary no 245 yes no
## 2030 59 management divorced tertiary no 0 yes no
## 2031 47 management married unknown no 150 no no
## 2032 33 management married tertiary no 4 yes no
## 2033 59 management married primary no 1727 no no
## 2034 41 blue-collar divorced primary no 664 no yes
## 2035 42 technician married secondary no 473 yes no
## 2036 51 technician divorced tertiary no 0 no no
## 2037 45 management married tertiary no -192 yes no
## 2038 30 management married tertiary no 1942 yes yes
## 2039 33 blue-collar single secondary no 5137 yes no
## 2040 43 management married tertiary no 13044 no no
## 2041 37 blue-collar married secondary no 1053 no no
## 2042 73 retired married primary no 154 no no
## 2043 43 blue-collar married secondary no 625 yes no
## 2044 52 unemployed married primary no 255 no yes
## 2045 44 management married tertiary no 529 yes no
## 2046 56 management married tertiary no 318 no yes
## 2047 21 services single secondary no 1903 yes no
## 2048 43 unknown married tertiary no 1937 no no
## 2049 54 management married primary no 3859 no yes
## 2050 59 technician married primary no 4198 no no
## 2051 52 blue-collar married primary no 230 yes no
## 2052 31 admin. single secondary no 747 yes no
## 2053 53 admin. married secondary no 263 no yes
## 2054 24 technician single secondary no -46 yes no
## 2055 57 retired married secondary no 0 no yes
## 2056 48 technician married secondary no 568 yes no
## 2057 57 technician married secondary no 1469 yes no
## 2058 51 technician married secondary no 18 no yes
## 2059 50 management divorced tertiary no 201 yes no
## 2060 34 blue-collar married secondary no 1412 yes yes
## 2061 43 blue-collar married primary no -93 yes no
## 2062 31 services married secondary no -331 yes no
## 2063 29 blue-collar married unknown no 486 yes no
## 2064 39 blue-collar married primary no 694 yes no
## 2065 36 management single tertiary no 2806 yes no
## 2066 38 unemployed single tertiary no 0 no no
## 2067 56 management divorced tertiary no 2959 yes no
## 2068 41 housemaid divorced primary no 22 yes no
## 2069 47 technician married secondary no 1167 yes no
## 2070 38 management single tertiary no 35 yes no
## 2071 80 retired married secondary no 8304 no no
## 2072 37 services married secondary no 4760 yes no
## 2073 44 management single tertiary no -1313 yes yes
## 2074 33 blue-collar single secondary no 697 no no
## 2075 53 technician married secondary no 230 no yes
## 2076 69 retired married tertiary no 473 no no
## 2077 46 technician married secondary no 1427 yes no
## 2078 30 management single tertiary no 201 yes no
## 2079 31 self-employed single secondary no 1086 no no
## 2080 38 management divorced tertiary no 4335 yes no
## 2081 34 services divorced secondary no 44 no no
## 2082 48 unknown married unknown no 286 no no
## 2083 46 blue-collar divorced primary no 216 no no
## 2084 42 admin. married secondary no 214 yes no
## 2085 41 blue-collar married secondary no 343 yes no
## 2086 33 blue-collar married secondary no -77 yes no
## 2087 39 blue-collar married primary no 1046 no no
## 2088 27 student single secondary no 1566 no no
## 2089 26 management single tertiary no 592 no no
## 2090 38 management single tertiary no 104 yes no
## 2091 48 blue-collar married secondary no 0 yes no
## 2092 54 services married secondary no -22 no yes
## 2093 51 services married secondary no 0 no no
## 2094 47 technician married secondary no 72 no no
## 2095 53 technician married secondary no 100 no no
## 2096 35 blue-collar married primary no 319 yes no
## 2097 58 management married tertiary no 9339 yes no
## 2098 52 management divorced tertiary no 50 yes no
## 2099 57 retired married secondary yes 32 yes no
## 2100 52 management married tertiary no 6922 no no
## 2101 35 management single tertiary no 633 yes no
## 2102 48 technician married secondary no 4265 yes no
## 2103 46 entrepreneur married tertiary no 2262 no no
## 2104 39 services married secondary no 1970 yes no
## 2105 38 self-employed divorced tertiary no 1513 no no
## 2106 34 entrepreneur married secondary no 4659 yes no
## 2107 47 entrepreneur married primary no 668 no no
## 2108 35 management divorced tertiary no 649 no no
## 2109 46 blue-collar divorced primary no 452 yes no
## 2110 27 admin. single secondary no -145 yes no
## 2111 31 blue-collar married secondary no -498 yes no
## 2112 31 management single tertiary no 0 no no
## 2113 46 admin. married secondary no 22 yes no
## 2114 31 admin. married secondary no 2304 yes no
## 2115 33 management married tertiary no 1412 yes no
## 2116 42 housemaid married primary no 145 no no
## 2117 33 management single primary no 4897 yes no
## 2118 40 housemaid married primary no 1832 no no
## 2119 51 blue-collar married primary no 3726 no yes
## 2120 31 unemployed married tertiary no 591 no no
## 2121 62 retired divorced tertiary no 0 no no
## 2122 24 student single secondary no 508 yes no
## 2123 48 unemployed married secondary no 817 no no
## 2124 41 technician divorced secondary no 348 yes no
## 2125 43 management married tertiary no 291 yes no
## 2126 52 technician married secondary no 3554 no yes
## 2127 54 blue-collar married primary no 781 yes no
## 2128 32 technician divorced tertiary no 267 no no
## 2129 38 blue-collar married primary no 1327 yes no
## 2130 41 admin. married primary no -306 yes no
## 2131 31 blue-collar single primary no 864 yes no
## 2132 35 housemaid married tertiary no 1265 yes no
## 2133 26 admin. married secondary no 0 no no
## 2134 52 technician married tertiary no 214 no no
## 2135 58 retired married secondary no 425 yes yes
## 2136 57 housemaid married tertiary no 3 no no
## 2137 34 management married tertiary no 0 yes no
## 2138 59 blue-collar married primary no 0 no no
## 2139 27 technician single secondary no 282 no yes
## 2140 42 entrepreneur married tertiary no 0 no no
## 2141 47 housemaid single tertiary no 3727 no no
## 2142 33 blue-collar married secondary no 0 yes yes
## 2143 31 services single secondary no 864 yes no
## 2144 37 management married tertiary no 4089 yes no
## 2145 29 blue-collar married secondary no -478 no yes
## 2146 38 unemployed married primary no -363 no no
## 2147 35 self-employed married secondary no 8883 no no
## 2148 31 technician single secondary no 1970 no no
## 2149 62 management married tertiary no 1859 no no
## 2150 32 technician single tertiary no 1059 yes no
## 2151 31 services married secondary no 388 yes no
## 2152 51 blue-collar divorced primary no 602 yes no
## 2153 29 services single secondary no 0 no no
## 2154 43 blue-collar married primary no 255 yes no
## 2155 36 blue-collar married secondary no 63 yes no
## 2156 34 self-employed married primary no 712 yes no
## 2157 29 services married secondary no 57 yes no
## 2158 57 retired married secondary no 523 no yes
## 2159 43 management married tertiary no 422 no no
## 2160 33 services married secondary no 386 no no
## 2161 60 management married tertiary no 3387 no no
## 2162 51 technician married primary no 260 no no
## 2163 40 admin. single secondary no -1 no no
## 2164 51 technician married secondary no 1490 yes no
## 2165 38 services married secondary no 497 yes yes
## 2166 35 technician married secondary no 1707 yes no
## 2167 47 technician married secondary no 826 yes no
## 2168 45 blue-collar married primary no 907 no no
## 2169 40 services married secondary no 1836 yes no
## 2170 29 entrepreneur single secondary no 404 no no
## 2171 52 management divorced tertiary no 907 yes no
## 2172 26 technician married secondary no 18 yes yes
## 2173 31 blue-collar single primary no -495 yes no
## 2174 55 services married unknown no 1210 yes no
## 2175 35 services married secondary no 819 yes no
## 2176 56 management divorced tertiary no 442 no no
## 2177 28 blue-collar single secondary no -46 yes no
## 2178 27 student single secondary no 671 yes no
## 2179 30 technician married secondary no 371 no no
## 2180 51 technician married tertiary no -3 no no
## 2181 33 management married secondary no 11 yes no
## 2182 32 blue-collar single secondary no 33 yes no
## 2183 43 entrepreneur married secondary no 104 yes no
## 2184 46 blue-collar married primary no 174 no yes
## 2185 32 management married tertiary no 3107 yes yes
## 2186 40 services married secondary no 1438 yes no
## 2187 39 blue-collar married secondary no 1367 no no
## 2188 51 blue-collar married primary no -11 no no
## 2189 46 admin. single secondary no 1693 yes no
## 2190 43 blue-collar married primary no 778 yes yes
## 2191 36 technician married tertiary no 837 no no
## 2192 48 management married tertiary no 363 no no
## 2193 26 admin. single secondary no 236 yes yes
## 2194 39 admin. single unknown no 0 yes no
## 2195 47 management married tertiary no -50 no yes
## 2196 23 entrepreneur single primary no 4 yes no
## 2197 54 management divorced tertiary no 26306 yes no
## 2198 38 admin. married secondary no 46 yes yes
## 2199 33 technician married secondary no 575 no yes
## 2200 35 admin. divorced secondary no 148 no yes
## 2201 52 services married secondary no 431 no no
## 2202 25 technician single tertiary no 777 yes no
## 2203 29 management married tertiary no 199 yes yes
## 2204 35 technician single tertiary no 3552 no no
## 2205 49 services married secondary no 47 no no
## 2206 41 admin. divorced secondary no 3823 no no
## 2207 32 management married tertiary no 138 no no
## 2208 29 admin. single secondary no 1117 yes no
## 2209 28 blue-collar married secondary no 1325 yes no
## 2210 59 retired married secondary no 0 no no
## 2211 34 entrepreneur married tertiary no 4343 no no
## 2212 55 management divorced tertiary no 1598 no no
## 2213 34 management married tertiary no 3301 yes no
## 2214 24 student single secondary no 822 no no
## 2215 42 technician divorced secondary no -280 yes no
## 2216 34 management single unknown no 1534 yes no
## 2217 34 admin. married secondary no 1671 no no
## 2218 51 self-employed married tertiary no 2007 no no
## 2219 58 blue-collar married primary no 0 yes no
## 2220 44 technician married secondary no 2776 yes no
## 2221 33 blue-collar married secondary no 139 yes yes
## 2222 34 management married tertiary no 573 no no
## 2223 34 admin. married secondary no 475 yes no
## 2224 42 blue-collar divorced secondary no 47 yes yes
## 2225 46 management single tertiary no 2154 yes no
## 2226 31 self-employed single tertiary no 96 no no
## 2227 39 entrepreneur married tertiary no 83 yes no
## 2228 34 management single tertiary no 6766 no no
## 2229 47 technician married secondary no 3973 no no
## 2230 42 services divorced secondary no 372 yes yes
## 2231 48 blue-collar single secondary no -552 no yes
## 2232 30 self-employed single tertiary no 48 no no
## 2233 38 technician married secondary no 7696 yes no
## 2234 24 services married secondary no 4500 yes no
## 2235 34 technician married secondary no 1 yes no
## 2236 46 management single tertiary no 46 no yes
## 2237 32 admin. divorced secondary yes -18 yes no
## 2238 46 services married secondary no 451 yes yes
## 2239 26 self-employed married tertiary no 479 yes no
## 2240 42 blue-collar married secondary no 0 yes no
## 2241 50 technician married secondary no 1130 yes no
## 2242 41 blue-collar married primary no 389 yes no
## 2243 34 admin. single secondary no 10 no yes
## 2244 32 services married secondary no 401 yes no
## 2245 58 housemaid single tertiary no 145 yes yes
## 2246 45 technician married secondary no 115 yes no
## 2247 28 admin. single secondary no 89 yes yes
## 2248 35 technician married secondary no 94 yes yes
## 2249 39 services married secondary no 1438 yes no
## 2250 49 unemployed divorced tertiary no 780 no no
## 2251 50 management married tertiary no 207 yes no
## 2252 37 management married tertiary no 238 no no
## 2253 45 blue-collar married primary no 2433 no no
## 2254 30 housemaid single secondary no 1924 no no
## 2255 48 unemployed married tertiary no -471 yes no
## 2256 36 management single tertiary no 1531 yes no
## 2257 41 management single secondary no 764 no no
## 2258 55 blue-collar married secondary no 383 no no
## 2259 70 retired married primary no 3782 no no
## 2260 41 management married tertiary no 326 yes no
## 2261 47 services divorced secondary no 691 no no
## 2262 34 technician single secondary no 0 no no
## 2263 33 management single tertiary no 99 no no
## 2264 58 retired married secondary no 502 yes no
## 2265 51 management married tertiary no -15 no no
## 2266 45 management married tertiary no 1929 yes no
## 2267 55 admin. married secondary no 0 no no
## 2268 30 blue-collar single primary no 185 no no
## 2269 33 management single secondary no -424 yes no
## 2270 27 services single secondary no 0 yes no
## 2271 59 retired married secondary no 319 yes no
## 2272 34 management single tertiary no 171 yes no
## 2273 47 technician divorced tertiary no -1148 yes yes
## 2274 44 blue-collar married primary no -11 yes no
## 2275 35 admin. single secondary no 0 yes no
## 2276 45 management married tertiary no -206 yes no
## 2277 42 blue-collar married primary no 704 yes yes
## 2278 38 technician married secondary no 1931 no no
## 2279 34 technician single secondary no 943 no no
## 2280 35 technician married secondary no 327 yes no
## 2281 29 management single secondary no -105 yes no
## 2282 58 retired married secondary no 983 no no
## 2283 44 blue-collar single primary no 787 yes no
## 2284 45 entrepreneur married tertiary no 0 yes no
## 2285 43 blue-collar married secondary no 3060 yes no
## 2286 44 services married secondary no 5780 yes no
## 2287 30 technician single secondary no 790 no no
## 2288 38 unemployed married tertiary no 1449 no no
## 2289 50 technician married secondary no 1412 no no
## 2290 21 student single secondary no 681 no no
## 2291 38 entrepreneur married tertiary no 228 yes no
## 2292 42 admin. married secondary no 0 no no
## 2293 45 technician single tertiary no 2087 no no
## 2294 34 entrepreneur married secondary no 2 yes yes
## 2295 48 technician married secondary no 197 no yes
## 2296 34 services married secondary no 0 no yes
## 2297 32 blue-collar married secondary no 1905 yes no
## 2298 35 technician married tertiary no 118 no no
## 2299 39 entrepreneur married tertiary no 2644 yes no
## 2300 36 self-employed married tertiary no 16430 yes no
## 2301 35 technician married secondary no 13 no no
## 2302 57 services divorced secondary no 14 no yes
## 2303 28 technician single secondary no 769 yes no
## 2304 43 admin. married unknown no 3485 no no
## 2305 57 management married secondary no 139 no no
## 2306 34 services divorced secondary no 202 yes no
## 2307 36 technician married tertiary no 6 yes no
## 2308 47 management divorced tertiary no 2515 no no
## 2309 36 management divorced tertiary no 5195 yes no
## 2310 33 management married tertiary no 2098 no no
## 2311 57 management married tertiary no 320 no no
## 2312 57 management married tertiary no 3431 yes no
## 2313 34 admin. married secondary no 50 yes no
## 2314 51 housemaid divorced tertiary no 370 yes no
## 2315 54 blue-collar divorced primary no -182 no no
## 2316 52 self-employed single tertiary no 1623 yes no
## 2317 43 entrepreneur married tertiary no 13342 yes no
## 2318 58 retired single primary no 6570 no no
## 2319 53 admin. married secondary no 225 yes no
## 2320 44 management married secondary no -665 no no
## 2321 29 management single tertiary no 0 no no
## 2322 27 services single secondary no 54 yes no
## 2323 35 blue-collar married primary no 46 no no
## 2324 40 self-employed married secondary no 2 no no
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## 2899 42 technician divorced secondary no 0 yes no
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## 2912 34 housemaid married secondary no 0 yes no
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## 2914 58 retired married secondary no 413 no no
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## 2918 41 technician single tertiary no 1646 yes no
## 2919 29 admin. single tertiary no 14 no no
## 2920 44 management married tertiary no 7635 no no
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## 2958 50 housemaid married primary no 0 no no
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## 2994 29 blue-collar married secondary no 125 yes no
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## 3034 50 technician divorced secondary no -54 yes yes
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## 3047 43 blue-collar married primary no 232 no yes
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## 3049 35 services single secondary no 414 yes no
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## 3053 40 housemaid married secondary no 4610 no no
## 3054 46 blue-collar married primary no 1429 yes no
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## 3056 47 services married secondary no 2 no yes
## 3057 23 services single secondary no 500 yes no
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## 3061 52 admin. married secondary no 0 no no
## 3062 55 retired married secondary no 168 no no
## 3063 43 entrepreneur married tertiary no 210 no no
## 3064 34 blue-collar married secondary no 518 yes no
## 3065 43 management single tertiary no 1696 yes no
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## 3067 34 blue-collar married secondary no 856 yes no
## 3068 34 management single tertiary no 318 yes no
## 3069 43 self-employed married tertiary no 64 no no
## 3070 39 blue-collar married primary no 800 yes no
## 3071 39 technician single unknown no 75 no no
## 3072 34 technician single secondary no 347 yes no
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## 3074 67 retired married tertiary no 701 no no
## 3075 34 entrepreneur married tertiary no 475 yes yes
## 3076 47 blue-collar married secondary no 3285 no no
## 3077 33 blue-collar married primary no 925 no no
## 3078 45 entrepreneur married secondary no 128 no yes
## 3079 36 blue-collar married secondary no 1587 yes no
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## 3081 33 services married secondary no 478 no no
## 3082 52 technician divorced secondary no 280 no no
## 3083 53 blue-collar married primary no 1868 no no
## 3084 41 unemployed married primary no 819 no no
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## 3086 60 self-employed single secondary no 27 no no
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## 3089 31 technician single secondary no 2544 no no
## 3090 53 blue-collar married secondary no 427 no yes
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## 3092 38 blue-collar married secondary no 376 yes no
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## 3094 53 entrepreneur married tertiary no 71 no yes
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## 3097 38 technician married secondary no 994 no no
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## 3099 37 blue-collar married primary no 11 no no
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## 3107 27 services divorced secondary no 10 yes no
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## 3112 39 management married secondary no 0 yes no
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## 3126 38 admin. married primary no 0 yes no
## 3127 52 blue-collar married primary no 2 no no
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## 3130 42 blue-collar divorced unknown no 0 no no
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## 3132 51 housemaid married secondary no 260 no no
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## 3137 39 blue-collar married primary no 20 yes no
## 3138 42 blue-collar married secondary no 3068 yes yes
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## 3140 34 technician single secondary no 1076 no no
## 3141 61 retired married primary no 1060 yes no
## 3142 32 admin. single secondary no 678 yes no
## 3143 35 blue-collar single primary no 1147 yes yes
## 3144 54 blue-collar married secondary no -630 no no
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## 3147 32 housemaid married tertiary no 357 yes no
## 3148 52 unemployed married secondary no -9 no no
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## 3152 43 entrepreneur married secondary no 59 no no
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## 3160 35 admin. married secondary no 725 yes no
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## 3165 57 technician married secondary no 6164 no no
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## 3183 36 blue-collar married secondary no 1554 yes no
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## 3192 46 blue-collar married secondary no 137 no no
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## 3207 60 housemaid married primary no 0 no yes
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## 3212 37 technician married secondary no 2707 yes no
## 3213 41 technician married tertiary no 177 yes no
## 3214 49 admin. married secondary no 13229 no yes
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## 3216 40 technician married secondary no 990 yes no
## 3217 38 blue-collar married secondary no 648 yes no
## 3218 34 technician married secondary no 50 no no
## 3219 49 entrepreneur married secondary no 1916 no yes
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## 3224 31 management married tertiary no 0 no no
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## 3240 52 blue-collar married secondary no 2087 yes no
## 3241 43 technician single secondary no 34 no no
## 3242 48 technician married secondary no 5 no no
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## 3249 59 retired divorced secondary no 1026 no no
## 3250 58 housemaid married primary no 435 yes no
## 3251 54 technician married tertiary no 876 no no
## 3252 60 blue-collar married secondary no 1801 no no
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## 3254 39 blue-collar married unknown no 157 yes no
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## 3267 45 blue-collar married secondary no 192 yes no
## 3268 49 management married secondary no 321 no no
## 3269 44 blue-collar married secondary no 788 yes no
## 3270 37 blue-collar divorced secondary no 48 yes no
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## 3272 36 blue-collar married secondary no 4438 yes no
## 3273 44 services single secondary no 5045 yes no
## 3274 32 blue-collar single tertiary no 3014 yes no
## 3275 56 management married tertiary no 21664 no no
## 3276 32 management married tertiary no 5878 no no
## 3277 35 entrepreneur married tertiary no 2723 yes yes
## 3278 44 management married secondary no 576 yes no
## 3279 59 entrepreneur married primary no 0 no no
## 3280 31 blue-collar single tertiary no 2197 yes no
## 3281 60 blue-collar married unknown no 104 yes no
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## 3288 30 admin. single secondary no 127 yes no
## 3289 59 unemployed divorced secondary no 2921 no no
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## 3291 49 retired married primary no 1672 no no
## 3292 48 technician married tertiary no 9207 no no
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## 3295 40 management married tertiary no 1217 yes yes
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## 3297 58 blue-collar married secondary no 590 no yes
## 3298 28 self-employed single tertiary no 442 no no
## 3299 27 technician single tertiary no 808 yes no
## 3300 38 management single tertiary no 427 yes no
## 3301 53 technician married tertiary no 431 yes no
## 3302 60 services married tertiary no 4256 yes no
## 3303 33 management divorced tertiary no 0 yes yes
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## 3305 64 retired married tertiary no 846 no no
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## 3308 28 student single secondary no 0 yes no
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## 3310 28 technician single secondary no 618 yes no
## 3311 29 technician single tertiary no 2893 yes no
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## 3315 35 self-employed married tertiary no 980 no no
## 3316 33 admin. married tertiary no 79 yes no
## 3317 60 admin. married secondary no 3043 no no
## 3318 25 management single tertiary no 808 no no
## 3319 69 retired married secondary no 745 no no
## 3320 41 student married secondary no 1309 no no
## 3321 48 management single secondary no 290 yes no
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## 3324 59 management married tertiary no 0 no no
## 3325 32 management single tertiary no 537 no no
## 3326 28 blue-collar single secondary no 416 yes no
## 3327 60 blue-collar married primary no 1472 no no
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## 3329 32 management single tertiary no 112 yes no
## 3330 34 management divorced tertiary no 13204 yes yes
## 3331 58 blue-collar married secondary no 0 no yes
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## 3336 29 blue-collar married secondary no 228 yes no
## 3337 37 self-employed married secondary no 215 yes no
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## 3340 34 blue-collar divorced secondary no 0 no yes
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## 3342 53 admin. married secondary no 459 no no
## 3343 42 unemployed married secondary no 8131 yes no
## 3344 40 services married secondary no -378 yes yes
## 3345 30 blue-collar single primary no 395 no no
## 3346 31 technician divorced secondary no 10787 yes no
## 3347 55 admin. married secondary no 865 yes no
## 3348 36 management married tertiary no 340 yes no
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## 3350 26 management married tertiary no 265 no no
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## 3352 49 admin. married secondary no 0 yes yes
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## 3357 51 technician married secondary no 500 yes no
## 3358 53 blue-collar married primary no 25 yes no
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## 3362 53 technician married primary no 6839 yes no
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## 3364 33 blue-collar married secondary no 467 yes no
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## 3370 51 self-employed divorced secondary no 1291 yes no
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## 3376 50 blue-collar married unknown no 452 no no
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## 3382 34 admin. married secondary no 645 yes no
## 3383 37 blue-collar married unknown no 897 yes no
## 3384 37 blue-collar married secondary no 103 yes no
## 3385 35 admin. single secondary no 847 yes no
## 3386 38 unknown single tertiary no 0 no no
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## 3388 52 technician single tertiary no 1308 yes no
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## 3392 36 blue-collar married unknown no 70 yes no
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## 3396 40 entrepreneur married secondary no 1416 yes no
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## 3398 36 admin. married secondary no 998 yes no
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## 3403 32 management single tertiary no 131 no no
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## 3405 25 self-employed single tertiary no 453 yes no
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## 3407 24 admin. single secondary no 926 yes yes
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## 3409 38 management single tertiary no 8669 yes no
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## 3415 38 technician single secondary no 173 no no
## 3416 26 services single secondary yes -162 yes no
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## 3420 60 admin. married secondary no 2552 no yes
## 3421 36 management single tertiary no 1283 no no
## 3422 65 housemaid married primary no 2179 yes no
## 3423 39 self-employed married tertiary no 1047 no no
## 3424 52 blue-collar married primary no 36 no no
## 3425 55 technician married secondary yes -308 no no
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## 3427 40 self-employed married primary no 2077 yes no
## 3428 52 entrepreneur married secondary no 0 no no
## 3429 29 self-employed married tertiary no 1 no no
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## 3431 30 technician single tertiary no 1922 yes no
## 3432 28 student single secondary no 153 no no
## 3433 26 blue-collar married secondary no 2770 yes no
## 3434 58 management married secondary no 139 no no
## 3435 29 management single tertiary no 21 yes no
## 3436 48 technician married secondary no 178 yes no
## 3437 35 blue-collar married secondary no 444 yes no
## 3438 26 services single secondary no 209 yes no
## 3439 49 blue-collar married unknown no 3096 no no
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## 3441 32 services married secondary no 4885 yes yes
## 3442 31 admin. married secondary no 0 yes yes
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## 3444 40 blue-collar married secondary no 6767 yes no
## 3445 42 technician divorced secondary no 2974 yes no
## 3446 48 technician married secondary no 427 no no
## 3447 38 services married secondary no 8876 no no
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## 3449 59 retired divorced secondary no 319 no no
## 3450 28 unemployed single secondary no 304 no no
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## 3452 50 management single primary no 766 no no
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## 3454 30 technician single secondary no 3107 yes no
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## 3459 71 retired married secondary no 2850 no no
## 3460 30 services single primary no 79 yes no
## 3461 24 services married secondary yes 110 yes no
## 3462 34 technician single secondary no 5039 no no
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## 3500 28 self-employed single tertiary no 0 yes no
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## 3601 50 technician married secondary no 0 no no
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## 3627 34 technician married secondary no 114 yes yes
## 3628 56 services married secondary no -229 no yes
## 3629 29 services married secondary no 182 yes no
## 3630 31 blue-collar married secondary no 401 no no
## 3631 44 technician divorced unknown no 759 yes no
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## 3633 35 student single unknown no 0 no no
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## 3799 38 management single tertiary no 0 no no
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## 3817 32 admin. married secondary no 3540 yes no
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## 3822 31 blue-collar married secondary no 191 yes no
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## 3824 35 admin. married secondary no 0 no no
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## 3829 31 blue-collar married unknown no -120 yes no
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## 3837 39 technician married secondary no 3663 no no
## 3838 53 blue-collar single unknown no 0 no no
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## 3862 50 services married secondary no 961 no yes
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## 3864 33 technician married secondary no 3470 no no
## 3865 49 technician married secondary no -147 yes no
## 3866 35 services married secondary no 0 yes no
## 3867 28 blue-collar single secondary no 0 yes no
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## 3922 37 entrepreneur married tertiary no 7944 no no
## 3923 48 blue-collar married secondary no 1143 yes no
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## 3976 34 services married secondary no -315 yes no
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## 3978 37 admin. married tertiary no 801 no no
## 3979 66 retired married tertiary no 1948 no no
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## 3982 43 blue-collar single secondary no 24 no no
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## 3989 57 admin. married secondary no -967 yes no
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## 3991 49 unknown married secondary no 0 no no
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## 4003 58 technician divorced secondary no -123 no no
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## 4007 55 blue-collar married secondary no 471 yes no
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## 4011 28 blue-collar single secondary no 2700 no no
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## 4015 41 admin. married secondary no 21515 yes no
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## 4020 43 technician married secondary no 0 yes yes
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## 4023 31 admin. married secondary no 5 yes yes
## 4024 43 unemployed married secondary no 3529 no no
## 4025 48 blue-collar single tertiary no 2330 yes no
## 4026 41 blue-collar married secondary no 1334 yes no
## 4027 32 self-employed married tertiary no 3601 no no
## 4028 45 technician married tertiary no 265 no no
## 4029 52 admin. single unknown no 2227 no no
## 4030 37 self-employed married secondary no 487 no yes
## 4031 38 blue-collar divorced secondary no 0 yes no
## 4032 36 services single secondary no 174 yes no
## 4033 58 retired married secondary no 14412 no no
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## 4035 30 technician single secondary no 57 no no
## 4036 47 technician married secondary no 2246 yes no
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## 4039 71 unknown married tertiary no 353 no no
## 4040 54 blue-collar married secondary no 448 yes yes
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## 4051 37 technician married unknown no 47 no no
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## 4055 28 technician single secondary no 1532 no no
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## 4058 28 blue-collar married secondary no 100 yes yes
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## 4062 28 blue-collar married secondary no 2788 yes no
## 4063 43 management single secondary no 109 yes no
## 4064 32 technician married secondary no 485 no no
## 4065 33 technician single tertiary no 125 no no
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## 4068 53 technician married secondary no 206 no no
## 4069 30 blue-collar single secondary no 6900 no no
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## 4072 28 admin. married secondary no 12 yes no
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## 4074 51 management married tertiary no 176 yes yes
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## 4076 40 technician married secondary no 257 yes no
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## 4089 42 blue-collar married primary no 260 yes no
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## 4095 31 technician single tertiary no 969 no no
## 4096 35 technician married secondary no 0 no no
## 4097 26 entrepreneur married tertiary no 37 yes yes
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## 4106 39 entrepreneur married secondary no 0 no no
## 4107 33 technician single secondary no 647 yes yes
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## 4110 40 blue-collar married primary no 177 yes yes
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## 4114 43 self-employed single tertiary no 0 no no
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## 4116 35 technician single secondary no 126 no no
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## 4129 34 admin. divorced secondary no 1268 yes no
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## 4134 30 management married secondary no 0 yes no
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## 4138 59 unknown married unknown no 3940 no no
## 4139 36 housemaid married secondary no 2880 no no
## 4140 51 blue-collar divorced secondary no 1069 yes no
## 4141 54 self-employed divorced primary no 4382 yes no
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## 4143 32 technician married tertiary no 3939 no no
## 4144 42 self-employed married tertiary no 753 no no
## 4145 29 blue-collar married secondary no 358 no no
## 4146 52 blue-collar married primary no 1141 yes no
## 4147 40 technician married secondary no 1259 no no
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## 4153 21 student single secondary no 6844 no no
## 4154 42 technician married secondary no 440 yes no
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## 4156 39 unknown single secondary no 914 no no
## 4157 30 entrepreneur single secondary no 638 no no
## 4158 55 retired married secondary no 159 no no
## 4159 43 blue-collar married primary no 483 yes no
## 4160 53 unemployed married secondary no 94 no no
## 4161 57 retired married secondary no 1044 no no
## 4162 39 self-employed single unknown no 0 no no
## 4163 56 technician divorced tertiary no 401 yes no
## 4164 29 services single unknown no 33 no no
## 4165 38 blue-collar married primary no 506 yes yes
## 4166 59 management married tertiary no 1881 no no
## 4167 42 technician single unknown no 344 yes no
## 4168 46 blue-collar married primary no 0 yes no
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## 4171 50 self-employed married secondary no 36 no no
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## 4174 25 admin. single tertiary no 220 no no
## 4175 42 management single tertiary no 10907 no no
## 4176 27 student single tertiary no -148 yes no
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## 4178 57 management married tertiary no 1341 yes no
## 4179 48 blue-collar married secondary no 865 yes no
## 4180 34 blue-collar divorced secondary no -566 yes no
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## 4182 26 technician single secondary no 1275 yes no
## 4183 50 blue-collar married secondary no 579 no no
## 4184 60 technician single tertiary no 2934 no no
## 4185 47 management married tertiary no 6637 yes no
## 4186 31 management married tertiary no 271 no no
## 4187 52 technician married tertiary no 0 no no
## 4188 36 services married secondary no 472 yes no
## 4189 43 blue-collar married primary no 487 yes no
## 4190 30 technician single tertiary no 699 yes no
## 4191 32 blue-collar married secondary no 150 no no
## 4192 31 management single tertiary no 1130 yes no
## 4193 29 management single secondary no 584 yes no
## 4194 48 services divorced secondary no 3186 no yes
## 4195 32 services single secondary no 133 no no
## 4196 30 housemaid single tertiary no 868 no no
## 4197 48 blue-collar married secondary no 480 yes no
## 4198 51 blue-collar married unknown no 1883 yes no
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## 4200 35 blue-collar married secondary no 603 yes no
## 4201 49 management single primary no 548 no no
## 4202 36 unemployed married secondary no -872 yes yes
## 4203 37 blue-collar divorced secondary no 33 yes no
## 4204 37 management married tertiary no 1689 yes no
## 4205 49 blue-collar married primary no 902 no no
## 4206 44 services divorced secondary no 0 yes yes
## 4207 40 student married secondary no 260 no no
## 4208 57 technician married secondary no 589 yes no
## 4209 39 technician married secondary no 626 yes no
## 4210 38 services married secondary no 0 no yes
## 4211 51 blue-collar divorced secondary no 78 yes no
## 4212 27 blue-collar single secondary no 3792 no no
## 4213 38 blue-collar single tertiary no 14058 no no
## 4214 30 technician single secondary no -522 yes yes
## 4215 36 student single unknown no 386 no no
## 4216 37 unemployed married secondary no 1978 no no
## 4217 53 admin. married secondary no 459 no no
## 4218 38 unemployed married tertiary no 2812 yes no
## 4219 48 management married tertiary no 5057 no yes
## 4220 26 housemaid married secondary no -759 yes no
## 4221 33 blue-collar single secondary no -416 yes no
## 4222 47 technician married unknown no 2106 yes no
## 4223 45 management divorced tertiary no 220 yes no
## 4224 32 blue-collar divorced secondary no 0 yes no
## 4225 69 retired married unknown no 426 no no
## 4226 65 unknown married unknown no 4717 no no
## 4227 37 blue-collar married secondary no 395 yes no
## 4228 45 blue-collar divorced primary no 0 yes no
## 4229 36 blue-collar married secondary no -206 yes no
## 4230 62 self-employed divorced tertiary no 6 yes no
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## 4233 38 technician single secondary no -242 yes no
## 4234 31 management married tertiary no 582 yes no
## 4235 58 blue-collar divorced primary no 8218 yes no
## 4236 44 management single tertiary no 1424 yes no
## 4237 31 blue-collar married secondary no 92 yes no
## 4238 33 technician single secondary no 2085 no no
## 4239 36 technician single tertiary no 197 no no
## 4240 31 technician single secondary no 2305 no no
## 4241 45 admin. married secondary no -547 yes no
## 4242 30 technician single tertiary no 411 no no
## 4243 34 blue-collar married secondary no 584 yes no
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## 4248 32 management single tertiary no 0 no no
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## 4250 35 admin. married tertiary no 1145 yes no
## 4251 32 management single tertiary no 2 yes no
## 4252 33 management single tertiary no 201 yes no
## 4253 49 entrepreneur married primary no 563 no no
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## 4255 31 technician married secondary no 0 no yes
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## 4257 34 housemaid married primary no 2929 no no
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## 4260 32 services single secondary no 48 yes no
## 4261 50 housemaid single unknown no 0 no no
## 4262 58 retired married secondary no 3382 no yes
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## 4269 39 services married secondary no 0 yes no
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## 4278 54 technician married secondary no 2225 no yes
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## 4294 33 blue-collar single secondary no 1925 yes no
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## 4299 26 admin. single secondary no 3529 no yes
## 4300 37 services married secondary no 0 yes yes
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## 4308 27 admin. married secondary no 186 yes no
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## 4315 31 technician single secondary no 1626 no no
## 4316 37 admin. married secondary no 749 no no
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## 4321 22 technician single secondary no 333 no yes
## 4322 58 blue-collar married secondary no -27 no yes
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## 4397 41 retired single primary no 0 no no
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## 4443 39 blue-collar married primary no 1506 yes no
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## 4447 22 student single secondary no 246 yes no
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## 4449 44 unemployed married secondary no 304 yes no
## 4450 31 self-employed single secondary no 360 yes no
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## 4452 55 management married tertiary no 6880 no no
## 4453 35 technician married secondary no 2189 no no
## 4454 35 blue-collar married secondary no 5304 yes no
## 4455 37 management single tertiary no 102 yes no
## 4456 50 blue-collar married secondary no 181 yes no
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## 4460 31 admin. single secondary no 223 yes no
## 4461 40 technician married secondary no -396 yes no
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## 4463 55 self-employed married secondary no 2678 no yes
## 4464 33 technician single secondary no 920 yes no
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## 4466 38 management single tertiary no 623 no no
## 4467 61 management married secondary no 967 no no
## 4468 43 unemployed divorced secondary no 1577 yes no
## 4469 42 housemaid married primary no 1 yes no
## 4470 36 management divorced tertiary no 0 no no
## 4471 31 technician single tertiary no 1166 yes no
## 4472 59 management married unknown no 3534 no no
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## 4475 44 blue-collar married primary no -237 yes no
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## 4481 23 blue-collar married primary no 1158 yes no
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## 4483 46 admin. married secondary no 466 yes no
## 4484 31 technician married secondary no 119 yes no
## 4485 38 management married tertiary no 3436 no no
## 4486 53 blue-collar married primary no 238 yes no
## 4487 37 blue-collar married primary no 378 yes no
## 4488 49 entrepreneur divorced secondary no 32 no no
## 4489 31 unemployed single secondary no 315 no no
## 4490 45 management married tertiary no 6945 no no
## 4491 58 admin. married secondary no 3496 yes no
## 4492 35 blue-collar single secondary no 0 yes no
## 4493 32 technician single secondary no 309 yes yes
## 4494 28 technician single tertiary no 0 yes no
## 4495 26 technician single secondary no 668 yes no
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## 4497 30 blue-collar single secondary no 363 no no
## 4498 31 entrepreneur single tertiary no 38 no no
## 4499 31 management married tertiary no 1183 yes no
## 4500 45 blue-collar divorced primary no 942 no no
## 4501 38 admin. married secondary no 4196 yes no
## 4502 34 management married tertiary no 297 yes no
## 4503 42 services married secondary no -91 yes yes
## 4504 60 self-employed married primary no 362 no yes
## 4505 42 blue-collar single secondary no 1080 yes yes
## 4506 32 admin. single secondary no 620 yes no
## 4507 42 unemployed divorced tertiary no -166 no no
## 4508 33 services married secondary no 288 yes no
## 4509 42 admin. married unknown no 642 yes yes
## 4510 51 technician married tertiary no 2506 no no
## 4511 36 technician divorced secondary no 566 yes no
## 4512 46 blue-collar married secondary no 668 yes no
## 4513 40 blue-collar married secondary no 1100 yes no
## 4514 49 blue-collar married secondary no 322 no no
## 4515 38 blue-collar married secondary no 1205 yes no
## 4516 32 services single secondary no 473 yes no
## 4517 33 services married secondary no -333 yes no
## 4518 57 self-employed married tertiary yes -3313 yes yes
## 4519 57 technician married secondary no 295 no no
## 4520 28 blue-collar married secondary no 1137 no no
## 4521 44 entrepreneur single tertiary no 1136 yes yes
## contact day month duration campaign pdays previous poutcome y
## 1 cellular 19 oct 79 1 -1 0 unknown no
## 2 cellular 11 may 220 1 339 4 failure no
## 3 cellular 16 apr 185 1 330 1 failure no
## 4 unknown 3 jun 199 4 -1 0 unknown no
## 5 unknown 5 may 226 1 -1 0 unknown no
## 6 cellular 23 feb 141 2 176 3 failure no
## 7 cellular 14 may 341 1 330 2 other no
## 8 cellular 6 may 151 2 -1 0 unknown no
## 9 unknown 14 may 57 2 -1 0 unknown no
## 10 cellular 17 apr 313 1 147 2 failure no
## 11 unknown 20 may 273 1 -1 0 unknown no
## 12 cellular 17 apr 113 2 -1 0 unknown no
## 13 cellular 13 aug 328 2 -1 0 unknown no
## 14 cellular 30 apr 261 1 -1 0 unknown yes
## 15 cellular 29 jan 89 1 241 1 failure no
## 16 cellular 29 aug 189 2 -1 0 unknown no
## 17 cellular 27 aug 239 5 -1 0 unknown no
## 18 cellular 20 apr 114 1 152 2 failure no
## 19 unknown 23 may 250 1 -1 0 unknown no
## 20 cellular 7 jul 148 1 152 1 other no
## 21 cellular 18 nov 96 2 -1 0 unknown no
## 22 cellular 19 nov 140 3 -1 0 unknown no
## 23 unknown 12 jun 109 2 -1 0 unknown no
## 24 cellular 7 jul 125 2 -1 0 unknown no
## 25 cellular 30 jan 169 3 -1 0 unknown no
## 26 cellular 20 nov 182 2 -1 0 unknown no
## 27 unknown 5 may 247 1 -1 0 unknown no
## 28 telephone 17 aug 119 1 105 2 failure no
## 29 cellular 30 jul 149 2 -1 0 unknown no
## 30 cellular 21 aug 74 2 -1 0 unknown no
## 31 telephone 14 jul 897 2 -1 0 unknown yes
## 32 cellular 27 aug 81 3 -1 0 unknown no
## 33 cellular 21 nov 40 1 -1 0 unknown no
## 34 cellular 26 aug 958 6 -1 0 unknown yes
## 35 cellular 13 aug 354 3 -1 0 unknown yes
## 36 unknown 14 may 150 1 -1 0 unknown no
## 37 telephone 22 oct 97 1 -1 0 unknown yes
## 38 cellular 14 nov 132 1 -1 0 unknown yes
## 39 cellular 6 may 765 1 342 2 failure yes
## 40 unknown 30 may 16 18 -1 0 unknown no
## 41 unknown 17 nov 609 2 101 3 failure no
## 42 cellular 11 aug 106 2 -1 0 unknown no
## 43 cellular 13 may 365 1 -1 0 unknown no
## 44 cellular 13 may 205 3 -1 0 unknown no
## 45 cellular 21 nov 11 4 -1 0 unknown no
## 46 unknown 7 may 105 2 -1 0 unknown no
## 47 telephone 2 feb 59 3 5 2 other no
## 48 unknown 21 may 425 1 -1 0 unknown no
## 49 cellular 4 feb 204 1 -1 0 unknown no
## 50 cellular 27 jan 181 1 92 1 success yes
## 51 unknown 5 jun 1018 3 -1 0 unknown yes
## 52 cellular 20 aug 1740 2 -1 0 unknown no
## 53 cellular 29 aug 98 2 -1 0 unknown no
## 54 cellular 15 jun 441 1 56 1 other yes
## 55 cellular 14 jul 272 3 -1 0 unknown no
## 56 telephone 15 jul 159 2 -1 0 unknown no
## 57 telephone 4 feb 140 1 -1 0 unknown no
## 58 cellular 17 nov 295 1 -1 0 unknown no
## 59 unknown 26 may 314 1 -1 0 unknown no
## 60 unknown 15 may 579 1 -1 0 unknown no
## 61 telephone 8 jul 554 3 -1 0 unknown no
## 62 cellular 7 oct 323 1 -1 0 unknown no
## 63 cellular 13 aug 227 2 -1 0 unknown no
## 64 cellular 4 jul 134 2 -1 0 unknown no
## 65 cellular 7 oct 223 1 -1 0 unknown no
## 66 cellular 8 may 134 1 170 5 failure no
## 67 cellular 28 jan 155 1 -1 0 unknown no
## 68 cellular 21 jul 130 4 -1 0 unknown no
## 69 cellular 7 jul 630 3 -1 0 unknown no
## 70 cellular 19 nov 164 2 -1 0 unknown no
## 71 cellular 16 jul 268 2 182 3 success yes
## 72 unknown 5 may 380 1 -1 0 unknown no
## 73 unknown 9 may 154 2 -1 0 unknown no
## 74 unknown 3 jun 154 5 -1 0 unknown no
## 75 unknown 15 may 221 1 -1 0 unknown no
## 76 cellular 14 aug 67 2 -1 0 unknown no
## 77 cellular 14 may 367 2 297 1 other no
## 78 cellular 14 aug 87 6 -1 0 unknown no
## 79 cellular 5 feb 701 1 -1 0 unknown no
## 80 cellular 17 nov 204 2 196 1 failure no
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## 713 cellular 28 jan 321 2 -1 0 unknown no
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## 723 cellular 2 feb 124 3 -1 0 unknown no
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## 733 cellular 28 oct 96 1 -1 0 unknown yes
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## 736 cellular 5 feb 110 1 -1 0 unknown no
## 737 cellular 7 aug 134 2 -1 0 unknown no
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## 740 cellular 8 aug 109 2 -1 0 unknown no
## 741 cellular 20 aug 162 3 -1 0 unknown no
## 742 cellular 5 jun 275 1 -1 0 unknown yes
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## 748 cellular 7 may 63 1 -1 0 unknown no
## 749 cellular 8 jul 259 1 -1 0 unknown no
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## 754 cellular 25 aug 41 2 -1 0 unknown no
## 755 unknown 2 jun 200 3 -1 0 unknown no
## 756 cellular 20 nov 91 3 -1 0 unknown no
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## 786 cellular 18 may 259 2 -1 0 unknown no
## 787 cellular 13 aug 60 2 -1 0 unknown no
## 788 cellular 20 apr 122 2 -1 0 unknown no
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## 790 telephone 11 may 42 1 -1 0 unknown no
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## 793 cellular 7 may 239 3 -1 0 unknown no
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## 795 unknown 20 jun 1663 1 -1 0 unknown yes
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## 797 unknown 6 jun 430 1 -1 0 unknown no
## 798 telephone 24 mar 58 2 -1 0 unknown no
## 799 cellular 25 aug 279 1 117 1 failure no
## 800 cellular 28 jul 332 2 -1 0 unknown no
## 801 cellular 5 aug 510 2 2 5 other no
## 802 cellular 16 apr 218 1 330 2 failure no
## 803 cellular 17 apr 74 2 256 1 failure no
## 804 cellular 8 oct 676 1 -1 0 unknown no
## 805 cellular 15 may 1259 2 333 18 failure no
## 806 cellular 21 nov 285 3 116 4 failure no
## 807 cellular 8 may 298 1 -1 0 unknown no
## 808 cellular 30 jul 225 4 -1 0 unknown no
## 809 cellular 13 may 80 2 268 2 other no
## 810 cellular 14 apr 342 1 -1 0 unknown yes
## 811 cellular 28 jul 404 3 -1 0 unknown no
## 812 cellular 7 jul 332 1 -1 0 unknown no
## 813 cellular 30 jan 158 1 -1 0 unknown no
## 814 cellular 14 may 164 1 -1 0 unknown no
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## 816 cellular 12 may 121 1 -1 0 unknown no
## 817 cellular 7 may 56 1 -1 0 unknown no
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## 819 cellular 29 jan 283 1 -1 0 unknown no
## 820 cellular 7 may 113 1 337 2 other no
## 821 cellular 20 nov 22 5 -1 0 unknown no
## 822 cellular 2 feb 159 2 271 1 failure no
## 823 cellular 15 oct 138 1 136 8 other no
## 824 cellular 19 nov 1015 1 198 2 other yes
## 825 telephone 2 feb 182 1 -1 0 unknown no
## 826 cellular 4 feb 112 3 -1 0 unknown no
## 827 cellular 10 jul 114 1 -1 0 unknown no
## 828 cellular 29 jul 80 8 -1 0 unknown no
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## 830 cellular 26 aug 135 22 -1 0 unknown no
## 831 cellular 7 sep 99 1 -1 0 unknown no
## 832 unknown 5 jun 761 2 -1 0 unknown yes
## 833 cellular 24 jul 464 1 -1 0 unknown no
## 834 unknown 20 jun 20 2 -1 0 unknown no
## 835 cellular 29 jul 206 4 -1 0 unknown no
## 836 cellular 8 jul 283 2 -1 0 unknown no
## 837 unknown 20 jun 64 1 -1 0 unknown no
## 838 cellular 15 may 667 3 357 3 other yes
## 839 cellular 4 feb 73 3 -1 0 unknown no
## 840 unknown 20 may 156 2 -1 0 unknown no
## 841 unknown 3 jun 559 7 -1 0 unknown no
## 842 cellular 20 aug 143 2 -1 0 unknown no
## 843 unknown 15 may 62 1 -1 0 unknown no
## 844 cellular 29 jan 219 2 259 5 failure no
## 845 cellular 15 may 15 3 -1 0 unknown no
## 846 cellular 16 apr 567 1 -1 0 unknown no
## 847 cellular 29 jul 188 2 -1 0 unknown no
## 848 cellular 11 jul 159 2 -1 0 unknown no
## 849 telephone 31 jul 121 2 -1 0 unknown no
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## 851 unknown 20 may 717 1 -1 0 unknown no
## 852 cellular 18 aug 71 3 -1 0 unknown no
## 853 cellular 18 nov 144 2 -1 0 unknown no
## 854 cellular 22 jul 38 1 -1 0 unknown no
## 855 cellular 28 aug 60 2 -1 0 unknown no
## 856 cellular 17 sep 336 2 183 2 success yes
## 857 unknown 27 jun 92 4 -1 0 unknown no
## 858 cellular 11 may 254 2 353 1 failure no
## 859 cellular 14 oct 104 1 85 19 failure no
## 860 cellular 20 apr 74 5 -1 0 unknown no
## 861 cellular 19 aug 156 2 -1 0 unknown no
## 862 cellular 29 jan 146 2 -1 0 unknown no
## 863 unknown 19 may 882 1 -1 0 unknown yes
## 864 unknown 27 may 84 4 -1 0 unknown no
## 865 unknown 19 may 114 2 -1 0 unknown no
## 866 unknown 2 jul 957 3 -1 0 unknown no
## 867 unknown 11 jun 67 3 -1 0 unknown no
## 868 cellular 9 jul 211 11 -1 0 unknown no
## 869 cellular 19 aug 299 2 -1 0 unknown no
## 870 cellular 11 may 102 6 349 1 failure no
## 871 unknown 5 may 225 1 -1 0 unknown no
## 872 cellular 21 apr 654 2 -1 0 unknown yes
## 873 cellular 14 may 234 2 -1 0 unknown no
## 874 telephone 24 jul 48 6 -1 0 unknown no
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## 876 cellular 26 may 500 2 -1 0 unknown no
## 877 cellular 7 aug 22 2 -1 0 unknown no
## 878 cellular 19 nov 258 2 -1 0 unknown no
## 879 cellular 19 nov 177 1 -1 0 unknown no
## 880 unknown 28 may 62 2 -1 0 unknown no
## 881 cellular 30 apr 457 1 80 1 success yes
## 882 telephone 17 apr 460 2 345 2 failure no
## 883 cellular 22 jul 184 4 -1 0 unknown no
## 884 telephone 13 may 119 3 371 3 failure no
## 885 cellular 5 mar 77 6 -1 0 unknown no
## 886 cellular 23 jul 107 1 -1 0 unknown no
## 887 unknown 9 may 1028 2 -1 0 unknown yes
## 888 unknown 14 may 87 1 -1 0 unknown no
## 889 unknown 9 may 315 4 -1 0 unknown no
## 890 cellular 19 nov 107 2 -1 0 unknown no
## 891 telephone 16 jul 201 5 -1 0 unknown no
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## 893 cellular 12 nov 192 2 92 2 failure yes
## 894 cellular 29 jan 185 2 246 1 failure no
## 895 cellular 17 nov 77 1 -1 0 unknown no
## 896 cellular 6 may 142 3 -1 0 unknown no
## 897 cellular 2 feb 381 1 -1 0 unknown no
## 898 cellular 17 nov 222 2 -1 0 unknown no
## 899 cellular 17 apr 106 1 -1 0 unknown no
## 900 unknown 29 may 117 1 -1 0 unknown no
## 901 cellular 7 aug 67 3 -1 0 unknown no
## 902 cellular 6 may 45 2 169 2 failure no
## 903 cellular 14 jul 643 2 -1 0 unknown no
## 904 cellular 15 oct 76 1 69 2 failure no
## 905 cellular 21 aug 508 6 -1 0 unknown no
## 906 cellular 5 jul 128 2 -1 0 unknown yes
## 907 cellular 17 apr 193 2 322 1 other no
## 908 unknown 16 jun 172 6 -1 0 unknown no
## 909 cellular 2 feb 142 2 -1 0 unknown no
## 910 unknown 27 may 492 2 -1 0 unknown no
## 911 unknown 12 jun 140 1 -1 0 unknown no
## 912 unknown 18 jun 140 2 -1 0 unknown no
## 913 unknown 19 may 257 2 -1 0 unknown no
## 914 cellular 29 jan 41 2 266 2 failure no
## 915 cellular 21 aug 91 2 -1 0 unknown no
## 916 cellular 20 apr 132 2 -1 0 unknown no
## 917 unknown 3 jun 284 1 -1 0 unknown no
## 918 cellular 25 jul 184 2 -1 0 unknown no
## 919 cellular 18 jul 225 1 -1 0 unknown no
## 920 unknown 12 may 241 3 -1 0 unknown no
## 921 cellular 20 aug 79 3 -1 0 unknown no
## 922 cellular 22 apr 156 1 -1 0 unknown no
## 923 cellular 27 oct 223 2 -1 0 unknown no
## 924 unknown 30 may 198 1 -1 0 unknown no
## 925 cellular 13 aug 536 2 -1 0 unknown no
## 926 unknown 21 may 304 2 -1 0 unknown no
## 927 cellular 20 apr 196 2 315 2 failure no
## 928 unknown 12 may 298 2 -1 0 unknown no
## 929 unknown 21 may 86 6 -1 0 unknown no
## 930 unknown 8 may 186 1 -1 0 unknown no
## 931 cellular 22 jul 167 3 -1 0 unknown no
## 932 cellular 22 jul 24 12 -1 0 unknown no
## 933 cellular 18 aug 74 3 -1 0 unknown no
## 934 unknown 11 jun 601 1 -1 0 unknown no
## 935 unknown 27 may 1168 2 -1 0 unknown no
## 936 cellular 20 apr 277 2 -1 0 unknown no
## 937 cellular 6 feb 748 3 -1 0 unknown no
## 938 unknown 19 may 364 1 -1 0 unknown no
## 939 unknown 19 may 229 3 -1 0 unknown no
## 940 cellular 29 aug 43 13 -1 0 unknown no
## 941 cellular 15 jun 177 1 -1 0 unknown yes
## 942 cellular 7 aug 262 1 99 2 success yes
## 943 cellular 6 may 317 1 169 2 failure no
## 944 unknown 20 jun 402 22 -1 0 unknown no
## 945 cellular 1 jun 314 1 -1 0 unknown yes
## 946 cellular 11 feb 109 3 -1 0 unknown yes
## 947 cellular 25 aug 56 6 -1 0 unknown no
## 948 unknown 12 may 169 2 -1 0 unknown no
## 949 cellular 18 may 127 1 -1 0 unknown no
## 950 cellular 20 aug 175 3 -1 0 unknown no
## 951 cellular 12 aug 56 2 -1 0 unknown no
## 952 cellular 8 jul 123 1 -1 0 unknown no
## 953 telephone 28 jan 148 2 -1 0 unknown no
## 954 cellular 5 feb 231 1 -1 0 unknown no
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## 956 cellular 27 aug 37 3 -1 0 unknown no
## 957 cellular 5 aug 106 1 110 2 other no
## 958 unknown 19 may 95 1 -1 0 unknown no
## 959 unknown 2 jul 134 2 -1 0 unknown no
## 960 cellular 9 apr 820 2 -1 0 unknown no
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## 962 cellular 12 may 463 1 -1 0 unknown no
## 963 cellular 12 aug 603 3 -1 0 unknown no
## 964 unknown 27 may 47 5 -1 0 unknown no
## 965 cellular 19 nov 126 1 -1 0 unknown no
## 966 cellular 29 jun 421 2 -1 0 unknown yes
## 967 unknown 26 jun 174 8 -1 0 unknown no
## 968 cellular 30 jan 144 1 266 2 failure no
## 969 cellular 8 aug 191 2 -1 0 unknown no
## 970 telephone 21 apr 222 1 -1 0 unknown no
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## 972 cellular 9 jul 74 1 -1 0 unknown no
## 973 unknown 28 may 24 1 -1 0 unknown no
## 974 cellular 6 may 7 11 351 1 failure no
## 975 cellular 15 may 493 7 -1 0 unknown no
## 976 cellular 3 mar 350 3 -1 0 unknown yes
## 977 unknown 6 jun 250 3 -1 0 unknown no
## 978 cellular 28 aug 86 4 -1 0 unknown no
## 979 cellular 20 nov 371 1 -1 0 unknown no
## 980 unknown 9 jun 419 2 -1 0 unknown no
## 981 unknown 8 may 2087 2 -1 0 unknown yes
## 982 cellular 15 may 22 4 -1 0 unknown no
## 983 unknown 5 may 266 1 -1 0 unknown no
## 984 cellular 21 jul 191 1 -1 0 unknown no
## 985 cellular 19 feb 222 4 94 2 success yes
## 986 telephone 17 jul 264 3 -1 0 unknown no
## 987 unknown 9 jun 184 5 -1 0 unknown no
## 988 cellular 28 may 95 3 -1 0 unknown no
## 989 cellular 13 aug 127 2 -1 0 unknown no
## 990 cellular 31 jul 395 4 -1 0 unknown no
## 991 cellular 8 apr 174 1 -1 0 unknown no
## 992 cellular 27 apr 124 1 -1 0 unknown yes
## 993 unknown 26 may 102 2 -1 0 unknown no
## 994 cellular 17 apr 279 1 -1 0 unknown no
## 995 cellular 27 aug 76 11 -1 0 unknown no
## 996 cellular 11 may 472 2 -1 0 unknown no
## 997 cellular 18 aug 84 11 -1 0 unknown no
## 998 cellular 20 nov 271 1 184 1 failure no
## 999 unknown 26 may 754 1 -1 0 unknown no
## 1000 telephone 11 may 172 5 371 5 failure no
## 1001 cellular 8 apr 375 2 -1 0 unknown no
## 1002 cellular 12 aug 130 2 -1 0 unknown no
## 1003 unknown 12 may 303 3 -1 0 unknown no
## 1004 unknown 16 may 261 1 -1 0 unknown no
## 1005 cellular 17 apr 229 3 -1 0 unknown no
## 1006 cellular 1 jun 288 1 -1 0 unknown no
## 1007 cellular 18 nov 219 3 -1 0 unknown no
## 1008 unknown 30 may 891 4 -1 0 unknown yes
## 1009 unknown 26 may 204 1 -1 0 unknown no
## 1010 unknown 20 jun 19 6 -1 0 unknown no
## 1011 cellular 25 aug 158 2 -1 0 unknown no
## 1012 unknown 8 may 314 1 -1 0 unknown no
## 1013 unknown 19 may 215 1 -1 0 unknown no
## 1014 cellular 25 aug 169 4 -1 0 unknown no
## 1015 cellular 31 jul 101 4 -1 0 unknown no
## 1016 unknown 20 may 15 13 -1 0 unknown no
## 1017 unknown 21 may 260 5 -1 0 unknown no
## 1018 cellular 14 may 558 1 -1 0 unknown yes
## 1019 unknown 17 jun 287 4 -1 0 unknown no
## 1020 cellular 22 apr 371 2 -1 0 unknown yes
## 1021 cellular 11 aug 149 1 78 5 failure yes
## 1022 unknown 21 oct 187 1 -1 0 unknown yes
## 1023 unknown 21 may 32 1 -1 0 unknown no
## 1024 unknown 5 may 138 1 -1 0 unknown no
## 1025 unknown 17 jun 228 2 -1 0 unknown no
## 1026 telephone 3 jul 353 2 -1 0 unknown yes
## 1027 unknown 8 may 45 2 -1 0 unknown no
## 1028 cellular 9 jul 76 2 -1 0 unknown no
## 1029 unknown 6 may 144 2 -1 0 unknown no
## 1030 cellular 19 aug 168 2 -1 0 unknown no
## 1031 cellular 30 jan 140 1 2 3 other no
## 1032 unknown 17 jun 94 1 -1 0 unknown no
## 1033 unknown 17 jun 118 3 -1 0 unknown no
## 1034 cellular 18 may 382 1 -1 0 unknown no
## 1035 cellular 19 nov 111 1 -1 0 unknown no
## 1036 cellular 15 may 298 2 -1 0 unknown no
## 1037 unknown 30 may 121 1 -1 0 unknown no
## 1038 unknown 15 may 317 7 -1 0 unknown no
## 1039 unknown 5 may 42 1 -1 0 unknown no
## 1040 cellular 5 aug 81 2 -1 0 unknown no
## 1041 cellular 3 apr 296 1 270 3 failure yes
## 1042 telephone 25 jul 259 2 -1 0 unknown no
## 1043 cellular 6 aug 121 6 112 3 other no
## 1044 cellular 15 may 432 3 -1 0 unknown no
## 1045 cellular 8 aug 126 2 -1 0 unknown no
## 1046 cellular 16 jul 120 4 -1 0 unknown no
## 1047 cellular 29 jan 136 1 -1 0 unknown no
## 1048 cellular 17 apr 1130 3 -1 0 unknown no
## 1049 cellular 17 dec 330 2 127 3 success yes
## 1050 cellular 23 jul 305 2 -1 0 unknown no
## 1051 unknown 20 jun 332 3 -1 0 unknown no
## 1052 unknown 9 may 412 1 -1 0 unknown no
## 1053 cellular 11 may 157 1 -1 0 unknown no
## 1054 cellular 30 jul 71 2 -1 0 unknown no
## 1055 cellular 8 may 297 2 -1 0 unknown no
## 1056 cellular 18 nov 307 1 -1 0 unknown no
## 1057 telephone 4 aug 250 2 187 2 success yes
## 1058 cellular 30 apr 119 1 -1 0 unknown no
## 1059 cellular 7 aug 116 2 -1 0 unknown no
## 1060 telephone 7 jul 274 1 -1 0 unknown no
## 1061 cellular 5 aug 389 1 64 2 success yes
## 1062 cellular 4 aug 143 1 -1 0 unknown no
## 1063 unknown 28 may 860 2 -1 0 unknown no
## 1064 unknown 21 may 420 2 -1 0 unknown no
## 1065 unknown 28 may 213 1 -1 0 unknown no
## 1066 cellular 18 nov 756 1 -1 0 unknown no
## 1067 cellular 7 aug 259 3 -1 0 unknown no
## 1068 cellular 23 jul 201 16 -1 0 unknown no
## 1069 unknown 13 may 19 9 -1 0 unknown no
## 1070 cellular 18 nov 53 1 172 3 failure no
## 1071 cellular 14 may 224 4 -1 0 unknown yes
## 1072 cellular 13 may 57 5 349 1 other no
## 1073 unknown 30 may 251 1 -1 0 unknown no
## 1074 cellular 16 apr 39 1 342 3 failure no
## 1075 unknown 18 jun 54 3 -1 0 unknown no
## 1076 unknown 23 may 28 18 -1 0 unknown no
## 1077 cellular 12 nov 104 1 99 2 other yes
## 1078 cellular 27 mar 164 2 130 2 failure yes
## 1079 cellular 7 aug 268 2 -1 0 unknown no
## 1080 cellular 17 nov 148 1 -1 0 unknown no
## 1081 unknown 7 may 228 3 -1 0 unknown no
## 1082 cellular 18 aug 139 5 -1 0 unknown no
## 1083 cellular 18 aug 89 3 -1 0 unknown no
## 1084 cellular 15 jul 250 2 182 1 success no
## 1085 unknown 23 may 106 6 -1 0 unknown no
## 1086 cellular 18 jul 968 1 -1 0 unknown yes
## 1087 cellular 6 aug 168 3 -1 0 unknown no
## 1088 cellular 24 jul 408 14 -1 0 unknown no
## 1089 cellular 23 oct 56 4 -1 0 unknown no
## 1090 cellular 28 jul 55 5 -1 0 unknown no
## 1091 unknown 29 may 76 4 -1 0 unknown no
## 1092 cellular 11 aug 72 5 -1 0 unknown no
## 1093 cellular 13 aug 99 3 -1 0 unknown no
## 1094 cellular 27 aug 13 15 -1 0 unknown no
## 1095 cellular 14 apr 178 1 -1 0 unknown no
## 1096 unknown 9 jun 287 1 -1 0 unknown no
## 1097 cellular 14 may 141 1 346 2 other no
## 1098 cellular 21 nov 127 1 100 2 failure no
## 1099 cellular 4 aug 69 2 -1 0 unknown no
## 1100 unknown 4 jun 763 4 -1 0 unknown no
## 1101 cellular 17 feb 122 1 92 1 failure no
## 1102 cellular 18 may 143 1 -1 0 unknown no
## 1103 cellular 2 feb 316 3 -1 0 unknown no
## 1104 telephone 30 jul 89 2 -1 0 unknown no
## 1105 cellular 15 may 151 1 352 1 failure no
## 1106 cellular 19 nov 40 1 -1 0 unknown no
## 1107 unknown 4 oct 5 1 808 12 failure no
## 1108 cellular 18 jul 90 1 -1 0 unknown no
## 1109 cellular 21 nov 50 1 113 5 other no
## 1110 cellular 15 apr 159 2 378 3 failure yes
## 1111 cellular 10 jul 369 6 -1 0 unknown no
## 1112 cellular 22 oct 344 2 182 8 other yes
## 1113 cellular 4 sep 256 2 94 1 failure no
## 1114 cellular 26 oct 298 1 -1 0 unknown no
## 1115 cellular 11 aug 268 3 -1 0 unknown no
## 1116 cellular 13 apr 231 1 -1 0 unknown no
## 1117 unknown 27 may 4 4 -1 0 unknown no
## 1118 cellular 12 may 78 5 292 3 failure no
## 1119 unknown 5 jun 419 1 -1 0 unknown no
## 1120 telephone 13 may 421 3 -1 0 unknown no
## 1121 cellular 10 jul 105 1 -1 0 unknown no
## 1122 unknown 6 jun 42 1 -1 0 unknown no
## 1123 cellular 26 may 114 7 287 3 failure no
## 1124 cellular 26 aug 286 2 -1 0 unknown no
## 1125 cellular 1 oct 238 1 107 2 success yes
## 1126 unknown 11 jun 91 1 -1 0 unknown no
## 1127 cellular 13 aug 766 3 -1 0 unknown no
## 1128 cellular 28 jan 92 1 -1 0 unknown no
## 1129 cellular 4 aug 211 3 -1 0 unknown no
## 1130 cellular 7 may 160 2 360 3 failure no
## 1131 cellular 3 feb 166 3 -1 0 unknown no
## 1132 cellular 21 nov 195 1 -1 0 unknown no
## 1133 cellular 16 jul 106 1 -1 0 unknown no
## 1134 cellular 23 jul 85 3 -1 0 unknown no
## 1135 cellular 24 jul 78 1 -1 0 unknown no
## 1136 unknown 28 may 648 1 -1 0 unknown yes
## 1137 cellular 18 nov 177 2 174 1 other no
## 1138 unknown 27 may 32 1 -1 0 unknown no
## 1139 cellular 29 aug 24 12 -1 0 unknown no
## 1140 unknown 7 may 688 2 -1 0 unknown no
## 1141 unknown 27 may 21 5 -1 0 unknown no
## 1142 unknown 27 may 112 1 -1 0 unknown no
## 1143 cellular 3 jun 593 1 -1 0 unknown yes
## 1144 cellular 7 aug 59 2 -1 0 unknown no
## 1145 cellular 29 jan 121 3 -1 0 unknown no
## 1146 telephone 28 jul 97 2 -1 0 unknown no
## 1147 cellular 11 aug 86 2 -1 0 unknown no
## 1148 cellular 14 may 10 10 -1 0 unknown no
## 1149 cellular 23 jun 205 3 -1 0 unknown no
## 1150 unknown 9 jun 77 2 -1 0 unknown no
## 1151 cellular 18 nov 138 2 -1 0 unknown no
## 1152 cellular 3 nov 289 1 -1 0 unknown yes
## 1153 cellular 4 aug 86 4 -1 0 unknown no
## 1154 telephone 22 aug 9 3 -1 0 unknown no
## 1155 cellular 14 may 225 1 364 1 failure no
## 1156 cellular 22 jul 407 4 -1 0 unknown no
## 1157 unknown 3 jun 1030 6 -1 0 unknown no
## 1158 cellular 13 aug 123 2 -1 0 unknown no
## 1159 cellular 22 oct 119 4 -1 0 unknown no
## 1160 cellular 18 may 175 1 293 5 failure no
## 1161 unknown 9 jun 299 5 -1 0 unknown no
## 1162 cellular 5 feb 563 1 -1 0 unknown no
## 1163 unknown 9 may 241 1 -1 0 unknown no
## 1164 cellular 4 may 52 4 91 1 other no
## 1165 cellular 2 jun 76 3 -1 0 unknown no
## 1166 cellular 19 nov 441 1 -1 0 unknown no
## 1167 cellular 22 apr 319 1 182 1 success yes
## 1168 unknown 18 sep 13 1 373 6 success no
## 1169 unknown 16 may 803 1 -1 0 unknown yes
## 1170 cellular 12 may 396 2 -1 0 unknown no
## 1171 unknown 18 jun 188 1 -1 0 unknown no
## 1172 cellular 20 apr 637 1 -1 0 unknown no
## 1173 unknown 5 jun 175 7 -1 0 unknown no
## 1174 cellular 6 apr 945 1 139 1 success no
## 1175 unknown 23 may 162 3 -1 0 unknown no
## 1176 unknown 12 jun 1178 3 -1 0 unknown no
## 1177 cellular 8 may 506 2 170 3 failure no
## 1178 cellular 12 jan 409 2 -1 0 unknown yes
## 1179 cellular 14 jul 116 3 -1 0 unknown no
## 1180 cellular 30 apr 244 1 -1 0 unknown yes
## 1181 cellular 4 may 352 4 -1 0 unknown yes
## 1182 cellular 12 may 152 1 182 6 success yes
## 1183 unknown 21 may 164 2 -1 0 unknown no
## 1184 unknown 28 may 234 3 -1 0 unknown no
## 1185 cellular 27 aug 154 4 -1 0 unknown no
## 1186 unknown 7 may 566 2 -1 0 unknown no
## 1187 cellular 27 oct 327 2 183 3 success no
## 1188 cellular 7 may 265 3 -1 0 unknown no
## 1189 unknown 9 jun 172 1 -1 0 unknown no
## 1190 cellular 22 jul 257 2 -1 0 unknown no
## 1191 unknown 13 may 618 1 -1 0 unknown yes
## 1192 cellular 28 jan 241 3 -1 0 unknown no
## 1193 cellular 21 jul 936 4 -1 0 unknown no
## 1194 cellular 7 apr 329 1 322 1 failure no
## 1195 cellular 14 may 24 1 346 1 failure no
## 1196 cellular 22 jun 177 5 138 1 failure no
## 1197 telephone 13 oct 120 1 -1 0 unknown no
## 1198 telephone 22 apr 135 3 -1 0 unknown no
## 1199 cellular 9 jul 175 1 -1 0 unknown no
## 1200 cellular 25 may 179 1 -1 0 unknown no
## 1201 unknown 30 may 58 1 -1 0 unknown no
## 1202 cellular 17 apr 342 2 -1 0 unknown no
## 1203 cellular 13 may 139 2 -1 0 unknown no
## 1204 unknown 18 jun 88 8 -1 0 unknown no
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## 1245 cellular 17 nov 349 1 -1 0 unknown no
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## 1303 unknown 26 may 724 1 -1 0 unknown no
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## 1306 unknown 19 may 179 4 -1 0 unknown no
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## 1314 unknown 6 may 118 1 -1 0 unknown no
## 1315 unknown 2 jun 25 7 -1 0 unknown no
## 1316 unknown 12 jun 753 1 -1 0 unknown no
## 1317 cellular 17 jul 124 1 -1 0 unknown no
## 1318 cellular 30 jan 208 2 -1 0 unknown no
## 1319 cellular 13 aug 136 4 -1 0 unknown no
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## 1323 cellular 18 nov 354 1 -1 0 unknown no
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## 1329 unknown 26 may 111 1 -1 0 unknown no
## 1330 cellular 14 apr 108 2 -1 0 unknown no
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## 1335 unknown 12 may 757 2 -1 0 unknown yes
## 1336 unknown 17 jun 57 1 -1 0 unknown no
## 1337 cellular 30 jul 95 5 -1 0 unknown no
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## 1339 cellular 16 jul 135 1 -1 0 unknown no
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## 1342 unknown 13 may 65 1 -1 0 unknown no
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## 1347 cellular 13 apr 186 1 327 2 failure no
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## 1349 cellular 19 aug 452 2 -1 0 unknown no
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## 1372 cellular 3 mar 229 1 -1 0 unknown no
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## 1374 cellular 13 aug 58 5 -1 0 unknown no
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## 1376 unknown 5 jun 147 1 -1 0 unknown no
## 1377 cellular 25 jul 40 1 -1 0 unknown no
## 1378 cellular 18 nov 618 2 -1 0 unknown no
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## 1385 unknown 27 may 260 1 -1 0 unknown no
## 1386 unknown 16 jun 298 4 -1 0 unknown no
## 1387 cellular 15 apr 397 2 337 1 failure no
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## 1391 unknown 23 may 773 2 -1 0 unknown no
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## 1393 unknown 7 may 423 1 -1 0 unknown no
## 1394 cellular 5 aug 67 4 -1 0 unknown no
## 1395 unknown 2 jun 626 1 -1 0 unknown no
## 1396 cellular 18 nov 578 2 -1 0 unknown yes
## 1397 unknown 9 may 61 1 -1 0 unknown no
## 1398 unknown 23 may 248 4 -1 0 unknown no
## 1399 cellular 29 jan 136 1 262 3 failure no
## 1400 cellular 21 aug 126 3 -1 0 unknown no
## 1401 telephone 28 jan 653 3 -1 0 unknown no
## 1402 telephone 14 may 7 7 -1 0 unknown no
## 1403 cellular 9 apr 528 1 -1 0 unknown no
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## 1405 cellular 9 jul 243 5 -1 0 unknown no
## 1406 cellular 13 may 24 2 362 1 other no
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## 1408 unknown 11 jun 952 3 -1 0 unknown no
## 1409 cellular 13 may 27 5 -1 0 unknown no
## 1410 unknown 5 may 143 1 -1 0 unknown no
## 1411 unknown 12 may 274 6 -1 0 unknown no
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## 1413 cellular 20 nov 915 1 -1 0 unknown no
## 1414 cellular 5 feb 115 1 -1 0 unknown no
## 1415 unknown 26 may 222 2 -1 0 unknown no
## 1416 cellular 15 mar 341 1 -1 0 unknown no
## 1417 unknown 21 may 112 2 -1 0 unknown no
## 1418 unknown 6 may 64 2 -1 0 unknown no
## 1419 cellular 13 may 937 3 -1 0 unknown yes
## 1420 cellular 10 jul 129 1 -1 0 unknown no
## 1421 cellular 11 may 59 1 -1 0 unknown no
## 1422 cellular 29 jan 79 1 225 2 success no
## 1423 telephone 9 jul 151 5 -1 0 unknown no
## 1424 unknown 19 may 83 1 -1 0 unknown no
## 1425 cellular 6 aug 101 5 3 6 other no
## 1426 cellular 5 aug 157 3 97 2 success yes
## 1427 cellular 15 may 57 11 366 1 other no
## 1428 unknown 13 may 176 3 -1 0 unknown no
## 1429 cellular 11 may 222 3 -1 0 unknown no
## 1430 unknown 2 jun 217 4 -1 0 unknown no
## 1431 unknown 26 may 252 1 -1 0 unknown no
## 1432 unknown 27 may 1063 5 -1 0 unknown yes
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## 1434 unknown 20 jun 27 25 -1 0 unknown no
## 1435 cellular 17 apr 758 2 -1 0 unknown no
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## 1439 telephone 30 jul 78 5 -1 0 unknown no
## 1440 unknown 27 may 514 1 -1 0 unknown no
## 1441 unknown 5 jun 1558 1 -1 0 unknown yes
## 1442 cellular 14 aug 789 2 -1 0 unknown no
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## 1444 cellular 14 aug 272 2 -1 0 unknown no
## 1445 cellular 8 may 323 2 368 2 failure no
## 1446 cellular 11 jul 712 2 -1 0 unknown no
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## 1448 cellular 20 aug 75 9 -1 0 unknown no
## 1449 unknown 19 may 191 4 -1 0 unknown no
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## 1453 cellular 29 jan 104 1 -1 0 unknown no
## 1454 cellular 8 may 127 1 -1 0 unknown no
## 1455 unknown 3 jun 1259 6 -1 0 unknown yes
## 1456 cellular 28 jan 114 2 -1 0 unknown no
## 1457 unknown 13 may 106 1 -1 0 unknown no
## 1458 cellular 19 nov 305 1 182 3 failure no
## 1459 cellular 12 aug 307 1 -1 0 unknown yes
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## 1461 cellular 11 jul 396 3 -1 0 unknown no
## 1462 cellular 1 jun 71 1 -1 0 unknown no
## 1463 cellular 6 aug 205 3 -1 0 unknown no
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## 1466 cellular 31 jul 81 5 -1 0 unknown no
## 1467 cellular 4 may 77 2 -1 0 unknown no
## 1468 cellular 12 mar 80 2 -1 0 unknown yes
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## 1470 cellular 15 jun 415 1 89 1 success yes
## 1471 cellular 19 nov 291 1 -1 0 unknown no
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## 1473 telephone 20 apr 70 4 -1 0 unknown no
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## 1475 cellular 9 feb 132 3 -1 0 unknown no
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## 1477 cellular 11 may 262 3 -1 0 unknown no
## 1478 unknown 21 may 272 1 -1 0 unknown no
## 1479 cellular 28 dec 137 1 122 3 failure no
## 1480 cellular 30 mar 95 1 -1 0 unknown no
## 1481 cellular 19 nov 140 2 -1 0 unknown no
## 1482 unknown 16 may 71 11 -1 0 unknown no
## 1483 cellular 7 may 502 1 7 2 failure no
## 1484 unknown 3 jun 164 7 -1 0 unknown no
## 1485 unknown 15 may 219 1 -1 0 unknown no
## 1486 cellular 12 feb 328 2 183 4 success yes
## 1487 unknown 14 may 224 2 -1 0 unknown no
## 1488 cellular 18 nov 63 2 -1 0 unknown no
## 1489 cellular 29 aug 24 13 -1 0 unknown no
## 1490 telephone 28 jan 147 4 -1 0 unknown no
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## 1496 cellular 23 jul 235 11 -1 0 unknown no
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## 1498 cellular 8 jul 256 1 -1 0 unknown no
## 1499 telephone 30 jul 41 2 -1 0 unknown no
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## 1501 cellular 5 feb 192 4 -1 0 unknown no
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## 1503 cellular 25 aug 220 3 -1 0 unknown no
## 1504 cellular 12 aug 614 2 -1 0 unknown no
## 1505 cellular 28 aug 1126 4 -1 0 unknown yes
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## 1507 cellular 25 jul 141 3 -1 0 unknown no
## 1508 telephone 25 jul 697 1 -1 0 unknown no
## 1509 unknown 9 jun 223 2 -1 0 unknown no
## 1510 cellular 30 jan 931 1 -1 0 unknown yes
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## 1512 cellular 17 nov 63 2 -1 0 unknown no
## 1513 cellular 11 jul 271 5 -1 0 unknown no
## 1514 cellular 15 may 144 5 -1 0 unknown no
## 1515 cellular 8 aug 79 3 -1 0 unknown no
## 1516 telephone 21 jul 171 1 -1 0 unknown no
## 1517 cellular 18 jul 73 4 -1 0 unknown no
## 1518 telephone 28 jan 69 1 -1 0 unknown no
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## 1520 unknown 14 may 257 1 -1 0 unknown no
## 1521 cellular 4 may 198 2 88 1 other no
## 1522 cellular 13 apr 217 3 327 1 failure no
## 1523 cellular 19 nov 134 1 -1 0 unknown no
## 1524 cellular 26 may 41 1 -1 0 unknown no
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## 1527 cellular 6 aug 388 8 -1 0 unknown no
## 1528 unknown 5 may 242 1 -1 0 unknown no
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## 1532 cellular 17 nov 332 1 -1 0 unknown no
## 1533 cellular 4 may 218 1 -1 0 unknown yes
## 1534 unknown 21 may 650 2 -1 0 unknown no
## 1535 telephone 18 nov 1034 1 -1 0 unknown yes
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## 1537 cellular 25 may 156 1 -1 0 unknown no
## 1538 cellular 6 aug 171 3 -1 0 unknown no
## 1539 telephone 19 nov 265 1 127 4 other no
## 1540 cellular 20 apr 10 3 -1 0 unknown no
## 1541 cellular 16 jul 350 1 -1 0 unknown no
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## 1543 cellular 23 jul 58 1 -1 0 unknown no
## 1544 cellular 3 jul 69 3 -1 0 unknown no
## 1545 cellular 29 jan 127 2 -1 0 unknown no
## 1546 telephone 19 nov 154 2 -1 0 unknown no
## 1547 telephone 31 jul 36 4 -1 0 unknown no
## 1548 cellular 5 feb 85 7 196 3 failure no
## 1549 cellular 14 may 362 1 287 13 failure no
## 1550 cellular 11 may 49 1 -1 0 unknown no
## 1551 cellular 6 may 410 1 -1 0 unknown no
## 1552 cellular 8 may 253 3 -1 0 unknown no
## 1553 cellular 19 nov 570 1 -1 0 unknown no
## 1554 cellular 24 jul 633 7 -1 0 unknown no
## 1555 unknown 6 jun 82 4 -1 0 unknown no
## 1556 cellular 8 jul 164 1 -1 0 unknown no
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## 1558 cellular 15 feb 659 4 -1 0 unknown yes
## 1559 cellular 17 apr 139 2 -1 0 unknown no
## 1560 unknown 4 jul 43 11 -1 0 unknown no
## 1561 cellular 22 aug 343 5 -1 0 unknown no
## 1562 cellular 19 nov 74 1 152 1 success no
## 1563 unknown 15 may 302 8 -1 0 unknown no
## 1564 cellular 14 jul 455 13 -1 0 unknown no
## 1565 unknown 28 may 126 4 -1 0 unknown no
## 1566 cellular 18 nov 107 1 -1 0 unknown no
## 1567 unknown 14 may 120 1 -1 0 unknown no
## 1568 cellular 18 nov 727 4 -1 0 unknown no
## 1569 unknown 7 may 275 4 -1 0 unknown no
## 1570 telephone 28 jan 41 1 -1 0 unknown no
## 1571 cellular 18 aug 61 4 -1 0 unknown no
## 1572 cellular 15 may 232 2 365 5 other no
## 1573 cellular 10 jul 214 1 -1 0 unknown no
## 1574 telephone 11 may 21 1 -1 0 unknown no
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## 1576 cellular 18 may 173 1 299 2 other no
## 1577 cellular 16 apr 635 1 -1 0 unknown no
## 1578 cellular 14 jul 77 2 -1 0 unknown no
## 1579 unknown 12 jun 73 1 -1 0 unknown no
## 1580 cellular 18 jan 540 2 115 3 failure no
## 1581 unknown 3 jun 179 2 -1 0 unknown no
## 1582 cellular 17 jul 119 1 -1 0 unknown no
## 1583 telephone 20 nov 107 1 167 1 other no
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## 1585 unknown 29 may 447 4 -1 0 unknown no
## 1586 cellular 17 jul 430 2 -1 0 unknown no
## 1587 cellular 7 aug 64 2 -1 0 unknown no
## 1588 unknown 28 may 217 5 -1 0 unknown no
## 1589 cellular 7 may 77 1 -1 0 unknown no
## 1590 unknown 26 may 16 11 -1 0 unknown no
## 1591 cellular 4 aug 753 2 -1 0 unknown no
## 1592 cellular 26 apr 125 2 182 1 failure no
## 1593 unknown 28 may 1210 1 -1 0 unknown no
## 1594 cellular 9 jul 185 1 -1 0 unknown no
## 1595 cellular 4 feb 80 1 -1 0 unknown no
## 1596 cellular 19 aug 156 2 -1 0 unknown no
## 1597 cellular 29 jul 403 3 -1 0 unknown no
## 1598 cellular 17 nov 145 2 -1 0 unknown no
## 1599 cellular 12 may 17 7 -1 0 unknown no
## 1600 cellular 9 jul 160 1 -1 0 unknown no
## 1601 cellular 18 nov 486 2 181 2 failure no
## 1602 cellular 3 feb 321 1 -1 0 unknown no
## 1603 unknown 9 may 203 4 -1 0 unknown no
## 1604 cellular 31 dec 646 3 198 2 success no
## 1605 cellular 8 jul 97 3 -1 0 unknown yes
## 1606 cellular 16 apr 144 2 -1 0 unknown no
## 1607 unknown 20 jun 30 6 -1 0 unknown no
## 1608 cellular 15 jul 82 2 -1 0 unknown no
## 1609 unknown 13 may 326 4 -1 0 unknown no
## 1610 cellular 19 nov 414 3 -1 0 unknown no
## 1611 cellular 16 apr 285 5 -1 0 unknown no
## 1612 cellular 11 aug 716 3 -1 0 unknown yes
## 1613 unknown 28 may 449 4 -1 0 unknown no
## 1614 unknown 17 jun 16 3 -1 0 unknown no
## 1615 unknown 2 jun 65 1 -1 0 unknown no
## 1616 cellular 18 nov 138 1 -1 0 unknown no
## 1617 cellular 10 jul 121 3 -1 0 unknown no
## 1618 cellular 27 may 140 2 -1 0 unknown no
## 1619 cellular 18 aug 256 6 -1 0 unknown no
## 1620 cellular 31 jul 61 4 -1 0 unknown no
## 1621 cellular 14 jul 367 2 -1 0 unknown no
## 1622 telephone 14 may 9 5 174 12 other no
## 1623 cellular 15 jul 395 4 -1 0 unknown no
## 1624 cellular 21 nov 125 2 -1 0 unknown no
## 1625 unknown 16 jun 580 3 -1 0 unknown no
## 1626 cellular 7 apr 15 1 316 1 failure no
## 1627 unknown 30 may 119 2 -1 0 unknown no
## 1628 unknown 20 may 26 2 -1 0 unknown no
## 1629 cellular 17 nov 224 2 180 1 failure no
## 1630 unknown 29 may 285 1 -1 0 unknown no
## 1631 unknown 8 may 399 4 -1 0 unknown no
## 1632 cellular 30 jul 88 3 -1 0 unknown no
## 1633 cellular 6 aug 185 4 -1 0 unknown no
## 1634 cellular 28 jan 98 1 154 6 failure no
## 1635 cellular 28 jan 97 1 169 3 failure no
## 1636 cellular 14 may 72 2 370 1 failure no
## 1637 cellular 6 may 109 1 87 2 failure no
## 1638 unknown 6 may 208 3 -1 0 unknown no
## 1639 unknown 18 jun 1029 1 -1 0 unknown yes
## 1640 cellular 5 may 273 1 -1 0 unknown no
## 1641 unknown 23 may 130 1 -1 0 unknown no
## 1642 cellular 26 feb 590 2 -1 0 unknown no
## 1643 cellular 19 nov 107 2 -1 0 unknown no
## 1644 unknown 12 may 88 2 -1 0 unknown no
## 1645 cellular 13 aug 305 2 -1 0 unknown no
## 1646 cellular 19 nov 90 2 -1 0 unknown no
## 1647 cellular 17 apr 222 1 -1 0 unknown no
## 1648 cellular 9 jul 127 1 -1 0 unknown no
## 1649 telephone 28 jan 38 1 -1 0 unknown no
## 1650 cellular 14 may 380 3 -1 0 unknown no
## 1651 cellular 7 apr 244 3 313 1 failure no
## 1652 cellular 28 aug 189 17 -1 0 unknown no
## 1653 unknown 4 jun 217 2 -1 0 unknown no
## 1654 cellular 28 jul 388 3 181 1 success yes
## 1655 unknown 20 jun 22 3 -1 0 unknown no
## 1656 cellular 13 aug 289 2 -1 0 unknown no
## 1657 cellular 21 jul 221 8 -1 0 unknown no
## 1658 cellular 31 jul 129 2 -1 0 unknown no
## 1659 cellular 4 feb 147 2 264 4 other no
## 1660 unknown 23 may 299 1 -1 0 unknown no
## 1661 unknown 15 may 543 12 -1 0 unknown no
## 1662 cellular 5 may 247 1 -1 0 unknown no
## 1663 unknown 8 may 166 2 -1 0 unknown no
## 1664 unknown 15 may 755 1 -1 0 unknown yes
## 1665 unknown 27 may 336 2 -1 0 unknown no
## 1666 unknown 29 may 619 1 -1 0 unknown no
## 1667 cellular 5 may 159 2 350 2 failure no
## 1668 unknown 23 may 29 3 -1 0 unknown no
## 1669 unknown 4 jun 606 2 -1 0 unknown no
## 1670 cellular 23 jun 971 2 -1 0 unknown no
## 1671 unknown 28 may 231 2 -1 0 unknown no
## 1672 unknown 7 may 163 1 -1 0 unknown no
## 1673 cellular 19 oct 385 2 -1 0 unknown yes
## 1674 telephone 24 jul 119 2 -1 0 unknown no
## 1675 cellular 29 jan 348 1 -1 0 unknown no
## 1676 unknown 31 mar 30 1 -1 0 unknown no
## 1677 cellular 7 may 249 2 169 1 failure no
## 1678 cellular 4 may 119 2 -1 0 unknown no
## 1679 cellular 8 may 177 1 -1 0 unknown no
## 1680 unknown 28 may 110 5 -1 0 unknown no
## 1681 cellular 18 aug 594 4 -1 0 unknown yes
## 1682 cellular 12 jan 105 1 -1 0 unknown no
## 1683 cellular 12 aug 123 1 -1 0 unknown no
## 1684 cellular 6 may 172 4 -1 0 unknown no
## 1685 cellular 8 jul 178 1 -1 0 unknown no
## 1686 cellular 6 apr 230 1 -1 0 unknown no
## 1687 unknown 20 jun 89 3 -1 0 unknown no
## 1688 unknown 15 may 118 4 -1 0 unknown no
## 1689 cellular 28 jul 143 2 -1 0 unknown no
## 1690 unknown 19 may 7 1 -1 0 unknown no
## 1691 unknown 13 may 104 2 -1 0 unknown no
## 1692 unknown 2 jul 220 2 -1 0 unknown no
## 1693 unknown 20 jun 85 2 -1 0 unknown no
## 1694 cellular 16 feb 91 3 -1 0 unknown yes
## 1695 cellular 5 feb 19 8 -1 0 unknown no
## 1696 cellular 19 aug 574 1 84 3 success yes
## 1697 cellular 7 may 49 1 -1 0 unknown no
## 1698 cellular 2 feb 171 2 193 2 other no
## 1699 cellular 2 feb 258 1 73 1 failure yes
## 1700 cellular 18 nov 41 2 -1 0 unknown no
## 1701 cellular 20 nov 83 1 -1 0 unknown no
## 1702 telephone 30 apr 95 1 -1 0 unknown no
## 1703 unknown 30 may 78 2 -1 0 unknown no
## 1704 cellular 2 feb 134 1 266 7 failure no
## 1705 cellular 22 mar 215 1 -1 0 unknown yes
## 1706 cellular 26 may 226 2 -1 0 unknown yes
## 1707 cellular 17 jul 1275 1 -1 0 unknown yes
## 1708 unknown 17 jul 66 1 85 5 other no
## 1709 cellular 7 jul 196 3 -1 0 unknown no
## 1710 cellular 27 mar 229 2 -1 0 unknown yes
## 1711 unknown 15 may 241 2 -1 0 unknown no
## 1712 cellular 20 nov 354 2 -1 0 unknown no
## 1713 cellular 11 may 471 3 -1 0 unknown no
## 1714 cellular 30 jan 90 2 232 1 failure no
## 1715 unknown 5 jun 58 8 -1 0 unknown no
## 1716 unknown 21 may 379 2 -1 0 unknown no
## 1717 unknown 20 jun 12 5 -1 0 unknown no
## 1718 cellular 30 apr 67 1 -1 0 unknown no
## 1719 unknown 18 jun 165 7 -1 0 unknown no
## 1720 cellular 8 apr 1032 3 141 7 failure yes
## 1721 unknown 23 may 84 3 -1 0 unknown no
## 1722 cellular 18 aug 393 4 -1 0 unknown no
## 1723 cellular 19 nov 808 1 -1 0 unknown no
## 1724 unknown 7 may 923 3 -1 0 unknown no
## 1725 cellular 11 aug 63 6 -1 0 unknown no
## 1726 cellular 12 feb 274 1 -1 0 unknown no
## 1727 cellular 27 aug 84 4 -1 0 unknown no
## 1728 cellular 20 aug 78 3 -1 0 unknown yes
## 1729 unknown 20 jun 41 7 -1 0 unknown no
## 1730 cellular 2 aug 317 1 180 2 failure yes
## 1731 cellular 5 may 138 1 -1 0 unknown no
## 1732 cellular 27 aug 88 4 -1 0 unknown no
## 1733 unknown 29 may 413 2 -1 0 unknown no
## 1734 cellular 5 feb 139 1 -1 0 unknown no
## 1735 cellular 8 aug 82 2 -1 0 unknown no
## 1736 cellular 20 apr 12 6 -1 0 unknown no
## 1737 cellular 11 aug 221 1 461 1 success yes
## 1738 unknown 9 jun 38 1 -1 0 unknown no
## 1739 cellular 21 nov 661 1 -1 0 unknown no
## 1740 telephone 7 jul 388 1 -1 0 unknown yes
## 1741 cellular 28 jul 151 7 -1 0 unknown no
## 1742 cellular 25 aug 140 8 -1 0 unknown no
## 1743 cellular 8 jul 124 1 -1 0 unknown no
## 1744 cellular 7 jul 200 1 -1 0 unknown no
## 1745 cellular 6 feb 101 3 -1 0 unknown no
## 1746 cellular 7 jul 261 12 -1 0 unknown no
## 1747 cellular 17 nov 176 2 -1 0 unknown no
## 1748 unknown 16 jun 209 12 -1 0 unknown no
## 1749 cellular 13 apr 223 1 182 2 failure yes
## 1750 cellular 20 apr 38 1 335 1 other no
## 1751 telephone 6 oct 541 1 204 3 failure no
## 1752 unknown 29 may 84 1 -1 0 unknown no
## 1753 cellular 22 aug 602 9 -1 0 unknown no
## 1754 cellular 27 aug 26 11 -1 0 unknown no
## 1755 cellular 26 apr 328 2 143 2 success yes
## 1756 unknown 30 may 762 3 -1 0 unknown yes
## 1757 cellular 26 aug 107 4 -1 0 unknown no
## 1758 unknown 14 may 46 5 -1 0 unknown no
## 1759 cellular 10 jul 128 6 -1 0 unknown no
## 1760 unknown 29 may 360 5 -1 0 unknown no
## 1761 cellular 9 nov 524 1 96 5 success yes
## 1762 unknown 1 jul 128 3 -1 0 unknown no
## 1763 cellular 7 sep 310 2 96 2 other no
## 1764 cellular 21 aug 819 10 -1 0 unknown yes
## 1765 cellular 8 jul 202 1 87 2 failure no
## 1766 unknown 9 may 144 2 -1 0 unknown no
## 1767 cellular 24 jul 311 1 -1 0 unknown no
## 1768 cellular 15 may 415 4 375 1 failure yes
## 1769 unknown 12 jun 93 8 -1 0 unknown no
## 1770 unknown 6 may 101 1 -1 0 unknown no
## 1771 unknown 7 may 72 1 -1 0 unknown no
## 1772 cellular 22 jul 282 1 -1 0 unknown no
## 1773 unknown 19 may 210 2 -1 0 unknown no
## 1774 cellular 4 sep 369 1 -1 0 unknown no
## 1775 cellular 9 apr 125 6 -1 0 unknown no
## 1776 unknown 16 jun 301 6 -1 0 unknown no
## 1777 cellular 26 aug 14 14 -1 0 unknown no
## 1778 unknown 29 may 57 3 -1 0 unknown no
## 1779 cellular 18 nov 420 1 -1 0 unknown no
## 1780 cellular 14 may 638 1 175 3 success no
## 1781 unknown 15 may 137 2 -1 0 unknown no
## 1782 cellular 22 aug 557 7 -1 0 unknown no
## 1783 unknown 30 may 66 2 -1 0 unknown no
## 1784 unknown 20 may 206 1 -1 0 unknown no
## 1785 unknown 14 may 19 14 -1 0 unknown no
## 1786 cellular 6 feb 166 2 -1 0 unknown no
## 1787 cellular 15 may 102 1 333 2 failure no
## 1788 unknown 2 jun 46 2 -1 0 unknown no
## 1789 unknown 4 jun 126 1 -1 0 unknown no
## 1790 unknown 13 may 161 1 -1 0 unknown no
## 1791 cellular 8 jul 355 1 -1 0 unknown no
## 1792 unknown 14 may 40 2 -1 0 unknown no
## 1793 cellular 14 may 143 1 -1 0 unknown no
## 1794 cellular 14 aug 133 2 -1 0 unknown no
## 1795 unknown 9 may 185 2 -1 0 unknown no
## 1796 unknown 20 jun 22 12 -1 0 unknown no
## 1797 cellular 25 aug 184 7 -1 0 unknown no
## 1798 cellular 22 aug 78 2 -1 0 unknown no
## 1799 cellular 22 jul 125 4 -1 0 unknown no
## 1800 unknown 5 jun 189 2 -1 0 unknown no
## 1801 unknown 9 jul 300 1 -1 0 unknown no
## 1802 unknown 28 may 396 1 -1 0 unknown no
## 1803 unknown 20 may 340 3 -1 0 unknown no
## 1804 telephone 20 nov 55 2 -1 0 unknown no
## 1805 cellular 22 aug 238 6 -1 0 unknown no
## 1806 cellular 5 apr 172 3 186 1 failure no
## 1807 unknown 12 jun 36 3 -1 0 unknown no
## 1808 cellular 20 nov 303 2 -1 0 unknown no
## 1809 cellular 14 jul 417 3 -1 0 unknown no
## 1810 unknown 16 jun 162 3 -1 0 unknown no
## 1811 cellular 14 may 10 9 344 1 failure no
## 1812 cellular 10 jul 99 1 -1 0 unknown no
## 1813 unknown 16 jun 32 3 -1 0 unknown no
## 1814 cellular 17 nov 308 3 -1 0 unknown no
## 1815 cellular 16 jun 298 3 -1 0 unknown no
## 1816 cellular 12 aug 92 4 -1 0 unknown no
## 1817 cellular 25 aug 288 12 -1 0 unknown no
## 1818 cellular 16 apr 130 1 323 1 other no
## 1819 cellular 28 jan 255 2 -1 0 unknown no
## 1820 cellular 18 nov 167 5 -1 0 unknown no
## 1821 cellular 17 nov 64 3 150 5 other no
## 1822 cellular 4 aug 166 2 -1 0 unknown no
## 1823 cellular 13 aug 657 7 -1 0 unknown yes
## 1824 unknown 26 may 434 4 -1 0 unknown no
## 1825 cellular 20 aug 75 1 -1 0 unknown no
## 1826 telephone 23 jul 40 1 -1 0 unknown no
## 1827 cellular 5 jun 398 2 -1 0 unknown no
## 1828 cellular 21 nov 163 2 113 3 failure no
## 1829 cellular 28 aug 137 8 -1 0 unknown no
## 1830 unknown 4 jun 257 3 -1 0 unknown no
## 1831 cellular 3 feb 231 2 259 1 failure no
## 1832 unknown 4 jul 192 1 -1 0 unknown no
## 1833 cellular 23 jul 186 1 -1 0 unknown no
## 1834 cellular 6 may 226 1 363 3 other no
## 1835 cellular 21 nov 67 1 -1 0 unknown no
## 1836 cellular 28 aug 205 2 -1 0 unknown no
## 1837 cellular 20 apr 14 1 -1 0 unknown no
## 1838 cellular 6 may 488 1 -1 0 unknown yes
## 1839 unknown 23 may 50 3 -1 0 unknown no
## 1840 cellular 23 jul 312 1 -1 0 unknown no
## 1841 cellular 21 jul 163 3 -1 0 unknown no
## 1842 unknown 2 jun 76 2 -1 0 unknown no
## 1843 cellular 5 feb 150 1 -1 0 unknown no
## 1844 cellular 17 apr 244 2 -1 0 unknown no
## 1845 cellular 5 jun 207 1 -1 0 unknown yes
## 1846 cellular 18 may 113 1 -1 0 unknown no
## 1847 cellular 23 jul 1309 4 -1 0 unknown yes
## 1848 cellular 25 aug 72 6 -1 0 unknown no
## 1849 cellular 19 nov 551 1 183 1 failure no
## 1850 unknown 19 jun 163 3 -1 0 unknown no
## 1851 cellular 21 jul 179 10 -1 0 unknown no
## 1852 cellular 13 may 217 2 -1 0 unknown no
## 1853 unknown 2 jun 88 1 -1 0 unknown no
## 1854 unknown 2 jun 21 1 -1 0 unknown no
## 1855 cellular 14 apr 142 1 -1 0 unknown yes
## 1856 cellular 5 feb 1056 1 -1 0 unknown no
## 1857 cellular 14 may 72 1 363 2 other no
## 1858 unknown 20 may 411 1 -1 0 unknown no
## 1859 unknown 21 may 145 1 -1 0 unknown no
## 1860 cellular 8 may 80 2 -1 0 unknown no
## 1861 unknown 28 may 344 1 -1 0 unknown no
## 1862 cellular 18 may 128 1 -1 0 unknown no
## 1863 cellular 30 apr 412 1 169 1 success yes
## 1864 cellular 14 may 908 3 344 7 other no
## 1865 cellular 17 apr 819 4 -1 0 unknown no
## 1866 cellular 5 aug 210 2 -1 0 unknown no
## 1867 telephone 18 mar 165 3 101 1 other no
## 1868 cellular 28 aug 118 8 -1 0 unknown no
## 1869 cellular 6 may 159 1 343 2 failure no
## 1870 cellular 9 jul 618 1 -1 0 unknown no
## 1871 cellular 23 dec 102 2 210 2 other no
## 1872 cellular 6 may 89 1 344 1 failure no
## 1873 cellular 8 oct 401 2 -1 0 unknown yes
## 1874 cellular 15 jul 200 3 -1 0 unknown no
## 1875 cellular 30 jul 152 5 -1 0 unknown no
## 1876 cellular 14 jul 203 1 183 2 failure no
## 1877 cellular 18 may 827 2 -1 0 unknown yes
## 1878 unknown 15 may 735 1 -1 0 unknown no
## 1879 unknown 28 may 185 6 -1 0 unknown no
## 1880 unknown 8 may 149 1 -1 0 unknown no
## 1881 cellular 29 jul 303 2 -1 0 unknown no
## 1882 unknown 3 jun 71 2 -1 0 unknown no
## 1883 cellular 6 may 445 2 345 2 failure no
## 1884 cellular 18 may 232 2 -1 0 unknown no
## 1885 cellular 30 jan 144 5 248 2 failure no
## 1886 cellular 19 aug 209 2 -1 0 unknown no
## 1887 cellular 10 feb 691 2 180 5 failure yes
## 1888 unknown 23 may 415 1 -1 0 unknown no
## 1889 cellular 7 jul 273 5 -1 0 unknown no
## 1890 telephone 8 sep 376 2 -1 0 unknown yes
## 1891 cellular 31 jul 37 10 -1 0 unknown no
## 1892 cellular 20 apr 148 2 -1 0 unknown no
## 1893 cellular 16 jul 57 2 -1 0 unknown no
## 1894 unknown 8 may 461 3 -1 0 unknown no
## 1895 unknown 17 jun 198 6 -1 0 unknown no
## 1896 cellular 30 jan 327 4 -1 0 unknown no
## 1897 cellular 29 aug 669 6 -1 0 unknown no
## 1898 cellular 29 jan 165 1 -1 0 unknown no
## 1899 cellular 19 aug 58 2 -1 0 unknown no
## 1900 cellular 29 jan 1473 1 -1 0 unknown yes
## 1901 cellular 11 feb 123 3 -1 0 unknown no
## 1902 unknown 6 may 289 1 -1 0 unknown no
## 1903 cellular 25 jul 239 5 -1 0 unknown no
## 1904 cellular 7 oct 1386 1 -1 0 unknown no
## 1905 cellular 28 sep 294 2 105 7 other yes
## 1906 cellular 18 mar 910 2 184 4 success yes
## 1907 unknown 27 may 550 7 -1 0 unknown no
## 1908 cellular 21 nov 75 1 -1 0 unknown no
## 1909 unknown 14 may 100 3 -1 0 unknown no
## 1910 cellular 21 jul 204 4 -1 0 unknown no
## 1911 cellular 14 may 155 1 177 7 failure no
## 1912 unknown 4 jul 46 3 -1 0 unknown no
## 1913 telephone 16 apr 1366 1 150 1 failure no
## 1914 cellular 21 nov 609 2 -1 0 unknown yes
## 1915 cellular 21 aug 1532 2 -1 0 unknown yes
## 1916 cellular 12 nov 226 1 92 1 other yes
## 1917 cellular 5 may 168 1 -1 0 unknown no
## 1918 cellular 3 dec 352 1 -1 0 unknown yes
## 1919 cellular 30 jul 335 6 -1 0 unknown no
## 1920 cellular 25 sep 74 1 -1 0 unknown no
## 1921 cellular 12 may 85 1 -1 0 unknown no
## 1922 unknown 5 may 117 1 -1 0 unknown no
## 1923 cellular 25 jul 184 1 -1 0 unknown no
## 1924 cellular 13 aug 72 3 -1 0 unknown no
## 1925 unknown 7 may 171 1 -1 0 unknown no
## 1926 telephone 22 jul 44 8 -1 0 unknown no
## 1927 cellular 13 aug 336 2 -1 0 unknown no
## 1928 cellular 16 feb 93 5 -1 0 unknown yes
## 1929 cellular 20 oct 332 1 183 3 failure yes
## 1930 cellular 4 feb 398 1 -1 0 unknown no
## 1931 unknown 21 may 86 2 -1 0 unknown no
## 1932 cellular 9 feb 45 2 -1 0 unknown no
## 1933 unknown 28 may 110 2 -1 0 unknown no
## 1934 telephone 9 feb 152 3 221 1 failure no
## 1935 cellular 30 jul 356 4 -1 0 unknown yes
## 1936 unknown 16 jun 382 3 -1 0 unknown no
## 1937 cellular 28 jan 233 1 -1 0 unknown no
## 1938 unknown 28 may 87 1 -1 0 unknown no
## 1939 unknown 14 may 387 2 -1 0 unknown no
## 1940 cellular 30 jun 103 1 -1 0 unknown no
## 1941 cellular 27 mar 378 1 -1 0 unknown yes
## 1942 unknown 9 jun 257 2 -1 0 unknown no
## 1943 cellular 7 jul 282 1 -1 0 unknown no
## 1944 unknown 7 jan 176 1 -1 0 unknown no
## 1945 cellular 14 may 24 6 -1 0 unknown no
## 1946 cellular 20 nov 766 3 -1 0 unknown no
## 1947 cellular 12 may 955 2 -1 0 unknown yes
## 1948 cellular 3 feb 426 3 -1 0 unknown no
## 1949 unknown 29 may 244 2 -1 0 unknown no
## 1950 telephone 6 nov 136 1 -1 0 unknown no
## 1951 cellular 18 nov 172 1 -1 0 unknown no
## 1952 cellular 19 nov 93 1 189 8 failure no
## 1953 telephone 15 mar 300 6 182 2 success yes
## 1954 cellular 11 nov 118 4 104 7 failure no
## 1955 unknown 4 jul 191 2 -1 0 unknown no
## 1956 unknown 27 may 107 2 -1 0 unknown no
## 1957 telephone 24 feb 513 2 89 7 failure no
## 1958 unknown 6 jun 91 18 -1 0 unknown no
## 1959 cellular 18 jul 76 4 -1 0 unknown no
## 1960 unknown 29 may 1236 2 -1 0 unknown no
## 1961 unknown 2 jun 193 5 -1 0 unknown no
## 1962 unknown 20 jun 324 5 -1 0 unknown no
## 1963 cellular 1 jun 377 1 -1 0 unknown yes
## 1964 cellular 20 nov 408 1 -1 0 unknown no
## 1965 cellular 7 may 246 2 -1 0 unknown no
## 1966 cellular 26 aug 58 7 -1 0 unknown no
## 1967 cellular 17 jul 196 1 -1 0 unknown no
## 1968 cellular 20 apr 219 4 -1 0 unknown no
## 1969 cellular 9 jul 197 1 -1 0 unknown no
## 1970 cellular 7 aug 257 2 -1 0 unknown no
## 1971 cellular 29 jan 381 1 247 2 failure no
## 1972 unknown 21 may 486 2 -1 0 unknown no
## 1973 unknown 28 may 162 1 -1 0 unknown no
## 1974 unknown 5 jun 153 1 -1 0 unknown no
## 1975 cellular 8 aug 809 2 -1 0 unknown yes
## 1976 cellular 17 apr 50 1 -1 0 unknown no
## 1977 cellular 22 jul 39 17 -1 0 unknown no
## 1978 cellular 26 aug 131 2 -1 0 unknown no
## 1979 telephone 28 jan 526 4 258 3 other no
## 1980 unknown 26 may 172 3 -1 0 unknown no
## 1981 cellular 8 feb 405 1 305 1 success no
## 1982 cellular 31 jul 77 3 -1 0 unknown no
## 1983 unknown 19 may 158 2 -1 0 unknown no
## 1984 cellular 7 may 146 2 171 3 failure no
## 1985 unknown 29 may 27 1 -1 0 unknown no
## 1986 cellular 14 aug 105 1 -1 0 unknown no
## 1987 unknown 3 jun 119 4 -1 0 unknown no
## 1988 cellular 16 apr 327 1 -1 0 unknown no
## 1989 cellular 18 aug 150 2 -1 0 unknown no
## 1990 cellular 19 nov 482 3 120 2 failure no
## 1991 unknown 28 may 81 2 -1 0 unknown no
## 1992 cellular 18 nov 1164 2 -1 0 unknown yes
## 1993 cellular 17 jul 674 3 -1 0 unknown no
## 1994 cellular 10 jul 347 1 -1 0 unknown no
## 1995 cellular 22 jul 712 6 -1 0 unknown yes
## 1996 cellular 20 nov 48 2 -1 0 unknown no
## 1997 cellular 17 nov 279 1 -1 0 unknown no
## 1998 unknown 16 may 236 2 -1 0 unknown no
## 1999 cellular 18 jul 91 2 -1 0 unknown no
## 2000 cellular 18 may 15 8 -1 0 unknown no
## 2001 cellular 6 may 161 1 337 1 failure no
## 2002 unknown 16 may 187 19 -1 0 unknown no
## 2003 cellular 19 nov 100 1 182 1 failure no
## 2004 cellular 8 jul 214 4 -1 0 unknown no
## 2005 cellular 17 apr 406 1 317 1 failure no
## 2006 cellular 13 may 361 1 364 1 failure no
## 2007 unknown 17 jun 30 3 -1 0 unknown no
## 2008 unknown 4 jun 99 2 -1 0 unknown no
## 2009 unknown 14 may 202 2 -1 0 unknown no
## 2010 unknown 26 jun 318 2 -1 0 unknown no
## 2011 cellular 13 aug 275 12 -1 0 unknown no
## 2012 unknown 12 may 59 4 -1 0 unknown no
## 2013 cellular 29 aug 70 4 -1 0 unknown no
## 2014 cellular 14 apr 1126 1 335 1 failure no
## 2015 cellular 19 oct 343 3 -1 0 unknown yes
## 2016 cellular 23 feb 228 2 182 6 failure yes
## 2017 cellular 11 aug 209 2 -1 0 unknown no
## 2018 cellular 13 apr 709 1 -1 0 unknown yes
## 2019 cellular 11 mar 275 2 -1 0 unknown no
## 2020 cellular 12 may 51 2 342 3 failure no
## 2021 unknown 3 jul 267 1 -1 0 unknown no
## 2022 unknown 20 jun 95 1 -1 0 unknown no
## 2023 cellular 28 oct 246 2 -1 0 unknown no
## 2024 cellular 7 jul 46 1 -1 0 unknown no
## 2025 cellular 8 may 144 3 -1 0 unknown no
## 2026 cellular 8 aug 249 2 -1 0 unknown no
## 2027 unknown 28 may 328 1 -1 0 unknown no
## 2028 unknown 25 aug 17 1 -1 0 unknown no
## 2029 unknown 14 may 126 3 -1 0 unknown no
## 2030 cellular 31 jul 52 8 -1 0 unknown no
## 2031 unknown 9 jun 52 1 -1 0 unknown no
## 2032 cellular 16 jul 285 5 -1 0 unknown no
## 2033 telephone 25 may 500 4 358 2 failure yes
## 2034 cellular 15 jul 955 5 -1 0 unknown yes
## 2035 cellular 7 jul 216 5 -1 0 unknown no
## 2036 cellular 28 aug 84 7 -1 0 unknown no
## 2037 cellular 6 may 138 3 -1 0 unknown no
## 2038 cellular 21 nov 436 2 178 3 other yes
## 2039 cellular 6 may 123 1 -1 0 unknown no
## 2040 cellular 18 aug 36 4 -1 0 unknown no
## 2041 unknown 16 jun 405 3 -1 0 unknown no
## 2042 cellular 15 oct 103 1 -1 0 unknown no
## 2043 unknown 30 sep 175 1 -1 0 unknown no
## 2044 cellular 10 jul 374 3 -1 0 unknown no
## 2045 unknown 4 jun 129 4 -1 0 unknown no
## 2046 telephone 9 jul 246 3 -1 0 unknown no
## 2047 unknown 29 may 107 2 -1 0 unknown no
## 2048 unknown 19 jun 385 1 -1 0 unknown no
## 2049 cellular 20 nov 104 3 -1 0 unknown no
## 2050 cellular 14 jan 309 1 91 10 success yes
## 2051 cellular 6 may 198 2 170 2 failure no
## 2052 unknown 26 may 543 2 -1 0 unknown yes
## 2053 cellular 18 jul 143 7 -1 0 unknown no
## 2054 unknown 19 may 23 1 -1 0 unknown no
## 2055 unknown 30 jun 104 2 -1 0 unknown no
## 2056 cellular 2 sep 378 2 386 1 success yes
## 2057 cellular 17 nov 364 1 -1 0 unknown no
## 2058 cellular 25 jul 363 6 -1 0 unknown no
## 2059 cellular 24 jul 248 1 -1 0 unknown no
## 2060 unknown 27 may 157 2 -1 0 unknown no
## 2061 unknown 26 may 402 2 -1 0 unknown no
## 2062 unknown 23 may 203 5 -1 0 unknown no
## 2063 cellular 6 may 422 1 363 1 failure no
## 2064 cellular 21 nov 44 1 -1 0 unknown no
## 2065 unknown 30 may 358 4 -1 0 unknown no
## 2066 cellular 6 feb 39 2 -1 0 unknown no
## 2067 telephone 18 may 325 1 -1 0 unknown no
## 2068 cellular 18 nov 238 3 126 4 other no
## 2069 cellular 30 apr 968 1 87 5 failure yes
## 2070 cellular 17 apr 156 1 273 3 failure no
## 2071 telephone 6 apr 681 1 118 11 success no
## 2072 cellular 20 nov 187 2 -1 0 unknown no
## 2073 cellular 15 may 104 10 -1 0 unknown no
## 2074 cellular 6 feb 860 2 -1 0 unknown yes
## 2075 cellular 13 aug 112 2 -1 0 unknown no
## 2076 cellular 7 jul 112 1 78 1 failure no
## 2077 unknown 14 may 32 3 -1 0 unknown no
## 2078 cellular 17 mar 325 2 -1 0 unknown yes
## 2079 cellular 20 nov 410 1 -1 0 unknown no
## 2080 cellular 20 nov 640 1 -1 0 unknown no
## 2081 unknown 9 jun 118 1 -1 0 unknown no
## 2082 cellular 30 jul 166 2 -1 0 unknown no
## 2083 cellular 2 feb 173 1 -1 0 unknown no
## 2084 unknown 28 may 21 24 -1 0 unknown no
## 2085 unknown 14 may 89 7 -1 0 unknown no
## 2086 cellular 28 jul 151 3 -1 0 unknown no
## 2087 unknown 19 jun 112 4 -1 0 unknown no
## 2088 cellular 30 jan 164 5 -1 0 unknown no
## 2089 telephone 29 jan 145 2 164 1 other no
## 2090 cellular 6 may 606 3 -1 0 unknown yes
## 2091 unknown 26 may 105 1 -1 0 unknown no
## 2092 cellular 9 jul 85 1 -1 0 unknown no
## 2093 cellular 18 jul 439 3 -1 0 unknown no
## 2094 unknown 29 may 278 1 -1 0 unknown no
## 2095 cellular 13 aug 205 4 -1 0 unknown no
## 2096 cellular 16 jul 221 1 -1 0 unknown no
## 2097 telephone 18 nov 52 3 172 3 other no
## 2098 unknown 12 jun 84 3 -1 0 unknown no
## 2099 cellular 15 may 476 3 -1 0 unknown no
## 2100 cellular 20 nov 371 1 -1 0 unknown no
## 2101 cellular 17 apr 128 3 -1 0 unknown no
## 2102 unknown 13 may 220 2 -1 0 unknown no
## 2103 telephone 14 jul 44 14 -1 0 unknown no
## 2104 unknown 8 jun 30 1 404 2 success no
## 2105 cellular 7 may 330 1 342 1 failure no
## 2106 unknown 30 aug 28 1 -1 0 unknown no
## 2107 cellular 12 may 908 1 -1 0 unknown no
## 2108 cellular 16 apr 177 1 -1 0 unknown no
## 2109 unknown 9 may 113 4 -1 0 unknown no
## 2110 telephone 15 may 289 8 -1 0 unknown no
## 2111 cellular 21 jul 357 1 -1 0 unknown no
## 2112 cellular 28 aug 38 16 -1 0 unknown no
## 2113 cellular 7 aug 414 4 -1 0 unknown no
## 2114 cellular 20 nov 257 2 -1 0 unknown no
## 2115 unknown 19 aug 480 1 -1 0 unknown yes
## 2116 cellular 20 aug 252 2 -1 0 unknown no
## 2117 unknown 20 may 151 1 -1 0 unknown no
## 2118 cellular 6 feb 213 4 -1 0 unknown no
## 2119 cellular 27 aug 119 12 -1 0 unknown no
## 2120 cellular 21 nov 161 2 -1 0 unknown no
## 2121 cellular 13 nov 227 2 -1 0 unknown yes
## 2122 telephone 18 may 12 3 374 1 other no
## 2123 cellular 14 jan 517 1 282 4 success yes
## 2124 cellular 7 may 225 2 275 2 failure no
## 2125 unknown 9 may 150 2 -1 0 unknown no
## 2126 cellular 8 jul 89 1 -1 0 unknown no
## 2127 unknown 9 may 103 2 -1 0 unknown no
## 2128 cellular 26 may 128 1 -1 0 unknown no
## 2129 cellular 20 nov 277 1 -1 0 unknown no
## 2130 unknown 15 may 500 1 -1 0 unknown yes
## 2131 telephone 14 may 113 2 -1 0 unknown no
## 2132 cellular 15 may 326 5 179 4 failure yes
## 2133 unknown 27 may 755 1 -1 0 unknown no
## 2134 cellular 29 aug 161 3 -1 0 unknown no
## 2135 cellular 17 nov 100 1 -1 0 unknown no
## 2136 cellular 4 aug 142 2 -1 0 unknown no
## 2137 unknown 8 may 214 2 -1 0 unknown no
## 2138 cellular 18 nov 167 2 -1 0 unknown no
## 2139 cellular 9 jul 676 5 -1 0 unknown no
## 2140 cellular 9 jul 236 1 -1 0 unknown no
## 2141 unknown 12 jun 993 6 -1 0 unknown yes
## 2142 cellular 28 jul 83 12 -1 0 unknown no
## 2143 cellular 6 may 100 1 -1 0 unknown no
## 2144 cellular 2 feb 289 2 174 4 other yes
## 2145 cellular 8 jul 528 2 -1 0 unknown no
## 2146 unknown 12 jun 340 2 -1 0 unknown no
## 2147 cellular 21 nov 33 3 -1 0 unknown no
## 2148 telephone 17 apr 284 3 -1 0 unknown no
## 2149 telephone 6 aug 245 3 -1 0 unknown yes
## 2150 cellular 17 apr 115 1 -1 0 unknown no
## 2151 unknown 5 may 730 2 -1 0 unknown no
## 2152 cellular 11 may 347 1 284 2 failure no
## 2153 cellular 17 jul 58 1 -1 0 unknown no
## 2154 cellular 17 jul 180 1 -1 0 unknown no
## 2155 unknown 2 jun 56 8 -1 0 unknown no
## 2156 unknown 2 jun 326 3 -1 0 unknown no
## 2157 telephone 21 jul 342 9 -1 0 unknown no
## 2158 cellular 2 feb 49 6 -1 0 unknown no
## 2159 cellular 12 aug 110 1 -1 0 unknown no
## 2160 cellular 12 nov 253 1 92 4 failure yes
## 2161 cellular 14 aug 636 2 -1 0 unknown no
## 2162 cellular 19 aug 137 2 -1 0 unknown no
## 2163 cellular 7 jul 173 1 -1 0 unknown no
## 2164 cellular 18 jul 227 2 -1 0 unknown no
## 2165 unknown 19 may 88 5 -1 0 unknown no
## 2166 unknown 2 jun 426 3 -1 0 unknown no
## 2167 telephone 18 nov 195 3 112 8 other no
## 2168 cellular 18 aug 230 8 -1 0 unknown no
## 2169 cellular 12 may 750 2 -1 0 unknown yes
## 2170 cellular 30 jan 413 3 -1 0 unknown no
## 2171 unknown 4 jun 104 2 -1 0 unknown no
## 2172 cellular 5 may 138 1 -1 0 unknown no
## 2173 unknown 29 may 334 2 -1 0 unknown no
## 2174 unknown 30 may 868 1 -1 0 unknown no
## 2175 telephone 14 jul 102 14 -1 0 unknown no
## 2176 unknown 28 may 77 3 -1 0 unknown no
## 2177 cellular 1 sep 199 1 92 14 success yes
## 2178 unknown 7 may 332 2 -1 0 unknown no
## 2179 cellular 7 aug 124 2 -1 0 unknown no
## 2180 cellular 25 aug 91 9 -1 0 unknown no
## 2181 cellular 4 may 104 3 -1 0 unknown no
## 2182 cellular 18 may 125 1 368 4 failure no
## 2183 cellular 18 jul 635 3 -1 0 unknown yes
## 2184 cellular 15 jul 90 1 -1 0 unknown no
## 2185 cellular 25 jul 310 1 -1 0 unknown no
## 2186 cellular 6 may 207 1 351 2 failure no
## 2187 unknown 12 jun 43 1 -1 0 unknown no
## 2188 telephone 16 jul 126 4 -1 0 unknown no
## 2189 cellular 25 jan 137 1 97 1 success no
## 2190 unknown 15 may 284 5 -1 0 unknown no
## 2191 cellular 28 aug 68 6 -1 0 unknown no
## 2192 cellular 18 nov 67 1 -1 0 unknown no
## 2193 cellular 18 may 8 2 -1 0 unknown no
## 2194 cellular 11 may 62 1 -1 0 unknown no
## 2195 cellular 7 jul 175 1 -1 0 unknown no
## 2196 unknown 13 may 395 2 -1 0 unknown yes
## 2197 cellular 11 feb 27 1 84 3 failure no
## 2198 unknown 6 may 195 1 -1 0 unknown no
## 2199 cellular 4 feb 254 2 -1 0 unknown no
## 2200 cellular 8 jul 199 1 -1 0 unknown no
## 2201 cellular 26 aug 73 17 -1 0 unknown no
## 2202 unknown 14 may 351 1 -1 0 unknown no
## 2203 unknown 7 may 1689 4 -1 0 unknown yes
## 2204 cellular 21 nov 267 1 -1 0 unknown no
## 2205 unknown 5 may 234 2 -1 0 unknown no
## 2206 cellular 26 apr 234 10 -1 0 unknown no
## 2207 cellular 20 aug 94 4 -1 0 unknown no
## 2208 unknown 8 may 77 2 -1 0 unknown no
## 2209 cellular 15 may 242 1 -1 0 unknown no
## 2210 cellular 18 jul 247 4 -1 0 unknown no
## 2211 unknown 9 jun 85 4 -1 0 unknown no
## 2212 cellular 22 aug 607 4 -1 0 unknown no
## 2213 cellular 17 jun 485 2 227 4 failure yes
## 2214 cellular 27 oct 184 1 91 2 failure yes
## 2215 unknown 26 may 258 1 -1 0 unknown no
## 2216 cellular 16 apr 156 1 147 7 other no
## 2217 unknown 21 may 160 1 -1 0 unknown no
## 2218 unknown 16 jun 1021 1 -1 0 unknown no
## 2219 cellular 31 jul 5 25 -1 0 unknown no
## 2220 cellular 27 jan 701 1 -1 0 unknown yes
## 2221 cellular 18 may 732 2 291 5 failure yes
## 2222 cellular 10 aug 122 1 -1 0 unknown no
## 2223 unknown 7 may 559 1 -1 0 unknown no
## 2224 unknown 8 may 141 1 -1 0 unknown no
## 2225 cellular 21 jul 87 4 -1 0 unknown no
## 2226 cellular 5 feb 577 1 -1 0 unknown no
## 2227 cellular 11 jul 193 2 -1 0 unknown no
## 2228 cellular 28 aug 210 5 -1 0 unknown no
## 2229 cellular 6 aug 732 2 -1 0 unknown no
## 2230 unknown 6 may 121 2 -1 0 unknown no
## 2231 cellular 21 nov 150 2 -1 0 unknown no
## 2232 cellular 21 nov 140 1 -1 0 unknown no
## 2233 cellular 20 nov 386 2 -1 0 unknown no
## 2234 cellular 11 may 733 2 -1 0 unknown yes
## 2235 cellular 19 nov 108 1 -1 0 unknown no
## 2236 cellular 17 nov 80 1 152 1 failure no
## 2237 unknown 12 may 155 3 -1 0 unknown no
## 2238 cellular 13 may 389 4 -1 0 unknown no
## 2239 cellular 9 feb 133 3 -1 0 unknown no
## 2240 cellular 21 nov 328 6 -1 0 unknown no
## 2241 cellular 23 jul 119 2 -1 0 unknown no
## 2242 unknown 16 jun 87 6 -1 0 unknown no
## 2243 cellular 18 nov 162 1 173 3 failure no
## 2244 unknown 15 may 294 2 -1 0 unknown no
## 2245 cellular 16 jul 128 2 -1 0 unknown no
## 2246 cellular 6 may 108 1 -1 0 unknown no
## 2247 cellular 6 feb 172 2 -1 0 unknown no
## 2248 unknown 14 may 208 5 -1 0 unknown no
## 2249 unknown 20 may 212 2 -1 0 unknown no
## 2250 cellular 8 nov 148 1 871 2 failure no
## 2251 cellular 4 feb 99 1 -1 0 unknown no
## 2252 cellular 3 feb 185 1 92 1 success yes
## 2253 cellular 6 aug 133 2 -1 0 unknown no
## 2254 cellular 6 feb 170 1 -1 0 unknown no
## 2255 unknown 19 may 668 7 -1 0 unknown no
## 2256 cellular 8 may 81 3 170 1 failure no
## 2257 cellular 12 jun 230 2 -1 0 unknown no
## 2258 unknown 5 may 287 1 -1 0 unknown no
## 2259 cellular 16 mar 618 1 -1 0 unknown no
## 2260 cellular 5 may 788 1 -1 0 unknown yes
## 2261 cellular 6 feb 285 6 -1 0 unknown no
## 2262 cellular 21 aug 163 2 -1 0 unknown no
## 2263 cellular 8 jul 159 1 -1 0 unknown no
## 2264 cellular 12 may 197 2 370 3 failure no
## 2265 cellular 25 jul 212 2 -1 0 unknown no
## 2266 unknown 29 may 44 15 -1 0 unknown no
## 2267 cellular 23 sep 180 2 238 3 success no
## 2268 unknown 26 jun 11 1 -1 0 unknown no
## 2269 unknown 26 may 863 1 -1 0 unknown no
## 2270 unknown 7 may 388 7 -1 0 unknown no
## 2271 unknown 5 may 143 3 -1 0 unknown no
## 2272 cellular 7 may 191 1 294 1 failure no
## 2273 unknown 27 may 62 2 -1 0 unknown no
## 2274 unknown 9 may 13 1 -1 0 unknown no
## 2275 cellular 13 may 1073 1 -1 0 unknown yes
## 2276 cellular 6 may 337 2 -1 0 unknown no
## 2277 telephone 31 jul 88 10 -1 0 unknown no
## 2278 cellular 2 jun 167 1 298 10 other no
## 2279 cellular 29 aug 96 4 -1 0 unknown no
## 2280 cellular 13 apr 537 3 -1 0 unknown no
## 2281 unknown 27 may 5 3 -1 0 unknown no
## 2282 cellular 5 aug 139 1 -1 0 unknown no
## 2283 unknown 30 may 570 2 -1 0 unknown no
## 2284 cellular 29 jul 100 3 -1 0 unknown no
## 2285 unknown 15 may 253 2 -1 0 unknown no
## 2286 cellular 1 apr 525 2 -1 0 unknown no
## 2287 cellular 20 aug 696 3 -1 0 unknown no
## 2288 unknown 26 may 535 6 -1 0 unknown no
## 2289 cellular 6 aug 131 3 -1 0 unknown no
## 2290 unknown 20 aug 6 1 -1 0 unknown no
## 2291 cellular 5 feb 105 1 -1 0 unknown no
## 2292 unknown 19 jun 370 1 -1 0 unknown no
## 2293 cellular 29 aug 29 14 -1 0 unknown no
## 2294 cellular 5 may 184 1 167 6 failure no
## 2295 cellular 3 feb 47 2 222 3 other no
## 2296 unknown 2 jul 193 4 -1 0 unknown no
## 2297 cellular 16 jul 709 2 -1 0 unknown yes
## 2298 cellular 6 aug 358 2 -1 0 unknown no
## 2299 unknown 20 may 253 1 -1 0 unknown no
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## 2335 unknown 23 may 350 5 -1 0 unknown no
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## 2527 cellular 16 apr 81 2 -1 0 unknown no
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## 2538 cellular 22 jul 246 3 -1 0 unknown no
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## 2544 cellular 2 feb 204 1 -1 0 unknown no
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## 2615 cellular 20 apr 20 4 -1 0 unknown no
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## 2678 telephone 30 jul 130 3 -1 0 unknown no
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## 2700 cellular 8 may 318 2 338 1 success no
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## 2705 telephone 14 aug 137 1 -1 0 unknown no
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## 2716 cellular 28 aug 77 4 -1 0 unknown no
## 2717 cellular 29 jul 376 2 -1 0 unknown no
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## 2721 cellular 29 aug 728 2 -1 0 unknown no
## 2722 unknown 21 may 281 3 -1 0 unknown no
## 2723 cellular 22 aug 528 2 -1 0 unknown yes
## 2724 cellular 20 nov 128 5 -1 0 unknown no
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## 2726 cellular 20 aug 161 4 -1 0 unknown no
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## 2731 unknown 6 jun 44 1 -1 0 unknown no
## 2732 cellular 15 may 1181 9 -1 0 unknown no
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## 2734 cellular 30 jan 81 1 -1 0 unknown no
## 2735 cellular 10 jul 224 1 -1 0 unknown no
## 2736 cellular 29 jul 189 4 -1 0 unknown no
## 2737 cellular 26 may 98 2 -1 0 unknown no
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## 2740 cellular 7 aug 110 2 -1 0 unknown no
## 2741 cellular 28 jan 214 1 -1 0 unknown no
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## 2743 cellular 17 apr 239 2 -1 0 unknown no
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## 2763 cellular 4 nov 158 1 -1 0 unknown no
## 2764 telephone 8 jul 320 3 -1 0 unknown no
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## 2766 cellular 14 may 410 5 -1 0 unknown no
## 2767 cellular 13 feb 104 2 -1 0 unknown no
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## 2770 cellular 19 aug 145 10 -1 0 unknown no
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## 2776 unknown 6 jun 968 1 -1 0 unknown no
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## 2778 cellular 15 jul 246 1 -1 0 unknown no
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## 2785 cellular 4 may 164 2 167 4 other no
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## 2792 unknown 26 may 116 4 -1 0 unknown no
## 2793 unknown 3 jun 200 1 -1 0 unknown no
## 2794 unknown 15 may 145 4 -1 0 unknown no
## 2795 unknown 5 jun 41 1 -1 0 unknown no
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## 2798 unknown 20 may 121 11 -1 0 unknown no
## 2799 unknown 23 may 106 3 -1 0 unknown no
## 2800 cellular 20 nov 230 1 -1 0 unknown no
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## 2802 cellular 11 aug 67 1 -1 0 unknown no
## 2803 unknown 2 jun 26 1 -1 0 unknown no
## 2804 unknown 15 may 395 2 -1 0 unknown no
## 2805 cellular 29 jan 603 2 -1 0 unknown no
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## 2810 cellular 28 aug 118 2 -1 0 unknown no
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## 2812 cellular 7 may 378 1 -1 0 unknown no
## 2813 telephone 21 nov 94 7 130 3 other no
## 2814 cellular 25 aug 108 4 -1 0 unknown no
## 2815 cellular 5 aug 203 2 -1 0 unknown no
## 2816 cellular 13 may 121 1 -1 0 unknown no
## 2817 unknown 16 may 489 2 -1 0 unknown no
## 2818 unknown 8 may 287 1 -1 0 unknown no
## 2819 cellular 11 may 652 1 370 4 other no
## 2820 cellular 13 may 612 2 348 3 other no
## 2821 cellular 25 jul 53 5 -1 0 unknown no
## 2822 telephone 17 oct 270 1 -1 0 unknown yes
## 2823 cellular 18 may 442 1 -1 0 unknown yes
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## 2825 cellular 14 sep 394 2 -1 0 unknown no
## 2826 unknown 9 jun 230 3 -1 0 unknown no
## 2827 cellular 11 may 877 7 300 2 other yes
## 2828 telephone 9 feb 1971 4 -1 0 unknown yes
## 2829 cellular 21 aug 161 2 -1 0 unknown no
## 2830 unknown 3 jun 188 5 -1 0 unknown no
## 2831 cellular 18 may 23 5 -1 0 unknown no
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## 2833 telephone 3 feb 26 2 197 1 failure no
## 2834 unknown 19 jun 212 1 -1 0 unknown no
## 2835 cellular 13 aug 119 2 -1 0 unknown no
## 2836 cellular 7 aug 205 5 -1 0 unknown no
## 2837 unknown 3 jun 73 4 -1 0 unknown no
## 2838 cellular 20 nov 1258 2 122 2 other yes
## 2839 telephone 29 aug 57 2 -1 0 unknown no
## 2840 unknown 5 jun 115 2 -1 0 unknown no
## 2841 unknown 19 jun 58 1 -1 0 unknown no
## 2842 cellular 11 aug 238 1 -1 0 unknown no
## 2843 telephone 20 nov 207 3 -1 0 unknown no
## 2844 cellular 3 jun 178 2 -1 0 unknown no
## 2845 unknown 14 may 20 11 -1 0 unknown no
## 2846 cellular 11 mar 188 3 -1 0 unknown yes
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## 2848 cellular 25 nov 232 1 96 4 success yes
## 2849 cellular 7 dec 127 2 -1 0 unknown no
## 2850 cellular 8 may 380 4 295 1 failure no
## 2851 cellular 19 nov 167 3 -1 0 unknown no
## 2852 cellular 22 may 796 1 109 1 failure yes
## 2853 cellular 13 sep 303 2 -1 0 unknown no
## 2854 cellular 17 apr 407 2 -1 0 unknown no
## 2855 cellular 16 jul 229 1 -1 0 unknown no
## 2856 cellular 11 aug 108 2 -1 0 unknown no
## 2857 cellular 25 may 265 1 -1 0 unknown no
## 2858 telephone 25 jul 168 1 -1 0 unknown no
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## 2862 unknown 3 jun 599 3 -1 0 unknown no
## 2863 cellular 29 jan 322 2 -1 0 unknown no
## 2864 unknown 21 may 304 1 -1 0 unknown no
## 2865 cellular 12 may 52 3 -1 0 unknown no
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## 2867 cellular 9 feb 101 2 -1 0 unknown no
## 2868 cellular 3 feb 65 2 -1 0 unknown no
## 2869 cellular 15 may 173 4 -1 0 unknown no
## 2870 telephone 14 jul 162 3 -1 0 unknown no
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## 2874 unknown 4 jun 141 6 -1 0 unknown no
## 2875 cellular 15 may 133 4 -1 0 unknown no
## 2876 unknown 6 jun 1994 2 -1 0 unknown no
## 2877 cellular 6 may 140 2 -1 0 unknown no
## 2878 cellular 15 may 82 3 -1 0 unknown no
## 2879 cellular 17 nov 150 1 -1 0 unknown no
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## 2881 telephone 18 nov 164 1 110 2 other no
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## 2883 unknown 27 may 290 2 -1 0 unknown no
## 2884 telephone 29 jul 104 2 -1 0 unknown no
## 2885 unknown 12 may 413 1 -1 0 unknown no
## 2886 cellular 12 aug 153 1 -1 0 unknown no
## 2887 unknown 15 may 237 2 -1 0 unknown no
## 2888 cellular 25 jul 743 13 -1 0 unknown yes
## 2889 cellular 28 aug 82 4 -1 0 unknown no
## 2890 cellular 15 jul 924 4 -1 0 unknown no
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## 2894 unknown 13 may 181 5 -1 0 unknown no
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## 2896 unknown 27 may 345 1 -1 0 unknown no
## 2897 cellular 6 aug 331 2 -1 0 unknown no
## 2898 cellular 7 jul 112 1 -1 0 unknown no
## 2899 unknown 30 may 115 6 -1 0 unknown no
## 2900 cellular 20 aug 381 3 -1 0 unknown no
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## 2902 unknown 28 may 25 1 -1 0 unknown no
## 2903 cellular 28 jan 929 1 -1 0 unknown no
## 2904 unknown 14 may 429 1 -1 0 unknown no
## 2905 cellular 20 apr 491 1 326 1 other no
## 2906 cellular 18 jul 146 1 -1 0 unknown no
## 2907 cellular 21 aug 191 2 -1 0 unknown no
## 2908 cellular 8 aug 406 3 -1 0 unknown no
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## 2910 cellular 30 jul 253 5 -1 0 unknown no
## 2911 telephone 30 jul 340 2 -1 0 unknown no
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## 2913 cellular 11 aug 121 4 -1 0 unknown no
## 2914 cellular 27 aug 104 5 -1 0 unknown no
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## 2916 cellular 29 jan 144 1 102 1 other yes
## 2917 cellular 19 nov 149 2 -1 0 unknown no
## 2918 cellular 4 feb 261 1 184 6 success yes
## 2919 cellular 29 sep 87 1 120 1 failure no
## 2920 cellular 21 aug 719 5 -1 0 unknown no
## 2921 unknown 27 may 292 7 -1 0 unknown no
## 2922 unknown 2 jun 145 1 -1 0 unknown no
## 2923 cellular 30 mar 52 3 -1 0 unknown no
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## 2925 cellular 6 may 451 1 169 2 failure yes
## 2926 unknown 9 may 167 4 -1 0 unknown no
## 2927 cellular 19 aug 98 4 -1 0 unknown no
## 2928 unknown 29 may 238 2 -1 0 unknown no
## 2929 cellular 27 aug 85 7 -1 0 unknown no
## 2930 cellular 30 jan 323 4 -1 0 unknown no
## 2931 unknown 17 jun 116 1 -1 0 unknown no
## 2932 cellular 7 may 304 3 -1 0 unknown no
## 2933 cellular 10 dec 267 1 -1 0 unknown no
## 2934 unknown 23 may 201 2 -1 0 unknown no
## 2935 cellular 11 may 105 1 336 2 failure no
## 2936 unknown 23 may 193 2 -1 0 unknown no
## 2937 cellular 30 jan 113 1 -1 0 unknown no
## 2938 unknown 29 may 151 2 -1 0 unknown no
## 2939 cellular 20 aug 200 2 -1 0 unknown no
## 2940 unknown 16 may 145 1 -1 0 unknown no
## 2941 cellular 21 may 214 4 -1 0 unknown yes
## 2942 cellular 9 jul 36 6 -1 0 unknown no
## 2943 cellular 18 nov 58 2 -1 0 unknown no
## 2944 unknown 6 may 174 2 -1 0 unknown no
## 2945 cellular 30 apr 587 1 -1 0 unknown yes
## 2946 cellular 25 may 112 1 -1 0 unknown no
## 2947 cellular 14 jul 175 2 -1 0 unknown no
## 2948 unknown 17 jun 279 1 -1 0 unknown no
## 2949 cellular 16 nov 270 1 -1 0 unknown yes
## 2950 cellular 6 may 116 2 169 3 failure no
## 2951 unknown 27 may 129 2 -1 0 unknown no
## 2952 cellular 13 may 38 2 369 4 failure no
## 2953 unknown 28 may 138 1 -1 0 unknown no
## 2954 cellular 19 aug 338 1 -1 0 unknown yes
## 2955 unknown 26 jun 565 3 -1 0 unknown no
## 2956 cellular 13 aug 77 8 -1 0 unknown no
## 2957 cellular 19 nov 314 2 124 1 failure no
## 2958 unknown 20 jun 179 2 -1 0 unknown no
## 2959 unknown 7 may 294 1 -1 0 unknown no
## 2960 cellular 5 may 298 1 -1 0 unknown no
## 2961 telephone 14 apr 427 2 -1 0 unknown no
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## 2963 cellular 9 sep 397 1 -1 0 unknown yes
## 2964 cellular 9 sep 344 1 295 1 failure yes
## 2965 cellular 23 jul 74 5 -1 0 unknown no
## 2966 unknown 30 may 148 4 -1 0 unknown no
## 2967 unknown 6 jun 161 3 -1 0 unknown no
## 2968 unknown 19 jun 110 1 -1 0 unknown no
## 2969 cellular 10 aug 1529 1 397 1 failure no
## 2970 cellular 12 aug 236 1 104 1 success no
## 2971 cellular 8 aug 89 2 -1 0 unknown no
## 2972 cellular 17 apr 390 1 316 1 failure no
## 2973 unknown 5 may 1467 1 -1 0 unknown yes
## 2974 unknown 15 may 646 3 -1 0 unknown yes
## 2975 cellular 10 jul 183 1 -1 0 unknown no
## 2976 cellular 11 may 168 2 -1 0 unknown no
## 2977 unknown 23 may 66 1 -1 0 unknown no
## 2978 cellular 21 nov 160 3 120 3 failure no
## 2979 cellular 15 may 14 2 -1 0 unknown no
## 2980 unknown 6 jun 220 4 -1 0 unknown no
## 2981 unknown 19 jun 1007 1 -1 0 unknown yes
## 2982 cellular 30 jul 149 13 -1 0 unknown no
## 2983 unknown 8 may 665 1 -1 0 unknown no
## 2984 telephone 15 jul 174 3 -1 0 unknown no
## 2985 cellular 23 jul 105 1 -1 0 unknown no
## 2986 cellular 13 aug 990 1 -1 0 unknown yes
## 2987 cellular 19 nov 582 1 -1 0 unknown no
## 2988 cellular 12 may 136 1 -1 0 unknown no
## 2989 cellular 10 aug 223 1 414 4 failure yes
## 2990 cellular 8 aug 205 2 -1 0 unknown no
## 2991 cellular 14 may 214 1 349 1 failure no
## 2992 cellular 11 may 217 6 -1 0 unknown no
## 2993 cellular 9 nov 171 2 96 5 success no
## 2994 unknown 13 may 50 1 -1 0 unknown no
## 2995 unknown 5 jun 65 3 -1 0 unknown no
## 2996 unknown 5 may 55 1 -1 0 unknown no
## 2997 unknown 20 jun 256 3 -1 0 unknown no
## 2998 unknown 21 may 151 1 -1 0 unknown no
## 2999 cellular 18 jul 226 1 -1 0 unknown no
## 3000 cellular 23 jul 97 5 -1 0 unknown no
## 3001 telephone 22 jul 92 1 -1 0 unknown no
## 3002 unknown 16 may 343 1 -1 0 unknown no
## 3003 cellular 14 may 493 5 -1 0 unknown no
## 3004 cellular 20 aug 216 3 -1 0 unknown no
## 3005 cellular 27 may 224 7 105 1 other no
## 3006 cellular 22 dec 190 1 188 9 success yes
## 3007 cellular 8 jun 458 6 -1 0 unknown yes
## 3008 cellular 20 apr 222 1 154 1 failure no
## 3009 cellular 8 may 612 1 344 1 other no
## 3010 telephone 17 apr 137 1 -1 0 unknown no
## 3011 unknown 7 may 104 2 -1 0 unknown no
## 3012 cellular 25 aug 206 4 -1 0 unknown no
## 3013 cellular 30 jul 172 28 -1 0 unknown no
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## 3015 cellular 19 nov 114 1 -1 0 unknown no
## 3016 cellular 11 jul 89 1 -1 0 unknown no
## 3017 unknown 2 jun 158 1 -1 0 unknown no
## 3018 cellular 14 jul 326 11 -1 0 unknown no
## 3019 unknown 26 jun 215 3 -1 0 unknown no
## 3020 cellular 13 may 53 1 -1 0 unknown no
## 3021 cellular 21 jul 71 11 -1 0 unknown no
## 3022 cellular 8 may 487 2 367 2 other no
## 3023 cellular 12 may 340 2 175 1 failure no
## 3024 cellular 14 oct 183 1 91 11 failure no
## 3025 cellular 17 nov 131 2 -1 0 unknown no
## 3026 telephone 29 jan 208 1 247 2 failure no
## 3027 unknown 18 jun 311 5 -1 0 unknown no
## 3028 cellular 10 nov 147 1 96 8 success yes
## 3029 unknown 23 may 83 1 -1 0 unknown no
## 3030 unknown 17 jun 775 3 -1 0 unknown yes
## 3031 cellular 28 aug 25 18 -1 0 unknown no
## 3032 cellular 23 jul 497 5 -1 0 unknown no
## 3033 unknown 2 jun 180 1 -1 0 unknown no
## 3034 cellular 13 may 698 2 292 1 failure yes
## 3035 unknown 4 jul 134 1 -1 0 unknown no
## 3036 cellular 21 nov 223 2 186 3 other no
## 3037 cellular 28 jan 399 3 -1 0 unknown yes
## 3038 unknown 13 may 420 1 -1 0 unknown no
## 3039 unknown 15 may 233 3 -1 0 unknown no
## 3040 cellular 12 nov 702 1 -1 0 unknown no
## 3041 cellular 9 nov 161 1 209 2 failure yes
## 3042 cellular 18 may 110 1 315 2 failure no
## 3043 cellular 8 aug 27 6 -1 0 unknown no
## 3044 telephone 12 may 58 2 334 1 failure no
## 3045 cellular 20 nov 68 1 -1 0 unknown no
## 3046 cellular 8 aug 92 2 -1 0 unknown no
## 3047 cellular 15 may 45 1 -1 0 unknown no
## 3048 cellular 29 jan 79 1 -1 0 unknown no
## 3049 cellular 20 apr 11 5 319 2 other no
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## 3051 cellular 17 jul 86 1 -1 0 unknown no
## 3052 cellular 28 aug 16 16 -1 0 unknown no
## 3053 cellular 14 aug 154 2 -1 0 unknown no
## 3054 unknown 14 may 91 1 -1 0 unknown no
## 3055 cellular 29 jan 389 2 -1 0 unknown no
## 3056 cellular 21 jul 71 15 -1 0 unknown no
## 3057 unknown 4 jun 111 3 -1 0 unknown no
## 3058 unknown 20 may 68 2 -1 0 unknown no
## 3059 cellular 19 nov 75 2 177 5 failure no
## 3060 cellular 8 jul 212 1 -1 0 unknown no
## 3061 cellular 22 apr 91 2 275 1 failure no
## 3062 cellular 19 aug 79 2 -1 0 unknown no
## 3063 cellular 29 jul 646 2 -1 0 unknown no
## 3064 cellular 11 may 206 1 -1 0 unknown no
## 3065 cellular 26 aug 257 1 474 3 failure yes
## 3066 cellular 13 aug 81 2 -1 0 unknown no
## 3067 cellular 20 apr 470 1 150 5 other no
## 3068 unknown 9 may 133 2 -1 0 unknown no
## 3069 unknown 6 jun 230 2 -1 0 unknown no
## 3070 cellular 19 nov 76 6 -1 0 unknown no
## 3071 unknown 6 jun 26 1 -1 0 unknown no
## 3072 cellular 6 feb 154 2 197 6 failure no
## 3073 cellular 30 jul 94 4 -1 0 unknown no
## 3074 cellular 6 aug 254 2 -1 0 unknown yes
## 3075 cellular 9 jul 1156 1 -1 0 unknown no
## 3076 cellular 31 jul 248 5 -1 0 unknown no
## 3077 cellular 20 nov 884 3 -1 0 unknown no
## 3078 cellular 18 nov 275 2 -1 0 unknown no
## 3079 cellular 28 jul 200 2 -1 0 unknown no
## 3080 unknown 26 may 228 1 -1 0 unknown no
## 3081 cellular 30 apr 475 2 -1 0 unknown yes
## 3082 cellular 14 jul 393 5 -1 0 unknown no
## 3083 cellular 8 aug 156 4 -1 0 unknown no
## 3084 cellular 9 feb 244 3 -1 0 unknown no
## 3085 unknown 13 may 118 1 -1 0 unknown no
## 3086 cellular 22 aug 40 2 -1 0 unknown no
## 3087 unknown 23 may 700 3 -1 0 unknown no
## 3088 cellular 2 feb 97 3 -1 0 unknown no
## 3089 cellular 15 jul 252 1 184 3 success yes
## 3090 cellular 14 aug 360 4 -1 0 unknown no
## 3091 cellular 17 nov 235 1 -1 0 unknown no
## 3092 unknown 7 may 1521 1 -1 0 unknown no
## 3093 cellular 6 may 105 4 366 2 failure no
## 3094 cellular 29 jan 86 1 -1 0 unknown no
## 3095 cellular 3 apr 484 1 135 3 failure no
## 3096 telephone 19 nov 117 1 -1 0 unknown no
## 3097 unknown 9 jun 119 1 -1 0 unknown no
## 3098 unknown 7 may 359 1 -1 0 unknown no
## 3099 telephone 30 jul 109 8 -1 0 unknown no
## 3100 unknown 18 jun 236 1 -1 0 unknown no
## 3101 telephone 28 jan 203 3 93 1 failure no
## 3102 unknown 20 jun 202 2 -1 0 unknown no
## 3103 unknown 3 jul 42 1 -1 0 unknown no
## 3104 unknown 5 may 21 1 -1 0 unknown no
## 3105 cellular 18 may 186 1 -1 0 unknown no
## 3106 cellular 13 may 172 1 -1 0 unknown no
## 3107 cellular 22 jul 527 1 -1 0 unknown no
## 3108 telephone 23 jul 175 1 -1 0 unknown no
## 3109 unknown 20 jun 21 18 -1 0 unknown no
## 3110 cellular 14 aug 370 4 -1 0 unknown no
## 3111 unknown 29 may 54 2 -1 0 unknown no
## 3112 cellular 27 aug 63 3 -1 0 unknown no
## 3113 unknown 27 may 116 3 -1 0 unknown no
## 3114 unknown 27 may 151 1 -1 0 unknown no
## 3115 cellular 16 apr 300 1 -1 0 unknown no
## 3116 cellular 18 nov 48 1 181 3 failure no
## 3117 unknown 9 jun 217 1 -1 0 unknown no
## 3118 cellular 18 may 727 2 -1 0 unknown yes
## 3119 unknown 3 jun 193 1 -1 0 unknown no
## 3120 cellular 29 jan 72 1 261 1 failure no
## 3121 unknown 9 may 165 1 -1 0 unknown no
## 3122 cellular 27 aug 345 10 -1 0 unknown no
## 3123 unknown 27 may 206 2 -1 0 unknown no
## 3124 cellular 8 aug 994 2 -1 0 unknown yes
## 3125 unknown 15 may 127 2 -1 0 unknown no
## 3126 unknown 2 jun 29 32 -1 0 unknown no
## 3127 unknown 9 jun 70 3 -1 0 unknown no
## 3128 cellular 19 aug 40 2 -1 0 unknown no
## 3129 telephone 30 jul 185 4 -1 0 unknown no
## 3130 cellular 7 jul 64 2 -1 0 unknown no
## 3131 unknown 19 jun 97 1 -1 0 unknown no
## 3132 cellular 27 aug 316 5 -1 0 unknown no
## 3133 cellular 2 feb 125 1 249 2 failure no
## 3134 unknown 21 may 233 1 -1 0 unknown no
## 3135 unknown 20 nov 14 7 112 4 other no
## 3136 cellular 26 feb 245 1 -1 0 unknown yes
## 3137 unknown 7 may 109 1 -1 0 unknown no
## 3138 cellular 11 may 429 2 -1 0 unknown no
## 3139 cellular 26 aug 133 11 -1 0 unknown no
## 3140 cellular 8 aug 70 2 -1 0 unknown no
## 3141 unknown 13 may 118 1 -1 0 unknown no
## 3142 cellular 4 feb 1579 1 246 4 failure yes
## 3143 telephone 7 may 29 1 -1 0 unknown no
## 3144 unknown 23 may 173 1 -1 0 unknown no
## 3145 cellular 28 aug 13 14 -1 0 unknown no
## 3146 cellular 17 apr 183 1 338 2 failure no
## 3147 cellular 18 nov 175 2 -1 0 unknown no
## 3148 unknown 9 jun 123 1 -1 0 unknown no
## 3149 cellular 18 nov 288 1 137 1 other no
## 3150 unknown 6 jun 19 18 -1 0 unknown no
## 3151 cellular 13 aug 136 4 -1 0 unknown no
## 3152 unknown 13 may 437 2 -1 0 unknown no
## 3153 cellular 10 aug 1225 2 -1 0 unknown no
## 3154 unknown 21 may 526 8 -1 0 unknown no
## 3155 cellular 7 aug 91 2 -1 0 unknown no
## 3156 cellular 8 may 123 3 -1 0 unknown no
## 3157 cellular 6 may 62 1 -1 0 unknown no
## 3158 cellular 11 feb 865 2 190 1 failure no
## 3159 telephone 4 feb 82 3 -1 0 unknown no
## 3160 cellular 20 nov 219 7 133 1 failure no
## 3161 cellular 22 sep 569 1 -1 0 unknown yes
## 3162 cellular 18 aug 460 2 -1 0 unknown yes
## 3163 cellular 5 feb 238 3 -1 0 unknown no
## 3164 cellular 22 aug 346 5 -1 0 unknown no
## 3165 cellular 19 nov 161 2 -1 0 unknown no
## 3166 cellular 28 aug 51 9 -1 0 unknown no
## 3167 telephone 20 apr 37 1 -1 0 unknown no
## 3168 cellular 7 may 141 8 297 2 other no
## 3169 cellular 30 apr 173 2 -1 0 unknown no
## 3170 unknown 28 may 66 2 -1 0 unknown no
## 3171 unknown 6 may 209 1 -1 0 unknown no
## 3172 cellular 30 jul 1011 20 -1 0 unknown no
## 3173 telephone 8 may 147 2 298 3 failure no
## 3174 cellular 25 aug 88 4 -1 0 unknown no
## 3175 telephone 12 may 52 1 -1 0 unknown no
## 3176 unknown 17 jun 544 3 -1 0 unknown no
## 3177 telephone 12 may 360 1 181 5 success yes
## 3178 cellular 11 aug 95 2 -1 0 unknown no
## 3179 cellular 25 jul 322 1 -1 0 unknown no
## 3180 unknown 20 jun 106 3 -1 0 unknown no
## 3181 unknown 9 may 20 1 -1 0 unknown no
## 3182 cellular 14 may 178 7 365 5 other no
## 3183 unknown 12 may 325 4 -1 0 unknown no
## 3184 unknown 19 may 343 2 -1 0 unknown no
## 3185 cellular 25 may 213 4 -1 0 unknown yes
## 3186 cellular 19 nov 193 3 -1 0 unknown no
## 3187 cellular 18 jul 168 7 -1 0 unknown no
## 3188 cellular 25 jan 423 1 -1 0 unknown yes
## 3189 unknown 6 may 218 1 -1 0 unknown no
## 3190 unknown 20 jun 158 1 -1 0 unknown no
## 3191 cellular 17 apr 433 1 -1 0 unknown no
## 3192 unknown 20 jun 252 3 -1 0 unknown no
## 3193 cellular 1 jun 175 1 -1 0 unknown no
## 3194 cellular 12 aug 192 1 -1 0 unknown no
## 3195 cellular 8 jul 158 1 -1 0 unknown no
## 3196 telephone 20 nov 114 2 -1 0 unknown no
## 3197 unknown 5 may 246 1 -1 0 unknown no
## 3198 telephone 30 apr 44 1 -1 0 unknown no
## 3199 cellular 14 aug 136 2 -1 0 unknown no
## 3200 cellular 24 jul 247 2 -1 0 unknown no
## 3201 unknown 28 may 227 1 -1 0 unknown no
## 3202 cellular 12 aug 219 4 -1 0 unknown no
## 3203 telephone 18 jan 326 2 272 2 success yes
## 3204 unknown 20 may 226 2 -1 0 unknown no
## 3205 cellular 18 jul 351 2 -1 0 unknown no
## 3206 telephone 27 nov 341 4 94 3 failure no
## 3207 telephone 22 jul 124 1 -1 0 unknown no
## 3208 cellular 7 aug 123 3 -1 0 unknown no
## 3209 unknown 28 may 244 6 -1 0 unknown no
## 3210 cellular 27 aug 151 8 -1 0 unknown no
## 3211 cellular 7 apr 736 7 -1 0 unknown no
## 3212 telephone 16 jul 109 1 -1 0 unknown no
## 3213 telephone 11 jul 117 2 -1 0 unknown no
## 3214 telephone 8 jul 77 2 -1 0 unknown no
## 3215 unknown 6 jun 42 1 -1 0 unknown no
## 3216 cellular 6 feb 252 3 -1 0 unknown no
## 3217 unknown 3 jun 179 1 -1 0 unknown no
## 3218 cellular 11 aug 106 3 -1 0 unknown no
## 3219 telephone 14 jul 281 3 -1 0 unknown no
## 3220 cellular 24 apr 384 2 -1 0 unknown yes
## 3221 cellular 20 apr 217 1 -1 0 unknown no
## 3222 cellular 19 aug 144 4 -1 0 unknown no
## 3223 cellular 21 nov 374 1 -1 0 unknown no
## 3224 unknown 14 may 298 1 -1 0 unknown no
## 3225 cellular 30 jul 814 2 -1 0 unknown yes
## 3226 cellular 28 jul 33 31 -1 0 unknown no
## 3227 cellular 20 nov 128 2 -1 0 unknown no
## 3228 cellular 5 aug 129 4 -1 0 unknown no
## 3229 cellular 19 aug 274 4 -1 0 unknown no
## 3230 cellular 17 nov 984 1 -1 0 unknown yes
## 3231 unknown 14 may 413 2 -1 0 unknown no
## 3232 cellular 18 may 44 1 355 3 failure no
## 3233 cellular 4 feb 70 4 7 7 other no
## 3234 cellular 6 feb 463 18 -1 0 unknown no
## 3235 cellular 2 jun 96 2 -1 0 unknown no
## 3236 cellular 18 nov 276 1 195 1 failure no
## 3237 cellular 16 apr 257 2 146 9 other no
## 3238 cellular 8 aug 131 3 -1 0 unknown no
## 3239 cellular 30 apr 586 2 -1 0 unknown no
## 3240 cellular 31 aug 267 1 474 1 failure yes
## 3241 telephone 30 jul 29 1 -1 0 unknown no
## 3242 unknown 9 jun 65 6 -1 0 unknown no
## 3243 cellular 25 jul 67 3 -1 0 unknown no
## 3244 cellular 28 oct 190 1 82 1 success no
## 3245 cellular 13 aug 287 2 -1 0 unknown no
## 3246 unknown 17 jun 77 1 -1 0 unknown no
## 3247 unknown 27 may 169 1 -1 0 unknown no
## 3248 cellular 20 nov 25 1 -1 0 unknown no
## 3249 unknown 5 nov 669 1 -1 0 unknown yes
## 3250 telephone 28 jul 122 6 -1 0 unknown no
## 3251 cellular 27 oct 269 3 541 3 success yes
## 3252 telephone 29 oct 167 1 -1 0 unknown no
## 3253 cellular 13 may 244 1 -1 0 unknown no
## 3254 unknown 30 may 99 6 -1 0 unknown no
## 3255 unknown 26 may 76 2 -1 0 unknown no
## 3256 telephone 14 jul 252 4 -1 0 unknown no
## 3257 cellular 12 mar 213 3 182 6 success yes
## 3258 unknown 3 jun 14 1 -1 0 unknown no
## 3259 telephone 28 jul 121 2 -1 0 unknown no
## 3260 unknown 30 may 153 1 -1 0 unknown no
## 3261 cellular 11 may 8 5 350 3 other no
## 3262 cellular 19 nov 244 1 -1 0 unknown no
## 3263 unknown 25 jun 67 2 -1 0 unknown no
## 3264 cellular 8 apr 169 1 231 2 failure no
## 3265 cellular 7 aug 86 2 -1 0 unknown no
## 3266 cellular 29 jul 277 2 -1 0 unknown no
## 3267 cellular 13 may 154 5 176 1 other no
## 3268 unknown 9 jun 135 3 -1 0 unknown no
## 3269 cellular 17 apr 392 1 -1 0 unknown no
## 3270 unknown 8 may 133 2 -1 0 unknown no
## 3271 cellular 2 jul 96 2 109 4 success no
## 3272 unknown 20 may 446 1 -1 0 unknown yes
## 3273 cellular 21 nov 20 6 175 15 other no
## 3274 cellular 7 may 291 2 -1 0 unknown no
## 3275 unknown 17 jun 214 8 -1 0 unknown no
## 3276 cellular 19 aug 159 2 -1 0 unknown no
## 3277 cellular 8 aug 275 4 -1 0 unknown no
## 3278 unknown 8 may 128 3 -1 0 unknown no
## 3279 telephone 19 nov 207 2 153 1 failure no
## 3280 unknown 23 may 146 3 -1 0 unknown no
## 3281 unknown 5 may 22 1 -1 0 unknown no
## 3282 cellular 18 may 239 2 349 3 success no
## 3283 cellular 23 jul 92 1 -1 0 unknown no
## 3284 unknown 19 may 149 4 -1 0 unknown no
## 3285 telephone 16 nov 107 2 -1 0 unknown no
## 3286 cellular 7 aug 71 2 -1 0 unknown no
## 3287 unknown 19 may 122 6 -1 0 unknown no
## 3288 cellular 18 may 16 6 368 1 other no
## 3289 telephone 3 feb 251 1 -1 0 unknown no
## 3290 telephone 17 nov 215 3 -1 0 unknown no
## 3291 cellular 17 jul 128 3 -1 0 unknown no
## 3292 cellular 18 aug 445 3 -1 0 unknown no
## 3293 cellular 2 mar 76 2 -1 0 unknown no
## 3294 cellular 9 jul 206 1 -1 0 unknown no
## 3295 cellular 18 nov 155 1 -1 0 unknown no
## 3296 cellular 4 feb 429 1 201 1 failure no
## 3297 unknown 5 jun 133 1 -1 0 unknown no
## 3298 cellular 19 jun 474 3 95 3 other yes
## 3299 cellular 15 may 578 1 364 1 other no
## 3300 cellular 6 may 17 3 169 2 failure no
## 3301 unknown 11 jun 74 1 -1 0 unknown no
## 3302 cellular 16 aug 239 3 761 1 other yes
## 3303 cellular 19 aug 275 8 -1 0 unknown no
## 3304 cellular 6 may 101 1 362 5 other no
## 3305 cellular 11 feb 671 1 181 3 failure yes
## 3306 cellular 19 nov 998 1 -1 0 unknown yes
## 3307 unknown 12 jun 271 1 -1 0 unknown no
## 3308 unknown 15 may 133 3 -1 0 unknown no
## 3309 unknown 4 jun 84 2 -1 0 unknown no
## 3310 cellular 7 may 281 1 -1 0 unknown no
## 3311 unknown 3 jun 250 1 -1 0 unknown no
## 3312 cellular 30 oct 144 1 -1 0 unknown yes
## 3313 cellular 14 may 432 1 -1 0 unknown no
## 3314 unknown 9 jun 411 1 -1 0 unknown no
## 3315 cellular 2 aug 428 2 336 6 failure no
## 3316 cellular 22 oct 249 2 335 2 failure yes
## 3317 cellular 19 aug 235 3 -1 0 unknown no
## 3318 cellular 18 sep 267 2 114 2 failure yes
## 3319 telephone 9 sep 595 1 -1 0 unknown no
## 3320 unknown 20 jun 28 4 -1 0 unknown no
## 3321 cellular 21 jul 257 2 -1 0 unknown no
## 3322 cellular 31 jul 630 6 -1 0 unknown yes
## 3323 unknown 20 may 747 5 -1 0 unknown no
## 3324 cellular 27 aug 87 4 -1 0 unknown no
## 3325 unknown 29 may 187 3 -1 0 unknown no
## 3326 unknown 13 may 452 2 -1 0 unknown no
## 3327 unknown 20 jun 36 4 -1 0 unknown no
## 3328 cellular 19 nov 277 1 -1 0 unknown no
## 3329 cellular 5 may 118 1 -1 0 unknown no
## 3330 cellular 20 nov 197 2 -1 0 unknown no
## 3331 cellular 14 apr 101 5 -1 0 unknown no
## 3332 cellular 2 jun 282 2 385 1 success yes
## 3333 cellular 14 may 8 6 267 4 failure no
## 3334 telephone 17 jul 1448 7 -1 0 unknown yes
## 3335 cellular 21 nov 344 1 -1 0 unknown no
## 3336 cellular 11 may 12 8 342 9 failure no
## 3337 unknown 6 jun 61 1 -1 0 unknown no
## 3338 unknown 20 may 91 6 -1 0 unknown no
## 3339 unknown 21 may 162 3 -1 0 unknown no
## 3340 unknown 21 may 339 1 -1 0 unknown no
## 3341 unknown 13 may 113 2 -1 0 unknown no
## 3342 cellular 5 apr 558 1 -1 0 unknown yes
## 3343 unknown 30 may 69 1 -1 0 unknown no
## 3344 cellular 13 may 541 1 295 6 failure no
## 3345 cellular 21 nov 429 1 -1 0 unknown no
## 3346 unknown 4 jun 135 2 -1 0 unknown no
## 3347 cellular 27 oct 96 1 111 3 failure no
## 3348 cellular 20 apr 68 2 -1 0 unknown no
## 3349 cellular 7 may 529 2 -1 0 unknown no
## 3350 cellular 30 jan 650 2 -1 0 unknown no
## 3351 cellular 7 dec 69 1 185 2 failure no
## 3352 cellular 29 jul 71 7 -1 0 unknown no
## 3353 cellular 12 may 30 7 -1 0 unknown no
## 3354 cellular 31 jul 9 19 -1 0 unknown no
## 3355 cellular 12 aug 331 2 -1 0 unknown no
## 3356 unknown 12 jun 66 1 -1 0 unknown no
## 3357 cellular 20 nov 26 6 -1 0 unknown no
## 3358 unknown 6 may 266 3 -1 0 unknown no
## 3359 cellular 21 nov 168 2 -1 0 unknown no
## 3360 unknown 4 jul 316 1 -1 0 unknown no
## 3361 telephone 8 jul 1006 2 -1 0 unknown yes
## 3362 cellular 19 nov 77 1 -1 0 unknown no
## 3363 unknown 9 may 622 1 -1 0 unknown no
## 3364 unknown 21 may 494 2 -1 0 unknown no
## 3365 unknown 20 jun 269 1 -1 0 unknown no
## 3366 cellular 9 apr 543 3 321 6 failure no
## 3367 cellular 29 jul 268 6 -1 0 unknown no
## 3368 cellular 5 jun 397 1 -1 0 unknown yes
## 3369 cellular 21 nov 22 4 114 1 failure no
## 3370 unknown 3 jun 51 2 -1 0 unknown no
## 3371 cellular 15 sep 208 1 105 2 success no
## 3372 cellular 20 nov 77 3 185 7 failure no
## 3373 unknown 11 jun 450 2 -1 0 unknown no
## 3374 cellular 1 jun 201 1 -1 0 unknown no
## 3375 cellular 17 apr 342 3 332 1 other no
## 3376 cellular 20 aug 181 2 -1 0 unknown no
## 3377 cellular 13 may 294 1 -1 0 unknown no
## 3378 cellular 30 nov 123 1 186 4 failure no
## 3379 cellular 13 may 172 1 -1 0 unknown no
## 3380 cellular 8 may 1022 1 360 2 failure no
## 3381 cellular 14 may 123 1 360 3 other no
## 3382 unknown 19 may 420 1 -1 0 unknown no
## 3383 cellular 13 apr 119 2 280 2 failure no
## 3384 cellular 12 may 153 1 -1 0 unknown no
## 3385 cellular 11 may 85 2 -1 0 unknown no
## 3386 cellular 11 sep 260 3 95 3 success yes
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## 3397 unknown 20 may 160 1 -1 0 unknown no
## 3398 unknown 14 may 1044 2 -1 0 unknown no
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## 3446 unknown 14 may 201 1 -1 0 unknown no
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## 3516 cellular 9 jul 160 2 -1 0 unknown no
## 3517 unknown 13 may 205 3 -1 0 unknown no
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## 3522 unknown 20 may 294 15 -1 0 unknown no
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## 3525 cellular 8 jul 47 7 -1 0 unknown no
## 3526 cellular 16 apr 570 2 -1 0 unknown no
## 3527 cellular 14 jul 287 2 -1 0 unknown no
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## 3530 cellular 21 nov 11 7 -1 0 unknown no
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## 3532 cellular 22 aug 54 2 -1 0 unknown no
## 3533 unknown 27 may 22 16 -1 0 unknown no
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## 3538 unknown 4 jun 236 1 -1 0 unknown no
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## 3545 cellular 29 jan 141 1 -1 0 unknown no
## 3546 unknown 29 may 58 2 -1 0 unknown no
## 3547 cellular 30 mar 78 3 -1 0 unknown no
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## 3566 unknown 30 may 408 2 -1 0 unknown no
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## 3574 cellular 8 jul 192 1 -1 0 unknown no
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## 3580 cellular 10 aug 71 1 -1 0 unknown no
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## 3582 unknown 14 may 162 1 -1 0 unknown no
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## 3584 unknown 3 jun 220 2 -1 0 unknown no
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## 3588 cellular 13 aug 132 2 -1 0 unknown no
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## 3593 unknown 20 may 793 2 -1 0 unknown no
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## 3622 unknown 27 may 245 2 -1 0 unknown no
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## 3637 cellular 5 feb 383 2 -1 0 unknown no
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## 3639 unknown 4 jul 400 1 -1 0 unknown no
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## 3656 cellular 6 aug 384 6 -1 0 unknown no
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## 3662 cellular 29 aug 85 6 -1 0 unknown no
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## 3669 cellular 12 may 13 5 -1 0 unknown no
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## 3672 unknown 3 jun 45 2 -1 0 unknown no
## 3673 cellular 29 jan 244 3 -1 0 unknown no
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## 3677 cellular 22 aug 618 1 -1 0 unknown no
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## 3687 unknown 30 may 298 3 -1 0 unknown no
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## 3726 unknown 27 may 25 1 -1 0 unknown no
## 3727 unknown 27 may 147 1 -1 0 unknown no
## 3728 cellular 29 jul 538 8 -1 0 unknown no
## 3729 cellular 22 aug 77 9 -1 0 unknown no
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## 3733 cellular 20 nov 104 1 -1 0 unknown no
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## 3748 cellular 7 may 490 1 -1 0 unknown no
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## 3768 cellular 22 aug 256 2 -1 0 unknown no
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## 3778 unknown 28 may 302 1 -1 0 unknown no
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## 3783 cellular 7 apr 310 1 -1 0 unknown no
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## 3786 unknown 15 may 93 1 -1 0 unknown no
## 3787 telephone 17 apr 394 2 -1 0 unknown yes
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## 3792 cellular 21 nov 189 1 -1 0 unknown no
## 3793 unknown 29 may 249 2 -1 0 unknown no
## 3794 cellular 21 nov 450 1 -1 0 unknown no
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## 3796 unknown 20 may 175 2 -1 0 unknown no
## 3797 cellular 9 feb 479 1 -1 0 unknown yes
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## 3799 cellular 24 jul 164 1 -1 0 unknown no
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## 3801 cellular 8 aug 50 4 -1 0 unknown no
## 3802 cellular 6 aug 80 2 -1 0 unknown no
## 3803 cellular 6 feb 45 1 -1 0 unknown no
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## 3806 unknown 20 may 98 1 -1 0 unknown no
## 3807 unknown 9 jun 79 1 -1 0 unknown no
## 3808 unknown 6 may 157 2 -1 0 unknown no
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## 3811 unknown 14 may 977 1 -1 0 unknown no
## 3812 unknown 12 may 127 2 -1 0 unknown no
## 3813 unknown 4 jun 329 4 -1 0 unknown no
## 3814 telephone 21 nov 1441 3 -1 0 unknown no
## 3815 unknown 6 may 231 1 -1 0 unknown no
## 3816 cellular 13 may 96 2 349 5 failure no
## 3817 cellular 18 may 213 1 178 1 failure no
## 3818 cellular 30 apr 335 1 -1 0 unknown yes
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## 3821 cellular 28 jul 383 6 -1 0 unknown no
## 3822 unknown 2 jun 40 1 -1 0 unknown no
## 3823 unknown 7 may 110 2 -1 0 unknown no
## 3824 unknown 7 may 326 1 -1 0 unknown no
## 3825 unknown 28 may 179 3 -1 0 unknown no
## 3826 cellular 25 aug 132 8 -1 0 unknown no
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## 3830 unknown 28 may 226 10 -1 0 unknown no
## 3831 unknown 20 jun 174 3 -1 0 unknown no
## 3832 cellular 20 apr 29 3 152 1 failure no
## 3833 unknown 28 may 176 2 -1 0 unknown no
## 3834 cellular 11 jul 106 2 -1 0 unknown no
## 3835 cellular 19 nov 136 1 120 1 failure no
## 3836 cellular 5 feb 110 2 64 2 success yes
## 3837 cellular 11 aug 230 3 -1 0 unknown no
## 3838 unknown 12 may 140 7 -1 0 unknown no
## 3839 unknown 26 may 118 2 -1 0 unknown no
## 3840 cellular 18 aug 151 10 -1 0 unknown no
## 3841 telephone 9 jul 693 2 -1 0 unknown no
## 3842 cellular 13 aug 31 1 -1 0 unknown no
## 3843 cellular 26 aug 125 2 -1 0 unknown no
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## 3845 cellular 12 may 454 2 364 3 failure yes
## 3846 unknown 23 may 159 3 -1 0 unknown no
## 3847 cellular 5 aug 504 2 -1 0 unknown no
## 3848 telephone 27 aug 29 28 -1 0 unknown no
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## 3850 unknown 14 may 332 2 -1 0 unknown no
## 3851 telephone 3 feb 143 4 272 1 failure no
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## 3853 cellular 31 jul 517 4 -1 0 unknown no
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## 3856 cellular 14 aug 457 2 -1 0 unknown no
## 3857 cellular 7 aug 184 1 -1 0 unknown no
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## 3861 cellular 11 may 50 1 -1 0 unknown no
## 3862 cellular 14 aug 757 4 -1 0 unknown no
## 3863 cellular 25 aug 93 4 -1 0 unknown no
## 3864 cellular 11 aug 285 2 -1 0 unknown no
## 3865 cellular 20 apr 390 1 -1 0 unknown no
## 3866 cellular 18 may 146 2 -1 0 unknown no
## 3867 unknown 28 may 386 1 -1 0 unknown no
## 3868 cellular 19 aug 145 7 -1 0 unknown no
## 3869 cellular 7 jul 230 1 -1 0 unknown no
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## 3871 cellular 8 jul 474 2 -1 0 unknown no
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## 3873 cellular 28 jul 487 7 -1 0 unknown no
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## 3876 telephone 23 jul 82 3 -1 0 unknown no
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## 3878 telephone 2 mar 139 5 -1 0 unknown no
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## 3880 cellular 8 apr 124 2 -1 0 unknown no
## 3881 unknown 3 jun 633 28 -1 0 unknown no
## 3882 telephone 20 oct 718 1 -1 0 unknown yes
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## 3886 cellular 9 jul 391 1 -1 0 unknown no
## 3887 unknown 4 jul 85 3 -1 0 unknown no
## 3888 cellular 15 may 373 1 -1 0 unknown no
## 3889 cellular 20 aug 289 2 -1 0 unknown no
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## 3892 unknown 17 jun 483 1 -1 0 unknown no
## 3893 unknown 9 may 26 2 -1 0 unknown no
## 3894 unknown 7 may 112 3 -1 0 unknown no
## 3895 cellular 17 nov 213 2 -1 0 unknown no
## 3896 cellular 20 nov 129 1 -1 0 unknown no
## 3897 cellular 15 apr 330 1 311 4 success yes
## 3898 unknown 9 jun 104 1 -1 0 unknown no
## 3899 unknown 29 may 184 1 -1 0 unknown no
## 3900 cellular 21 jul 120 3 -1 0 unknown no
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## 3902 unknown 15 may 391 3 -1 0 unknown no
## 3903 cellular 12 aug 112 2 -1 0 unknown no
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## 3905 unknown 21 may 189 2 -1 0 unknown no
## 3906 unknown 28 may 94 1 -1 0 unknown no
## 3907 unknown 29 may 184 3 -1 0 unknown no
## 3908 cellular 7 aug 100 2 -1 0 unknown no
## 3909 cellular 28 jan 57 1 -1 0 unknown no
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## 3911 cellular 21 nov 60 1 -1 0 unknown no
## 3912 unknown 26 may 251 11 -1 0 unknown no
## 3913 unknown 30 may 251 3 -1 0 unknown no
## 3914 cellular 26 aug 219 6 -1 0 unknown no
## 3915 cellular 27 aug 976 12 -1 0 unknown yes
## 3916 cellular 8 jul 46 1 -1 0 unknown no
## 3917 cellular 18 nov 185 3 -1 0 unknown no
## 3918 cellular 12 aug 587 2 -1 0 unknown yes
## 3919 cellular 29 jul 65 2 -1 0 unknown no
## 3920 unknown 17 jun 491 1 -1 0 unknown no
## 3921 cellular 11 may 432 2 -1 0 unknown no
## 3922 cellular 21 nov 102 1 -1 0 unknown no
## 3923 cellular 17 apr 264 1 317 1 failure no
## 3924 cellular 4 feb 75 1 190 6 failure no
## 3925 cellular 20 apr 106 2 -1 0 unknown no
## 3926 cellular 17 nov 81 1 -1 0 unknown no
## 3927 cellular 27 aug 89 23 -1 0 unknown no
## 3928 unknown 6 jun 95 2 -1 0 unknown no
## 3929 unknown 15 may 322 1 -1 0 unknown no
## 3930 cellular 14 apr 94 5 145 3 other no
## 3931 cellular 12 aug 417 1 365 9 other yes
## 3932 cellular 18 oct 567 1 95 3 success yes
## 3933 cellular 18 may 600 4 332 4 other yes
## 3934 unknown 15 oct 5 1 -1 0 unknown no
## 3935 cellular 14 aug 464 5 -1 0 unknown no
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## 3940 cellular 20 apr 41 3 -1 0 unknown no
## 3941 cellular 9 dec 390 1 -1 0 unknown no
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## 3945 cellular 8 aug 73 6 -1 0 unknown no
## 3946 unknown 7 may 650 1 -1 0 unknown no
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## 3948 unknown 4 jul 270 1 -1 0 unknown no
## 3949 cellular 18 aug 119 6 -1 0 unknown no
## 3950 cellular 26 aug 634 2 -1 0 unknown no
## 3951 unknown 14 may 72 2 -1 0 unknown no
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## 3953 cellular 12 may 165 2 363 1 failure no
## 3954 cellular 19 aug 164 2 -1 0 unknown no
## 3955 cellular 18 may 196 1 -1 0 unknown no
## 3956 cellular 14 jul 78 4 -1 0 unknown no
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## 3958 cellular 31 jul 22 8 -1 0 unknown no
## 3959 cellular 21 nov 161 3 -1 0 unknown no
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## 3971 cellular 6 may 179 2 -1 0 unknown no
## 3972 unknown 15 may 41 1 -1 0 unknown no
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## 3974 cellular 9 jul 144 5 -1 0 unknown no
## 3975 unknown 12 may 255 1 -1 0 unknown no
## 3976 unknown 8 may 56 2 -1 0 unknown no
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## 3978 cellular 11 aug 331 7 -1 0 unknown no
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## 3980 unknown 8 may 64 1 -1 0 unknown no
## 3981 unknown 3 jun 34 1 -1 0 unknown no
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## 3983 unknown 7 may 764 3 -1 0 unknown no
## 3984 cellular 17 nov 64 1 -1 0 unknown no
## 3985 unknown 8 may 257 2 -1 0 unknown no
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## 3991 cellular 28 aug 173 2 -1 0 unknown no
## 3992 unknown 21 may 132 1 -1 0 unknown no
## 3993 unknown 16 jun 286 1 -1 0 unknown no
## 3994 unknown 18 jun 476 1 -1 0 unknown no
## 3995 cellular 19 nov 221 5 -1 0 unknown no
## 3996 cellular 21 apr 146 4 -1 0 unknown yes
## 3997 unknown 27 may 532 2 -1 0 unknown no
## 3998 cellular 25 aug 69 6 -1 0 unknown no
## 3999 cellular 17 nov 157 2 172 1 failure no
## 4000 cellular 25 may 485 1 -1 0 unknown no
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## 4002 cellular 31 aug 69 1 -1 0 unknown no
## 4003 cellular 5 aug 131 2 -1 0 unknown no
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## 4007 unknown 30 may 58 2 -1 0 unknown no
## 4008 unknown 28 may 249 2 -1 0 unknown no
## 4009 unknown 20 jun 10 8 -1 0 unknown no
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## 4011 cellular 3 feb 337 4 -1 0 unknown no
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## 4013 cellular 24 jul 209 2 -1 0 unknown no
## 4014 unknown 30 may 825 2 -1 0 unknown no
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## 4016 unknown 23 may 219 4 -1 0 unknown no
## 4017 unknown 21 may 143 1 -1 0 unknown no
## 4018 cellular 9 jul 70 1 -1 0 unknown no
## 4019 unknown 27 may 371 2 -1 0 unknown no
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## 4021 cellular 5 feb 176 1 -1 0 unknown no
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## 4024 cellular 5 feb 169 2 -1 0 unknown no
## 4025 unknown 4 jun 15 1 -1 0 unknown no
## 4026 cellular 20 apr 234 5 -1 0 unknown no
## 4027 cellular 22 aug 171 15 -1 0 unknown no
## 4028 cellular 28 aug 14 3 -1 0 unknown no
## 4029 cellular 24 feb 242 2 -1 0 unknown yes
## 4030 cellular 27 aug 155 15 -1 0 unknown no
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## 4033 cellular 18 nov 297 1 -1 0 unknown no
## 4034 cellular 8 aug 124 2 -1 0 unknown no
## 4035 cellular 2 feb 465 2 -1 0 unknown no
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## 4038 unknown 19 may 131 2 -1 0 unknown no
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## 4040 cellular 5 aug 98 1 -1 0 unknown no
## 4041 telephone 10 sep 230 3 -1 0 unknown yes
## 4042 cellular 22 jul 400 2 -1 0 unknown no
## 4043 cellular 30 apr 284 1 339 1 failure no
## 4044 cellular 17 jul 243 1 -1 0 unknown no
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## 4047 cellular 30 jul 122 3 -1 0 unknown no
## 4048 telephone 15 jul 219 2 -1 0 unknown no
## 4049 cellular 16 apr 301 3 -1 0 unknown no
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## 4053 telephone 28 jan 172 1 -1 0 unknown no
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## 4055 cellular 22 may 253 1 107 5 failure no
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## 4057 cellular 19 nov 405 2 -1 0 unknown no
## 4058 unknown 27 may 132 2 -1 0 unknown no
## 4059 unknown 20 jun 89 1 -1 0 unknown no
## 4060 cellular 5 aug 86 1 -1 0 unknown no
## 4061 cellular 7 jul 147 4 -1 0 unknown no
## 4062 unknown 6 jun 369 2 -1 0 unknown yes
## 4063 unknown 27 may 64 3 -1 0 unknown no
## 4064 cellular 26 aug 98 14 -1 0 unknown no
## 4065 telephone 29 aug 66 2 -1 0 unknown no
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## 4067 telephone 26 aug 240 3 107 4 failure no
## 4068 cellular 26 aug 87 6 -1 0 unknown no
## 4069 cellular 21 nov 816 1 -1 0 unknown no
## 4070 unknown 3 jul 155 2 -1 0 unknown no
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## 4072 cellular 30 jan 73 3 256 3 other no
## 4073 unknown 23 may 574 5 -1 0 unknown no
## 4074 unknown 1 jun 8 1 687 2 failure no
## 4075 unknown 20 jun 14 3 -1 0 unknown no
## 4076 unknown 16 may 731 4 -1 0 unknown no
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## 4078 cellular 29 jan 821 1 -1 0 unknown no
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## 4082 unknown 6 jun 582 11 -1 0 unknown no
## 4083 cellular 21 jul 676 1 -1 0 unknown no
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## 4085 unknown 27 may 62 2 -1 0 unknown no
## 4086 cellular 21 jul 295 3 -1 0 unknown no
## 4087 unknown 23 may 241 2 -1 0 unknown no
## 4088 telephone 8 jul 132 7 -1 0 unknown no
## 4089 telephone 31 jul 175 2 -1 0 unknown no
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## 4091 cellular 29 oct 251 2 -1 0 unknown yes
## 4092 cellular 14 aug 184 2 -1 0 unknown no
## 4093 cellular 14 oct 119 3 -1 0 unknown no
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## 4095 cellular 15 jun 95 1 -1 0 unknown no
## 4096 cellular 14 jul 125 2 -1 0 unknown no
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## 4098 cellular 21 nov 162 5 -1 0 unknown no
## 4099 cellular 18 may 176 1 -1 0 unknown no
## 4100 cellular 22 aug 107 6 -1 0 unknown no
## 4101 cellular 17 apr 28 1 345 1 failure no
## 4102 unknown 15 may 1231 2 -1 0 unknown no
## 4103 cellular 20 aug 200 4 -1 0 unknown no
## 4104 unknown 26 may 103 2 -1 0 unknown no
## 4105 unknown 11 jun 150 2 -1 0 unknown no
## 4106 cellular 21 nov 108 7 -1 0 unknown no
## 4107 cellular 4 feb 124 1 273 1 other no
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## 4110 telephone 21 jul 742 4 -1 0 unknown no
## 4111 cellular 4 aug 200 1 -1 0 unknown no
## 4112 unknown 30 may 177 1 -1 0 unknown no
## 4113 telephone 4 feb 151 2 -1 0 unknown no
## 4114 unknown 19 jun 147 1 -1 0 unknown no
## 4115 unknown 29 may 193 6 -1 0 unknown no
## 4116 cellular 22 aug 112 2 -1 0 unknown no
## 4117 unknown 19 jun 108 1 -1 0 unknown no
## 4118 cellular 22 apr 107 2 -1 0 unknown yes
## 4119 unknown 6 jun 106 2 -1 0 unknown no
## 4120 cellular 12 may 463 3 -1 0 unknown no
## 4121 cellular 20 nov 131 3 -1 0 unknown no
## 4122 cellular 30 apr 140 2 -1 0 unknown no
## 4123 cellular 19 aug 163 4 -1 0 unknown no
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## 4125 cellular 20 apr 76 1 -1 0 unknown yes
## 4126 cellular 16 jul 435 1 -1 0 unknown yes
## 4127 cellular 7 may 302 1 356 3 failure no
## 4128 unknown 9 jun 306 1 -1 0 unknown no
## 4129 cellular 15 may 259 3 -1 0 unknown no
## 4130 cellular 8 aug 502 2 -1 0 unknown no
## 4131 cellular 11 may 72 2 361 1 other no
## 4132 cellular 4 feb 265 1 -1 0 unknown no
## 4133 cellular 31 jul 413 2 -1 0 unknown no
## 4134 cellular 12 may 756 3 -1 0 unknown no
## 4135 unknown 14 may 241 2 -1 0 unknown no
## 4136 telephone 3 feb 258 2 -1 0 unknown no
## 4137 cellular 25 jul 137 16 -1 0 unknown no
## 4138 unknown 5 jun 48 2 -1 0 unknown no
## 4139 unknown 12 jun 283 1 -1 0 unknown no
## 4140 unknown 30 may 247 2 -1 0 unknown no
## 4141 telephone 18 may 193 4 -1 0 unknown no
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## 4143 cellular 8 aug 209 2 -1 0 unknown no
## 4144 unknown 17 jun 31 1 -1 0 unknown no
## 4145 cellular 21 jul 88 5 -1 0 unknown no
## 4146 cellular 12 may 22 5 -1 0 unknown no
## 4147 unknown 20 may 234 5 -1 0 unknown no
## 4148 unknown 3 jun 23 1 -1 0 unknown no
## 4149 cellular 7 aug 353 2 -1 0 unknown yes
## 4150 unknown 6 may 221 2 -1 0 unknown no
## 4151 cellular 25 feb 196 1 87 4 failure no
## 4152 cellular 20 nov 395 1 -1 0 unknown no
## 4153 cellular 14 aug 126 3 127 7 other no
## 4154 cellular 3 feb 13 5 -1 0 unknown no
## 4155 cellular 9 jul 170 1 -1 0 unknown no
## 4156 unknown 5 jun 20 1 -1 0 unknown no
## 4157 cellular 14 jul 358 6 -1 0 unknown no
## 4158 cellular 28 aug 159 1 -1 0 unknown no
## 4159 cellular 12 may 225 3 -1 0 unknown no
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## 4161 telephone 11 jan 585 1 192 2 success yes
## 4162 unknown 20 jun 13 11 -1 0 unknown no
## 4163 telephone 20 nov 26 1 -1 0 unknown no
## 4164 unknown 1 jul 161 1 -1 0 unknown no
## 4165 unknown 12 jun 122 1 -1 0 unknown no
## 4166 cellular 19 nov 456 2 -1 0 unknown no
## 4167 unknown 3 jun 26 7 -1 0 unknown no
## 4168 unknown 12 may 51 9 -1 0 unknown no
## 4169 cellular 28 jul 37 12 -1 0 unknown no
## 4170 cellular 14 may 150 1 360 1 failure no
## 4171 cellular 13 aug 104 10 -1 0 unknown no
## 4172 cellular 13 may 721 1 -1 0 unknown no
## 4173 unknown 20 jun 9 13 -1 0 unknown no
## 4174 cellular 26 may 68 1 -1 0 unknown no
## 4175 cellular 4 may 74 3 -1 0 unknown no
## 4176 cellular 11 sep 146 3 224 1 other no
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## 4178 unknown 8 may 339 2 -1 0 unknown no
## 4179 cellular 13 may 78 2 -1 0 unknown no
## 4180 unknown 26 may 248 2 -1 0 unknown no
## 4181 unknown 20 may 201 1 -1 0 unknown no
## 4182 unknown 20 jun 18 9 -1 0 unknown no
## 4183 cellular 26 aug 83 4 -1 0 unknown no
## 4184 cellular 8 aug 233 2 -1 0 unknown no
## 4185 cellular 17 apr 174 2 -1 0 unknown no
## 4186 cellular 18 nov 89 1 -1 0 unknown no
## 4187 cellular 9 aug 145 3 94 4 success no
## 4188 unknown 19 jun 1017 1 -1 0 unknown no
## 4189 unknown 7 may 548 2 -1 0 unknown no
## 4190 cellular 11 aug 213 4 -1 0 unknown no
## 4191 cellular 5 feb 210 1 -1 0 unknown no
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## 4193 unknown 16 jun 541 19 -1 0 unknown no
## 4194 cellular 9 apr 104 1 -1 0 unknown no
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## 4196 cellular 7 aug 387 2 -1 0 unknown no
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## 4198 unknown 5 may 57 1 -1 0 unknown no
## 4199 cellular 20 apr 97 1 -1 0 unknown yes
## 4200 cellular 17 apr 474 2 -1 0 unknown no
## 4201 telephone 31 jul 115 6 -1 0 unknown no
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## 4203 cellular 20 nov 106 2 167 1 failure no
## 4204 unknown 29 may 645 2 -1 0 unknown no
## 4205 unknown 9 jun 210 2 -1 0 unknown no
## 4206 unknown 13 may 97 1 -1 0 unknown no
## 4207 cellular 19 nov 52 1 152 6 failure no
## 4208 cellular 2 feb 223 1 76 4 failure no
## 4209 cellular 11 may 126 2 -1 0 unknown no
## 4210 cellular 16 jul 1473 6 -1 0 unknown no
## 4211 unknown 27 may 723 2 -1 0 unknown no
## 4212 cellular 22 apr 279 2 -1 0 unknown yes
## 4213 telephone 17 jul 293 20 -1 0 unknown no
## 4214 cellular 5 may 670 2 286 6 failure yes
## 4215 unknown 18 jun 359 2 -1 0 unknown no
## 4216 cellular 9 sep 404 1 182 1 success yes
## 4217 cellular 14 oct 317 6 192 1 success no
## 4218 cellular 30 apr 830 1 -1 0 unknown yes
## 4219 cellular 19 nov 37 1 -1 0 unknown no
## 4220 cellular 11 jul 191 1 -1 0 unknown no
## 4221 unknown 16 may 767 2 -1 0 unknown yes
## 4222 unknown 6 may 168 1 -1 0 unknown no
## 4223 unknown 18 jun 89 4 -1 0 unknown no
## 4224 unknown 2 jun 746 2 -1 0 unknown no
## 4225 telephone 9 mar 225 1 90 1 success yes
## 4226 telephone 6 aug 256 1 -1 0 unknown yes
## 4227 unknown 6 may 219 2 -1 0 unknown no
## 4228 cellular 21 jul 211 2 -1 0 unknown no
## 4229 unknown 8 may 177 2 -1 0 unknown no
## 4230 cellular 13 oct 216 1 183 4 success yes
## 4231 cellular 25 jul 106 2 -1 0 unknown no
## 4232 cellular 9 jul 869 1 -1 0 unknown yes
## 4233 cellular 18 may 1173 3 278 6 success yes
## 4234 cellular 15 jul 58 2 -1 0 unknown no
## 4235 cellular 31 jul 124 10 -1 0 unknown no
## 4236 cellular 8 aug 201 2 -1 0 unknown no
## 4237 unknown 16 may 688 1 -1 0 unknown yes
## 4238 cellular 9 feb 501 2 -1 0 unknown yes
## 4239 cellular 30 apr 260 1 -1 0 unknown yes
## 4240 cellular 4 aug 139 1 -1 0 unknown no
## 4241 unknown 3 jun 214 2 -1 0 unknown no
## 4242 cellular 21 apr 142 1 -1 0 unknown no
## 4243 cellular 18 jul 154 2 -1 0 unknown no
## 4244 cellular 21 nov 81 1 -1 0 unknown no
## 4245 cellular 30 jul 69 6 -1 0 unknown no
## 4246 cellular 27 aug 136 8 -1 0 unknown no
## 4247 cellular 31 jul 99 13 -1 0 unknown no
## 4248 cellular 21 nov 9 6 -1 0 unknown no
## 4249 unknown 12 jun 278 1 -1 0 unknown no
## 4250 cellular 2 feb 82 2 -1 0 unknown no
## 4251 cellular 11 sep 100 2 -1 0 unknown yes
## 4252 cellular 19 nov 171 1 183 1 failure no
## 4253 unknown 19 jun 84 1 -1 0 unknown no
## 4254 cellular 8 aug 433 2 -1 0 unknown no
## 4255 cellular 15 jul 624 6 -1 0 unknown no
## 4256 cellular 23 jul 698 2 -1 0 unknown no
## 4257 cellular 14 aug 518 2 -1 0 unknown yes
## 4258 cellular 25 jul 123 2 -1 0 unknown no
## 4259 unknown 28 may 317 1 -1 0 unknown no
## 4260 cellular 20 apr 8 3 -1 0 unknown no
## 4261 telephone 28 jul 118 8 -1 0 unknown no
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## 4263 cellular 30 apr 815 1 87 1 other yes
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## 4265 unknown 5 may 174 1 -1 0 unknown no
## 4266 cellular 5 may 1130 4 -1 0 unknown no
## 4267 cellular 7 may 13 5 -1 0 unknown no
## 4268 unknown 7 may 198 2 -1 0 unknown no
## 4269 cellular 8 may 503 1 -1 0 unknown no
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## 4271 cellular 14 aug 343 2 -1 0 unknown no
## 4272 cellular 6 feb 479 2 -1 0 unknown no
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## 4274 cellular 9 feb 15 5 -1 0 unknown no
## 4275 unknown 16 may 427 3 -1 0 unknown no
## 4276 cellular 20 aug 921 2 -1 0 unknown yes
## 4277 cellular 29 jan 41 1 184 7 failure no
## 4278 cellular 13 aug 73 2 -1 0 unknown no
## 4279 cellular 25 may 65 2 -1 0 unknown no
## 4280 telephone 7 jul 94 2 -1 0 unknown no
## 4281 unknown 15 may 192 3 -1 0 unknown no
## 4282 cellular 21 oct 411 1 182 1 failure yes
## 4283 cellular 18 jul 641 1 -1 0 unknown yes
## 4284 cellular 29 jan 305 2 -1 0 unknown no
## 4285 cellular 17 apr 472 1 148 2 failure no
## 4286 cellular 21 jul 115 1 -1 0 unknown no
## 4287 telephone 23 apr 141 1 -1 0 unknown no
## 4288 telephone 31 jul 24 14 -1 0 unknown no
## 4289 cellular 28 jul 264 5 -1 0 unknown no
## 4290 unknown 29 may 66 2 -1 0 unknown no
## 4291 cellular 3 jul 318 4 317 3 failure no
## 4292 unknown 4 jun 622 1 -1 0 unknown no
## 4293 cellular 11 aug 104 4 -1 0 unknown no
## 4294 cellular 2 mar 76 2 -1 0 unknown no
## 4295 unknown 7 may 149 1 -1 0 unknown no
## 4296 unknown 16 may 601 1 -1 0 unknown no
## 4297 cellular 5 feb 509 2 -1 0 unknown no
## 4298 unknown 27 may 174 1 -1 0 unknown no
## 4299 cellular 7 sep 57 2 -1 0 unknown no
## 4300 cellular 31 jul 187 2 -1 0 unknown no
## 4301 cellular 5 jun 493 2 -1 0 unknown yes
## 4302 cellular 31 jul 18 44 -1 0 unknown no
## 4303 cellular 20 apr 257 1 -1 0 unknown no
## 4304 cellular 11 jul 196 2 -1 0 unknown no
## 4305 unknown 8 may 144 3 -1 0 unknown no
## 4306 cellular 18 aug 285 7 -1 0 unknown no
## 4307 unknown 16 may 627 1 -1 0 unknown no
## 4308 unknown 27 may 136 2 -1 0 unknown no
## 4309 unknown 20 jun 27 3 -1 0 unknown no
## 4310 cellular 12 may 88 2 173 1 success no
## 4311 unknown 8 may 362 1 -1 0 unknown no
## 4312 unknown 5 jun 214 5 -1 0 unknown no
## 4313 cellular 20 apr 404 6 340 1 failure no
## 4314 unknown 24 jun 103 6 -1 0 unknown no
## 4315 cellular 7 may 356 2 286 3 failure no
## 4316 cellular 21 apr 219 1 -1 0 unknown no
## 4317 unknown 7 may 984 1 -1 0 unknown no
## 4318 cellular 22 jul 60 2 -1 0 unknown no
## 4319 cellular 12 may 145 1 -1 0 unknown no
## 4320 telephone 5 mar 252 3 183 1 failure no
## 4321 telephone 12 nov 129 1 -1 0 unknown no
## 4322 telephone 31 jul 77 13 -1 0 unknown no
## 4323 unknown 21 may 226 1 -1 0 unknown no
## 4324 telephone 31 may 664 1 77 3 success no
## 4325 cellular 13 may 157 1 299 3 failure no
## 4326 cellular 9 jul 205 1 -1 0 unknown no
## 4327 cellular 26 aug 484 2 -1 0 unknown no
## 4328 unknown 6 jun 800 1 -1 0 unknown no
## 4329 unknown 13 nov 231 1 -1 0 unknown yes
## 4330 cellular 7 may 102 1 -1 0 unknown no
## 4331 unknown 27 may 240 3 -1 0 unknown no
## 4332 unknown 5 may 350 2 -1 0 unknown no
## 4333 cellular 7 may 458 2 349 1 other no
## 4334 unknown 3 jun 366 1 -1 0 unknown no
## 4335 telephone 4 may 115 1 -1 0 unknown no
## 4336 unknown 17 jun 260 4 -1 0 unknown no
## 4337 unknown 5 jun 327 2 -1 0 unknown no
## 4338 telephone 16 oct 434 1 57 1 failure yes
## 4339 cellular 21 nov 166 1 -1 0 unknown no
## 4340 cellular 18 jul 171 7 -1 0 unknown no
## 4341 cellular 11 may 577 1 368 1 other no
## 4342 cellular 21 aug 224 8 -1 0 unknown no
## 4343 telephone 31 jul 1088 17 -1 0 unknown yes
## 4344 cellular 13 may 79 1 370 1 failure no
## 4345 cellular 18 nov 52 1 -1 0 unknown no
## 4346 telephone 11 may 259 4 -1 0 unknown no
## 4347 cellular 5 aug 163 1 -1 0 unknown no
## 4348 cellular 17 nov 159 2 195 2 failure no
## 4349 cellular 19 aug 54 2 -1 0 unknown no
## 4350 cellular 10 jul 421 6 -1 0 unknown no
## 4351 cellular 21 jul 574 1 -1 0 unknown yes
## 4352 cellular 29 aug 70 2 -1 0 unknown no
## 4353 cellular 13 aug 310 2 -1 0 unknown no
## 4354 cellular 7 may 223 1 -1 0 unknown no
## 4355 cellular 3 feb 39 1 -1 0 unknown no
## 4356 cellular 19 aug 181 6 -1 0 unknown no
## 4357 unknown 2 jun 151 3 -1 0 unknown no
## 4358 unknown 16 jun 270 15 -1 0 unknown no
## 4359 cellular 18 nov 110 5 -1 0 unknown no
## 4360 telephone 15 jun 94 2 -1 0 unknown no
## 4361 cellular 16 jul 90 2 -1 0 unknown no
## 4362 cellular 25 aug 115 6 -1 0 unknown no
## 4363 cellular 24 jun 220 2 219 2 other no
## 4364 cellular 17 apr 291 4 331 1 failure no
## 4365 cellular 8 jun 506 1 -1 0 unknown yes
## 4366 cellular 21 aug 151 2 -1 0 unknown no
## 4367 unknown 5 jun 812 1 -1 0 unknown yes
## 4368 cellular 18 may 119 1 -1 0 unknown no
## 4369 cellular 12 may 33 3 175 2 other no
## 4370 unknown 30 may 352 3 -1 0 unknown no
## 4371 unknown 6 may 383 1 -1 0 unknown no
## 4372 unknown 16 may 21 3 -1 0 unknown no
## 4373 cellular 18 nov 266 1 167 2 failure no
## 4374 unknown 7 may 866 2 -1 0 unknown no
## 4375 unknown 20 jun 10 3 -1 0 unknown no
## 4376 cellular 7 may 240 1 -1 0 unknown no
## 4377 unknown 9 may 291 4 -1 0 unknown no
## 4378 unknown 2 jun 115 2 -1 0 unknown no
## 4379 unknown 5 may 366 2 -1 0 unknown no
## 4380 unknown 15 may 153 1 -1 0 unknown no
## 4381 cellular 22 aug 197 2 -1 0 unknown no
## 4382 cellular 31 jul 106 4 -1 0 unknown no
## 4383 cellular 14 jul 41 2 -1 0 unknown no
## 4384 telephone 28 jan 112 1 -1 0 unknown no
## 4385 cellular 28 jul 30 9 -1 0 unknown no
## 4386 cellular 16 apr 211 3 -1 0 unknown no
## 4387 cellular 25 aug 313 5 -1 0 unknown no
## 4388 cellular 21 nov 252 1 168 4 failure no
## 4389 telephone 5 mar 181 1 -1 0 unknown yes
## 4390 cellular 28 jul 118 4 -1 0 unknown no
## 4391 cellular 17 apr 57 1 -1 0 unknown no
## 4392 cellular 11 may 102 2 -1 0 unknown no
## 4393 cellular 9 jun 239 4 -1 0 unknown yes
## 4394 cellular 7 jul 187 3 -1 0 unknown no
## 4395 cellular 15 may 66 2 -1 0 unknown no
## 4396 unknown 21 may 206 6 -1 0 unknown no
## 4397 cellular 8 may 239 1 368 2 failure no
## 4398 cellular 18 may 7 7 367 25 failure no
## 4399 cellular 19 aug 260 2 -1 0 unknown no
## 4400 unknown 27 may 347 1 -1 0 unknown no
## 4401 unknown 7 may 697 2 -1 0 unknown no
## 4402 cellular 8 jul 182 3 -1 0 unknown no
## 4403 cellular 21 nov 549 2 -1 0 unknown yes
## 4404 unknown 9 jun 1151 5 -1 0 unknown no
## 4405 cellular 11 aug 445 1 -1 0 unknown no
## 4406 unknown 13 may 213 5 -1 0 unknown no
## 4407 cellular 13 may 409 2 -1 0 unknown no
## 4408 cellular 24 jul 873 8 -1 0 unknown yes
## 4409 unknown 12 may 147 5 -1 0 unknown no
## 4410 cellular 14 jul 85 2 -1 0 unknown no
## 4411 cellular 30 jan 339 3 -1 0 unknown no
## 4412 unknown 8 may 96 1 -1 0 unknown no
## 4413 cellular 7 may 195 1 -1 0 unknown no
## 4414 cellular 16 oct 622 1 182 1 failure no
## 4415 cellular 4 may 101 2 -1 0 unknown no
## 4416 unknown 5 jun 96 2 -1 0 unknown no
## 4417 cellular 14 may 563 1 -1 0 unknown yes
## 4418 cellular 16 apr 670 1 -1 0 unknown no
## 4419 cellular 4 aug 190 3 -1 0 unknown no
## 4420 unknown 19 may 351 1 -1 0 unknown no
## 4421 cellular 20 nov 215 6 188 2 failure no
## 4422 unknown 3 jun 59 1 -1 0 unknown no
## 4423 cellular 17 apr 446 2 -1 0 unknown no
## 4424 cellular 18 oct 310 1 804 1 failure yes
## 4425 unknown 13 may 213 1 -1 0 unknown no
## 4426 unknown 27 may 371 2 -1 0 unknown no
## 4427 cellular 4 may 54 2 -1 0 unknown no
## 4428 cellular 8 aug 118 6 -1 0 unknown no
## 4429 cellular 2 feb 212 1 249 2 other no
## 4430 unknown 11 jun 81 1 -1 0 unknown no
## 4431 cellular 5 aug 157 1 -1 0 unknown no
## 4432 unknown 8 may 194 1 -1 0 unknown no
## 4433 unknown 29 may 129 2 -1 0 unknown no
## 4434 cellular 11 may 474 1 256 1 success yes
## 4435 cellular 29 jan 219 1 246 1 failure no
## 4436 telephone 5 may 475 4 166 2 failure no
## 4437 cellular 26 aug 359 3 -1 0 unknown no
## 4438 telephone 31 jul 168 2 -1 0 unknown no
## 4439 unknown 19 jun 148 1 -1 0 unknown no
## 4440 telephone 2 feb 197 1 -1 0 unknown no
## 4441 unknown 11 jun 42 2 -1 0 unknown no
## 4442 unknown 17 jun 118 3 -1 0 unknown no
## 4443 cellular 11 may 299 2 -1 0 unknown no
## 4444 telephone 27 may 198 2 -1 0 unknown no
## 4445 cellular 2 feb 361 1 -1 0 unknown no
## 4446 unknown 27 may 217 1 -1 0 unknown no
## 4447 telephone 12 may 25 1 -1 0 unknown no
## 4448 cellular 7 may 1516 2 353 2 other yes
## 4449 unknown 12 may 129 2 -1 0 unknown no
## 4450 unknown 26 may 592 4 -1 0 unknown no
## 4451 unknown 23 may 331 6 -1 0 unknown no
## 4452 cellular 8 aug 353 2 -1 0 unknown no
## 4453 cellular 19 nov 256 3 -1 0 unknown no
## 4454 cellular 20 nov 340 1 183 2 failure no
## 4455 cellular 21 aug 101 2 -1 0 unknown no
## 4456 cellular 17 apr 599 2 -1 0 unknown no
## 4457 cellular 6 apr 610 2 138 1 failure no
## 4458 unknown 20 may 412 1 -1 0 unknown no
## 4459 cellular 16 dec 314 1 195 1 success yes
## 4460 cellular 17 apr 508 1 315 11 success no
## 4461 unknown 26 may 127 1 -1 0 unknown no
## 4462 unknown 5 may 212 1 -1 0 unknown no
## 4463 cellular 18 aug 151 12 -1 0 unknown no
## 4464 cellular 21 nov 58 1 122 4 failure no
## 4465 cellular 5 feb 8 6 -1 0 unknown no
## 4466 cellular 28 jun 297 4 144 4 other yes
## 4467 cellular 20 aug 180 1 -1 0 unknown no
## 4468 cellular 19 nov 87 1 -1 0 unknown no
## 4469 telephone 28 jul 59 5 -1 0 unknown no
## 4470 cellular 28 aug 81 4 -1 0 unknown no
## 4471 unknown 3 jun 207 1 -1 0 unknown no
## 4472 cellular 21 nov 216 4 -1 0 unknown no
## 4473 unknown 30 may 322 2 -1 0 unknown no
## 4474 cellular 20 apr 137 1 272 2 failure no
## 4475 telephone 10 jul 73 1 -1 0 unknown no
## 4476 unknown 6 may 371 2 -1 0 unknown no
## 4477 cellular 5 nov 298 5 -1 0 unknown no
## 4478 cellular 7 aug 101 2 -1 0 unknown no
## 4479 cellular 17 nov 110 1 -1 0 unknown no
## 4480 cellular 30 jan 107 2 -1 0 unknown no
## 4481 cellular 16 apr 743 1 -1 0 unknown no
## 4482 cellular 31 jul 644 2 -1 0 unknown no
## 4483 cellular 29 jan 169 1 -1 0 unknown no
## 4484 cellular 4 feb 380 1 -1 0 unknown no
## 4485 cellular 21 nov 663 4 -1 0 unknown yes
## 4486 cellular 11 may 238 2 361 5 failure no
## 4487 unknown 9 may 514 1 -1 0 unknown no
## 4488 cellular 5 feb 128 1 -1 0 unknown no
## 4489 cellular 30 jan 130 1 2 1 other no
## 4490 cellular 5 aug 131 5 356 3 failure no
## 4491 unknown 2 jun 111 4 -1 0 unknown no
## 4492 cellular 16 apr 169 1 -1 0 unknown no
## 4493 cellular 16 apr 346 1 234 3 failure no
## 4494 unknown 4 jun 205 6 -1 0 unknown no
## 4495 unknown 28 may 576 3 -1 0 unknown yes
## 4496 telephone 18 nov 1476 3 -1 0 unknown no
## 4497 cellular 28 jul 171 3 -1 0 unknown no
## 4498 cellular 20 nov 185 2 -1 0 unknown no
## 4499 unknown 27 may 676 6 -1 0 unknown no
## 4500 cellular 21 nov 362 1 -1 0 unknown no
## 4501 cellular 12 may 193 2 -1 0 unknown no
## 4502 cellular 26 aug 63 4 -1 0 unknown no
## 4503 cellular 5 feb 43 1 -1 0 unknown no
## 4504 cellular 29 jul 816 6 -1 0 unknown yes
## 4505 cellular 13 may 951 3 370 4 failure yes
## 4506 unknown 26 may 1234 3 -1 0 unknown yes
## 4507 cellular 29 aug 85 4 -1 0 unknown no
## 4508 cellular 17 apr 306 1 -1 0 unknown no
## 4509 unknown 16 may 509 2 -1 0 unknown no
## 4510 cellular 30 nov 210 3 -1 0 unknown no
## 4511 unknown 20 may 129 2 -1 0 unknown no
## 4512 unknown 15 may 1263 2 -1 0 unknown yes
## 4513 unknown 29 may 660 2 -1 0 unknown no
## 4514 cellular 14 aug 356 2 -1 0 unknown no
## 4515 cellular 20 apr 45 4 153 1 failure no
## 4516 cellular 7 jul 624 5 -1 0 unknown no
## 4517 cellular 30 jul 329 5 -1 0 unknown no
## 4518 unknown 9 may 153 1 -1 0 unknown no
## 4519 cellular 19 aug 151 11 -1 0 unknown no
## 4520 cellular 6 feb 129 4 211 3 other no
## 4521 cellular 3 apr 345 2 249 7 other no- age : age
- job: type of job
- marital: marital status
- education : primary: High School, Secondary: Bachelor Degree, Tertiary: Master Degree
- default: has credit in default?
- balance: average yearly balance
- housing: has housing loan?
- loan: has personal loan?
- contact: contact communication type (categorical: ‘cellular’,‘telephone’)
- day_of_week: last contact day of the week
- month: last contact month of year (categorical: ‘jan’, ‘feb’, ‘mar’, …, ‘nov’, ‘dec’)
- duration: last contact duration, in seconds (numeric).
- campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)
- pdays: number of days that passed by after the client was last contacted from a previous 15. campaign (numeric; -1 means client was not previously contacted)
- previous: number of contacts performed before this campaign and for this client
- poutcome: outcome of the previous marketing campaign (categorical: ‘failure’,‘nonexistent’,‘success’)
- y: has the client subscribed a term deposit?
2. Names of Column
melihat nama kolom dari dataset bank.csv
## [1] "age" "job" "marital" "education" "default" "balance"
## [7] "housing" "loan" "contact" "day" "month" "duration"
## [13] "campaign" "pdays" "previous" "poutcome" "y"3. Check Data Type
## 'data.frame': 4521 obs. of 17 variables:
## $ age : int 30 33 35 30 59 35 36 39 41 43 ...
## $ job : chr "unemployed" "services" "management" "management" ...
## $ marital : chr "married" "married" "single" "married" ...
## $ education: chr "primary" "secondary" "tertiary" "tertiary" ...
## $ default : chr "no" "no" "no" "no" ...
## $ balance : int 1787 4789 1350 1476 0 747 307 147 221 -88 ...
## $ housing : chr "no" "yes" "yes" "yes" ...
## $ loan : chr "no" "yes" "no" "yes" ...
## $ contact : chr "cellular" "cellular" "cellular" "unknown" ...
## $ day : int 19 11 16 3 5 23 14 6 14 17 ...
## $ month : chr "oct" "may" "apr" "jun" ...
## $ duration : int 79 220 185 199 226 141 341 151 57 313 ...
## $ campaign : int 1 1 1 4 1 2 1 2 2 1 ...
## $ pdays : int -1 339 330 -1 -1 176 330 -1 -1 147 ...
## $ previous : int 0 4 1 0 0 3 2 0 0 2 ...
## $ poutcome : chr "unknown" "failure" "failure" "unknown" ...
## $ y : chr "no" "no" "no" "no" ...4. Mengubah tipe data
bank$job <- as.factor(bank$job)
bank$marital <- as.factor(bank$marital)
bank$education <- as.factor(bank$education)
bank$default <- as.logical(bank$default)
bank$contact <- as.factor(bank$contact)
bank$month <- as.factor(bank$month)
bank$poutcome <- as.factor(bank$poutcome)## 'data.frame': 4521 obs. of 17 variables:
## $ age : int 30 33 35 30 59 35 36 39 41 43 ...
## $ job : Factor w/ 12 levels "admin.","blue-collar",..: 11 8 5 5 2 5 7 10 3 8 ...
## $ marital : Factor w/ 3 levels "divorced","married",..: 2 2 3 2 2 3 2 2 2 2 ...
## $ education: Factor w/ 4 levels "primary","secondary",..: 1 2 3 3 2 3 3 2 3 1 ...
## $ default : logi NA NA NA NA NA NA ...
## $ balance : int 1787 4789 1350 1476 0 747 307 147 221 -88 ...
## $ housing : chr "no" "yes" "yes" "yes" ...
## $ loan : chr "no" "yes" "no" "yes" ...
## $ contact : Factor w/ 3 levels "cellular","telephone",..: 1 1 1 3 3 1 1 1 3 1 ...
## $ day : int 19 11 16 3 5 23 14 6 14 17 ...
## $ month : Factor w/ 12 levels "apr","aug","dec",..: 11 9 1 7 9 4 9 9 9 1 ...
## $ duration : int 79 220 185 199 226 141 341 151 57 313 ...
## $ campaign : int 1 1 1 4 1 2 1 2 2 1 ...
## $ pdays : int -1 339 330 -1 -1 176 330 -1 -1 147 ...
## $ previous : int 0 4 1 0 0 3 2 0 0 2 ...
## $ poutcome : Factor w/ 4 levels "failure","other",..: 4 1 1 4 4 1 2 4 4 1 ...
## $ y : chr "no" "no" "no" "no" ...Statistik Deskriptif
1. Statistik Deskriptif untuk Variabel Numerik
Kita akan melihat statistik deskriptif dari variabel numerik dalam dataset untuk memahami distribusi datanya.
## age balance day duration
## Min. :19.00 Min. :-3313 Min. : 1.00 Min. : 4
## 1st Qu.:33.00 1st Qu.: 69 1st Qu.: 9.00 1st Qu.: 104
## Median :39.00 Median : 444 Median :16.00 Median : 185
## Mean :41.17 Mean : 1423 Mean :15.92 Mean : 264
## 3rd Qu.:49.00 3rd Qu.: 1480 3rd Qu.:21.00 3rd Qu.: 329
## Max. :87.00 Max. :71188 Max. :31.00 Max. :3025
## campaign pdays previous
## Min. : 1.000 Min. : -1.00 Min. : 0.0000
## 1st Qu.: 1.000 1st Qu.: -1.00 1st Qu.: 0.0000
## Median : 2.000 Median : -1.00 Median : 0.0000
## Mean : 2.794 Mean : 39.77 Mean : 0.5426
## 3rd Qu.: 3.000 3rd Qu.: -1.00 3rd Qu.: 0.0000
## Max. :50.000 Max. :871.00 Max. :25.00001.1 Interpretasi:
Age Min (Minimum): 19 tahun (usia termuda dalam dataset) 1st Qu (Kuartil Pertama): 33 tahun (25% dari data memiliki usia kurang dari atau sama dengan 33 tahun) Median (Median): 39 tahun (usia tengah, 50% dari data berada di bawah dan 50% di atas) Mean (Rata-rata): 41.17 tahun (rata-rata usia) 3rd Qu (Kuartil Ketiga): 49 tahun (75% dari data memiliki usia kurang dari atau sama dengan 49 tahun) Max (Maksimum): 87 tahun (usia tertua dalam dataset)
2. Statistik Deskriptif untuk Variabel Kategorikal
Berikutnya, kita akan melihat distribusi frekuensi dari variabel kategorikal.
##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## job marital education contact
## management :969 divorced: 528 primary : 678 cellular :2896
## blue-collar:946 married :2797 secondary:2306 telephone: 301
## technician :768 single :1196 tertiary :1350 unknown :1324
## admin. :478 unknown : 187
## services :417
## retired :230
## (Other) :713
## month poutcome
## may :1398 failure: 490
## jul : 706 other : 197
## aug : 633 success: 129
## jun : 531 unknown:3705
## nov : 389
## apr : 293
## (Other): 571Statistik Inferensial
Data Cleansing
# Membersihkan data variabel housing
bank$housing <- ifelse(bank$housing == "yes", TRUE, ifelse(bank$housing == "no", FALSE, NA))
# Memeriksa kembali level dari variabel housing
levels(as.factor(bank$housing))## [1] "FALSE" "TRUE"1. Uji Hipotesis untuk Variabel balance
Kita akan melakukan uji hipotesis untuk melihat apakah ada perbedaan signifikan dalam rata-rata balance antara klien yang mengambil pinjaman perumahan (housing = TRUE) dan yang tidak (housing = FALSE).
##
## Welch Two Sample t-test
##
## data: balance by housing
## t = 3.2647, df = 3558.1, p-value = 0.001106
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## 121.8157 488.1198
## sample estimates:
## mean in group FALSE mean in group TRUE
## 1595.277 1290.3091.1 Interpretasi:
- Perbedaan Signifikan: Terdapat perbedaan yang signifikan secara statistik antara rata-rata saldo tahunan klien yang memiliki pinjaman perumahan dan yang tidak memiliki pinjaman perumahan.
- Arah Perbedaan: Rata-rata saldo tahunan klien tanpa pinjaman perumahan lebih tinggi dibandingkan dengan klien yang memiliki pinjaman perumahan.
- Ukuran Perbedaan: Perbedaan rata-rata ini berada di antara 121.82 dan 488.12, dengan klien tanpa pinjaman perumahan memiliki saldo lebih tinggi.
Dari hasil ini, kita dapat menyimpulkan bahwa status kepemilikan pinjaman perumahan berpengaruh terhadap saldo tahunan rata-rata klien.
2. Uji Chi-Square untuk Variabel Kategorikal
Kita akan melakukan uji Chi-Square untuk melihat hubungan antara variabel education dan loan.
# Uji Chi-Square
chi_square_education_loan <- chisq.test(table(bank$education, bank$loan))
chi_square_education_loan##
## Pearson's Chi-squared test
##
## data: table(bank$education, bank$loan)
## X-squared = 39.798, df = 3, p-value = 1.176e-082.1 Kesimpulan
Hubungan Signifikan: Terdapat hubungan yang signifikan secara statistik antara tingkat pendidikan dan status pinjaman pribadi klien. Penolakan Hipotesis Nol: Hipotesis nol yang menyatakan bahwa tidak ada hubungan antara tingkat pendidikan dan status pinjaman pribadi ditolak berdasarkan p-value yang sangat kecil (1.176e-08).
2.2 Interpretasi Tambahan
Hubungan ini menunjukkan bahwa tingkat pendidikan klien mempengaruhi kemungkinan mereka memiliki pinjaman pribadi. Untuk memahami arah dan sifat hubungan ini secara lebih rinci, kita perlu melihat tabel kontingensi atau proporsi spesifik dari setiap kategori pendidikan dan pinjaman pribadi. Secara keseluruhan, hasil uji chi-squared ini menunjukkan adanya asosiasi yang signifikan antara tingkat pendidikan dan status pinjaman pribadi dalam dataset bank.
Analisis Korelasi
Kita akan melihat korelasi antara variabel numerik dalam dataset.
## age balance day duration campaign
## age 1.000000000 0.083820142 -0.017852632 -0.002366889 -0.005147905
## balance 0.083820142 1.000000000 -0.008677052 -0.015949918 -0.009976166
## day -0.017852632 -0.008677052 1.000000000 -0.024629306 0.160706069
## duration -0.002366889 -0.015949918 -0.024629306 1.000000000 -0.068382000
## campaign -0.005147905 -0.009976166 0.160706069 -0.068382000 1.000000000
## pdays -0.008893530 0.009436676 -0.094351520 0.010380242 -0.093136818
## previous -0.003510917 0.026196357 -0.059114394 0.018080317 -0.067832630
## pdays previous
## age -0.008893530 -0.003510917
## balance 0.009436676 0.026196357
## day -0.094351520 -0.059114394
## duration 0.010380242 0.018080317
## campaign -0.093136818 -0.067832630
## pdays 1.000000000 0.577561827
## previous 0.577561827 1.000000000## Warning: package 'corrplot' was built under R version 4.4.1## corrplot 0.92 loaded
Kesimpulan
Korelasi Lemah: Sebagian besar korelasi antara variabel-variabel ini sangat lemah, menunjukkan bahwa tidak ada hubungan linear yang kuat di antara mereka. Korelasi Moderat: Satu-satunya korelasi yang cukup kuat adalah antara pdays dan previous (0.5776), menunjukkan bahwa klien yang dihubungi sebelumnya cenderung memiliki interval waktu yang lebih pendek antara kontak terakhir dan kampanye saat ini.
Data Visualization
Dibawah ini merupakan visualisasi data dari dataset bank.csv, serta insight yang bisa kita dapat.
1. Distribusi Umur
- Tujuan: Visualisasi ini menunjukkan bagaimana data umur tersebar dalam dataset.
- Interpretasi: Histogram ini menggunakan binwidth 5 tahun, menunjukkan distribusi frekuensi umur responden. Dari histogram ini, kita dapat melihat pola distribusi umur seperti skewness atau konsentrasi umur tertentu.
library(ggplot2)
ggplot(bank, aes(x = age)) +
geom_histogram(binwidth = 5, fill = "blue", color = "black") +
theme_minimal() +
labs(title = "Distribusi Umur", x = "Umur", y = "Frekuensi")
2. Distribusi Saldo Tahunan berdasarkan Status Pinjaman Perumahan
- Tujuan: Menunjukkan perbedaan dalam distribusi saldo tahunan antara klien yang memiliki dan tidak memiliki pinjaman perumahan.
- Interpretasi: Histogram ini menggunakan binwidth 500 unit saldo tahunan dan menggunakan warna untuk membedakan antara klien yang memiliki dan tidak memiliki pinjaman perumahan. kita dapat melihat bagaimana distribusi saldo tahunan berbeda antara kedua kelompok ini.
ggplot(bank, aes(x = balance, fill = housing)) +
geom_histogram(position = "dodge", binwidth = 500) +
theme_minimal() +
labs(title = "Distribusi Saldo Tahunan berdasarkan Status Pinjaman Perumahan", x = "Saldo Tahunan", y = "Frekuensi")
3. Distribusi Pendidikan Klien
- Tujuan: Visualisasi ini menampilkan frekuensi pendidikan klien dalam dataset.
- Interpretasi: Bar chart ini menunjukkan distribusi jumlah klien berdasarkan tingkat pendidikan mereka. kita bisa melihat sebaran jumlah klien yang memiliki pendidikan tinggi, menengah, dan rendah dalam dataset.
ggplot(bank, aes(x = education)) +
geom_bar(fill = "orange", color = "black") +
theme_minimal() +
labs(title = "Distribusi Pendidikan Klien", x = "Pendidikan", y = "Frekuensi")
4. Hubungan antara Pendidikan dan Status Pinjaman Pribadi
- Tujuan: Menunjukkan hubungan antara tingkat pendidikan klien dengan status memiliki atau tidak memiliki pinjaman pribadi.
- Interpretasi: Bar chart ini menggunakan grouping (dodge) untuk membandingkan frekuensi status pinjaman pribadi antara berbagai tingkat pendidikan. kita dapat melihat apakah ada pola atau perbedaan yang signifikan dalam kemungkinan memiliki pinjaman pribadi berdasarkan tingkat pendidikan.
ggplot(bank, aes(x = education, fill = loan)) +
geom_bar(position = "dodge") +
theme_minimal() +
labs(title = "Hubungan antara Pendidikan dan Status Pinjaman Pribadi", x = "Pendidikan", y = "Frekuensi")