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Create dummy variables from bins.

Usage

rbin_create(data, predictor, bins)

Arguments

data

A data.frame or tibble.

predictor

Variable for which dummy variables must be created.

bins

An object of class rbin_manual or rbin_quantiles or rbin_equal_length or rbin_winsorized.

Value

data with dummy variables.

Examples

k <- rbin_manual(mbank, y, age, c(29, 39, 56))
rbin_create(mbank, age, k)
#>      age           job  marital education default balance housing loan
#> 1     34    technician  married  tertiary      no     297     yes   no
#> 2     49      services  married secondary      no     180     yes  yes
#> 3     38        admin.   single secondary      no     262      no   no
#> 4     47      services  married secondary      no     367     yes   no
#> 5     51 self-employed   single secondary      no    1640     yes   no
#> 6     40    unemployed  married secondary      no    3382     yes   no
#> 7     58       retired  married secondary      no    1227      no   no
#> 8     32    unemployed  married   primary      no     309     yes   no
#> 9     46   blue-collar  married secondary      no     922     yes   no
#> 10    32      services  married  tertiary      no       0      no   no
#> 11    32      services  married secondary      no     414     yes   no
#> 12    50   blue-collar  married   primary      no       0      no   no
#> 13    41    management  married  tertiary      no    2226      no   no
#> 14    38      services divorced   primary      no       0     yes   no
#> 15    31 self-employed  married  tertiary     yes     147     yes   no
#> 16    42        admin.   single secondary      no     283     yes   no
#> 17    56       retired  married   primary      no      -1      no   no
#> 18    54    management divorced   unknown      no     901      no   no
#> 19    42    management  married secondary      no     372     yes   no
#> 20    58      services  married secondary      no     627      no   no
#> 21    51        admin.  married  tertiary      no      26     yes   no
#> 22    44    management  married secondary      no     438     yes   no
#> 23    51    management   single   unknown      no    -461     yes   no
#> 24    41    management  married  tertiary      no    -195      no  yes
#> 25    57    technician  married secondary      no   16063     yes   no
#> 26    32    management   single  tertiary      no    3097     yes   no
#> 27    32    management  married  tertiary      no    1232      no   no
#> 28    45    management  married  tertiary      no    4693      no  yes
#> 29    56  entrepreneur  married secondary      no     196      no   no
#> 30    38    technician  married secondary      no       0     yes   no
#> 31    54 self-employed  married  tertiary      no     990      no   no
#> 32    53    unemployed   single   primary      no     183      no   no
#> 33    36    management   single  tertiary      no     219      no   no
#> 34    37   blue-collar  married secondary      no     -97     yes   no
#> 35    31      services   single secondary      no     222     yes   no
#> 36    42    technician  married secondary      no     234      no   no
#> 37    34      services   single   primary      no      25     yes  yes
#> 38    37    technician  married secondary      no    1762      no   no
#> 39    59   blue-collar  married   primary      no      80     yes   no
#> 40    54    management  married   primary     yes       0     yes  yes
#> 41    54   blue-collar  married   primary      no    1357     yes  yes
#> 42    59        admin.  married secondary      no    -198     yes  yes
#> 43    33    management   single  tertiary      no    2059      no   no
#> 44    24      services   single secondary      no     258     yes   no
#> 45    29    technician   single  tertiary      no    2269     yes   no
#> 46    49   blue-collar  married secondary      no       0      no   no
#> 47    37    technician  married secondary      no      77     yes  yes
#> 48    28   blue-collar  married   primary      no     254     yes   no
#> 49    82       retired  married   primary      no     103      no   no
#> 50    57   blue-collar  married   primary      no     452     yes   no
#> 51    39    technician   single   unknown      no   45248     yes   no
#> 52    39    management   single  tertiary      no       0      no   no
#> 53    33    technician  married secondary      no     620      no   no
#> 54    32   blue-collar  married secondary      no    2263      no   no
#> 55    24   blue-collar   single secondary      no    8594     yes   no
#> 56    52    technician  married secondary      no     306      no   no
#> 57    32    management   single  tertiary      no   10281      no   no
#> 58    33    technician   single  tertiary      no     469      no   no
#> 59    31    management   single  tertiary      no      86      no   no
#> 60    42    management  married  tertiary      no     477     yes   no
#> 61    27   blue-collar  married   primary      no       1     yes   no
#> 62    32    technician  married secondary      no       0     yes  yes
#> 63    30    management   single  tertiary      no       0     yes   no
#> 64    42        admin. divorced secondary      no    -172     yes  yes
#> 65    43   blue-collar  married secondary      no    2706     yes  yes
#> 66    27    technician   single  tertiary      no     808     yes   no
#> 67    57    technician divorced secondary      no     164      no   no
#> 68    32    unemployed   single secondary      no     331     yes   no
#> 69    31        admin.   single secondary      no    1374     yes   no
#> 70    36   blue-collar  married   primary      no       0     yes   no
#> 71    31    management  married secondary      no     625     yes   no
#> 72    39   blue-collar  married secondary      no     747     yes  yes
#> 73    42      services  married   primary      no     124     yes   no
#> 74    68       retired  married   primary      no       0      no   no
#> 75    56    technician  married  tertiary      no     787      no  yes
#> 76    46    technician divorced  tertiary      no     405     yes   no
#> 77    35        admin.  married  tertiary      no    -272      no  yes
#> 78    50      services  married secondary      no   57435     yes   no
#> 79    50   blue-collar  married   primary      no     167      no   no
#> 80    60     housemaid divorced secondary      no    2063      no   no
#> 81    32    technician  married  tertiary      no       0     yes   no
#> 82    30        admin.   single secondary      no     255      no   no
#> 83    48      services   single   primary      no     204     yes   no
#> 84    30        admin.   single secondary      no     648      no   no
#> 85    31   blue-collar  married   primary      no      33     yes   no
#> 86    45   blue-collar  married secondary      no     430      no  yes
#> 87    35   blue-collar  married secondary      no     260     yes   no
#> 88    26        admin.   single secondary      no       0     yes   no
#> 89    32        admin.  married secondary      no    1604      no  yes
#> 90    50    technician  married secondary      no    -568     yes  yes
#> 91    34    technician  married secondary      no     966     yes   no
#> 92    29   blue-collar  married   unknown      no     356     yes   no
#> 93    29   blue-collar  married secondary      no    2378     yes  yes
#> 94    75       retired divorced   primary      no     852      no   no
#> 95    72       retired  married   primary      no    1388      no   no
#> 96    48   blue-collar  married secondary      no    1230     yes  yes
#> 97    37    management  married  tertiary      no    9895     yes   no
#> 98    34    technician   single secondary      no   27446     yes   no
#> 99    44    management  married   primary      no    1880     yes   no
#> 100   35      services  married secondary      no       0     yes   no
#> 101   28       student  married  tertiary      no     803     yes   no
#> 102   25   blue-collar   single secondary      no     158     yes  yes
#> 103   51   blue-collar  married secondary      no     328      no   no
#> 104   44    unemployed divorced secondary      no     522      no   no
#> 105   47   blue-collar  married   primary      no     550     yes   no
#> 106   59       retired divorced secondary      no     602      no   no
#> 107   38   blue-collar  married   primary      no     467     yes   no
#> 108   39    management   single  tertiary      no    1682     yes   no
#> 109   43    technician divorced secondary      no     305     yes   no
#> 110   45    management divorced  tertiary      no   24598     yes   no
#> 111   24   blue-collar   single   primary      no    2129     yes  yes
#> 112   24 self-employed   single  tertiary      no     931     yes   no
#> 113   69    technician  married secondary      no    9064      no   no
#> 114   37   blue-collar   single   unknown      no    2188      no   no
#> 115   29    technician   single  tertiary      no    -803     yes  yes
#> 116   51   blue-collar  married   primary      no     -11      no   no
#> 117   26       student   single secondary      no    5296      no   no
#> 118   53        admin. divorced  tertiary      no     122      no   no
#> 119   41      services  married secondary      no    6687     yes   no
#> 120   42   blue-collar  married secondary      no     902     yes   no
#> 121   25  entrepreneur  married  tertiary      no      30     yes   no
#> 122   39    technician   single secondary      no    1048     yes  yes
#> 123   50      services  married secondary      no    1687      no   no
#> 124   55   blue-collar  married   primary      no     771      no   no
#> 125   34        admin.   single secondary      no     663     yes   no
#> 126   31    technician divorced  tertiary      no    2287     yes   no
#> 127   32    technician   single secondary     yes      -1      no   no
#> 128   56   blue-collar  married secondary      no    1686      no   no
#> 129   51   blue-collar  married secondary      no    1779     yes   no
#> 130   25   blue-collar  married secondary      no     316     yes  yes
#> 131   33    management divorced  tertiary      no     312     yes  yes
#> 132   54    management  married secondary     yes    5249     yes   no
#> 133   34  entrepreneur  married secondary      no       2     yes  yes
#> 134   39    technician   single secondary      no     175      no  yes
#> 135   45    technician  married secondary      no     406     yes   no
#> 136   43   blue-collar  married   primary      no    -454     yes   no
#> 137   54    technician divorced secondary      no     -11     yes   no
#> 138   34      services divorced secondary      no      27     yes   no
#> 139   45    technician  married secondary      no    3395     yes   no
#> 140   38      services divorced secondary      no      49     yes   no
#> 141   33   blue-collar divorced secondary      no       1      no   no
#> 142   27       student   single  tertiary      no      24     yes   no
#> 143   53    management divorced  tertiary      no    2894     yes   no
#> 144   32        admin.   single secondary      no    6042     yes   no
#> 145   37   blue-collar   single  tertiary      no     481      no   no
#> 146   51   blue-collar  married   primary      no    7098      no   no
#> 147   55       retired  married secondary      no     123      no   no
#> 148   61       retired  married secondary      no     280     yes   no
#> 149   41    technician  married  tertiary      no     139      no   no
#> 150   39   blue-collar  married secondary      no    1042     yes   no
#> 151   34   blue-collar   single secondary      no    1423     yes   no
#> 152   37    management  married  tertiary      no     591     yes   no
#> 153   30    management  married  tertiary      no    1235      no   no
#> 154   54    unemployed divorced secondary      no    3721     yes   no
#> 155   47    technician divorced secondary      no    1851     yes   no
#> 156   32    unemployed  married  tertiary      no     283     yes   no
#> 157   42        admin.   single secondary      no    2095     yes   no
#> 158   52   blue-collar divorced   primary      no     -97     yes  yes
#> 159   83       retired   single   primary      no    3349      no   no
#> 160   42    technician   single secondary      no       0     yes   no
#> 161   38    management   single  tertiary      no    3141      no   no
#> 162   56    unemployed  married secondary      no    -246      no  yes
#> 163   52    management divorced  tertiary      no       0      no   no
#> 164   56      services divorced   unknown      no    1877     yes   no
#> 165   55    technician  married secondary      no       0     yes  yes
#> 166   56    technician divorced secondary      no    3450      no   no
#> 167   29    technician   single  tertiary      no     673     yes   no
#> 168   73       retired  married   primary      no     542      no   no
#> 169   62     housemaid  married secondary      no       2      no   no
#> 170   56    management  married  tertiary      no    -762     yes  yes
#> 171   36    technician  married   primary      no    1653     yes  yes
#> 172   32   blue-collar  married   primary      no      50     yes   no
#> 173   48    management  married  tertiary      no   14530     yes  yes
#> 174   31        admin.   single secondary      no     358     yes   no
#> 175   26   blue-collar   single secondary      no    3145      no   no
#> 176   27   blue-collar   single secondary      no    1311     yes   no
#> 177   56      services  married   primary      no     486      no  yes
#> 178   31    management   single  tertiary      no      34      no   no
#> 179   36   blue-collar  married secondary      no       0      no   no
#> 180   53    technician  married   unknown      no    6921     yes   no
#> 181   39   blue-collar  married secondary      no      98      no   no
#> 182   82       retired divorced   primary      no     928      no   no
#> 183   30    technician  married secondary      no     671      no   no
#> 184   31    technician  married secondary      no     535      no   no
#> 185   47 self-employed  married  tertiary      no     -80     yes   no
#> 186   58    unemployed  married   primary      no    3884      no   no
#> 187   55    management  married  tertiary      no    1402     yes   no
#> 188   25        admin.   single secondary      no     425      no   no
#> 189   31   blue-collar   single secondary      no    -161      no   no
#> 190   53    technician  married secondary      no    2647     yes   no
#> 191   43   blue-collar  married   primary      no     517     yes   no
#> 192   56  entrepreneur  married  tertiary      no      40      no  yes
#> 193   51    technician  married secondary      no    8758      no   no
#> 194   34        admin.  married secondary      no     764      no   no
#> 195   45    management  married secondary      no     446      no   no
#> 196   60   blue-collar  married   primary      no       5      no   no
#> 197   46    management   single  tertiary      no    6651      no   no
#> 198   40  entrepreneur  married secondary      no       0     yes   no
#> 199   53    management  married  tertiary      no     913     yes   no
#> 200   57        admin.  married   unknown      no     596      no   no
#> 201   25   blue-collar   single   primary      no    -221     yes   no
#> 202   31    unemployed divorced  tertiary      no     756      no   no
#> 203   64       retired  married secondary      no    1612      no   no
#> 204   37        admin.  married secondary      no    1314     yes   no
#> 205   30        admin.   single secondary      no    1009     yes   no
#> 206   37        admin.   single secondary      no     781      no   no
#> 207   48   blue-collar  married secondary      no    5078     yes   no
#> 208   48   blue-collar  married   primary      no       8      no   no
#> 209   50      services  married secondary      no    1134      no   no
#> 210   38        admin.  married secondary      no     689     yes   no
#> 211   43 self-employed  married secondary      no     634     yes   no
#> 212   31    technician   single secondary      no       9      no   no
#> 213   48    management  married  tertiary      no    1147      no   no
#> 214   40        admin.   single secondary      no     963     yes   no
#> 215   63  entrepreneur  married secondary      no    3904      no   no
#> 216   41    management  married  tertiary      no      23      no   no
#> 217   23      services   single secondary      no     665     yes   no
#> 218   29    management   single  tertiary      no     536      no   no
#> 219   52   blue-collar   single  tertiary     yes    -517      no  yes
#> 220   44  entrepreneur  married secondary     yes    -848     yes   no
#> 221   39    technician  married secondary      no     375     yes  yes
#> 222   49   blue-collar  married   primary      no     371     yes   no
#> 223   34        admin.  married secondary      no      95     yes   no
#> 224   33    technician  married  tertiary      no     148      no   no
#> 225   51   blue-collar divorced   primary      no     886      no   no
#> 226   24    management   single  tertiary      no       1      no   no
#> 227   34      services  married secondary      no     142     yes   no
#> 228   50   blue-collar  married   primary      no     506     yes   no
#> 229   44   blue-collar  married secondary      no     129     yes  yes
#> 230   57   blue-collar divorced   primary      no    1299      no   no
#> 231   26       student   single   unknown      no      19      no   no
#> 232   29   blue-collar  married   primary      no     163     yes  yes
#> 233   50   blue-collar  married   primary      no       0      no   no
#> 234   52    management  married secondary      no    4096     yes   no
#> 235   31        admin.  married secondary      no       0     yes  yes
#> 236   32   blue-collar   single   primary      no      33      no   no
#> 237   33    technician   single secondary      no       0      no   no
#> 238   33        admin.   single secondary      no    1779     yes   no
#> 239   41    unemployed divorced  tertiary      no    -198     yes   no
#> 240   28    technician  married  tertiary      no     107     yes   no
#> 241   41  entrepreneur   single   primary      no    7264      no  yes
#> 242   32   blue-collar  married   primary      no     289     yes   no
#> 243   48      services  married   unknown      no    1155     yes   no
#> 244   45 self-employed divorced  tertiary      no     963     yes   no
#> 245   39   blue-collar  married secondary      no       0     yes   no
#> 246   36        admin. divorced secondary      no     -37     yes   no
#> 247   60       retired  married secondary      no    3932     yes   no
#> 248   42        admin.   single secondary      no    -247     yes  yes
#> 249   34   blue-collar   single   primary      no     505     yes   no
#> 250   40    management divorced  tertiary      no     205      no   no
#> 251   26     housemaid   single secondary      no      93      no   no
#> 252   42      services  married secondary      no    1545     yes   no
#> 253   47    management  married  tertiary      no    1147      no   no
#> 254   35   blue-collar  married secondary      no     765     yes   no
#> 255   24       student   single secondary      no     822      no   no
#> 256   42    management divorced  tertiary      no     461     yes   no
#> 257   53      services  married secondary      no      76     yes   no
#> 258   44    technician divorced secondary      no     316     yes   no
#> 259   44 self-employed   single  tertiary      no      97     yes   no
#> 260   43   blue-collar  married   primary      no     -41      no   no
#> 261   28   blue-collar   single   primary      no    2340     yes   no
#> 262   53      services  married   primary      no    2618     yes   no
#> 263   23       student   single secondary      no    1062      no   no
#> 264   32      services  married secondary      no     206     yes  yes
#> 265   27   blue-collar  married secondary      no     191     yes   no
#> 266   55    technician   single secondary      no      11      no   no
#> 267   48        admin.  married   unknown      no       0     yes   no
#> 268   32   blue-collar  married   primary      no     827     yes   no
#> 269   45   blue-collar  married   primary      no     351     yes   no
#> 270   38    technician  married secondary      no      54     yes  yes
#> 271   53   blue-collar divorced   primary      no      -1     yes   no
#> 272   26    technician   single secondary      no     941      no  yes
#> 273   34  entrepreneur  married secondary      no     223      no  yes
#> 274   31    management   single  tertiary      no      53     yes   no
#> 275   45  entrepreneur divorced  tertiary      no       0     yes   no
#> 276   56    management divorced  tertiary      no     310      no   no
#> 277   38   blue-collar  married   primary      no     635     yes   no
#> 278   39    management   single  tertiary      no     668      no   no
#> 279   26      services   single secondary      no    1700     yes   no
#> 280   35       student divorced   primary      no    2755     yes   no
#> 281   30    management   single  tertiary      no       0      no   no
#> 282   41      services divorced secondary      no      83      no   no
#> 283   47  entrepreneur  married secondary      no       0      no   no
#> 284   38      services  married   unknown      no   10189     yes   no
#> 285   61    management  married  tertiary      no    5157      no   no
#> 286   35   blue-collar  married   primary      no    4366     yes   no
#> 287   30   blue-collar  married secondary     yes     -18      no   no
#> 288   35    technician  married secondary      no     561     yes   no
#> 289   35    technician  married secondary      no    -255     yes   no
#> 290   32   blue-collar  married   primary      no     391     yes   no
#> 291   40      services  married secondary      no    9374     yes   no
#> 292   30      services   single secondary      no     695     yes   no
#> 293   21       student   single secondary      no      71      no   no
#> 294   38    technician  married secondary      no       0      no   no
#> 295   54  entrepreneur divorced  tertiary      no   20527      no   no
#> 296   35   blue-collar   single secondary      no     219     yes  yes
#> 297   45   blue-collar  married   primary      no     491     yes  yes
#> 298   37    technician   single secondary      no    -272      no  yes
#> 299   42  entrepreneur  married  tertiary      no     859      no   no
#> 300   34        admin.  married secondary      no     -33     yes  yes
#> 301   38     housemaid  married secondary      no    1508      no  yes
#> 302   36    management  married  tertiary      no     918      no   no
#> 303   30    technician  married  tertiary      no     606     yes   no
#> 304   44    technician divorced secondary      no     414     yes  yes
#> 305   50   blue-collar  married secondary      no     325     yes   no
#> 306   42        admin.   single secondary      no     734     yes   no
#> 307   64       retired  married   primary      no      43      no   no
#> 308   31  entrepreneur  married  tertiary      no       0     yes   no
#> 309   35  entrepreneur  married  tertiary      no       0      no   no
#> 310   58    management divorced  tertiary      no    4256      no   no
#> 311   44    management  married  tertiary      no     474     yes  yes
#> 312   79       retired divorced   primary      no     336      no   no
#> 313   37        admin. divorced secondary      no       0     yes  yes
#> 314   36      services   single secondary      no    9713     yes   no
#> 315   57       retired  married  tertiary      no    4451      no  yes
#> 316   32    technician   single secondary      no    -138      no   no
#> 317   26    unemployed   single secondary      no     771      no   no
#> 318   25      services   single secondary      no     333      no  yes
#> 319   39        admin.  married secondary      no     563     yes   no
#> 320   40   blue-collar  married secondary      no    4795     yes   no
#> 321   50   blue-collar  married   primary      no     157      no   no
#> 322   38    technician   single  tertiary      no     178     yes   no
#> 323   31    management   single  tertiary      no       0      no   no
#> 324   45   blue-collar  married   primary      no       0     yes   no
#> 325   57    management divorced  tertiary      no     236      no   no
#> 326   30    management   single  tertiary      no     536      no   no
#> 327   36        admin.  married secondary      no    3308      no  yes
#> 328   32   blue-collar   single secondary      no    1211     yes   no
#> 329   41        admin.  married secondary      no    1705      no   no
#> 330   59     housemaid  married   primary      no       5      no  yes
#> 331   58    unemployed  married   primary      no    4967      no   no
#> 332   26        admin.  married secondary      no     284      no   no
#> 333   50   blue-collar divorced   primary      no     -19     yes   no
#> 334   38   blue-collar  married   primary      no     168     yes  yes
#> 335   36        admin.   single secondary      no     148     yes   no
#> 336   28    technician   single  tertiary      no     386      no   no
#> 337   52  entrepreneur  married secondary      no    3332     yes  yes
#> 338   35     housemaid  married   primary      no       0      no   no
#> 339   35   blue-collar  married   primary      no       0     yes   no
#> 340   39    technician  married secondary      no    2765     yes  yes
#> 341   53    technician  married secondary      no    3398      no  yes
#> 342   52  entrepreneur  married secondary      no     330      no  yes
#> 343   41   blue-collar  married secondary      no    2152     yes   no
#> 344   50    technician  married secondary      no    8001      no   no
#> 345   57 self-employed  married secondary      no    2109      no   no
#> 346   56    management  married  tertiary      no      79      no   no
#> 347   34    management   single  tertiary      no    -578     yes   no
#> 348   41   blue-collar  married secondary      no     449     yes  yes
#> 349   54    management divorced  tertiary      no    5253     yes  yes
#> 350   66     housemaid divorced   primary      no    3701      no   no
#> 351   28    management  married  tertiary      no     395      no   no
#> 352   22       student   single secondary      no     722     yes   no
#> 353   50    technician  married secondary      no       4      no   no
#> 354   35    management   single  tertiary      no       0     yes   no
#> 355   37  entrepreneur  married  tertiary      no    7944      no   no
#> 356   30    management   single  tertiary      no      59     yes  yes
#> 357   38        admin.   single secondary      no     221     yes   no
#> 358   36   blue-collar  married secondary      no     330     yes   no
#> 359   43    management   single  tertiary      no    3872     yes   no
#> 360   42   blue-collar  married secondary      no    3052     yes   no
#> 361   28   blue-collar   single secondary      no     362     yes   no
#> 362   37    management  married  tertiary      no    5355      no   no
#> 363   39    management  married  tertiary      no     285     yes   no
#> 364   34      services   single   primary      no    3648     yes   no
#> 365   55    unemployed  married  tertiary      no    4809     yes   no
#> 366   37  entrepreneur  married  tertiary      no     298      no   no
#> 367   29    technician   single  tertiary      no    1185     yes   no
#> 368   34    technician  married secondary      no       2     yes   no
#> 369   42      services   single secondary      no     838     yes   no
#> 370   32        admin.  married secondary      no     552     yes   no
#> 371   32   blue-collar  married secondary      no    2561     yes   no
#> 372   34   blue-collar  married   primary      no     351      no  yes
#> 373   39   blue-collar  married secondary      no     161     yes   no
#> 374   35   blue-collar  married   primary      no    -167     yes   no
#> 375   55       retired  married secondary      no    3948      no   no
#> 376   31        admin.  married secondary      no     -36     yes  yes
#> 377   59       retired  married secondary      no     374      no   no
#> 378   34    management  married  tertiary      no     362     yes   no
#> 379   53      services   single secondary      no    1162     yes   no
#> 380   38   blue-collar  married secondary      no       0      no   no
#> 381   41    management  married  tertiary      no    5936      no   no
#> 382   46   blue-collar  married secondary      no     853      no   no
#> 383   31        admin.  married secondary      no       2     yes  yes
#> 384   27      services   single secondary      no     814     yes   no
#> 385   51   blue-collar  married   primary      no       0      no   no
#> 386   40    technician divorced secondary      no      16     yes   no
#> 387   49    management  married  tertiary      no     865      no   no
#> 388   39     housemaid  married secondary      no    1444      no   no
#> 389   50   blue-collar  married secondary      no     278      no   no
#> 390   45    management  married  tertiary      no      77     yes   no
#> 391   46   blue-collar  married secondary      no     265     yes   no
#> 392   39   blue-collar  married   primary      no     541     yes   no
#> 393   61 self-employed divorced  tertiary      no   52587      no   no
#> 394   37    technician   single secondary      no     -59     yes   no
#> 395   38    technician  married   unknown      no      90     yes  yes
#> 396   32    management  married  tertiary      no    1660     yes   no
#> 397   51        admin.  married secondary      no     924     yes   no
#> 398   38    technician   single secondary      no     553     yes   no
#> 399   39     housemaid  married secondary      no       0     yes   no
#> 400   42    management  married  tertiary      no      36      no   no
#> 401   43 self-employed  married secondary      no    5317      no   no
#> 402   38    technician   single secondary      no      61     yes   no
#> 403   49    management divorced secondary      no    1598     yes   no
#> 404   58       retired  married   primary      no    4007      no   no
#> 405   39   blue-collar   single   primary      no    1537      no  yes
#> 406   50    management  married  tertiary      no     782      no   no
#> 407   28    management  married  tertiary      no      12     yes   no
#> 408   51   blue-collar  married secondary      no      51      no  yes
#> 409   47    technician  married secondary      no      72      no   no
#> 410   30        admin.   single  tertiary      no       5      no  yes
#> 411   55    technician divorced secondary      no     852      no   no
#> 412   40    management   single  tertiary      no    -222     yes   no
#> 413   33    technician   single  tertiary      no     129     yes   no
#> 414   31    technician   single   unknown      no     694     yes   no
#> 415   33    technician  married  tertiary      no     145     yes   no
#> 416   58       retired  married   unknown      no     928      no   no
#> 417   48  entrepreneur  married secondary      no      86     yes   no
#> 418   28        admin.   single   unknown      no     731     yes   no
#> 419   38    unemployed   single secondary      no    7159      no   no
#> 420   44   blue-collar  married secondary      no     294     yes   no
#> 421   31    management  married  tertiary      no    1126      no   no
#> 422   46       unknown  married   unknown      no    2911      no   no
#> 423   32    management   single  tertiary      no    1804     yes   no
#> 424   36    management   single   unknown      no     601      no   no
#> 425   47     housemaid  married  tertiary      no    1692     yes   no
#> 426   29    unemployed   single  tertiary      no    1311      no   no
#> 427   35    management   single   unknown      no     342      no  yes
#> 428   43  entrepreneur  married  tertiary      no     210      no   no
#> 429   34    management  married  tertiary      no    1770     yes   no
#> 430   30    technician   single secondary      no    1416      no   no
#> 431   59      services  married   primary      no     196     yes   no
#> 432   50    management divorced  tertiary      no     405      no   no
#> 433   35   blue-collar  married secondary      no     463     yes   no
#> 434   37        admin.   single secondary      no     192     yes   no
#> 435   45   blue-collar  married   primary      no     487     yes   no
#> 436   54        admin. divorced secondary      no    -288     yes   no
#> 437   64    management  married  tertiary      no    3951      no   no
#> 438   48    management  married  tertiary      no       0      no  yes
#> 439   62    unemployed  married   primary      no     532      no   no
#> 440   53   blue-collar  married   primary      no    1388      no   no
#> 441   59   blue-collar  married secondary      no       0      no   no
#> 442   43        admin.   single secondary      no     445     yes   no
#> 443   48    management  married  tertiary      no       2      no   no
#> 444   40    management  married  tertiary      no   -1212     yes   no
#> 445   46   blue-collar  married   primary      no    5164     yes   no
#> 446   36      services   single secondary      no     616     yes  yes
#> 447   36    technician  married  tertiary      no     571     yes  yes
#> 448   29      services  married secondary      no     182     yes   no
#> 449   29       student   single secondary      no    1093     yes   no
#> 450   39   blue-collar divorced  tertiary      no     382      no   no
#> 451   38 self-employed  married secondary      no     173      no   no
#> 452   55   blue-collar  married secondary      no     176      no  yes
#> 453   30    management  married  tertiary      no     367      no   no
#> 454   33    technician   single  tertiary      no     231     yes   no
#> 455   42    technician  married secondary      no     233      no   no
#> 456   29    management  married  tertiary      no     318     yes   no
#> 457   43    unemployed  married   primary      no       9     yes  yes
#> 458   46    management   single  tertiary      no     502      no   no
#> 459   32   blue-collar   single secondary      no     259     yes   no
#> 460   33      services  married secondary      no    1631     yes   no
#> 461   55    technician  married   primary      no     284      no   no
#> 462   36    management  married  tertiary      no       0     yes   no
#> 463   47  entrepreneur  married   unknown      no    1481     yes   no
#> 464   45 self-employed  married secondary      no    3080      no   no
#> 465   30    management   single secondary      no     135      no   no
#> 466   41    management  married  tertiary      no    5883      no   no
#> 467   75       retired divorced   primary      no    3881     yes   no
#> 468   43    technician divorced secondary      no    1648      no   no
#> 469   46     housemaid  married secondary      no     271     yes   no
#> 470   23      services   single secondary      no      75     yes   no
#> 471   35    technician   single  tertiary      no     354     yes   no
#> 472   30        admin.  married   primary      no      40     yes  yes
#> 473   48    unemployed   single   primary      no      63      no   no
#> 474   32      services   single secondary      no     459     yes   no
#> 475   49      services  married secondary      no       0      no   no
#> 476   37   blue-collar  married secondary      no     223     yes   no
#> 477   35      services  married secondary      no      74     yes   no
#> 478   58    management  married   primary      no    2769     yes   no
#> 479   53    technician  married  tertiary      no    4323     yes   no
#> 480   44    technician  married  tertiary      no    4580     yes   no
#> 481   42        admin.  married   primary      no    -306     yes   no
#> 482   43    technician  married  tertiary      no    2643      no   no
#> 483   53  entrepreneur  married   primary      no    -257     yes  yes
#> 484   28    technician   single secondary      no     441      no  yes
#> 485   27   blue-collar   single secondary     yes      -2     yes  yes
#> 486   54    technician  married secondary      no   10185      no   no
#> 487   33        admin.  married secondary      no    2374     yes   no
#> 488   69       retired  married  tertiary      no     473      no   no
#> 489   39    management   single  tertiary      no    3281      no   no
#> 490   50    technician  married secondary      no     423      no   no
#> 491   52    technician  married secondary      no    1373      no   no
#> 492   60       retired  married  tertiary      no    2557     yes   no
#> 493   57    technician  married secondary      no    3858      no   no
#> 494   42    technician  married secondary      no     334     yes   no
#> 495   52   blue-collar divorced   primary      no    1250      no   no
#> 496   40    technician  married secondary      no     657     yes   no
#> 497   32    technician  married secondary      no    1951     yes   no
#> 498   37        admin.   single secondary      no     515     yes   no
#> 499   36    management   single  tertiary      no     181     yes   no
#> 500   60       retired  married secondary      no    -222      no   no
#> 501   31      services   single secondary     yes      68     yes   no
#> 502   39   blue-collar   single secondary      no       0     yes   no
#> 503   49      services   single secondary      no    3061     yes   no
#> 504   39    management  married  tertiary      no     691     yes  yes
#> 505   45     housemaid divorced   primary      no     544      no   no
#> 506   34   blue-collar  married secondary      no     355     yes   no
#> 507   53        admin.  married   primary      no    6280      no   no
#> 508   38    technician   single secondary      no     227      no   no
#> 509   28        admin.   single secondary      no     419     yes   no
#> 510   53     housemaid  married   primary     yes     945      no   no
#> 511   27   blue-collar   single secondary      no     940     yes   no
#> 512   30    technician   single secondary      no    2567      no   no
#> 513   33    management  married secondary      no      56     yes   no
#> 514   37    technician   single  tertiary      no    1609      no  yes
#> 515   30    management   single  tertiary      no     364      no   no
#> 516   53   blue-collar  married   primary      no    -864     yes   no
#> 517   27    management   single  tertiary      no    1137     yes   no
#> 518   37   blue-collar  married secondary      no     374     yes   no
#> 519   27    management   single  tertiary      no    2786      no   no
#> 520   40   blue-collar   single   primary      no     366     yes  yes
#> 521   76     housemaid  married   primary      no    1483      no   no
#> 522   32   blue-collar  married secondary      no    1779     yes   no
#> 523   52        admin.  married secondary      no     722      no   no
#> 524   45        admin.   single secondary      no     341     yes  yes
#> 525   34    management divorced  tertiary      no     157     yes   no
#> 526   43    management   single  tertiary      no     776      no   no
#> 527   38        admin.  married secondary      no     505     yes  yes
#> 528   60     housemaid  married   primary      no     182      no   no
#> 529   33   blue-collar   single secondary      no     498      no   no
#> 530   29    management  married  tertiary      no     991      no   no
#> 531   41    technician  married secondary      no    2851      no   no
#> 532   38   blue-collar  married   primary      no    1807      no   no
#> 533   40   blue-collar  married   primary      no    -310     yes  yes
#> 534   41  entrepreneur divorced  tertiary      no    -413     yes   no
#> 535   45        admin.  married secondary      no    -405      no   no
#> 536   31    unemployed   single secondary      no     315      no   no
#> 537   33    technician  married secondary      no     575      no  yes
#> 538   30      services  married secondary      no       0     yes   no
#> 539   40     housemaid  married secondary      no     116      no   no
#> 540   49        admin.  married secondary      no     635      no   no
#> 541   31      services  married secondary      no    2050     yes   no
#> 542   33      services   single   unknown      no     523     yes   no
#> 543   47    technician divorced secondary      no      84      no   no
#> 544   35        admin. divorced secondary      no    3636      no  yes
#> 545   42      services  married secondary      no    3465     yes  yes
#> 546   47     housemaid  married secondary      no    1765      no   no
#> 547   30 self-employed   single secondary      no     635      no  yes
#> 548   51   blue-collar  married   primary      no     653     yes  yes
#> 549   30      services   single secondary      no     631     yes   no
#> 550   56    management  married  tertiary      no     586      no   no
#> 551   37   blue-collar  married secondary      no    1407     yes   no
#> 552   55        admin. divorced secondary      no    3524     yes   no
#> 553   32    management   single  tertiary      no     112     yes   no
#> 554   52    management  married  tertiary      no    6873     yes   no
#> 555   43     housemaid divorced   primary      no       0      no   no
#> 556   47        admin.   single secondary      no    3696      no   no
#> 557   58  entrepreneur  married secondary      no     670     yes   no
#> 558   37    unemployed  married  tertiary      no    7620      no   no
#> 559   32    unemployed   single secondary      no    2706      no   no
#> 560   50    management  married secondary      no       5      no   no
#> 561   42        admin. divorced secondary      no     936      no   no
#> 562   32    technician   single  tertiary      no    1454     yes   no
#> 563   33    technician   single secondary      no    1500      no   no
#> 564   30        admin.   single  tertiary      no     305      no   no
#> 565   38  entrepreneur   single secondary      no    2543      no   no
#> 566   32    technician  married secondary      no    1242     yes   no
#> 567   28    management   single  tertiary      no     492      no   no
#> 568   50    unemployed  married secondary      no    3357      no   no
#> 569   27       student   single  tertiary      no    1390      no   no
#> 570   41        admin.  married secondary      no   16517      no   no
#> 571   54      services divorced secondary      no    2398     yes   no
#> 572   39    technician  married secondary     yes    -183     yes   no
#> 573   34        admin.  married secondary      no     635     yes   no
#> 574   37      services  married secondary      no    1616     yes   no
#> 575   20       student   single secondary      no     602     yes   no
#> 576   53       retired divorced secondary      no     797      no   no
#> 577   30      services   single secondary      no     677     yes   no
#> 578   29  entrepreneur   single  tertiary      no     430      no  yes
#> 579   47    technician  married   primary      no     434     yes  yes
#> 580   44    management  married  tertiary      no   12392     yes   no
#> 581   26     housemaid  married secondary      no    -759     yes   no
#> 582   31   blue-collar  married   primary      no     295     yes   no
#> 583   37    management  married  tertiary      no       0      no   no
#> 584   63       retired  married   primary      no   12067      no   no
#> 585   37    management   single  tertiary      no    8066      no   no
#> 586   27        admin.  married secondary      no     249     yes   no
#> 587   26    management   single  tertiary      no      55      no  yes
#> 588   30    technician  married  tertiary      no       0      no   no
#> 589   50   blue-collar  married   primary      no      65     yes   no
#> 590   34   blue-collar divorced secondary      no    1614     yes   no
#> 591   39   blue-collar divorced secondary      no     412      no   no
#> 592   54    management divorced  tertiary      no    5475      no   no
#> 593   32   blue-collar   single secondary      no    2137      no   no
#> 594   50   blue-collar  married   primary      no      89     yes   no
#> 595   27       student   single  tertiary      no    1134      no   no
#> 596   32    technician  married secondary      no     221     yes   no
#> 597   29       student   single secondary      no      48      no   no
#> 598   58       unknown  married secondary      no     208      no   no
#> 599   34      services   single  tertiary      no      88      no   no
#> 600   50    technician  married secondary      no    1616     yes  yes
#> 601   31    technician   single  tertiary      no    -167     yes   no
#> 602   58    management divorced  tertiary      no   26254     yes   no
#> 603   34   blue-collar  married secondary      no    1298     yes   no
#> 604   58   blue-collar divorced   primary      no     820     yes   no
#> 605   38  entrepreneur divorced secondary      no      36      no   no
#> 606   59    technician  married secondary      no    2342      no  yes
#> 607   40    unemployed  married secondary      no    1872      no   no
#> 608   35      services  married secondary      no     528      no   no
#> 609   32    technician  married secondary      no      79     yes   no
#> 610   32     housemaid divorced secondary      no    -613     yes   no
#> 611   29        admin.   single secondary      no     260     yes   no
#> 612   53    management divorced  tertiary      no    6388     yes   no
#> 613   44    technician  married secondary      no     398     yes   no
#> 614   36        admin.  married secondary      no     313     yes   no
#> 615   38    technician  married secondary      no    5115     yes   no
#> 616   46   blue-collar  married   primary      no     -29     yes   no
#> 617   62       retired  married secondary      no    3340      no   no
#> 618   36   blue-collar divorced   primary      no    3202     yes   no
#> 619   35 self-employed  married secondary      no      -3      no   no
#> 620   35   blue-collar   single secondary      no     218     yes   no
#> 621   35    technician divorced secondary      no    2823     yes   no
#> 622   33    unemployed   single  tertiary      no    4874      no   no
#> 623   49    technician  married secondary      no     905      no   no
#> 624   46    management  married secondary      no    3570      no   no
#> 625   57  entrepreneur  married   unknown      no     975     yes  yes
#> 626   58    technician  married  tertiary      no     289      no   no
#> 627   51  entrepreneur  married  tertiary      no   36935     yes   no
#> 628   31    unemployed  married secondary      no      24     yes   no
#> 629   26        admin.   single secondary      no     140     yes   no
#> 630   42    management  married  tertiary      no       4     yes   no
#> 631   46   blue-collar  married secondary      no     536     yes   no
#> 632   25    technician  married secondary      no    -559     yes   no
#> 633   58       retired  married secondary      no    1227      no   no
#> 634   35    technician   single secondary      no    2471     yes  yes
#> 635   54    management divorced secondary      no     300     yes   no
#> 636   33    technician  married secondary      no    6419      no   no
#> 637   31        admin.  married secondary      no     454     yes   no
#> 638   45    technician  married   primary      no    3388      no   no
#> 639   50        admin.  married secondary      no     176      no   no
#> 640   28 self-employed  married  tertiary      no       0     yes   no
#> 641   51    management  married  tertiary      no    1421     yes   no
#> 642   37      services  married secondary      no       0      no   no
#> 643   40        admin.  married  tertiary      no       0     yes   no
#> 644   36    unemployed  married  tertiary      no    7222     yes   no
#> 645   36    technician   single secondary      no    5436     yes   no
#> 646   35    technician   single secondary      no      27     yes   no
#> 647   29     housemaid   single  tertiary      no      19      no   no
#> 648   36   blue-collar  married secondary      no     723     yes   no
#> 649   50    unemployed  married secondary      no     525     yes   no
#> 650   52      services divorced secondary      no    2455      no   no
#> 651   34 self-employed  married secondary      no      47      no   no
#> 652   53    management  married  tertiary      no    4928     yes   no
#> 653   29      services   single secondary      no    -158     yes   no
#> 654   36    management  married  tertiary      no     105      no   no
#> 655   31    technician  married secondary      no      28      no   no
#> 656   33    technician   single secondary      no    6325      no   no
#> 657   39    management  married  tertiary      no       0      no   no
#> 658   45 self-employed divorced secondary      no    -139     yes   no
#> 659   46    unemployed  married secondary      no    1040      no   no
#> 660   52      services  married   unknown      no     337     yes   no
#> 661   38   blue-collar  married secondary      no     171     yes  yes
#> 662   25       student   single secondary      no    2354      no   no
#> 663   60    management   single  tertiary      no       0      no  yes
#> 664   49    management  married  tertiary      no     412      no   no
#> 665   65       retired  married  tertiary      no    1973      no   no
#> 666   43    technician   single secondary      no     293     yes   no
#> 667   33      services  married secondary      no     210     yes  yes
#> 668   43 self-employed  married  tertiary      no     819      no   no
#> 669   26    management   single  tertiary      no     948     yes   no
#> 670   36        admin.  married secondary      no     957     yes   no
#> 671   53   blue-collar  married secondary      no       0      no   no
#> 672   47   blue-collar  married secondary      no    3696     yes   no
#> 673   57    management  married  tertiary      no    4547      no   no
#> 674   37    management   single secondary      no    8311     yes   no
#> 675   23   blue-collar   single secondary     yes    -207     yes   no
#> 676   38    technician   single secondary      no       0     yes   no
#> 677   39  entrepreneur  married  tertiary      no    1654      no   no
#> 678   61       retired  married  tertiary      no    2557     yes   no
#> 679   60       retired  married   primary      no    1720      no   no
#> 680   55        admin.  married secondary      no     859      no   no
#> 681   50      services  married   primary      no    2603      no   no
#> 682   38   blue-collar  married secondary      no     702      no   no
#> 683   38    management   single  tertiary      no     574     yes   no
#> 684   52   blue-collar  married secondary      no    -164      no   no
#> 685   32        admin.  married secondary      no    1974     yes   no
#> 686   33        admin.   single secondary      no    2557     yes   no
#> 687   19       student   single   unknown      no     108      no   no
#> 688   47        admin.  married secondary      no     175     yes   no
#> 689   44    management divorced  tertiary      no     388     yes   no
#> 690   47    management   single  tertiary      no       0      no   no
#> 691   41        admin.  married secondary      no       2     yes   no
#> 692   37    technician  married secondary      no    1707     yes   no
#> 693   34    technician   single secondary      no     666      no   no
#> 694   38    technician  married  tertiary      no    -267      no   no
#> 695   30       student  married  tertiary      no     324      no   no
#> 696   22        admin.   single secondary      no     118     yes   no
#> 697   29   blue-collar   single   primary      no     161      no  yes
#> 698   54 self-employed  married  tertiary      no     542      no   no
#> 699   31    technician  married secondary      no    -292     yes  yes
#> 700   36        admin.  married secondary      no     421     yes   no
#> 701   39   blue-collar  married secondary      no    1360     yes   no
#> 702   46    management  married secondary      no     700      no  yes
#> 703   56 self-employed  married secondary      no    1539      no   no
#> 704   22      services   single secondary      no     395     yes   no
#> 705   35        admin.   single secondary      no    1537     yes   no
#> 706   46        admin.  married secondary      no     526      no  yes
#> 707   27      services  married secondary      no     100      no   no
#> 708   50    management  married  tertiary      no     619     yes   no
#> 709   30    management  married  tertiary      no    1825     yes   no
#> 710   39    management divorced   unknown      no     401      no   no
#> 711   47        admin.  married secondary      no    1156      no  yes
#> 712   35   blue-collar   single secondary      no     142     yes   no
#> 713   28    management   single secondary      no     265     yes   no
#> 714   48   blue-collar  married   primary      no     762     yes   no
#> 715   33    technician  married secondary      no       0     yes   no
#> 716   36      services  married secondary      no     812     yes  yes
#> 717   38      services  married secondary      no     611     yes  yes
#> 718   41    technician  married secondary      no     130      no   no
#> 719   57        admin.  married secondary      no    -967     yes   no
#> 720   35        admin.   single secondary      no     148     yes   no
#> 721   41        admin. divorced secondary      no       4     yes   no
#> 722   41     housemaid   single   primary      no      21      no   no
#> 723   31      services   single secondary      no   11386     yes   no
#> 724   34    management   single  tertiary      no     673     yes  yes
#> 725   34      services  married secondary      no    1553     yes   no
#> 726   43      services   single   unknown      no     193     yes   no
#> 727   52      services  married secondary      no     992     yes   no
#> 728   31 self-employed   single secondary      no     762      no   no
#> 729   31    technician   single secondary      no     335     yes   no
#> 730   41    management   single  tertiary      no    3371     yes  yes
#> 731   38   blue-collar  married secondary      no      49     yes   no
#> 732   70       retired divorced   primary      no     482      no   no
#> 733   19       student   single secondary      no    1803      no   no
#> 734   38   blue-collar  married   primary      no     132     yes   no
#> 735   39       retired   single   primary      no     -79      no   no
#> 736   36    management  married  tertiary      no    1352      no   no
#> 737   56    technician  married secondary      no     147      no   no
#> 738   29    management   single  tertiary      no     308      no   no
#> 739   33    management  married secondary      no     -14     yes   no
#> 740   48   blue-collar  married secondary      no     794      no   no
#> 741   43   blue-collar  married   primary      no     794     yes   no
#> 742   44    technician  married secondary      no     331     yes   no
#> 743   31    management   single  tertiary      no     347     yes   no
#> 744   54   blue-collar  married secondary      no    2255      no   no
#> 745   37 self-employed  married  tertiary      no     129      no   no
#> 746   28 self-employed   single  tertiary      no     442      no   no
#> 747   39        admin.  married secondary     yes       0      no   no
#> 748   29    unemployed  married secondary      no     596      no   no
#> 749   44   blue-collar  married secondary      no    -431     yes   no
#> 750   46   blue-collar  married   primary      no    9083     yes   no
#> 751   37    management   single secondary      no      24     yes  yes
#> 752   42   blue-collar  married secondary      no    -150     yes   no
#> 753   18       student   single secondary      no     156      no   no
#> 754   39        admin.  married secondary      no    -982     yes  yes
#> 755   58 self-employed  married secondary      no    1407     yes   no
#> 756   30   blue-collar   single secondary      no     155     yes  yes
#> 757   31       student   single  tertiary      no    4951      no   no
#> 758   30       student   single  tertiary      no       0      no   no
#> 759   44    management  married  tertiary      no    7454      no   no
#> 760   30    technician   single  tertiary      no    6683      no   no
#> 761   27       student   single secondary      no       0      no   no
#> 762   43    management  married  tertiary      no     248      no   no
#> 763   33    management   single  tertiary      no    3161     yes   no
#> 764   40   blue-collar  married secondary      no     252     yes  yes
#> 765   35    technician   single  tertiary      no    1529      no   no
#> 766   41     housemaid  married secondary      no     304      no   no
#> 767   31   blue-collar  married secondary      no      42     yes   no
#> 768   50   blue-collar  married   primary      no     480     yes   no
#> 769   59   blue-collar  married secondary      no       0      no   no
#> 770   57       retired  married   unknown      no    -157      no   no
#> 771   46        admin.  married secondary      no       0     yes  yes
#> 772   52   blue-collar  married secondary      no    1860      no   no
#> 773   47   blue-collar  married   primary      no      85      no   no
#> 774   46      services   single   unknown      no     454      no   no
#> 775   40    management  married  tertiary      no     229     yes   no
#> 776   34      services divorced secondary      no     202     yes   no
#> 777   38   blue-collar   single secondary      no    1137      no   no
#> 778   52   blue-collar  married secondary      no     568     yes   no
#> 779   50        admin.  married secondary      no    -221      no  yes
#> 780   50   blue-collar  married secondary      no      37     yes  yes
#> 781   27   blue-collar  married   primary      no      52      no  yes
#> 782   35    management  married  tertiary      no    1650      no   no
#> 783   30      services   single  tertiary      no     542     yes   no
#> 784   53    management  married secondary      no    2693      no   no
#> 785   19       student   single   primary      no     134      no   no
#> 786   36        admin.  married secondary      no     194     yes  yes
#> 787   53      services  married secondary      no    2719     yes   no
#> 788   30   blue-collar  married secondary      no     364     yes  yes
#> 789   53    technician divorced secondary      no      45      no   no
#> 790   30        admin.   single secondary     yes    -242      no   no
#> 791   27      services   single secondary      no       1     yes  yes
#> 792   51   blue-collar  married secondary      no    -286     yes   no
#> 793   27        admin.   single secondary      no     261     yes  yes
#> 794   46    management   single secondary      no    5993      no   no
#> 795   44    technician  married secondary      no     358      no   no
#> 796   39    management  married  tertiary      no    1112      no   no
#> 797   47    technician  married secondary      no    -401     yes   no
#> 798   35    technician divorced secondary      no     515     yes  yes
#> 799   37   blue-collar  married secondary      no       6     yes   no
#> 800   40 self-employed  married  tertiary      no     355     yes   no
#> 801   50   blue-collar  married   primary      no      40     yes   no
#> 802   24       student   single secondary      no       0      no   no
#> 803   34     housemaid  married secondary      no     -97     yes  yes
#> 804   55    management divorced  tertiary      no    2625     yes   no
#> 805   39        admin.  married secondary      no     260     yes   no
#> 806   34       unknown  married   unknown      no    4535      no   no
#> 807   51    management  married  tertiary      no     346      no   no
#> 808   44 self-employed  married secondary      no     335      no   no
#> 809   48    technician  married secondary      no     101     yes   no
#> 810   45  entrepreneur  married secondary      no     245     yes   no
#> 811   37        admin. divorced secondary      no       0      no   no
#> 812   35        admin.  married secondary      no     147     yes  yes
#> 813   47   blue-collar  married secondary      no     863     yes   no
#> 814   35   blue-collar  married secondary      no     270     yes  yes
#> 815   32    unemployed  married secondary      no      10     yes   no
#> 816   39      services  married secondary      no    1116     yes   no
#> 817   41   blue-collar  married secondary      no    1165      no   no
#> 818   43    technician  married secondary      no     533     yes   no
#> 819   61    management  married  tertiary      no    6016      no   no
#> 820   50    management  married  tertiary      no      85      no  yes
#> 821   42   blue-collar  married secondary      no     505     yes   no
#> 822   47    management  married secondary      no      -1      no   no
#> 823   34    management  married  tertiary      no      63      no   no
#> 824   32    management  married  tertiary      no    3517     yes   no
#> 825   31      services  married secondary      no    1670      no   no
#> 826   44       retired  married   primary      no     779     yes   no
#> 827   45        admin.  married secondary      no     142     yes  yes
#> 828   39        admin.   single secondary      no       0     yes   no
#> 829   57       retired  married secondary      no     211     yes   no
#> 830   37   blue-collar  married secondary      no      14     yes   no
#> 831   39    management  married secondary      no    1034     yes   no
#> 832   69       retired divorced secondary      no    4572      no   no
#> 833   46    technician  married secondary      no       0     yes   no
#> 834   33    technician  married secondary      no       0     yes   no
#> 835   42     housemaid  married secondary      no     341      no   no
#> 836   32    management   single  tertiary      no     593     yes   no
#> 837   53    management  married  tertiary      no     694      no   no
#> 838   54      services   single secondary      no     492      no   no
#> 839   37 self-employed   single secondary      no     125      no   no
#> 840   43    management  married   unknown      no     587     yes   no
#> 841   32   blue-collar  married secondary      no     335     yes   no
#> 842   40   blue-collar  married   primary      no     104     yes   no
#> 843   44    technician  married secondary      no    7863      no   no
#> 844   31   blue-collar   single secondary      no    1124     yes   no
#> 845   45   blue-collar  married   primary      no     803     yes   no
#> 846   26        admin.   single secondary      no     483     yes   no
#> 847   46    management  married  tertiary      no    9678     yes   no
#> 848   46    technician  married secondary      no     591      no   no
#> 849   59      services  married secondary      no     -22     yes   no
#> 850   32   blue-collar  married   primary      no     -94     yes  yes
#> 851   37    management   single  tertiary      no   22125      no  yes
#> 852   54    technician  married   unknown      no       0      no   no
#> 853   53      services  married secondary      no      -2     yes  yes
#> 854   47        admin.  married secondary      no    3676      no   no
#> 855   52      services divorced secondary      no      36     yes  yes
#> 856   46   blue-collar   single secondary      no       0     yes   no
#> 857   24       student   single secondary      no   23878      no   no
#> 858   47   blue-collar  married   primary      no     259      no   no
#> 859   33 self-employed  married  tertiary      no    1676     yes   no
#> 860   30    management  married  tertiary      no      24     yes   no
#> 861   51 self-employed divorced secondary      no     154     yes   no
#> 862   46      services  married secondary     yes     130      no   no
#> 863   56    technician   single   primary      no     145     yes   no
#> 864   42    unemployed  married  tertiary      no     576      no   no
#> 865   39        admin.  married secondary      no      15      no   no
#> 866   46     housemaid  married   primary      no     269      no   no
#> 867   26    management   single  tertiary      no    1623      no   no
#> 868   36        admin.   single secondary      no     449     yes   no
#> 869   35    management divorced  tertiary      no    6997     yes   no
#> 870   40    unemployed   single  tertiary      no      97     yes  yes
#> 871   60      services  married secondary      no    8837     yes   no
#> 872   41   blue-collar divorced   primary      no    2195     yes   no
#> 873   37 self-employed  married secondary      no    8230     yes   no
#> 874   48   blue-collar   single secondary      no    -269      no   no
#> 875   44    technician  married secondary      no    1226     yes  yes
#> 876   32   blue-collar  married   primary     yes    -148     yes   no
#> 877   52      services divorced secondary      no     238     yes   no
#> 878   19       student   single secondary      no     526      no   no
#> 879   62    technician  married   unknown      no     635      no   no
#> 880   34   blue-collar  married secondary      no       7     yes  yes
#> 881   45    technician  married secondary      no    -847      no  yes
#> 882   47    technician  married secondary      no    1059     yes   no
#> 883   41    technician  married secondary      no     902      no   no
#> 884   80       retired  married   primary      no    1468      no   no
#> 885   32    technician   single secondary      no      82      no   no
#> 886   31    management  married  tertiary      no     877      no   no
#> 887   39    management   single  tertiary      no    2258     yes   no
#> 888   27    management   single  tertiary      no    6791      no   no
#> 889   42  entrepreneur  married secondary      no    -480     yes  yes
#> 890   40      services divorced secondary      no     160      no   no
#> 891   30    technician   single  tertiary      no       0      no   no
#> 892   35   blue-collar   single secondary      no     546     yes   no
#> 893   30    management   single  tertiary      no    1761     yes   no
#> 894   44      services divorced secondary      no     396     yes  yes
#> 895   45   blue-collar  married   primary      no    1335     yes   no
#> 896   36      services   single secondary      no     174     yes   no
#> 897   27  entrepreneur  married secondary      no      97     yes  yes
#> 898   25   blue-collar   single secondary      no       0     yes   no
#> 899   32   blue-collar   single   primary      no    1137     yes  yes
#> 900   34    technician  married  tertiary      no     555     yes   no
#> 901   45   blue-collar  married secondary      no      42     yes   no
#> 902   38   blue-collar   single secondary      no     522     yes   no
#> 903   37 self-employed   single  tertiary      no     281     yes   no
#> 904   57    technician  married  tertiary      no   27069      no  yes
#> 905   25      services   single   unknown      no    2022      no   no
#> 906   38    management   single  tertiary      no    1495     yes   no
#> 907   25    technician   single  tertiary      no    1693      no   no
#> 908   41     housemaid  married   primary      no    1529      no   no
#> 909   27    management   single  tertiary      no     148     yes   no
#> 910   57   blue-collar  married   primary      no      24      no   no
#> 911   33 self-employed  married  tertiary      no     483     yes   no
#> 912   46   blue-collar  married secondary      no     877      no   no
#> 913   30    technician  married  tertiary      no    3418      no   no
#> 914   43      services  married   primary      no    2557     yes   no
#> 915   32    technician divorced secondary      no       2     yes   no
#> 916   51   blue-collar  married   primary      no    2832     yes   no
#> 917   43    management  married  tertiary      no       0     yes   no
#> 918   28   blue-collar  married secondary      no      86     yes  yes
#> 919   34        admin.  married secondary      no    1406     yes   no
#> 920   30    management  married secondary      no   11391     yes   no
#> 921   27    management  married  tertiary      no    1918      no   no
#> 922   42        admin. divorced secondary      no    2129      no   no
#> 923   38        admin.   single secondary      no    -327      no   no
#> 924   36   blue-collar   single   primary      no     736     yes   no
#> 925   50    management   single  tertiary      no     297     yes   no
#> 926   34   blue-collar  married secondary      no    2308     yes   no
#> 927   49    management  married secondary      no      99     yes   no
#> 928   24       student   single secondary      no     382      no   no
#> 929   57    management divorced   unknown      no       0      no   no
#> 930   29        admin.  married secondary      no     535      no   no
#> 931   29   blue-collar   single secondary      no     770     yes   no
#> 932   79       retired  married secondary      no    2661      no   no
#> 933   31   blue-collar  married secondary      no    3659      no   no
#> 934   31        admin.   single secondary      no    3323     yes   no
#> 935   41    management  married  tertiary      no      20     yes   no
#> 936   56       retired divorced secondary      no     275     yes  yes
#> 937   38    technician  married   primary      no   -1038      no  yes
#> 938   37   blue-collar   single secondary      no     690     yes   no
#> 939   41    technician  married secondary      no     994      no   no
#> 940   31    management   single  tertiary      no     775     yes   no
#> 941   27       student   single secondary      no     279      no   no
#> 942   52  entrepreneur divorced secondary      no     105      no  yes
#> 943   27   blue-collar   single secondary      no     484     yes   no
#> 944   40   blue-collar  married secondary      no       0     yes   no
#> 945   23      services   single secondary      no     870      no   no
#> 946   43    management  married  tertiary      no      -8     yes   no
#> 947   41      services  married   primary      no     124     yes   no
#> 948   46        admin. divorced secondary      no    1203      no   no
#> 949   31        admin.   single  tertiary      no     355     yes   no
#> 950   48   blue-collar  married   primary      no     448     yes   no
#> 951   46    technician  married secondary      no    2501      no   no
#> 952   33   blue-collar  married secondary      no      53      no   no
#> 953   65       retired  married secondary      no   23421      no   no
#> 954   65       retired  married   primary      no    3713      no   no
#> 955   27       student   single secondary      no   16173     yes   no
#> 956   27        admin.  married secondary      no      53     yes   no
#> 957   39    management  married  tertiary      no     271     yes   no
#> 958   30        admin.   single  tertiary      no     732      no   no
#> 959   55    management  married   primary      no     338     yes   no
#> 960   58       retired  married   unknown      no     662     yes   no
#> 961   35        admin.  married   primary      no    1994      no   no
#> 962   52    unemployed  married secondary      no      94      no   no
#> 963   34        admin. divorced secondary      no     -75      no   no
#> 964   37    technician  married  tertiary      no     732      no   no
#> 965   29    technician  married secondary      no     767     yes   no
#> 966   28    management   single  tertiary      no    1335      no  yes
#> 967   60       unknown  married   primary      no    4722      no   no
#> 968   44    unemployed  married   primary      no     280     yes   no
#> 969   36   blue-collar  married secondary      no      29     yes  yes
#> 970   27   blue-collar   single secondary      no    1049      no   no
#> 971   42   blue-collar divorced   primary      no     299     yes   no
#> 972   35   blue-collar  married secondary      no    2643     yes   no
#> 973   61       unknown   single   primary      no      50      no   no
#> 974   31    technician   single  tertiary      no    1214      no   no
#> 975   29    management  married  tertiary      no     103     yes   no
#> 976   40   blue-collar  married secondary      no     326     yes  yes
#> 977   53   blue-collar  married   primary      no    4793     yes   no
#> 978   35    management  married  tertiary      no     272     yes  yes
#> 979   26    management   single  tertiary      no     962     yes   no
#> 980   51       retired  married secondary      no     965     yes   no
#> 981   55       retired  married   primary      no     -90     yes  yes
#> 982   47    management  married  tertiary      no    6637     yes   no
#> 983   46   blue-collar  married secondary      no     431     yes   no
#> 984   28    management   single  tertiary      no    4937     yes   no
#> 985   47      services  married secondary      no     216     yes   no
#> 986   29        admin.  married secondary      no     943     yes   no
#> 987   45  entrepreneur  married  tertiary      no       1      no   no
#> 988   41    management  married secondary      no    5585      no   no
#> 989   33 self-employed  married  tertiary      no    -103     yes   no
#> 990   32    management  married  tertiary      no    4733      no   no
#> 991   55     housemaid  married secondary      no     139      no   no
#> 992   29    management  married  tertiary      no      16     yes   no
#> 993   35    management  married secondary      no     616      no  yes
#> 994   55    management  married  tertiary      no    1433      no   no
#> 995   31 self-employed   single  tertiary      no    2589      no   no
#> 996   56    management  married  tertiary      no    5282      no   no
#> 997   43   blue-collar  married   primary      no     232      no  yes
#> 998   33    management divorced  tertiary      no     893     yes   no
#> 999   48       retired divorced   primary      no     666     yes   no
#> 1000  45        admin.  married secondary      no     180     yes   no
#> 1001  31      services  married   primary      no    -732     yes   no
#> 1002  56    management  married  tertiary      no    1390     yes   no
#> 1003  57     housemaid  married   primary      no     501     yes  yes
#> 1004  30        admin.   single secondary      no     382     yes   no
#> 1005  51   blue-collar divorced   primary      no     -28      no  yes
#> 1006  33 self-employed  married  tertiary      no     666     yes   no
#> 1007  43    management  married  tertiary      no    1800      no   no
#> 1008  55    technician   single secondary      no    3339     yes   no
#> 1009  30    technician  married  tertiary      no     526     yes  yes
#> 1010  36    unemployed  married secondary     yes    -318     yes   no
#> 1011  50    management  married secondary      no    2910      no   no
#> 1012  31   blue-collar   single secondary      no     411      no   no
#> 1013  55    technician  married  tertiary      no       0      no   no
#> 1014  31    management   single  tertiary      no     471      no   no
#> 1015  54       retired divorced secondary      no    2761      no   no
#> 1016  59    technician  married   primary      no    4243     yes   no
#> 1017  38  entrepreneur  married secondary      no     197      no   no
#> 1018  46    management divorced  tertiary      no     225     yes   no
#> 1019  54   blue-collar  married secondary      no    1765     yes   no
#> 1020  58       retired divorced secondary      no     312      no   no
#> 1021  71       retired divorced secondary      no    3104      no   no
#> 1022  45       unknown  married   unknown      no    2834      no   no
#> 1023  32    unemployed  married secondary      no    2400     yes  yes
#> 1024  46      services  married   unknown      no      72     yes   no
#> 1025  48    management divorced  tertiary      no     148      no   no
#> 1026  53      services divorced secondary      no     765     yes   no
#> 1027  40   blue-collar   single secondary      no    3571     yes   no
#> 1028  55    management divorced  tertiary      no     608     yes   no
#> 1029  32      services   single secondary      no    -408     yes   no
#> 1030  38    management divorced  tertiary      no    5455     yes   no
#> 1031  35   blue-collar   single secondary      no     907     yes  yes
#> 1032  39 self-employed  married secondary      no     266      no   no
#> 1033  43   blue-collar  married secondary      no      30      no   no
#> 1034  48   blue-collar  married   primary      no     554      no   no
#> 1035  35 self-employed  married  tertiary      no    1340      no  yes
#> 1036  58        admin.  married secondary      no    2777     yes   no
#> 1037  28   blue-collar  married secondary      no     -26      no  yes
#> 1038  36   blue-collar  married   unknown      no    -742     yes  yes
#> 1039  44    management  married  tertiary      no    1242     yes   no
#> 1040  36    technician  married secondary      no     361      no   no
#> 1041  37    technician divorced secondary      no    1176      no  yes
#> 1042  52    technician  married  tertiary      no     876      no   no
#> 1043  33    management  married  tertiary      no     876      no   no
#> 1044  52    management divorced  tertiary      no      12     yes   no
#> 1045  50    management  married secondary      no    1165      no   no
#> 1046  36    management   single  tertiary      no    4788     yes   no
#> 1047  34    technician   single secondary      no    2660     yes   no
#> 1048  54    management divorced secondary      no     155     yes   no
#> 1049  32      services  married secondary      no    2578      no   no
#> 1050  48    management   single  tertiary      no    -295      no  yes
#> 1051  34    technician   single secondary      no       0      no   no
#> 1052  32   blue-collar   single   primary      no     181     yes   no
#> 1053  53   blue-collar  married   primary      no    1311      no   no
#> 1054  52    technician  married   unknown      no    2709     yes   no
#> 1055  36   blue-collar  married secondary      no     537      no  yes
#> 1056  42      services  married secondary      no     146     yes  yes
#> 1057  38  entrepreneur  married   unknown      no    1134     yes   no
#> 1058  48  entrepreneur   single secondary      no       0     yes   no
#> 1059  30      services   single secondary      no     732     yes   no
#> 1060  36    technician divorced secondary      no     556     yes   no
#> 1061  48    management divorced  tertiary     yes    -625     yes   no
#> 1062  38    management   single  tertiary      no    3813      no   no
#> 1063  27    management  married  tertiary      no      33     yes   no
#> 1064  48        admin. divorced secondary      no    -480      no   no
#> 1065  36   blue-collar  married   primary      no    -453     yes   no
#> 1066  41  entrepreneur  married secondary      no     187      no  yes
#> 1067  46    technician   single secondary      no       0      no   no
#> 1068  60   blue-collar divorced secondary      no       0     yes   no
#> 1069  40   blue-collar  married   primary      no      98     yes   no
#> 1070  46   blue-collar  married  tertiary     yes    -388      no   no
#> 1071  45    management  married  tertiary      no    9711      no   no
#> 1072  30    management  married  tertiary      no     168     yes   no
#> 1073  60        admin.  married secondary      no      39     yes  yes
#> 1074  34    management   single  tertiary      no     382      no   no
#> 1075  37   blue-collar   single secondary      no    2032     yes   no
#> 1076  28    management  married  tertiary      no    3694      no  yes
#> 1077  43      services divorced secondary      no     957      no  yes
#> 1078  56   blue-collar  married   primary      no     690     yes   no
#> 1079  30    management  married  tertiary      no     859     yes   no
#> 1080  49   blue-collar divorced   primary      no     235      no   no
#> 1081  41    management  married  tertiary      no   27696      no   no
#> 1082  28    technician  married  tertiary      no     858     yes   no
#> 1083  36    management   single  tertiary      no    3875     yes   no
#> 1084  35      services divorced secondary      no     440     yes   no
#> 1085  39    technician  married secondary      no     192     yes  yes
#> 1086  32    technician  married secondary      no     344     yes   no
#> 1087  50   blue-collar  married   primary      no   12519     yes   no
#> 1088  49 self-employed  married secondary      no     294     yes   no
#> 1089  40   blue-collar  married   primary      no    4608     yes   no
#> 1090  41        admin. divorced secondary      no    1634     yes  yes
#> 1091  26        admin.   single secondary      no    1327      no   no
#> 1092  37    management  married  tertiary      no     238      no   no
#> 1093  50    technician  married secondary      no    -353     yes  yes
#> 1094  57       retired   single secondary      no     976     yes   no
#> 1095  33    technician divorced secondary      no    1480     yes   no
#> 1096  55    management  married   unknown      no    1185      no   no
#> 1097  39    management   single  tertiary      no     139      no   no
#> 1098  51        admin.  married secondary      no     531     yes   no
#> 1099  27 self-employed   single  tertiary      no     168      no   no
#> 1100  80       retired  married secondary      no    8304      no   no
#> 1101  36    management   single  tertiary      no     811      no   no
#> 1102  44      services  married secondary      no    4786     yes  yes
#> 1103  46    technician  married secondary      no    1465     yes   no
#> 1104  39   blue-collar  married   primary      no     579     yes  yes
#> 1105  31   blue-collar  married   primary      no     591     yes   no
#> 1106  59     housemaid  married   primary      no     352      no   no
#> 1107  59    management  married  tertiary      no    7049      no   no
#> 1108  30    management   single secondary      no    8101     yes   no
#> 1109  31    management   single  tertiary      no       3      no   no
#> 1110  66     housemaid  married   primary      no      40      no   no
#> 1111  53   blue-collar  married secondary      no    4380      no   no
#> 1112  59 self-employed  married  tertiary      no    3800      no  yes
#> 1113  26   blue-collar  married   primary      no    -219     yes  yes
#> 1114  35   blue-collar  married secondary      no    4723     yes   no
#> 1115  36    management  married  tertiary      no    2326     yes   no
#> 1116  31    technician   single  tertiary      no    1166     yes   no
#> 1117  30        admin.  married secondary      no     874     yes   no
#> 1118  33    management  married  tertiary      no     307      no   no
#> 1119  57    technician  married   primary      no       0      no   no
#> 1120  27        admin.   single secondary      no     110     yes   no
#> 1121  37     housemaid   single secondary      no    1358      no   no
#> 1122  47    management   single  tertiary      no      86      no   no
#> 1123  39    management  married  tertiary      no    1423     yes   no
#> 1124  32    technician divorced secondary      no    2870      no   no
#> 1125  33     housemaid  married   primary      no       0      no   no
#> 1126  51  entrepreneur   single secondary      no     440      no   no
#> 1127  45    technician   single  tertiary      no       0      no   no
#> 1128  43    technician divorced secondary      no    1413     yes   no
#> 1129  53     housemaid divorced secondary      no     292      no   no
#> 1130  55    technician  married secondary      no     273     yes   no
#> 1131  36 self-employed  married secondary      no    1245     yes   no
#> 1132  34   blue-collar  married   primary      no    -480     yes  yes
#> 1133  37     housemaid   single   primary      no       0      no   no
#> 1134  46   blue-collar  married secondary      no     572     yes   no
#> 1135  37    management  married   unknown      no     247      no   no
#> 1136  29    technician  married secondary      no     428      no   no
#> 1137  40    management   single  tertiary      no    1247     yes   no
#> 1138  34   blue-collar divorced secondary      no    1125     yes  yes
#> 1139  59   blue-collar  married secondary      no    -162     yes  yes
#> 1140  41      services  married secondary      no     803     yes   no
#> 1141  27        admin.  married secondary      no    4144     yes   no
#> 1142  33    management   single  tertiary      no     372     yes  yes
#> 1143  36   blue-collar  married   primary      no     199     yes   no
#> 1144  37      services  married secondary      no     -24     yes   no
#> 1145  52        admin.  married secondary      no       0      no   no
#> 1146  51    management divorced  tertiary      no     119      no   no
#> 1147  32    technician   single secondary      no      28     yes   no
#> 1148  45    management  married  tertiary      no    -191     yes   no
#> 1149  38    management  married  tertiary      no    2656      no   no
#> 1150  57       retired divorced   primary     yes       0      no  yes
#> 1151  24    management   single  tertiary      no      66     yes   no
#> 1152  46    management  married secondary      no      10     yes   no
#> 1153  46    management  married  tertiary      no     477     yes   no
#> 1154  51    management  married  tertiary      no    -714      no   no
#> 1155  48    management  married secondary     yes    -998     yes   no
#> 1156  44    management  married  tertiary      no    6203     yes  yes
#> 1157  37   blue-collar   single secondary      no    2390     yes   no
#> 1158  35    management   single  tertiary      no     714     yes   no
#> 1159  40  entrepreneur  married secondary      no    2252      no   no
#> 1160  35    management   single  tertiary      no     244     yes   no
#> 1161  34        admin.  married secondary      no     445      no   no
#> 1162  32   blue-collar  married secondary      no      25     yes   no
#> 1163  37    management   single   unknown      no     242      no  yes
#> 1164  53   blue-collar  married   primary      no     252      no   no
#> 1165  56       retired  married  tertiary      no       5      no   no
#> 1166  37        admin.   single secondary      no    1113     yes   no
#> 1167  52        admin.  married secondary      no       0      no  yes
#> 1168  29      services  married secondary      no       3     yes   no
#> 1169  56    unemployed  married secondary      no     216      no   no
#> 1170  41   blue-collar  married secondary      no    4910     yes   no
#> 1171  56    management  married   primary      no    -155     yes   no
#> 1172  37     housemaid divorced secondary      no    1040     yes   no
#> 1173  55       retired  married secondary      no     991      no   no
#> 1174  53    management divorced  tertiary      no    3158      no   no
#> 1175  47      services  married secondary      no     665     yes   no
#> 1176  48   blue-collar   single secondary      no     339      no  yes
#> 1177  79       retired divorced   primary      no    1910      no   no
#> 1178  58    technician  married   unknown      no    -205     yes   no
#> 1179  32        admin.   single secondary      no     212      no   no
#> 1180  59    management   single secondary      no     181     yes   no
#> 1181  34    management   single  tertiary      no     681      no   no
#> 1182  44        admin.  married  tertiary      no     348     yes  yes
#> 1183  48    management  married  tertiary      no    1167     yes  yes
#> 1184  50    management  married   unknown      no    8345      no   no
#> 1185  43    management  married   primary      no    8167     yes   no
#> 1186  34   blue-collar  married   primary      no       0     yes  yes
#> 1187  36    technician   single secondary      no    1044     yes   no
#> 1188  53    technician  married   unknown      no    2242      no   no
#> 1189  29        admin.   single secondary      no     345     yes  yes
#> 1190  52    technician  married   unknown      no     668     yes   no
#> 1191  39    management  married  tertiary      no     151     yes   no
#> 1192  45    management  married secondary      no    2897      no   no
#> 1193  41    technician   single  tertiary      no    5365     yes   no
#> 1194  39    management  married  tertiary      no     763     yes   no
#> 1195  27       student   single secondary      no     672      no   no
#> 1196  37    management  married  tertiary      no    3723      no   no
#> 1197  46   blue-collar  married secondary      no      -3     yes   no
#> 1198  40      services  married secondary      no    3164     yes   no
#> 1199  57    management divorced  tertiary      no     429     yes   no
#> 1200  26   blue-collar   single secondary      no     474     yes   no
#> 1201  28      services   single secondary      no     341     yes   no
#> 1202  34   blue-collar  married secondary      no     800      no   no
#> 1203  29        admin.   single secondary      no     788     yes   no
#> 1204  35   blue-collar  married   primary      no    2708     yes   no
#> 1205  59   blue-collar  married secondary      no     202     yes   no
#> 1206  54   blue-collar   single   unknown      no    1555     yes   no
#> 1207  32    management  married  tertiary      no     905      no   no
#> 1208  57       retired  married secondary      no    5313      no   no
#> 1209  39    unemployed   single secondary      no    -114     yes   no
#> 1210  41        admin.   single secondary      no    5219     yes   no
#> 1211  31    management   single  tertiary      no     357     yes   no
#> 1212  37    unemployed  married secondary      no      86      no   no
#> 1213  52        admin.  married secondary      no    3703     yes   no
#> 1214  39    management   single  tertiary      no     416      no   no
#> 1215  23        admin.   single secondary      no       0     yes   no
#> 1216  46    management divorced  tertiary      no     507     yes   no
#> 1217  34        admin.   single  tertiary      no     458     yes   no
#> 1218  31   blue-collar divorced secondary      no    -209     yes   no
#> 1219  38    technician  married secondary      no    2000     yes   no
#> 1220  28    management  married  tertiary      no      82     yes  yes
#> 1221  41        admin.   single secondary      no     882     yes  yes
#> 1222  30   blue-collar  married secondary      no     -71     yes   no
#> 1223  34    management   single  tertiary      no    1494     yes   no
#> 1224  56        admin. divorced secondary      no     985      no  yes
#> 1225  32     housemaid  married   primary      no       7      no  yes
#> 1226  39        admin.  married secondary      no     260     yes   no
#> 1227  26   blue-collar   single   primary      no      52     yes   no
#> 1228  35   blue-collar divorced  tertiary      no    3547     yes   no
#> 1229  30      services   single secondary      no    3485      no   no
#> 1230  44   blue-collar  married secondary      no     701      no  yes
#> 1231  57       retired  married   primary      no      70     yes  yes
#> 1232  52    management  married  tertiary      no    1392      no   no
#> 1233  30    management  married  tertiary      no     151      no   no
#> 1234  41   blue-collar  married secondary      no     946     yes   no
#> 1235  61    management  married secondary      no    1471      no   no
#> 1236  52    management  married  tertiary      no    1545      no   no
#> 1237  60        admin. divorced   unknown      no     791     yes   no
#> 1238  50    management  married secondary      no    2130      no   no
#> 1239  45   blue-collar  married   primary      no     900     yes   no
#> 1240  51    management  married  tertiary      no    1612     yes   no
#> 1241  38    management  married  tertiary      no    5432     yes  yes
#> 1242  47   blue-collar  married   primary      no    1092      no  yes
#> 1243  43    management  married  tertiary      no    1050     yes  yes
#> 1244  36    technician  married secondary      no      -8     yes   no
#> 1245  54   blue-collar  married   primary      no     781     yes   no
#> 1246  38       unknown   single  tertiary      no       0      no   no
#> 1247  56    technician  married secondary      no     203     yes   no
#> 1248  31    technician   single secondary      no     102     yes   no
#> 1249  33    management   single  tertiary      no       0      no   no
#> 1250  57    unemployed  married   unknown      no     381      no   no
#> 1251  44    management  married  tertiary      no    -600     yes   no
#> 1252  32    management   single  tertiary      no       0     yes   no
#> 1253  35    technician  married  tertiary      no     944      no   no
#> 1254  49      services  married secondary      no     725      no  yes
#> 1255  23    management   single  tertiary      no    2143      no   no
#> 1256  49        admin.  married  tertiary      no     255     yes   no
#> 1257  53   blue-collar  married secondary      no      70     yes   no
#> 1258  34  entrepreneur  married   unknown      no    -506      no   no
#> 1259  57   blue-collar  married   primary      no    3109      no   no
#> 1260  37      services  married secondary      no      78     yes   no
#> 1261  27        admin.  married secondary      no     941     yes   no
#> 1262  40      services  married   primary      no      33      no   no
#> 1263  38    management  married  tertiary      no       0     yes   no
#> 1264  40   blue-collar  married   primary      no     105     yes   no
#> 1265  28   blue-collar   single secondary      no      56     yes   no
#> 1266  36 self-employed  married secondary      no    1006     yes   no
#> 1267  39   blue-collar  married   primary      no    2366     yes   no
#> 1268  40    technician   single  tertiary      no    1646     yes   no
#> 1269  34   blue-collar divorced secondary      no     368      no  yes
#> 1270  29       student   single  tertiary      no     652     yes   no
#> 1271  43        admin.   single secondary      no    -247     yes  yes
#> 1272  35   blue-collar  married secondary      no       0     yes  yes
#> 1273  37    management  married  tertiary      no    3794      no   no
#> 1274  31        admin.  married secondary      no      62      no   no
#> 1275  41    management   single secondary      no    1286     yes   no
#> 1276  36    management  married  tertiary      no    2309     yes   no
#> 1277  33   blue-collar  married secondary      no     249     yes   no
#> 1278  30    management   single  tertiary      no   19358      no   no
#> 1279  52   blue-collar  married secondary      no     289     yes   no
#> 1280  40    management  married  tertiary      no       0     yes  yes
#> 1281  38      services  married secondary      no      53      no   no
#> 1282  60       retired  married  tertiary      no    2868      no   no
#> 1283  32 self-employed  married secondary      no     514     yes   no
#> 1284  44    technician  married secondary      no     135     yes   no
#> 1285  31 self-employed  married  tertiary      no      94      no   no
#> 1286  29    unemployed   single   primary      no     550      no   no
#> 1287  37    management  married  tertiary      no    5205     yes   no
#> 1288  33    technician  married secondary      no    2362     yes   no
#> 1289  34    technician   single secondary      no    1313      no   no
#> 1290  30    management  married  tertiary      no    8623      no   no
#> 1291  47      services  married secondary      no     543     yes   no
#> 1292  41    management divorced  tertiary      no      47     yes   no
#> 1293  58    management  married   unknown      no    3658      no   no
#> 1294  42 self-employed  married  tertiary      no     596     yes   no
#> 1295  46   blue-collar  married   primary      no     174     yes  yes
#> 1296  29    management   single   unknown      no     345      no   no
#> 1297  32    technician   single  tertiary      no     723      no   no
#> 1298  24        admin.   single secondary      no     507     yes   no
#> 1299  28        admin.  married secondary      no     576     yes  yes
#> 1300  36    technician divorced secondary      no     515     yes  yes
#> 1301  32      services   single secondary      no     406     yes   no
#> 1302  40   blue-collar   single secondary      no     322     yes   no
#> 1303  48    technician  married secondary      no    2688      no  yes
#> 1304  52    management  married  tertiary      no     193      no   no
#> 1305  39    technician divorced secondary      no     394     yes   no
#> 1306  32      services   single secondary      no     101     yes   no
#> 1307  42 self-employed  married  tertiary      no    6383      no   no
#> 1308  27      services   single secondary      no    1636     yes   no
#> 1309  60    management divorced secondary      no       0      no   no
#> 1310  24    unemployed  married secondary      no       6      no   no
#> 1311  57      services  married secondary      no     668     yes  yes
#> 1312  39 self-employed  married  tertiary      no    1492     yes   no
#> 1313  30      services   single secondary      no     438     yes   no
#> 1314  50    technician  married  tertiary      no    2313      no   no
#> 1315  49    management  married  tertiary      no       1      no   no
#> 1316  54   blue-collar  married secondary      no    1223     yes   no
#> 1317  49  entrepreneur  married  tertiary      no     388     yes   no
#> 1318  42      services  married secondary      no     120     yes   no
#> 1319  42      services  married   primary      no     473     yes   no
#> 1320  35   blue-collar  married secondary      no      26     yes   no
#> 1321  49        admin.  married  tertiary      no    -962     yes   no
#> 1322  42   blue-collar   single secondary      no     382     yes   no
#> 1323  29       student   single   unknown      no    2929      no   no
#> 1324  42    management divorced secondary      no     764      no  yes
#> 1325  35 self-employed   single  tertiary      no       0     yes  yes
#> 1326  52      services  married secondary      no    2257     yes   no
#> 1327  48       retired  married   primary     yes    -285      no  yes
#> 1328  42      services  married secondary      no     199      no   no
#> 1329  51       unknown   single   unknown      no       0      no   no
#> 1330  48   blue-collar   single secondary      no     574      no   no
#> 1331  31    technician   single secondary      no     538     yes   no
#> 1332  33   blue-collar divorced secondary      no     176     yes   no
#> 1333  62  entrepreneur  married secondary      no    3904      no   no
#> 1334  29   blue-collar  married secondary      no       1     yes   no
#> 1335  28   blue-collar   single   primary      no     431     yes   no
#> 1336  37    management  married  tertiary      no     789     yes  yes
#> 1337  34    technician  married secondary      no       1      no  yes
#> 1338  42       retired  married   primary      no     127      no  yes
#> 1339  32    technician   single  tertiary      no     502     yes   no
#> 1340  42    technician  married  tertiary      no     849      no   no
#> 1341  30   blue-collar  married secondary      no    1780     yes   no
#> 1342  31   blue-collar  married secondary      no     822     yes   no
#> 1343  45   blue-collar  married secondary      no     146     yes  yes
#> 1344  54    management  married  tertiary      no      11      no   no
#> 1345  38        admin.  married secondary      no    3632     yes  yes
#> 1346  36      services  married secondary      no       0      no   no
#> 1347  28        admin.   single secondary      no     230      no   no
#> 1348  49    technician  married   unknown      no      15      no   no
#> 1349  34      services   single secondary      no    3080      no   no
#> 1350  52  entrepreneur divorced secondary      no     302      no   no
#> 1351  39   blue-collar  married   unknown      no       0     yes   no
#> 1352  39    management  married   primary      no     197     yes   no
#> 1353  71       retired   single  tertiary      no    1285      no   no
#> 1354  48   blue-collar  married secondary      no    1143     yes   no
#> 1355  27    management   single  tertiary      no     406      no   no
#> 1356  66 self-employed  married  tertiary      no     147      no   no
#> 1357  36    management divorced  tertiary      no      59      no   no
#> 1358  49 self-employed  married  tertiary      no      99     yes  yes
#> 1359  51   blue-collar  married secondary      no     814     yes   no
#> 1360  46 self-employed  married  tertiary      no     -80     yes   no
#> 1361  54   blue-collar  married secondary      no     175     yes   no
#> 1362  57  entrepreneur divorced  tertiary      no     873      no   no
#> 1363  56 self-employed  married  tertiary      no     350      no   no
#> 1364  39   blue-collar  married   primary      no    2805     yes   no
#> 1365  61     housemaid  married   primary      no     368      no   no
#> 1366  50   blue-collar  married secondary      no    1329     yes  yes
#> 1367  53   blue-collar divorced   primary      no     235      no   no
#> 1368  30   blue-collar  married secondary      no    -166     yes  yes
#> 1369  49     housemaid  married   primary      no     360      no   no
#> 1370  44      services  married secondary      no   29312      no   no
#> 1371  24   blue-collar   single secondary      no    1857     yes   no
#> 1372  30        admin.   single secondary      no     110      no   no
#> 1373  34   blue-collar  married secondary      no     187     yes   no
#> 1374  33      services  married secondary      no      28      no   no
#> 1375  27   blue-collar   single secondary      no     100     yes   no
#> 1376  42   blue-collar divorced   primary      no      28     yes   no
#> 1377  45    unemployed   single secondary      no     382     yes  yes
#> 1378  34        admin.  married secondary      no    1183     yes   no
#> 1379  36  entrepreneur  married secondary      no     229     yes   no
#> 1380  51    management  married  tertiary      no     346      no   no
#> 1381  27    management   single  tertiary      no     102      no   no
#> 1382  45    management  married secondary      no    5888     yes   no
#> 1383  34   blue-collar  married secondary      no    3990     yes   no
#> 1384  38    management  married  tertiary      no    7124      no   no
#> 1385  53    technician divorced secondary      no     447     yes  yes
#> 1386  59       retired divorced secondary      no     914      no   no
#> 1387  36   blue-collar  married secondary      no     801     yes  yes
#> 1388  33        admin.   single secondary      no     572     yes   no
#> 1389  33        admin.   single secondary      no    -371     yes  yes
#> 1390  37        admin. divorced secondary      no    -165     yes   no
#> 1391  34    technician   single secondary      no     649      no   no
#> 1392  35   blue-collar   single secondary      no       0     yes   no
#> 1393  27      services  married secondary      no     199      no   no
#> 1394  57    unemployed  married secondary      no    7357      no   no
#> 1395  33    technician  married  tertiary      no      48      no   no
#> 1396  53       retired  married  tertiary      no    2269      no   no
#> 1397  36   blue-collar   single secondary      no     103     yes   no
#> 1398  52    management  married  tertiary      no    1065     yes  yes
#> 1399  31   blue-collar  married   primary      no      99     yes   no
#> 1400  30    management   single  tertiary      no      61     yes   no
#> 1401  60    management  married  tertiary      no      79      no   no
#> 1402  40      services  married secondary      no    1116     yes   no
#> 1403  53    technician  married secondary      no       0      no   no
#> 1404  30        admin.   single secondary      no    1018     yes   no
#> 1405  26    technician  married secondary      no      47     yes   no
#> 1406  30    management   single  tertiary      no    2995     yes   no
#> 1407  24       student   single secondary      no     486      no   no
#> 1408  34    management   single  tertiary      no     127      no   no
#> 1409  41        admin.  married secondary      no    4178      no   no
#> 1410  31   blue-collar  married secondary      no     360     yes   no
#> 1411  39   blue-collar  married secondary      no    1386     yes  yes
#> 1412  40 self-employed  married  tertiary      no    1498      no   no
#> 1413  39        admin. divorced secondary      no     458      no   no
#> 1414  41    technician divorced secondary      no     258      no   no
#> 1415  35    management  married  tertiary      no    2123     yes   no
#> 1416  34    management  married  tertiary      no      11     yes   no
#> 1417  29        admin.  married secondary      no   22171     yes   no
#> 1418  58    management  married  tertiary      no    2729      no   no
#> 1419  36    management  married  tertiary      no      86     yes   no
#> 1420  40      services  married secondary      no     771     yes   no
#> 1421  35      services  married secondary      no     586     yes  yes
#> 1422  34    management  married  tertiary      no      53     yes  yes
#> 1423  45  entrepreneur divorced  tertiary      no       0     yes   no
#> 1424  34   blue-collar  married secondary      no    2137      no   no
#> 1425  33        admin.   single secondary      no    1221     yes   no
#> 1426  48   blue-collar  married secondary      no     729     yes   no
#> 1427  34   blue-collar  married   primary      no     -78     yes   no
#> 1428  35    technician   single secondary      no     103     yes   no
#> 1429  35   blue-collar  married   primary      no       0     yes   no
#> 1430  39   blue-collar  married   primary      no     521      no  yes
#> 1431  27    management   single  tertiary      no    2489      no   no
#> 1432  36  entrepreneur  married   primary      no     177     yes   no
#> 1433  38   blue-collar  married secondary      no    1731     yes  yes
#> 1434  51        admin.  married secondary      no     227      no   no
#> 1435  35    technician  married secondary      no     128      no  yes
#> 1436  37   blue-collar   single  tertiary      no    1222      no   no
#> 1437  59    technician  married secondary      no    4263      no  yes
#> 1438  38    technician  married  tertiary      no    1004     yes   no
#> 1439  46   blue-collar  married secondary      no     942      no   no
#> 1440  73       retired  married   unknown      no    3443      no   no
#> 1441  24    technician  married secondary      no     691     yes   no
#> 1442  51    technician  married secondary      no     180     yes   no
#> 1443  50    management  married  tertiary      no     830      no   no
#> 1444  39    technician  married secondary      no     130      no   no
#> 1445  52   blue-collar  married secondary      no      33      no  yes
#> 1446  46    technician  married secondary      no     179      no  yes
#> 1447  34      services   single secondary      no     194     yes  yes
#> 1448  36    management   single  tertiary      no       0     yes  yes
#> 1449  46   blue-collar  married secondary      no     624     yes   no
#> 1450  32   blue-collar   single secondary      no    3662      no   no
#> 1451  62   blue-collar  married secondary      no     272      no   no
#> 1452  36    management  married  tertiary      no     190     yes   no
#> 1453  51 self-employed  married  tertiary      no     126     yes   no
#> 1454  31  entrepreneur divorced  tertiary      no    1767      no   no
#> 1455  45    technician  married secondary      no    1003     yes   no
#> 1456  43    technician  married secondary      no    -330     yes  yes
#> 1457  49   blue-collar  married secondary      no     457     yes  yes
#> 1458  60       retired  married  tertiary      no    3461      no   no
#> 1459  50    technician  married secondary      no    1518      no  yes
#> 1460  30      services  married secondary      no      33      no   no
#> 1461  46   blue-collar  married secondary      no     310     yes   no
#> 1462  44    management  married  tertiary      no     -68      no  yes
#> 1463  45    technician  married secondary      no    2776     yes   no
#> 1464  46   blue-collar  married secondary      no     243     yes   no
#> 1465  42       unknown   single   unknown     yes      61      no   no
#> 1466  43   blue-collar   single   primary      no       0      no   no
#> 1467  46    management divorced  tertiary      no       3     yes  yes
#> 1468  33   blue-collar  married secondary      no     983      no   no
#> 1469  32        admin.   single secondary      no     739     yes   no
#> 1470  50   blue-collar  married   primary      no     280     yes   no
#> 1471  46      services  married secondary      no     311     yes  yes
#> 1472  28     housemaid  married   primary      no       5      no   no
#> 1473  38   blue-collar divorced secondary      no    1686     yes   no
#> 1474  44   blue-collar   single secondary      no     712     yes  yes
#> 1475  24        admin.   single secondary      no     845     yes   no
#> 1476  28       student   single secondary      no     949     yes   no
#> 1477  29   blue-collar   single   primary      no    3508     yes   no
#> 1478  46    technician divorced secondary      no     119     yes   no
#> 1479  77       retired  married  tertiary      no       0      no   no
#> 1480  37    technician   single  tertiary      no     876     yes   no
#> 1481  52   blue-collar   single   primary      no     210     yes   no
#> 1482  48    management divorced  tertiary      no    5978      no   no
#> 1483  43      services  married secondary      no    2478     yes   no
#> 1484  57        admin.  married secondary      no     407     yes  yes
#> 1485  34      services  married secondary      no    -211     yes   no
#> 1486  37    technician   single secondary      no     181      no   no
#> 1487  50   blue-collar  married secondary      no     562     yes   no
#> 1488  34    management  married  tertiary      no     105     yes   no
#> 1489  48   blue-collar  married secondary      no     341     yes  yes
#> 1490  28      services   single secondary      no    2992     yes   no
#> 1491  31        admin.   single secondary      no    1016     yes   no
#> 1492  35   blue-collar  married secondary      no    5639     yes   no
#> 1493  46    management  married  tertiary      no      48      no   no
#> 1494  33    management  married  tertiary      no       0     yes   no
#> 1495  56    technician  married   primary      no     675     yes   no
#> 1496  60       retired divorced   primary      no    1582      no  yes
#> 1497  52   blue-collar  married   primary      no    1141     yes   no
#> 1498  43    technician   single secondary      no    4990     yes   no
#> 1499  29        admin.   single secondary      no     454      no   no
#> 1500  27        admin.  married secondary      no      73     yes   no
#> 1501  50   blue-collar  married secondary      no     253     yes  yes
#> 1502  46  entrepreneur  married secondary      no     583     yes   no
#> 1503  49        admin.  married secondary      no    5361      no   no
#> 1504  27        admin.  married secondary      no     639      no  yes
#> 1505  37   blue-collar  married secondary      no     398     yes   no
#> 1506  37   blue-collar  married   primary      no    1222     yes   no
#> 1507  35    technician  married secondary      no     518     yes   no
#> 1508  29   blue-collar   single secondary      no     992     yes  yes
#> 1509  30    management  married  tertiary      no       0      no   no
#> 1510  58      services  married secondary      no     307      no   no
#> 1511  33     housemaid  married   primary      no    2054      no   no
#> 1512  33    technician  married secondary      no     105     yes  yes
#> 1513  39    management  married  tertiary      no    3518     yes   no
#> 1514  26        admin.  married secondary      no     233     yes   no
#> 1515  54    management  married  tertiary      no    2216     yes   no
#> 1516  60    technician  married secondary      no    -247     yes   no
#> 1517  40   blue-collar  married secondary      no    1386     yes  yes
#> 1518  42    technician  married secondary      no     422     yes   no
#> 1519  58    management  married  tertiary      no    1602      no   no
#> 1520  56    technician  married secondary      no    1750      no   no
#> 1521  45   blue-collar   single   primary      no     695     yes   no
#> 1522  61        admin.  married secondary      no    1541      no   no
#> 1523  36       unknown   single   unknown      no    1070      no   no
#> 1524  34    management divorced  tertiary      no    1173      no  yes
#> 1525  33        admin.   single secondary      no   21854     yes   no
#> 1526  42    technician  married secondary      no      33      no   no
#> 1527  35  entrepreneur  married   primary      no    -394     yes   no
#> 1528  57    management  married   primary      no    6900      no   no
#> 1529  39    management  married  tertiary      no       0     yes  yes
#> 1530  49   blue-collar  married secondary      no     783     yes   no
#> 1531  27   blue-collar  married   unknown      no     409     yes   no
#> 1532  34        admin.   single secondary      no    1880     yes   no
#> 1533  30    management   single secondary      no    -383     yes   no
#> 1534  36   blue-collar   single secondary      no    1598     yes   no
#> 1535  51  entrepreneur  married   primary      no     538      no   no
#> 1536  35    technician   single  tertiary      no    2288      no   no
#> 1537  30    technician   single  tertiary      no    1289     yes   no
#> 1538  38    management  married  tertiary      no     484     yes   no
#> 1539  43   blue-collar   single   primary      no       2     yes   no
#> 1540  55      services divorced secondary      no     935      no   no
#> 1541  37   blue-collar  married   primary      no    3370     yes   no
#> 1542  32    technician  married secondary      no     587     yes   no
#> 1543  36   blue-collar  married secondary      no       0     yes   no
#> 1544  31      services  married secondary      no     447      no   no
#> 1545  27      services  married secondary      no       8     yes   no
#> 1546  30      services  married secondary      no    -932      no   no
#> 1547  32   blue-collar  married   primary      no     400      no   no
#> 1548  44   blue-collar  married   primary      no    -237     yes   no
#> 1549  50    management  married  tertiary      no    1854     yes  yes
#> 1550  24        admin.   single  tertiary      no     454     yes   no
#> 1551  41    technician divorced  tertiary      no    3465     yes   no
#> 1552  43   blue-collar  married   primary      no     547      no  yes
#> 1553  23        admin.   single  tertiary      no     897     yes   no
#> 1554  35    management  married  tertiary      no       0     yes   no
#> 1555  56   blue-collar  married   primary      no     397     yes   no
#> 1556  39   blue-collar  married secondary      no    7653      no   no
#> 1557  44    management  married  tertiary      no     392     yes   no
#> 1558  37      services  married   primary      no       0     yes   no
#> 1559  33  entrepreneur divorced   primary      no     596      no  yes
#> 1560  21       student   single   primary      no     423      no   no
#> 1561  30    management   single  tertiary      no    2317     yes   no
#> 1562  38   blue-collar divorced secondary      no     595     yes   no
#> 1563  35   blue-collar  married   primary      no     994     yes   no
#> 1564  51   blue-collar divorced secondary      no     104      no   no
#> 1565  35    management  married  tertiary      no    3168      no   no
#> 1566  38      services  married   unknown      no    4644     yes   no
#> 1567  27    management   single  tertiary      no       3     yes  yes
#> 1568  58   blue-collar  married   primary      no    3109      no   no
#> 1569  47    technician  married   primary      no    1280      no   no
#> 1570  54       retired  married   primary      no       0     yes   no
#> 1571  34    management   single  tertiary      no    1049     yes   no
#> 1572  42     housemaid   single   primary      no    5774     yes   no
#> 1573  29    management   single  tertiary      no    1026      no   no
#> 1574  35 self-employed  married  tertiary      no    1820     yes  yes
#> 1575  52      services  married   primary      no     911      no   no
#> 1576  38 self-employed  married secondary      no    -165     yes   no
#> 1577  47    technician  married   unknown      no    2106     yes   no
#> 1578  34    unemployed  married   primary      no     309      no   no
#> 1579  41   blue-collar  married secondary      no       0     yes   no
#> 1580  44    management  married  tertiary      no     368      no   no
#> 1581  28      services   single secondary      no      45     yes   no
#> 1582  54      services divorced   unknown      no       0     yes   no
#> 1583  49   blue-collar  married   primary      no   11317     yes   no
#> 1584  53    technician  married secondary      no    4930      no  yes
#> 1585  43    management  married  tertiary      no      79      no   no
#> 1586  57    unemployed divorced secondary      no    1088      no   no
#> 1587  55      services  married   primary      no    -747     yes   no
#> 1588  36    unemployed   single secondary      no     605      no   no
#> 1589  50       retired  married   primary      no      14      no  yes
#> 1590  46   blue-collar  married   primary      no     596     yes   no
#> 1591  55      services  married secondary      no    1695     yes   no
#> 1592  37   blue-collar  married secondary      no    1114     yes  yes
#> 1593  31  entrepreneur  married  tertiary      no     312      no   no
#> 1594  54    technician   single  tertiary      no    3233      no   no
#> 1595  36   blue-collar  married   primary      no    1993     yes  yes
#> 1596  40  entrepreneur  married secondary      no       0     yes  yes
#> 1597  32   blue-collar   single secondary      no      33     yes   no
#> 1598  56    management  married   primary      no      31     yes   no
#> 1599  39    technician   single  tertiary      no    1043      no   no
#> 1600  45 self-employed  married secondary      no    2278      no   no
#> 1601  42    technician  married secondary      no     738      no   no
#> 1602  37 self-employed divorced  tertiary      no    1513      no   no
#> 1603  40    technician   single secondary      no      57      no  yes
#> 1604  31    management   single  tertiary      no      59     yes  yes
#> 1605  30      services   single secondary      no     399     yes  yes
#> 1606  44    management  married secondary      no      27     yes   no
#> 1607  49   blue-collar  married   primary      no    1387     yes  yes
#> 1608  59    management  married  tertiary      no    5956      no   no
#> 1609  31    management   single  tertiary      no     291     yes   no
#> 1610  32    management   single  tertiary      no    2223      no   no
#> 1611  46   blue-collar  married   primary      no     874      no   no
#> 1612  40      services  married secondary      no    5248     yes  yes
#> 1613  50    management  married  tertiary      no       4      no   no
#> 1614  52    management  married  tertiary      no    1177     yes   no
#> 1615  31    technician  married  tertiary      no    4089      no   no
#> 1616  31        admin.  married secondary      no      23      no   no
#> 1617  34    management  married  tertiary      no    1778      no   no
#> 1618  34    technician  married secondary      no     260     yes   no
#> 1619  53    management  married  tertiary      no       0     yes   no
#> 1620  35    management   single  tertiary      no     578     yes   no
#> 1621  35        admin.  married secondary      no     100     yes   no
#> 1622  32   blue-collar divorced   primary      no    -156     yes   no
#> 1623  39   blue-collar  married secondary      no     660     yes  yes
#> 1624  51   blue-collar divorced secondary      no     113      no   no
#> 1625  61       retired divorced secondary      no    4243      no   no
#> 1626  33    management  married  tertiary      no     296      no   no
#> 1627  25    technician   single secondary      no    1135     yes   no
#> 1628  26      services  married secondary      no     104      no   no
#> 1629  32        admin.   single secondary      no     184     yes   no
#> 1630  27      services divorced secondary      no     397      no  yes
#> 1631  32    management  married secondary      no   14611     yes   no
#> 1632  52    technician  married secondary      no     945      no   no
#> 1633  60       retired  married secondary      no      78      no  yes
#> 1634  34    technician  married  tertiary      no    1524     yes   no
#> 1635  37   blue-collar divorced secondary      no      48     yes   no
#> 1636  19       student   single   unknown      no      60      no   no
#> 1637  48    management  married   primary      no    1744      no   no
#> 1638  48      services divorced secondary      no    -203     yes   no
#> 1639  32   blue-collar divorced secondary      no    -289     yes  yes
#> 1640  36    management  married secondary      no    -267      no   no
#> 1641  47       unknown  married   unknown      no       0      no   no
#> 1642  30   blue-collar   single secondary      no     953     yes   no
#> 1643  45    technician divorced secondary      no     299     yes   no
#> 1644  49   blue-collar  married secondary      no       0      no  yes
#> 1645  48   blue-collar  married   primary      no     104      no   no
#> 1646  25    technician   single secondary      no      31      no   no
#> 1647  54   blue-collar divorced   primary      no    2656     yes   no
#> 1648  47   blue-collar  married   primary      no    2642      no   no
#> 1649  49    technician divorced secondary      no     790     yes   no
#> 1650  28    technician  married  tertiary      no    1198      no  yes
#> 1651  32   blue-collar   single secondary      no    2696     yes   no
#> 1652  49    management divorced  tertiary      no    1253     yes   no
#> 1653  55    management  married  tertiary      no     979      no  yes
#> 1654  45        admin.  married secondary      no       0      no   no
#> 1655  34    unemployed  married secondary      no     428     yes   no
#> 1656  40    management  married  tertiary      no    8963      no   no
#> 1657  35    technician  married secondary      no       2      no   no
#> 1658  31    technician   single  tertiary      no    1710     yes   no
#> 1659  28      services   single secondary      no     117     yes   no
#> 1660  48    technician  married secondary      no       0     yes   no
#> 1661  52    management  married   primary      no       0      no   no
#> 1662  39     housemaid   single   primary      no    1340      no   no
#> 1663  36   blue-collar  married   primary      no     345     yes   no
#> 1664  29      services  married  tertiary      no     -62     yes  yes
#> 1665  34        admin.  married secondary      no     920      no   no
#> 1666  43    technician   single   unknown      no     572      no   no
#> 1667  38    technician  married secondary      no       0     yes   no
#> 1668  36    management divorced  tertiary      no    -978     yes   no
#> 1669  44   blue-collar  married  tertiary      no    2185     yes   no
#> 1670  56       retired divorced secondary      no    1005      no  yes
#> 1671  57 self-employed   single secondary      no    3277      no   no
#> 1672  40    technician   single secondary      no     191     yes   no
#> 1673  23        admin.   single secondary      no    4681     yes   no
#> 1674  36    technician  married secondary      no    -456     yes   no
#> 1675  47        admin.   single secondary      no     303     yes  yes
#> 1676  48    management   single  tertiary      no     399      no  yes
#> 1677  28    technician   single secondary      no    2000      no   no
#> 1678  32    management   single  tertiary      no       0      no   no
#> 1679  44    technician  married secondary      no     945     yes   no
#> 1680  52     housemaid divorced  tertiary      no    4306      no   no
#> 1681  44 self-employed  married secondary      no     706      no   no
#> 1682  45    unemployed  married secondary      no    -407     yes   no
#> 1683  48   blue-collar  married secondary      no     865     yes   no
#> 1684  28  entrepreneur  married secondary      no     490     yes   no
#> 1685  29    management  married  tertiary      no      20     yes   no
#> 1686  27    management   single  tertiary      no     170      no   no
#> 1687  32    management   single secondary      no    1088     yes   no
#> 1688  35   blue-collar   single   primary      no    -759     yes   no
#> 1689  38  entrepreneur  married  tertiary      no     898     yes   no
#> 1690  32    technician divorced secondary      no     210     yes  yes
#> 1691  31      services  married secondary      no    -489     yes  yes
#> 1692  41        admin.   single secondary      no       0     yes  yes
#> 1693  34    technician  married secondary      no       1      no   no
#> 1694  54        admin.  married   unknown      no    3965     yes   no
#> 1695  30    management  married  tertiary      no     805      no   no
#> 1696  26       student   single secondary      no    1164      no   no
#> 1697  39   blue-collar  married secondary      no     481      no   no
#> 1698  29      services  married secondary      no    1432      no   no
#> 1699  31      services divorced secondary      no    1016     yes   no
#> 1700  33   blue-collar  married secondary      no     596     yes   no
#> 1701  34   blue-collar  married secondary      no     123     yes   no
#> 1702  41    unemployed  married  tertiary      no    1666      no   no
#> 1703  28    technician   single secondary      no     205     yes   no
#> 1704  35   blue-collar   single   primary      no    -276     yes   no
#> 1705  35   blue-collar   single secondary      no    1253      no   no
#> 1706  29    technician   single secondary      no   22008     yes   no
#> 1707  30    management  married  tertiary      no       0     yes   no
#> 1708  50   blue-collar  married   primary      no    2590     yes   no
#> 1709  57     housemaid divorced  tertiary      no    3767      no   no
#> 1710  41   blue-collar  married secondary      no     -56     yes   no
#> 1711  32     housemaid  married   primary      no     344     yes   no
#> 1712  54      services  married   primary      no    1059      no   no
#> 1713  25    management   single  tertiary      no     667      no   no
#> 1714  42    management  married secondary      no    2580     yes   no
#> 1715  36   blue-collar  married secondary      no    -231      no  yes
#> 1716  41    technician  married secondary      no     767     yes  yes
#> 1717  40    unemployed divorced secondary      no    1694      no   no
#> 1718  41    technician  married  tertiary      no     744     yes   no
#> 1719  40  entrepreneur  married   primary      no    3676     yes  yes
#> 1720  27      services   single  tertiary      no    9965     yes   no
#> 1721  54    management  married  tertiary      no       0      no   no
#> 1722  29        admin.   single  tertiary      no     422     yes   no
#> 1723  39   blue-collar  married secondary      no     507     yes   no
#> 1724  33    technician   single secondary      no    -325     yes   no
#> 1725  28      services   single secondary      no     129     yes   no
#> 1726  36    technician divorced secondary      no     566     yes   no
#> 1727  43   blue-collar  married   primary      no     445     yes   no
#> 1728  50    management divorced  tertiary      no       0      no   no
#> 1729  49    technician  married secondary      no     808     yes   no
#> 1730  34    management  married secondary      no     240     yes   no
#> 1731  33    technician divorced secondary     yes      10     yes  yes
#> 1732  53    technician  married secondary      no    4807      no   no
#> 1733  43    unemployed  married   primary      no     519      no   no
#> 1734  32    management   single  tertiary      no     739     yes   no
#> 1735  56    management divorced  tertiary      no      94      no   no
#> 1736  26    management   single  tertiary      no     205      no   no
#> 1737  46   blue-collar  married   primary      no     296     yes   no
#> 1738  45    technician  married secondary      no    -149     yes   no
#> 1739  42   blue-collar   single secondary      no     985      no   no
#> 1740  39    management   single secondary      no     113     yes   no
#> 1741  38    management   single  tertiary      no    8669     yes   no
#> 1742  35    technician  married  tertiary      no    7050      no   no
#> 1743  53 self-employed  married secondary      no       1     yes  yes
#> 1744  29    management  married  tertiary      no     246     yes   no
#> 1745  36    technician   single secondary      no    -206     yes   no
#> 1746  25      services   single secondary      no    -107     yes   no
#> 1747  44    management divorced  tertiary      no     193      no  yes
#> 1748  49    technician  married secondary      no      25     yes  yes
#> 1749  30    technician   single secondary      no    1286      no   no
#> 1750  49   blue-collar divorced   primary      no      24     yes   no
#> 1751  53 self-employed  married  tertiary      no    4397     yes   no
#> 1752  28  entrepreneur  married  tertiary      no    4064      no  yes
#> 1753  29    management   single  tertiary      no     307     yes   no
#> 1754  28    technician   single  tertiary      no     183     yes  yes
#> 1755  53    management  married  tertiary      no     490     yes   no
#> 1756  35      services divorced  tertiary      no     877     yes   no
#> 1757  32    management  married  tertiary      no    -383     yes   no
#> 1758  26   blue-collar   single secondary      no     123      no  yes
#> 1759  34    technician  married secondary      no    4248     yes   no
#> 1760  43   blue-collar  married secondary      no       3     yes   no
#> 1761  32        admin.  married secondary      no     277     yes   no
#> 1762  24       student   single secondary      no    1925      no   no
#> 1763  50   blue-collar  married   primary      no     -37     yes   no
#> 1764  53        admin.   single secondary      no    1178     yes   no
#> 1765  51    management  married secondary      no     873      no   no
#> 1766  30    technician   single  tertiary      no      53      no   no
#> 1767  54    technician  married secondary      no      25     yes   no
#> 1768  35   blue-collar   single   primary      no     109     yes   no
#> 1769  30    technician   single  tertiary      no    2832      no   no
#> 1770  45      services  married secondary      no     350     yes  yes
#> 1771  56       retired  married secondary      no     393      no  yes
#> 1772  33    management  married  tertiary      no    3713     yes   no
#> 1773  54      services  married secondary      no     158     yes   no
#> 1774  39   blue-collar   single   unknown      no      10     yes   no
#> 1775  29      services   single secondary      no       0      no   no
#> 1776  49     housemaid divorced   primary      no     164     yes   no
#> 1777  25       student   single secondary      no     722     yes   no
#> 1778  40    technician   single  tertiary      no    1175      no   no
#> 1779  52        admin.  married secondary      no     190      no   no
#> 1780  35    technician  married secondary     yes     -29     yes  yes
#> 1781  43   blue-collar  married   primary      no     582     yes   no
#> 1782  32   blue-collar  married secondary      no     950     yes  yes
#> 1783  55    management  married  tertiary      no    2537      no   no
#> 1784  34      services  married secondary      no       0      no   no
#> 1785  60   blue-collar  married secondary      no       0      no   no
#> 1786  57        admin.  married secondary      no     567     yes   no
#> 1787  58   blue-collar  married secondary      no    1075     yes   no
#> 1788  26   blue-collar   single   primary      no     535     yes   no
#> 1789  59        admin.  married secondary      no    1001      no   no
#> 1790  58      services  married secondary      no     553      no  yes
#> 1791  49    management  married  tertiary      no    2187      no   no
#> 1792  37      services  married secondary      no    3429     yes  yes
#> 1793  47    technician  married secondary      no     179     yes   no
#> 1794  39      services divorced secondary      no    -152     yes   no
#> 1795  58      services  married secondary      no     818      no   no
#> 1796  30 self-employed  married  tertiary      no     805     yes   no
#> 1797  44  entrepreneur  married secondary      no    6649     yes   no
#> 1798  27   blue-collar  married secondary      no     556     yes   no
#> 1799  42   blue-collar  married secondary      no    1598     yes  yes
#> 1800  25    management  married  tertiary      no     127     yes   no
#> 1801  32   blue-collar  married secondary      no     113     yes  yes
#> 1802  55    technician  married secondary      no       0     yes   no
#> 1803  55      services  married  tertiary      no    2877      no   no
#> 1804  40      services   single secondary      no     326     yes   no
#> 1805  35        admin. divorced secondary      no      45     yes   no
#> 1806  25    unemployed  married secondary      no     285     yes   no
#> 1807  36   blue-collar  married   unknown      no    -400     yes  yes
#> 1808  32    technician  married secondary      no    6172     yes   no
#> 1809  49    technician  married secondary      no    1982     yes  yes
#> 1810  56      services  married   primary      no     219     yes   no
#> 1811  32    management  married  tertiary      no    1388     yes   no
#> 1812  26 self-employed   single  tertiary      no    3044     yes  yes
#> 1813  33        admin.  married secondary      no       7     yes   no
#> 1814  37    technician  married  tertiary      no     127     yes   no
#> 1815  45    technician  married secondary      no    1412     yes   no
#> 1816  49     housemaid  married   primary      no      78      no   no
#> 1817  28        admin.   single  tertiary      no    1104     yes   no
#> 1818  30   blue-collar   single   unknown      no     694     yes  yes
#> 1819  31    technician  married secondary      no     585     yes   no
#> 1820  54        admin. divorced   unknown      no       0      no   no
#> 1821  27   blue-collar  married secondary      no      72     yes   no
#> 1822  34    technician  married secondary      no      30      no   no
#> 1823  41 self-employed  married secondary      no     305     yes   no
#> 1824  58    technician  married secondary      no     589     yes   no
#> 1825  31   blue-collar   single   primary      no    5972      no   no
#> 1826  38    management divorced  tertiary      no    -980     yes   no
#> 1827  30        admin.  married secondary      no      35     yes  yes
#> 1828  36    technician  married secondary      no     154     yes   no
#> 1829  51    technician  married  tertiary      no    2506      no   no
#> 1830  53   blue-collar  married secondary      no     208      no   no
#> 1831  27       student   single  tertiary      no    3687      no   no
#> 1832  25   blue-collar  married secondary      no     -23     yes   no
#> 1833  56    technician divorced  tertiary      no    1593     yes   no
#> 1834  43        admin.  married secondary      no     324      no   no
#> 1835  28      services   single secondary      no     168     yes   no
#> 1836  53       retired divorced secondary      no    -477      no   no
#> 1837  28 self-employed   single  tertiary      no       0     yes   no
#> 1838  57    technician divorced  tertiary      no     114      no   no
#> 1839  24       student   single   primary      no     474      no   no
#> 1840  51   blue-collar  married   primary      no      19      no   no
#> 1841  38      services  married secondary      no     433      no   no
#> 1842  32      services   single secondary      no     -23      no   no
#> 1843  51    management divorced  tertiary      no     492      no  yes
#> 1844  45   blue-collar  married secondary      no    -149     yes   no
#> 1845  33   blue-collar  married secondary      no       0      no   no
#> 1846  51      services  married secondary      no       0      no  yes
#> 1847  31    technician   single secondary      no     845     yes   no
#> 1848  34 self-employed  married  tertiary      no     191      no   no
#> 1849  42      services  married secondary      no    3236      no   no
#> 1850  52      services divorced   primary      no    -644      no   no
#> 1851  74       retired  married  tertiary      no    1843      no   no
#> 1852  56       unknown  married   unknown      no   15088      no   no
#> 1853  43 self-employed  married  tertiary      no   10072      no   no
#> 1854  44    technician  married secondary      no       0     yes   no
#> 1855  41   blue-collar  married   primary      no    3803     yes   no
#> 1856  38   blue-collar   single secondary      no     745     yes   no
#> 1857  40    technician   single  tertiary      no     693      no   no
#> 1858  42   blue-collar  married secondary      no    2717     yes  yes
#> 1859  48       retired  married  tertiary      no       4      no  yes
#> 1860  55   blue-collar  married secondary      no     660      no   no
#> 1861  38   blue-collar   single   unknown      no      10     yes   no
#> 1862  37    management divorced  tertiary      no    1775      no   no
#> 1863  42    unemployed  married   primary     yes    -581     yes   no
#> 1864  42    technician  married secondary      no    4791     yes   no
#> 1865  28    technician  married secondary      no     139     yes  yes
#> 1866  54      services  married secondary      no    1301     yes   no
#> 1867  43    management  married  tertiary      no    2886      no   no
#> 1868  31    management divorced  tertiary      no    1742     yes   no
#> 1869  50  entrepreneur  married   primary     yes     537     yes   no
#> 1870  72       retired  married   primary      no     796      no   no
#> 1871  54   blue-collar  married   unknown      no    1827      no   no
#> 1872  57        admin.  married secondary      no    2137      no   no
#> 1873  42    management  married  tertiary      no    -700     yes   no
#> 1874  47     housemaid   single  tertiary      no    3232      no   no
#> 1875  60        admin.  married secondary      no       0      no   no
#> 1876  41   blue-collar divorced   primary      no    1498      no   no
#> 1877  31 self-employed  married  tertiary      no       0     yes   no
#> 1878  49    technician  married secondary      no    -215     yes   no
#> 1879  60     housemaid  married   primary      no     211      no   no
#> 1880  36     housemaid  married  tertiary     yes   -1941     yes   no
#> 1881  37    management   single  tertiary      no     455     yes   no
#> 1882  34   blue-collar  married   primary      no    1451     yes   no
#> 1883  57    management  married  tertiary      no    1171      no   no
#> 1884  34        admin.  married  tertiary      no     899     yes   no
#> 1885  46      services divorced secondary      no     755      no   no
#> 1886  36        admin.  married secondary      no     542     yes   no
#> 1887  35    management  married  tertiary      no    5367      no   no
#> 1888  40    management  married  tertiary      no     270      no   no
#> 1889  30    management divorced secondary      no    -274     yes  yes
#> 1890  53    management  married   unknown      no    2240     yes   no
#> 1891  31    technician  married secondary      no     344     yes   no
#> 1892  39    management  married  tertiary      no     575      no   no
#> 1893  57        admin. divorced secondary      no   18268     yes   no
#> 1894  54    unemployed  married   primary      no    6427     yes   no
#> 1895  35        admin.  married secondary      no    -488     yes   no
#> 1896  34   blue-collar  married   primary      no    1031     yes   no
#> 1897  30       student   single   unknown      no    -145      no  yes
#> 1898  39        admin.  married   primary      no       0      no   no
#> 1899  49 self-employed  married secondary      no    1103      no   no
#> 1900  58 self-employed  married   unknown      no    1187     yes   no
#> 1901  37     housemaid  married   primary      no       0     yes   no
#> 1902  34      services  married secondary      no     184     yes   no
#> 1903  41    technician   single secondary      no      -3      no   no
#> 1904  23       student   single secondary      no     556     yes   no
#> 1905  47      services  married   primary      no    1496     yes   no
#> 1906  35   blue-collar   single   primary      no    1277     yes   no
#> 1907  42        admin. divorced secondary      no      24     yes   no
#> 1908  49   blue-collar  married   primary      no     352     yes   no
#> 1909  37        admin.   single secondary      no     262      no   no
#> 1910  31   blue-collar   single secondary      no    4978     yes   no
#> 1911  41    technician  married secondary      no    2125     yes  yes
#> 1912  36    technician   single secondary      no      98      no   no
#> 1913  29   blue-collar   single  tertiary      no      98      no   no
#> 1914  39        admin.  married secondary      no     441      no   no
#> 1915  53       retired  married secondary      no     366      no  yes
#> 1916  36   blue-collar   single secondary      no     168     yes   no
#> 1917  33    technician  married secondary      no     180      no   no
#> 1918  29   blue-collar   single secondary      no    1166     yes   no
#> 1919  43       retired  married   primary      no    7298      no   no
#> 1920  32   blue-collar  married   primary      no    1518     yes   no
#> 1921  44    technician  married  tertiary      no     851     yes   no
#> 1922  50   blue-collar  married   primary      no    2190      no   no
#> 1923  37    technician  married  tertiary      no    4596     yes   no
#> 1924  31    technician   single  tertiary      no    1166     yes   no
#> 1925  36   blue-collar  married secondary      no     108     yes   no
#> 1926  38   blue-collar  married secondary      no    -152      no   no
#> 1927  55   blue-collar divorced   primary      no     962      no  yes
#> 1928  43    management  married  tertiary      no    9261     yes   no
#> 1929  40   blue-collar  married secondary      no       0     yes   no
#> 1930  38    technician   single secondary      no    2442      no   no
#> 1931  36    management   single  tertiary      no    4123      no   no
#> 1932  43    management divorced  tertiary      no    3163     yes   no
#> 1933  43      services divorced secondary      no    1040     yes   no
#> 1934  33   blue-collar divorced secondary      no     474      no   no
#> 1935  30    management   single  tertiary      no    2186     yes   no
#> 1936  54   blue-collar  married secondary      no     844      no   no
#> 1937  41  entrepreneur  married  tertiary      no     221     yes   no
#> 1938  46     housemaid   single   primary      no   10889      no   no
#> 1939  50   blue-collar  married   primary      no     565     yes  yes
#> 1940  36   blue-collar  married secondary     yes      13      no  yes
#> 1941  43    management divorced  tertiary      no     481     yes   no
#> 1942  32   blue-collar divorced secondary      no       8     yes   no
#> 1943  25       student   single secondary      no    2975      no   no
#> 1944  33   blue-collar  married secondary      no     331     yes   no
#> 1945  41      services  married secondary      no    3992     yes   no
#> 1946  70  entrepreneur  married  tertiary      no   15265      no   no
#> 1947  37      services  married   unknown      no    -224      no   no
#> 1948  52    management  married secondary      no    4873      no   no
#> 1949  31  entrepreneur   single  tertiary      no     544      no  yes
#> 1950  31    technician   single secondary      no    1819     yes   no
#> 1951  45    management   single secondary      no     142      no  yes
#> 1952  47   blue-collar  married   primary      no    4666      no   no
#> 1953  50      services  married secondary      no    5699     yes   no
#> 1954  49   blue-collar  married secondary      no      90     yes   no
#> 1955  38    management   single  tertiary      no    2346     yes   no
#> 1956  28    management  married secondary      no       3     yes   no
#> 1957  42    management  married secondary      no    2608     yes   no
#> 1958  30   blue-collar  married secondary      no    -269     yes   no
#> 1959  37    management   single secondary      no    1572      no   no
#> 1960  58       retired divorced secondary      no     439      no  yes
#> 1961  46        admin.   single  tertiary      no    2889     yes   no
#> 1962  33    management   single  tertiary      no     641     yes   no
#> 1963  31 self-employed  married secondary      no       0     yes   no
#> 1964  42        admin.   single secondary      no     -76     yes   no
#> 1965  35      services   single   primary      no     739     yes   no
#> 1966  32    management  married  tertiary     yes       2      no   no
#> 1967  31        admin.   single secondary      no      43      no   no
#> 1968  37      services  married secondary      no     -21     yes  yes
#> 1969  44  entrepreneur divorced  tertiary      no     134     yes   no
#> 1970  43        admin.  married secondary      no    1138      no   no
#> 1971  31    technician   single  tertiary      no    1109      no   no
#> 1972  37      services   single   primary      no    3715     yes   no
#> 1973  41    technician  married secondary      no     201      no  yes
#> 1974  32   blue-collar  married secondary      no     150     yes   no
#> 1975  58    management divorced secondary      no      44     yes   no
#> 1976  38    technician divorced  tertiary     yes    -530     yes   no
#> 1977  52        admin.  married secondary      no     199      no   no
#> 1978  33      services   single  tertiary      no    1595     yes   no
#> 1979  31    unemployed  married   primary      no     213     yes   no
#> 1980  52    management  married  tertiary      no     258      no   no
#> 1981  30      services   single  tertiary      no    3516     yes   no
#> 1982  31    technician   single secondary      no    1626      no   no
#> 1983  42    management  married  tertiary      no     202      no   no
#> 1984  43   blue-collar  married   primary     yes    -635     yes   no
#> 1985  58    technician   single  tertiary      no     388      no   no
#> 1986  32      services  married secondary      no    1977     yes  yes
#> 1987  53       retired  married  tertiary      no    1778      no   no
#> 1988  33        admin.   single secondary      no     395     yes   no
#> 1989  47   blue-collar  married secondary      no     -18      no  yes
#> 1990  36 self-employed  married  tertiary      no     254     yes   no
#> 1991  58  entrepreneur  married  tertiary      no       0      no  yes
#> 1992  35    management  married  tertiary      no      24     yes   no
#> 1993  23       student   single secondary      no     107      no   no
#> 1994  37   blue-collar  married   primary      no    2939     yes   no
#> 1995  33    management divorced secondary      no     321      no  yes
#> 1996  35      services  married   primary      no      31      no  yes
#> 1997  57    management  married  tertiary      no    1832     yes   no
#> 1998  36    technician  married secondary      no     696     yes   no
#> 1999  31        admin.   single secondary      no    2076      no  yes
#> 2000  47       unknown  married   unknown      no    1880      no   no
#> 2001  45    unemployed   single   primary      no    2249     yes   no
#> 2002  37    technician   single  tertiary      no     971      no   no
#> 2003  33        admin. divorced secondary      no     661     yes   no
#> 2004  24    management   single  tertiary      no     507      no   no
#> 2005  46   blue-collar  married   primary      no    5461     yes   no
#> 2006  43   blue-collar  married secondary      no    1127     yes   no
#> 2007  30        admin.  married secondary      no     215      no  yes
#> 2008  46        admin.   single secondary      no     849     yes   no
#> 2009  47   blue-collar  married   primary      no      17      no   no
#> 2010  49    technician  married  tertiary      no    8422     yes   no
#> 2011  50   blue-collar  married secondary      no     378     yes   no
#> 2012  61       retired  married secondary      no    1058      no   no
#> 2013  31   blue-collar  married   primary      no     251     yes   no
#> 2014  31    management  married  tertiary      no    2344     yes   no
#> 2015  48   blue-collar  married secondary      no    5058      no   no
#> 2016  28        admin.   single  tertiary      no    1540     yes   no
#> 2017  27    unemployed   single  tertiary      no    -446     yes   no
#> 2018  35        admin.   single  tertiary      no     777      no  yes
#> 2019  43    unemployed  married secondary      no       0     yes   no
#> 2020  36    technician  married secondary      no    1508      no   no
#> 2021  39    management divorced  tertiary      no     295      no   no
#> 2022  27       student   single secondary      no    2245      no   no
#> 2023  34        admin.  married secondary      no      79     yes   no
#> 2024  46   blue-collar  married   primary      no    1303      no   no
#> 2025  39   blue-collar   single secondary      no      29     yes   no
#> 2026  44     housemaid  married   primary      no    3706      no   no
#> 2027  35   blue-collar   single secondary      no    4963     yes   no
#> 2028  30        admin.  married secondary      no     518     yes   no
#> 2029  26    technician  married secondary      no     267     yes   no
#> 2030  26       student   single secondary      no     316      no   no
#> 2031  28        admin.   single secondary      no     520     yes   no
#> 2032  39   blue-collar  married secondary      no     474     yes  yes
#> 2033  31   blue-collar  married secondary      no     512     yes   no
#> 2034  55    management divorced  tertiary      no    1633      no   no
#> 2035  57      services   single secondary      no    2236     yes   no
#> 2036  41    technician   single   unknown      no    2701     yes   no
#> 2037  26   blue-collar   single   primary      no      36      no  yes
#> 2038  56    management  married   primary      no     870      no   no
#> 2039  42        admin. divorced secondary      no     153     yes   no
#> 2040  37    management   single  tertiary      no    1730      no   no
#> 2041  55        admin.   single secondary     yes     986      no  yes
#> 2042  23    technician   single secondary      no       4     yes   no
#> 2043  35      services divorced secondary      no     440     yes   no
#> 2044  34        admin. divorced secondary      no    1186     yes  yes
#> 2045  35    technician divorced secondary      no    -281      no   no
#> 2046  50   blue-collar divorced   primary      no     388      no   no
#> 2047  47 self-employed  married secondary      no    4420     yes  yes
#> 2048  43    management   single   primary      no       0      no   no
#> 2049  58   blue-collar  married secondary      no     343     yes   no
#> 2050  35    management divorced  tertiary      no     788     yes   no
#> 2051  32 self-employed  married secondary      no      67      no   no
#> 2052  39   blue-collar  married   unknown      no     295     yes   no
#> 2053  46   blue-collar  married   primary      no       0     yes   no
#> 2054  60   blue-collar  married   primary      no      93      no  yes
#> 2055  29    management   single  tertiary      no    1739     yes   no
#> 2056  34  entrepreneur  married  tertiary      no    1076     yes   no
#> 2057  34      services  married secondary      no     404     yes   no
#> 2058  30        admin.   single secondary      no    4925     yes   no
#> 2059  41 self-employed  married secondary      no     323     yes   no
#> 2060  55       retired  married   primary      no     868      no   no
#> 2061  33    management  married  tertiary      no    2744     yes   no
#> 2062  36   blue-collar divorced secondary      no     719     yes   no
#> 2063  34       student   single   unknown      no    1281      no   no
#> 2064  51      services  married   primary      no    -553     yes   no
#> 2065  58     housemaid  married  tertiary      no     497      no   no
#> 2066  25 self-employed   single  tertiary      no     882     yes   no
#> 2067  50   blue-collar  married   primary      no    4121     yes  yes
#> 2068  50    management  married  tertiary      no     536      no   no
#> 2069  51  entrepreneur  married   primary      no     726     yes  yes
#> 2070  56       retired  married secondary      no       0      no   no
#> 2071  52        admin.  married secondary      no    2851      no  yes
#> 2072  41   blue-collar  married secondary      no     232      no   no
#> 2073  48        admin. divorced secondary      no       0      no  yes
#> 2074  36    technician  married  tertiary      no      98      no   no
#> 2075  31    management   single  tertiary      no   12857     yes   no
#> 2076  39    management   single  tertiary      no    1509      no   no
#> 2077  45    unemployed  married secondary      no    2040      no   no
#> 2078  57   blue-collar  married   primary      no    1460      no   no
#> 2079  44    management  married  tertiary      no     170      no   no
#> 2080  42    management   single  tertiary      no     196     yes   no
#> 2081  38   blue-collar  married   primary      no    1099     yes   no
#> 2082  41     housemaid  married  tertiary      no     783     yes   no
#> 2083  34    technician  married secondary      no    1137      no   no
#> 2084  37      services   single secondary      no    -196     yes   no
#> 2085  43        admin.   single secondary      no       6      no   no
#> 2086  46        admin.  married secondary      no    9319     yes   no
#> 2087  41   blue-collar   single secondary      no    1564     yes   no
#> 2088  27   blue-collar   single   primary      no     140      no   no
#> 2089  44   blue-collar  married   primary      no     195     yes   no
#> 2090  35   blue-collar  married secondary      no    -461      no   no
#> 2091  30    management   single  tertiary      no       0     yes   no
#> 2092  36  entrepreneur  married secondary      no     302     yes   no
#> 2093  41       unknown   single   unknown      no    1259      no   no
#> 2094  61       retired divorced secondary      no    1857     yes   no
#> 2095  38    management  married  tertiary      no    1221     yes   no
#> 2096  36    technician  married secondary      no    1731     yes  yes
#> 2097  34       student   single   unknown      no    1281      no   no
#> 2098  46    technician  married secondary      no    9299      no   no
#> 2099  31     housemaid   single  tertiary      no     287     yes   no
#> 2100  43    management divorced  tertiary      no    -173      no  yes
#> 2101  37   blue-collar   single secondary      no     240     yes   no
#> 2102  37      services  married   primary      no       0     yes  yes
#> 2103  56      services  married   primary      no     966      no  yes
#> 2104  26    unemployed   single secondary      no     461      no   no
#> 2105  42    unemployed  married   primary      no     259     yes   no
#> 2106  31    technician  married secondary      no    -720     yes   no
#> 2107  39     housemaid  married  tertiary      no      94      no   no
#> 2108  34   blue-collar  married secondary      no     405     yes   no
#> 2109  57        admin.  married secondary      no    1218      no   no
#> 2110  48    unemployed  married  tertiary      no    1571     yes   no
#> 2111  49    management   single  tertiary      no       1     yes   no
#> 2112  44    technician  married   primary      no    4389      no   no
#> 2113  46    technician  married  tertiary      no    4176     yes   no
#> 2114  50    unemployed  married secondary      no     297     yes   no
#> 2115  58    technician  married secondary      no    5618     yes   no
#> 2116  61       retired  married  tertiary      no    1257      no   no
#> 2117  49   blue-collar  married secondary      no    1350      no   no
#> 2118  56      services divorced secondary      no    6101      no   no
#> 2119  26       student   single   unknown      no     826      no   no
#> 2120  44      services  married secondary      no    -230     yes  yes
#> 2121  37        admin.  married secondary      no    1207     yes   no
#> 2122  58   blue-collar  married   primary      no       0      no   no
#> 2123  30      services   single secondary     yes    -366     yes   no
#> 2124  37        admin.  married  tertiary      no     801      no   no
#> 2125  36    technician   single secondary      no     333      no   no
#> 2126  59    management  married  tertiary      no     518      no   no
#> 2127  27      services  married secondary      no       0     yes   no
#> 2128  42    unemployed  married  tertiary      no    1270     yes   no
#> 2129  36        admin. divorced secondary      no     181     yes   no
#> 2130  46    management   single  tertiary      no     311     yes  yes
#> 2131  35    technician   single  tertiary      no       0      no   no
#> 2132  24        admin.   single secondary      no     120     yes   no
#> 2133  71       retired divorced secondary      no       0      no   no
#> 2134  41   blue-collar  married secondary      no    2717     yes  yes
#> 2135  25   blue-collar   single secondary      no    1429     yes   no
#> 2136  52 self-employed  married secondary      no    1066     yes   no
#> 2137  55   blue-collar  married   primary      no    3485      no   no
#> 2138  52        admin.  married secondary      no    4493      no   no
#> 2139  29   blue-collar  married secondary      no     415     yes   no
#> 2140  44   blue-collar   single   primary      no    1593     yes   no
#> 2141  46    management  married secondary      no      21     yes   no
#> 2142  39   blue-collar  married secondary      no    3045      no   no
#> 2143  28      services   single secondary      no     348     yes   no
#> 2144  54    management  married  tertiary      no     384     yes   no
#> 2145  47    technician  married secondary      no      11      no   no
#> 2146  42   blue-collar  married secondary      no       0     yes   no
#> 2147  40    technician  married secondary      no    -282     yes   no
#> 2148  31    management  married  tertiary      no    1224     yes  yes
#> 2149  37 self-employed  married  tertiary      no    1146      no  yes
#> 2150  45      services  married secondary      no      27     yes  yes
#> 2151  22      services   single secondary      no     652      no   no
#> 2152  44        admin.   single secondary      no    2524      no   no
#> 2153  59      services  married   primary      no      64     yes  yes
#> 2154  27        admin.   single secondary      no    3638      no   no
#> 2155  34   blue-collar  married   primary      no    -204     yes   no
#> 2156  56    management  married secondary      no     208      no  yes
#> 2157  33      services  married secondary      no    -384     yes   no
#> 2158  28       student   single  tertiary      no    2306      no   no
#> 2159  26    management   single  tertiary      no      45      no   no
#> 2160  57    management divorced  tertiary      no    6468     yes   no
#> 2161  52        admin.  married secondary      no    1746      no   no
#> 2162  49    technician  married secondary      no     313      no   no
#> 2163  44     housemaid  married   primary      no    1109     yes  yes
#> 2164  30   blue-collar   single secondary      no     183     yes   no
#> 2165  29        admin.   single secondary      no     200     yes   no
#> 2166  43      services divorced secondary      no    -145     yes   no
#> 2167  35    technician  married secondary      no     150      no   no
#> 2168  34   blue-collar   single secondary      no    1599     yes   no
#> 2169  34    management  married  tertiary      no     179     yes   no
#> 2170  39  entrepreneur  married  tertiary      no       4     yes  yes
#> 2171  33   blue-collar divorced secondary      no    3546     yes   no
#> 2172  33    management  married  tertiary      no     149     yes  yes
#> 2173  41    management divorced secondary      no     276     yes   no
#> 2174  40    management  married secondary      no     569      no   no
#> 2175  44      services divorced secondary      no      20      no   no
#> 2176  56   blue-collar divorced   primary      no      12      no   no
#> 2177  35    management  married  tertiary      no    5057     yes   no
#> 2178  31    technician   single  tertiary      no     830     yes   no
#> 2179  32      services   single  tertiary      no     785      no   no
#> 2180  60    management  married secondary      no     358      no   no
#> 2181  35    management   single  tertiary      no    1750     yes   no
#> 2182  40        admin.  married secondary      no    1412      no   no
#> 2183  37    technician  married secondary      no     720     yes   no
#> 2184  35   blue-collar  married   primary      no     914     yes   no
#> 2185  58        admin.  married secondary      no    3735      no   no
#> 2186  46        admin. divorced secondary      no     289      no  yes
#> 2187  37    management  married  tertiary      no    6771      no   no
#> 2188  26       student   single secondary      no     279      no   no
#> 2189  28    technician   single  tertiary      no    4513     yes   no
#> 2190  48   blue-collar  married secondary      no     238     yes  yes
#> 2191  36    management  married  tertiary      no   11675     yes   no
#> 2192  39    technician  married secondary      no      52      no   no
#> 2193  40        admin. divorced secondary      no       6      no   no
#> 2194  56    management divorced  tertiary      no       0      no   no
#> 2195  32        admin.   single   unknown      no    2692     yes   no
#> 2196  34   blue-collar  married secondary      no    6411     yes  yes
#> 2197  28    management  married  tertiary      no     247      no   no
#> 2198  46    technician  married  tertiary      no    2207     yes   no
#> 2199  33   blue-collar divorced   primary      no     -53     yes   no
#> 2200  51      services divorced secondary      no       0      no   no
#> 2201  59       retired  married   primary      no       0      no   no
#> 2202  28   blue-collar  married   primary      no     -65     yes   no
#> 2203  52    unemployed  married secondary      no    1639      no   no
#> 2204  30    management   single  tertiary      no     220     yes   no
#> 2205  41    management  married  tertiary      no     850      no   no
#> 2206  37        admin.  married secondary      no      55     yes  yes
#> 2207  35 self-employed   single  tertiary      no     398      no   no
#> 2208  50  entrepreneur  married  tertiary      no    2410      no   no
#> 2209  29    management  married  tertiary      no       0     yes   no
#> 2210  54    technician  married secondary      no     415     yes   no
#> 2211  27    management   single  tertiary      no    3104     yes   no
#> 2212  32    management divorced  tertiary      no     530     yes   no
#> 2213  39     housemaid  married   primary      no     562      no   no
#> 2214  28    technician   single secondary      no     584     yes   no
#> 2215  54        admin.  married  tertiary      no      19      no   no
#> 2216  27      services   single secondary      no     167      no  yes
#> 2217  35    management  married  tertiary      no    3161      no   no
#> 2218  30    technician  married secondary      no     817     yes   no
#> 2219  44  entrepreneur  married secondary      no     242      no  yes
#> 2220  24        admin.   single secondary      no      66     yes   no
#> 2221  33  entrepreneur   single  tertiary      no    1481     yes   no
#> 2222  46   blue-collar  married secondary      no       5      no   no
#> 2223  27    technician   single secondary      no     235     yes   no
#> 2224  34    technician   single  tertiary     yes      -1      no   no
#> 2225  55    technician divorced secondary      no    3450      no   no
#> 2226  33      services  married secondary      no    4434     yes   no
#> 2227  35    technician  married secondary      no      18     yes  yes
#> 2228  33    unemployed   single secondary      no     237     yes   no
#> 2229  51  entrepreneur  married  tertiary      no    3188     yes  yes
#> 2230  57    technician divorced secondary      no       0     yes   no
#> 2231  59        admin.  married secondary      no    1914     yes   no
#> 2232  36      services   single secondary      no     461      no   no
#> 2233  57    technician  married  tertiary      no     -40      no  yes
#> 2234  46    management  married secondary      no       0      no   no
#> 2235  44  entrepreneur  married secondary      no     692      no   no
#> 2236  56    management  married  tertiary      no     154      no   no
#> 2237  35    management   single  tertiary      no    1496     yes   no
#> 2238  40  entrepreneur  married  tertiary      no      70      no   no
#> 2239  30        admin.   single secondary      no      52      no  yes
#> 2240  31        admin.   single secondary      no      78     yes   no
#> 2241  36      services   single  tertiary      no      72     yes   no
#> 2242  32   blue-collar  married  tertiary      no     143     yes  yes
#> 2243  36   blue-collar  married secondary      no    1554     yes   no
#> 2244  30       student   single  tertiary      no      34     yes   no
#> 2245  59    unemployed divorced secondary      no    7469      no   no
#> 2246  29        admin.  married secondary      no     453     yes   no
#> 2247  53        admin. divorced secondary      no    -112      no   no
#> 2248  41    unemployed  married secondary      no     121     yes   no
#> 2249  24       student   single secondary      no      82     yes   no
#> 2250  30    unemployed   single secondary      no    -306     yes   no
#> 2251  31      services   single secondary      no       0     yes   no
#> 2252  49 self-employed divorced  tertiary      no    3293      no   no
#> 2253  30    unemployed  married secondary      no    1566      no   no
#> 2254  43      services  married secondary      no       0     yes   no
#> 2255  34   blue-collar  married secondary      no     587     yes   no
#> 2256  44    technician  married secondary      no     858      no   no
#> 2257  35      services  married secondary      no    2179      no   no
#> 2258  36    management   single  tertiary      no     202      no   no
#> 2259  43        admin.  married secondary      no    1625     yes  yes
#> 2260  29   blue-collar   single  tertiary      no     455      no   no
#> 2261  41        admin.  married secondary      no    3138      no   no
#> 2262  35   blue-collar  married   unknown      no    -465      no   no
#> 2263  57   blue-collar  married   unknown      no    4148      no   no
#> 2264  43   blue-collar divorced secondary      no     110     yes  yes
#> 2265  37    technician  married secondary      no    5287     yes  yes
#> 2266  35    technician  married secondary      no    1140     yes   no
#> 2267  26   blue-collar  married secondary      no    5795     yes   no
#> 2268  37    technician  married  tertiary      no    1733     yes   no
#> 2269  54       retired   single secondary      no     515     yes   no
#> 2270  58   blue-collar  married   primary      no       0     yes   no
#> 2271  49    management  married  tertiary      no     322      no   no
#> 2272  39    management  married  tertiary      no    5142      no   no
#> 2273  29       student  married  tertiary      no   10596     yes   no
#> 2274  38      services  married secondary      no    5000      no   no
#> 2275  56    management divorced  tertiary      no     -59      no  yes
#> 2276  27      services   single secondary      no    9636     yes   no
#> 2277  56  entrepreneur  married  tertiary      no   16125      no   no
#> 2278  42   blue-collar  married   unknown      no    1123     yes   no
#> 2279  19       student   single secondary      no     424      no   no
#> 2280  44   blue-collar  married secondary      no    1308      no   no
#> 2281  31        admin.   single secondary      no     483     yes  yes
#> 2282  47    technician divorced   unknown      no     442     yes   no
#> 2283  42    management  married  tertiary      no   27696      no   no
#> 2284  53        admin. divorced secondary      no    2647     yes   no
#> 2285  50   blue-collar  married   primary      no    1203     yes  yes
#> 2286  33    management  married  tertiary      no      91      no   no
#> 2287  32    management   single  tertiary      no     703     yes   no
#> 2288  38        admin.  married  tertiary      no    1209      no   no
#> 2289  34        admin. divorced secondary      no     183      no  yes
#> 2290  27      services   single secondary      no    -266      no  yes
#> 2291  50   blue-collar   single   primary      no     496     yes   no
#> 2292  30 self-employed  married  tertiary     yes   -1083     yes   no
#> 2293  33    technician   single  tertiary      no     318     yes   no
#> 2294  58        admin. divorced secondary      no    3058     yes   no
#> 2295  32    technician   single  tertiary      no    3818      no   no
#> 2296  27   blue-collar  married   primary      no    1535     yes   no
#> 2297  24    technician   single secondary      no    -192     yes   no
#> 2298  57    management  married  tertiary      no     929      no   no
#> 2299  59    management divorced  tertiary      no      51      no   no
#> 2300  51        admin. divorced secondary      no    2717      no   no
#> 2301  46    management  married  tertiary      no    7331      no   no
#> 2302  35    technician   single secondary      no     175     yes   no
#> 2303  41    technician   single secondary      no    1147     yes   no
#> 2304  40       retired   single   primary      no       0      no   no
#> 2305  34   blue-collar  married   primary      no    2720     yes   no
#> 2306  30   blue-collar   single secondary      no     445     yes   no
#> 2307  33   blue-collar   single secondary      no    4404     yes   no
#> 2308  48     housemaid divorced   primary      no    1583      no  yes
#> 2309  36    management  married  tertiary      no     332     yes   no
#> 2310  30   blue-collar  married secondary      no     313     yes  yes
#> 2311  37    unemployed   single   primary      no    1648     yes   no
#> 2312  47      services  married secondary      no     459      no   no
#> 2313  33   blue-collar  married secondary      no     833     yes  yes
#> 2314  24       student   single secondary      no   23878      no   no
#> 2315  32      services   single secondary      no    1987     yes   no
#> 2316  45   blue-collar   single secondary      no     615     yes   no
#> 2317  53 self-employed  married secondary      no    -488     yes   no
#> 2318  55    management divorced secondary      no     204     yes   no
#> 2319  32    management  married  tertiary      no    -360     yes   no
#> 2320  35    technician divorced secondary      no       0      no   no
#> 2321  48    technician  married  tertiary      no    9207      no   no
#> 2322  43    technician divorced secondary      no    1612      no   no
#> 2323  34    management   single  tertiary      no    -444     yes  yes
#> 2324  58    management  married  tertiary      no    2360      no   no
#> 2325  33    management   single  tertiary      no     383     yes   no
#> 2326  32    unemployed   single secondary      no    8304      no   no
#> 2327  43    management  married  tertiary      no     536     yes   no
#> 2328  34   blue-collar  married secondary      no     283      no  yes
#> 2329  42  entrepreneur  married secondary      no     718     yes   no
#> 2330  47   blue-collar  married   primary     yes      25     yes  yes
#> 2331  39   blue-collar  married   primary      no     879     yes   no
#> 2332  48       unknown  married   unknown      no    2261      no   no
#> 2333  24      services   single secondary      no    -141     yes   no
#> 2334  36      services  married secondary      no       0     yes   no
#> 2335  47    technician divorced secondary      no    4135     yes   no
#> 2336  45   blue-collar  married   primary      no     532     yes   no
#> 2337  33      services  married secondary      no       0     yes  yes
#> 2338  31   blue-collar   single secondary      no    2089     yes   no
#> 2339  32    technician   single secondary      no      14     yes  yes
#> 2340  47      services  married secondary      no    -835     yes  yes
#> 2341  27    technician   single secondary      no       8     yes   no
#> 2342  37   blue-collar   single secondary      no   13156     yes   no
#> 2343  52        admin.   single secondary      no    2398     yes   no
#> 2344  41    technician  married secondary      no      -4      no   no
#> 2345  33    technician  married secondary      no    1029     yes   no
#> 2346  32   blue-collar   single secondary      no      22      no   no
#> 2347  52    technician divorced secondary      no     511      no  yes
#> 2348  34        admin.  married  tertiary      no     798     yes   no
#> 2349  61    management  married  tertiary      no       0     yes   no
#> 2350  40   blue-collar divorced   primary      no      71     yes   no
#> 2351  30   blue-collar   single secondary      no     327     yes   no
#> 2352  42    technician   single secondary      no     -15      no   no
#> 2353  26        admin.   single secondary      no     338      no   no
#> 2354  27    management  married  tertiary      no    1531     yes   no
#> 2355  31    management   single  tertiary      no     241     yes   no
#> 2356  34    technician   single secondary      no    1161     yes   no
#> 2357  51    management divorced secondary      no     292      no   no
#> 2358  60      services  married secondary      no     594     yes   no
#> 2359  32    management   single  tertiary      no       2     yes   no
#> 2360  49   blue-collar divorced   unknown      no      39     yes   no
#> 2361  38       unknown  married   unknown      no     653      no   no
#> 2362  37   blue-collar  married   primary      no     660     yes  yes
#> 2363  45  entrepreneur  married  tertiary      no     369     yes   no
#> 2364  33    unemployed   single   unknown      no     170     yes   no
#> 2365  55   blue-collar  married   primary      no       0      no   no
#> 2366  37    management  married  tertiary      no    1276      no   no
#> 2367  31      services  married secondary      no     356     yes   no
#> 2368  32    technician  married secondary      no    -300      no   no
#> 2369  34    management   single  tertiary      no     549      no   no
#> 2370  36   blue-collar   single secondary      no    1089     yes   no
#> 2371  35        admin.   single secondary      no     368     yes   no
#> 2372  30    management   single  tertiary      no     440     yes   no
#> 2373  40    management  married  tertiary      no     373     yes  yes
#> 2374  26     housemaid   single   primary     yes   -1006     yes  yes
#> 2375  70       retired  married secondary      no    2626      no   no
#> 2376  43    management  married  tertiary      no    3518      no   no
#> 2377  29        admin.  married secondary      no     387     yes  yes
#> 2378  31        admin. divorced secondary      no    1890     yes   no
#> 2379  28    technician  married secondary      no    -302     yes   no
#> 2380  53    technician  married secondary      no    6671     yes  yes
#> 2381  46        admin.  married secondary      no     186     yes   no
#> 2382  30    management   single  tertiary      no    2344     yes   no
#> 2383  26   blue-collar   single   primary      no     102     yes   no
#> 2384  47    technician  married   primary      no    1375     yes  yes
#> 2385  55    technician   single secondary      no      99     yes   no
#> 2386  54        admin.  married secondary      no    4943      no   no
#> 2387  41   blue-collar   single secondary      no     925     yes   no
#> 2388  34        admin.  married secondary      no     396     yes   no
#> 2389  30   blue-collar  married secondary      no     365      no   no
#> 2390  67       retired  married secondary      no    1443      no   no
#> 2391  33   blue-collar   single secondary      no       0      no   no
#> 2392  35    management  married  tertiary      no     387     yes   no
#> 2393  36        admin.   single secondary      no    5871      no   no
#> 2394  55       retired  married secondary      no      39      no   no
#> 2395  39    management   single  tertiary      no    1234      no   no
#> 2396  55    technician  married   unknown      no     240     yes   no
#> 2397  37    management  married  tertiary      no     308     yes   no
#> 2398  39    management  married  tertiary      no     568     yes  yes
#> 2399  49        admin.  married secondary      no      82     yes   no
#> 2400  48    unemployed  married   primary      no     484      no   no
#> 2401  53       retired divorced   primary      no    1126      no   no
#> 2402  46    technician  married secondary      no    1740     yes   no
#> 2403  48    technician  married secondary      no     454     yes   no
#> 2404  50   blue-collar  married secondary      no      26     yes   no
#> 2405  38      services  married secondary      no    3259     yes   no
#> 2406  30   blue-collar divorced secondary      no    4591     yes   no
#> 2407  52      services  married secondary      no    2420     yes   no
#> 2408  31   blue-collar  married secondary      no      33      no   no
#> 2409  25        admin.  married secondary      no     894     yes   no
#> 2410  30  entrepreneur   single  tertiary      no     999      no   no
#> 2411  49   blue-collar  married   unknown      no     154     yes   no
#> 2412  42   blue-collar  married   primary      no      15     yes   no
#> 2413  50    technician  married secondary      no    3176      no   no
#> 2414  35    technician  married secondary      no    1364     yes  yes
#> 2415  29   blue-collar  married secondary      no    -114     yes   no
#> 2416  55   blue-collar  married   unknown      no      23      no   no
#> 2417  31    management divorced  tertiary      no     106     yes   no
#> 2418  27      services   single secondary      no     430     yes   no
#> 2419  29   blue-collar  married secondary      no     844     yes   no
#> 2420  57     housemaid divorced   unknown      no   11632      no   no
#> 2421  20       student   single  tertiary      no     556     yes   no
#> 2422  29   blue-collar  married secondary      no    1171     yes   no
#> 2423  59   blue-collar  married   primary      no       0     yes  yes
#> 2424  37  entrepreneur  married   primary      no       0      no   no
#> 2425  46    management  married  tertiary      no    1489     yes   no
#> 2426  42    management  married  tertiary      no    1773      no   no
#> 2427  52    technician  married   unknown      no       7      no   no
#> 2428  38    technician   single  tertiary      no       9     yes   no
#> 2429  46 self-employed  married secondary      no     156      no   no
#> 2430  40    technician divorced secondary      no     348     yes   no
#> 2431  41    management  married secondary      no    6526      no   no
#> 2432  40    technician  married secondary      no     265      no   no
#> 2433  58    management  married   primary      no    1021      no   no
#> 2434  47    management  married secondary      no    2010      no   no
#> 2435  46   blue-collar  married   primary      no     143     yes   no
#> 2436  58   blue-collar  married secondary      no     381      no   no
#> 2437  48      services   single   primary      no    1499     yes   no
#> 2438  42      services  married  tertiary      no     412     yes   no
#> 2439  30    management   single  tertiary      no    1571      no   no
#> 2440  48    technician  married secondary     yes     295      no  yes
#> 2441  28   blue-collar  married secondary      no       0     yes   no
#> 2442  36 self-employed  married secondary      no     188     yes  yes
#> 2443  40    management  married   primary      no     472     yes   no
#> 2444  51   blue-collar divorced   primary      no     325     yes   no
#> 2445  40        admin.  married secondary      no     153     yes   no
#> 2446  50    management divorced  tertiary      no      30      no   no
#> 2447  46   blue-collar  married secondary      no     176      no   no
#> 2448  40   blue-collar  married   primary      no    2880     yes   no
#> 2449  43    technician  married secondary      no     463      no   no
#> 2450  37    management  married  tertiary      no     725      no   no
#> 2451  47    management  married secondary     yes       0      no  yes
#> 2452  31   blue-collar   single secondary      no       0     yes   no
#> 2453  37   blue-collar  married secondary      no     298     yes   no
#> 2454  38   blue-collar  married secondary      no     861     yes   no
#> 2455  40        admin.  married secondary      no    2591     yes  yes
#> 2456  43    technician  married secondary      no     764     yes   no
#> 2457  34   blue-collar  married   primary      no    6352     yes   no
#> 2458  50    management   single  tertiary      no     486      no  yes
#> 2459  44    technician  married secondary      no       0      no  yes
#> 2460  66       retired  married   primary      no    1004      no   no
#> 2461  42    technician  married secondary      no     314      no   no
#> 2462  54        admin. divorced secondary      no     791      no  yes
#> 2463  30        admin. divorced secondary      no     370     yes   no
#> 2464  58    management  married  tertiary      no    7387      no   no
#> 2465  33    technician  married  tertiary      no     503      no   no
#> 2466  37    management divorced  tertiary      no      88      no   no
#> 2467  34   blue-collar  married   primary      no    -703     yes   no
#> 2468  34    management divorced  tertiary      no     488     yes   no
#> 2469  34    management  married  tertiary      no       0      no   no
#> 2470  49   blue-collar  married secondary      no     141      no   no
#> 2471  29      services   single   primary      no      95     yes   no
#> 2472  46        admin.  married secondary      no      68     yes   no
#> 2473  42    management  married  tertiary      no    1323     yes  yes
#> 2474  54        admin.   single secondary      no    3344     yes   no
#> 2475  32    management   single  tertiary      no     697      no   no
#> 2476  38    unemployed   single secondary      no    1354     yes   no
#> 2477  30    management   single  tertiary      no    3384      no   no
#> 2478  28   blue-collar  married secondary      no      17      no   no
#> 2479  61       retired  married secondary      no     483      no   no
#> 2480  27    management   single  tertiary      no     616     yes   no
#> 2481  65       retired  married  tertiary      no    1153      no   no
#> 2482  35     housemaid  married   primary      no     113     yes   no
#> 2483  56       retired  married secondary      no     102     yes   no
#> 2484  32    management   single  tertiary      no    1834     yes   no
#> 2485  32    technician  married secondary      no    4790     yes   no
#> 2486  37    technician   single  tertiary      no    3943      no   no
#> 2487  35   blue-collar  married   primary      no     378     yes   no
#> 2488  37    management  married  tertiary      no       0     yes   no
#> 2489  39   blue-collar   single  tertiary      no      48      no   no
#> 2490  37      services   single secondary      no     608      no   no
#> 2491  44   blue-collar  married   primary      no     617     yes   no
#> 2492  67       retired   single  tertiary      no    3377      no   no
#> 2493  46 self-employed  married   primary      no    2295     yes   no
#> 2494  39        admin.   single secondary      no       0      no  yes
#> 2495  58 self-employed  married  tertiary      no    8014     yes   no
#> 2496  33        admin.  married secondary      no    2468     yes  yes
#> 2497  32        admin.   single secondary      no     642     yes   no
#> 2498  42      services  married secondary      no    -437     yes  yes
#> 2499  45     housemaid  married  tertiary      no       0      no   no
#> 2500  33    technician   single secondary      no     261     yes   no
#> 2501  60       unknown  married  tertiary      no    2450      no   no
#> 2502  50   blue-collar  married   unknown      no    1389     yes   no
#> 2503  36    management   single  tertiary      no       0     yes   no
#> 2504  31        admin.  married secondary      no    -581     yes   no
#> 2505  25        admin.   single secondary      no     285      no   no
#> 2506  34        admin.  married secondary      no    1551     yes  yes
#> 2507  26       student   single secondary      no     655      no   no
#> 2508  31    management  married  tertiary      no     242     yes   no
#> 2509  28    technician   single  tertiary      no    1026     yes   no
#> 2510  42   blue-collar  married secondary     yes    -204     yes   no
#> 2511  38      services   single secondary      no    -196     yes   no
#> 2512  38   blue-collar  married secondary      no    2283     yes   no
#> 2513  53        admin. divorced secondary      no    2687     yes   no
#> 2514  43   blue-collar  married   primary      no    1211     yes   no
#> 2515  32      services   single secondary      no    2881      no   no
#> 2516  49 self-employed divorced  tertiary      no    3293      no   no
#> 2517  46    technician  married secondary      no    1975     yes   no
#> 2518  54    unemployed   single secondary      no     380      no   no
#> 2519  34    management  married   primary      no    2026     yes   no
#> 2520  43    management  married  tertiary      no       0     yes   no
#> 2521  36    management   single  tertiary      no     112     yes   no
#> 2522  33    technician  married secondary      no    -160     yes   no
#> 2523  74       retired  married   primary      no       0      no   no
#> 2524  33        admin.   single secondary      no     555     yes   no
#> 2525  23    management  married  tertiary      no     175     yes   no
#> 2526  59    management  married secondary      no     771      no   no
#> 2527  60       retired  married  tertiary      no    2196      no   no
#> 2528  36      services divorced secondary      no    -330     yes  yes
#> 2529  33   blue-collar  married secondary      no     312     yes   no
#> 2530  39   blue-collar divorced secondary     yes    -202     yes  yes
#> 2531  35    management   single  tertiary      no     996      no   no
#> 2532  40  entrepreneur  married secondary      no    6403      no   no
#> 2533  34        admin.  married  tertiary      no      21      no  yes
#> 2534  51   blue-collar  married   primary      no     480     yes   no
#> 2535  43    technician   single secondary      no     463     yes   no
#> 2536  45    management  married secondary      no    1134      no  yes
#> 2537  32      services  married secondary      no      59     yes  yes
#> 2538  39       unknown   single   unknown      no       0      no   no
#> 2539  37   blue-collar  married   primary      no      20      no  yes
#> 2540  29        admin.  married   primary      no     624     yes   no
#> 2541  44        admin.   single   unknown     yes    -612     yes   no
#> 2542  31      services  married secondary      no   11512     yes   no
#> 2543  29 self-employed   single  tertiary      no    3290      no   no
#> 2544  49    unemployed  married   primary     yes      11     yes   no
#> 2545  58      services divorced secondary      no    -158      no   no
#> 2546  64     housemaid  married   primary      no      67      no   no
#> 2547  62    management  married  tertiary      no    7458      no   no
#> 2548  59 self-employed  married  tertiary      no     185      no   no
#> 2549  52    technician  married secondary      no     371     yes  yes
#> 2550  37      services   single secondary      no     459      no   no
#> 2551  34  entrepreneur   single  tertiary     yes    1709      no  yes
#> 2552  56   blue-collar  married   primary      no     551      no   no
#> 2553  46    management divorced  tertiary      no     675      no  yes
#> 2554  59    management  married  tertiary      no    4152     yes   no
#> 2555  32   blue-collar   single secondary      no    -255      no  yes
#> 2556  46    technician divorced secondary      no       0     yes  yes
#> 2557  39        admin.  married secondary      no     168     yes   no
#> 2558  46   blue-collar  married   primary      no    5393     yes   no
#> 2559  44      services  married secondary      no     742      no   no
#> 2560  35    technician   single   primary      no     744     yes   no
#> 2561  54      services  married   primary      no     198     yes   no
#> 2562  35    technician divorced secondary      no       0      no   no
#> 2563  51  entrepreneur   single  tertiary      no       0      no   no
#> 2564  34      services  married  tertiary      no    1442      no   no
#> 2565  77       retired  married secondary      no    4112      no   no
#> 2566  45   blue-collar  married secondary      no    4646     yes   no
#> 2567  45        admin. divorced secondary      no    1201      no   no
#> 2568  46    technician  married secondary      no    1028     yes   no
#> 2569  28      services  married secondary      no     462     yes  yes
#> 2570  45   blue-collar  married secondary      no     196     yes   no
#> 2571  28     housemaid   single secondary      no     781     yes   no
#> 2572  29      services  married secondary      no    -597      no   no
#> 2573  37      services   single secondary      no     248     yes   no
#> 2574  58    unemployed   single secondary      no    1013     yes   no
#> 2575  31      services  married secondary      no     338     yes   no
#> 2576  40        admin.  married secondary      no     824     yes   no
#> 2577  32        admin.   single secondary      no     131     yes   no
#> 2578  82       retired  married secondary      no     276      no   no
#> 2579  29        admin.   single secondary      no      65     yes   no
#> 2580  42      services divorced secondary      no     241     yes   no
#> 2581  56     housemaid divorced secondary      no    1866      no  yes
#> 2582  32   blue-collar  married secondary      no    1914     yes   no
#> 2583  54   blue-collar  married secondary      no    1487     yes   no
#> 2584  46    technician  married secondary      no       0     yes   no
#> 2585  31    technician  married secondary      no       0      no   no
#> 2586  47   blue-collar  married   primary      no       0      no   no
#> 2587  34    management divorced  tertiary      no      27      no  yes
#> 2588  47   blue-collar divorced secondary      no    1480     yes   no
#> 2589  35        admin.   single  tertiary      no     994      no   no
#> 2590  38    management  married  tertiary      no     546      no   no
#> 2591  33    management divorced  tertiary      no     723     yes   no
#> 2592  49    technician  married secondary      no    3635     yes   no
#> 2593  35    technician  married secondary      no    -288     yes  yes
#> 2594  40      services  married   primary      no    1117     yes   no
#> 2595  48 self-employed  married secondary      no    1175     yes  yes
#> 2596  43        admin.  married secondary      no     323     yes  yes
#> 2597  29    management  married  tertiary      no       1     yes  yes
#> 2598  60       retired  married   primary      no       3      no   no
#> 2599  39        admin.  married secondary      no     104     yes   no
#> 2600  31   blue-collar  married secondary      no     297     yes   no
#> 2601  51   blue-collar  married secondary      no    4695      no   no
#> 2602  33   blue-collar  married secondary      no     308     yes   no
#> 2603  39   blue-collar  married   primary      no     315     yes   no
#> 2604  28      services  married secondary      no     376      no  yes
#> 2605  50   blue-collar  married secondary      no    -581     yes   no
#> 2606  77       retired  married   primary      no    2590      no   no
#> 2607  49    technician  married  tertiary      no    6138      no   no
#> 2608  48        admin.  married   primary      no       3     yes   no
#> 2609  34    management  married  tertiary      no     176      no   no
#> 2610  42    technician   single secondary      no     146      no   no
#> 2611  49  entrepreneur  married secondary      no     687      no   no
#> 2612  56       retired  married   primary      no   16432      no   no
#> 2613  29    unemployed  married secondary      no      39      no  yes
#> 2614  33      services   single secondary      no     406     yes   no
#> 2615  34    management   single  tertiary      no    1012     yes  yes
#> 2616  57    unemployed  married  tertiary      no     209      no   no
#> 2617  42    unemployed  married secondary      no    -523     yes   no
#> 2618  54      services  married secondary      no     869      no   no
#> 2619  43    management divorced secondary      no      51      no   no
#> 2620  52  entrepreneur   single  tertiary      no    3469     yes   no
#> 2621  45   blue-collar  married   unknown      no     248     yes   no
#> 2622  36    management  married  tertiary      no     953     yes  yes
#> 2623  27    management   single  tertiary      no       0     yes   no
#> 2624  47    management   single secondary      no    -246     yes   no
#> 2625  37    technician   single secondary      no     363     yes   no
#> 2626  34   blue-collar  married   unknown      no      41     yes   no
#> 2627  59    management  married   unknown      no    3428     yes  yes
#> 2628  56    management  married  tertiary      no    1803      no   no
#> 2629  50    management  married secondary      no    2717     yes   no
#> 2630  59   blue-collar  married   primary      no      99     yes   no
#> 2631  45        admin.  married   unknown      no    -299     yes   no
#> 2632  32    technician  married  tertiary      no     903     yes   no
#> 2633  43   blue-collar  married   primary      no      46     yes   no
#> 2634  31      services   single secondary      no      13      no  yes
#> 2635  46    technician   single secondary     yes   -1124     yes  yes
#> 2636  38   blue-collar   single secondary      no     334     yes   no
#> 2637  31    management   single  tertiary      no      18      no   no
#> 2638  43    technician  married  tertiary      no    1485      no   no
#> 2639  58       retired  married   primary      no      69      no   no
#> 2640  36    management  married  tertiary      no     406      no   no
#> 2641  33   blue-collar   single   primary      no     127     yes   no
#> 2642  30      services   single  tertiary      no      44      no   no
#> 2643  38  entrepreneur   single  tertiary     yes       0     yes   no
#> 2644  48    technician  married secondary      no     504      no  yes
#> 2645  35    technician   single secondary      no       2      no   no
#> 2646  36   blue-collar  married   unknown      no    -417     yes   no
#> 2647  41        admin.   single secondary      no    1322     yes   no
#> 2648  52    management  married  tertiary      no    2578      no   no
#> 2649  36    management divorced  tertiary      no    2397      no   no
#> 2650  49    management  married  tertiary      no    1533      no   no
#> 2651  42    management  married  tertiary      no    4014     yes   no
#> 2652  55    management  married  tertiary      no      86      no   no
#> 2653  52        admin.   single secondary      no    2332      no   no
#> 2654  51  entrepreneur  married   unknown      no    3404      no   no
#> 2655  55    technician  married  tertiary      no     199      no   no
#> 2656  50      services  married secondary      no     901     yes   no
#> 2657  48      services   single   primary      no     848     yes   no
#> 2658  46    management  married  tertiary      no     144      no   no
#> 2659  36      services  married secondary      no    1746     yes   no
#> 2660  34   blue-collar  married secondary      no    -185     yes  yes
#> 2661  33  entrepreneur  married secondary      no    3140     yes  yes
#> 2662  27    technician   single secondary      no     629     yes  yes
#> 2663  32      services  married secondary      no     109     yes   no
#> 2664  27    management   single secondary      no     442     yes   no
#> 2665  33   blue-collar   single secondary      no    6285     yes   no
#> 2666  50    technician  married secondary      no       0     yes   no
#> 2667  40   blue-collar  married secondary      no    3316      no   no
#> 2668  41    management  married  tertiary      no    1409      no   no
#> 2669  25    technician divorced secondary      no      86      no  yes
#> 2670  37   blue-collar  married   primary      no      53     yes   no
#> 2671  54 self-employed  married  tertiary      no     368      no   no
#> 2672  39    management  married  tertiary      no    -468     yes  yes
#> 2673  31    management  married  tertiary      no     777     yes   no
#> 2674  30  entrepreneur  married secondary      no    2551     yes   no
#> 2675  67       retired   single   primary      no     491      no   no
#> 2676  46   blue-collar  married secondary      no    2944      no   no
#> 2677  26    management   single  tertiary      no     157     yes   no
#> 2678  38        admin.   single secondary      no     245     yes  yes
#> 2679  45    management  married  tertiary      no    1847      no   no
#> 2680  40    management   single  tertiary      no     269     yes   no
#> 2681  29    technician   single secondary      no      18      no   no
#> 2682  38    management  married  tertiary      no     465     yes  yes
#> 2683  57       retired  married   primary      no    9367      no   no
#> 2684  36   blue-collar  married secondary      no     142     yes   no
#> 2685  20       student   single secondary      no     291      no   no
#> 2686  28        admin.   single secondary      no     551      no  yes
#> 2687  39    technician divorced secondary      no     807     yes  yes
#> 2688  39    technician  married secondary      no     616      no   no
#> 2689  51    technician  married secondary      no     371     yes  yes
#> 2690  37    technician  married secondary      no    6384     yes  yes
#> 2691  35        admin.   single secondary      no    2452     yes   no
#> 2692  35    management  married  tertiary      no     972     yes  yes
#> 2693  34        admin.  married  tertiary      no      10      no   no
#> 2694  38    technician  married secondary      no     114      no   no
#> 2695  34      services  married secondary      no     798     yes   no
#> 2696  30    management  married  tertiary      no    1185     yes   no
#> 2697  29      services   single secondary      no     703     yes   no
#> 2698  32 self-employed  married   primary      no     102     yes   no
#> 2699  40   blue-collar  married   unknown      no     874      no   no
#> 2700  49   blue-collar  married   primary      no     391     yes   no
#> 2701  46  entrepreneur  married   primary      no       0      no   no
#> 2702  51 self-employed  married  tertiary      no     146      no   no
#> 2703  46        admin.  married secondary      no     120     yes   no
#> 2704  59    management   single secondary      no     671     yes  yes
#> 2705  50       retired  married  tertiary      no       4     yes  yes
#> 2706  56    technician  married secondary      no     589     yes   no
#> 2707  47    management  married secondary      no    -521     yes   no
#> 2708  70       retired divorced   primary      no     482      no   no
#> 2709  49    management  married  tertiary      no     470      no   no
#> 2710  60       retired  married   unknown      no     209      no   no
#> 2711  29        admin.   single   unknown      no    2083     yes   no
#> 2712  34 self-employed  married  tertiary      no    1545     yes   no
#> 2713  53   blue-collar  married   primary      no    4641      no   no
#> 2714  52    technician  married secondary      no       0      no   no
#> 2715  76       retired  married secondary      no    4112      no   no
#> 2716  47   blue-collar  married   primary      no     373     yes   no
#> 2717  34   blue-collar  married   primary      no   17946     yes   no
#> 2718  34   blue-collar   single secondary      no      62     yes   no
#> 2719  55    management  married   primary      no    1691     yes   no
#> 2720  39    management divorced  tertiary      no    4692     yes   no
#> 2721  33    management  married  tertiary      no     808     yes   no
#> 2722  35    management  married  tertiary      no       0      no   no
#> 2723  52    management divorced  tertiary      no     427      no  yes
#> 2724  30    management   single  tertiary      no     604      no  yes
#> 2725  31    technician   single secondary      no     754      no   no
#> 2726  41   blue-collar  married secondary      no     167      no   no
#> 2727  38      services  married   unknown      no      15     yes   no
#> 2728  37    technician  married secondary      no     332     yes   no
#> 2729  35      services divorced secondary      no    -718     yes   no
#> 2730  33        admin.   single secondary      no     303      no   no
#> 2731  24       student   single  tertiary      no     834      no   no
#> 2732  36   blue-collar  married   unknown      no    1023     yes   no
#> 2733  38    management   single  tertiary      no      83      no  yes
#> 2734  46     housemaid  married  tertiary      no     184      no   no
#> 2735  24   blue-collar  married secondary      no    -254     yes  yes
#> 2736  38    technician  married  tertiary      no    -255     yes  yes
#> 2737  43  entrepreneur  married  tertiary      no     903     yes   no
#> 2738  33    technician  married secondary      no    1021     yes   no
#> 2739  38        admin.  married   unknown      no    4583     yes   no
#> 2740  34    management   single  tertiary      no   13014      no   no
#> 2741  26        admin.   single secondary      no     102      no  yes
#> 2742  27    management   single  tertiary      no   12956     yes   no
#> 2743  54       retired  married secondary      no    3846     yes  yes
#> 2744  62    management  married  tertiary      no       0      no   no
#> 2745  37     housemaid  married   primary      no    2410      no   no
#> 2746  25    unemployed  married secondary      no     157     yes   no
#> 2747  38    management  married secondary      no    3500     yes   no
#> 2748  56    unemployed divorced   primary      no     438      no   no
#> 2749  52    unemployed  married secondary      no      94      no   no
#> 2750  54        admin.  married   unknown      no     140      no   no
#> 2751  59    management divorced  tertiary      no      14      no  yes
#> 2752  38        admin.  married secondary      no    1839      no   no
#> 2753  30    technician   single secondary      no     237     yes   no
#> 2754  30       student   single secondary      no      25      no   no
#> 2755  33   blue-collar  married   primary      no      80     yes   no
#> 2756  34    management  married  tertiary      no     557     yes   no
#> 2757  66       unknown divorced   unknown      no    1993     yes   no
#> 2758  38    technician  married secondary      no     525     yes  yes
#> 2759  35    technician   single  tertiary      no      33      no   no
#> 2760  31    management  married  tertiary      no     713     yes   no
#> 2761  45   blue-collar  married   unknown      no     850      no   no
#> 2762  62    management  married  tertiary      no       0      no   no
#> 2763  52   blue-collar  married secondary      no     262      no   no
#> 2764  24       student   single secondary      no    1234      no   no
#> 2765  46        admin.  married secondary      no     154      no   no
#> 2766  57    technician  married   primary      no    1276     yes   no
#> 2767  37   blue-collar  married   primary      no      95     yes   no
#> 2768  56       retired  married secondary      no     728      no   no
#> 2769  43   blue-collar  married secondary     yes     128     yes   no
#> 2770  43    management  married  tertiary      no     348      no  yes
#> 2771  40    technician  married secondary      no    -396     yes   no
#> 2772  56    technician divorced secondary      no     397     yes   no
#> 2773  38    technician  married secondary      no     275     yes   no
#> 2774  33    management divorced  tertiary      no    2695     yes   no
#> 2775  37  entrepreneur  married   unknown      no    1134     yes   no
#> 2776  83       retired divorced   primary      no      20      no   no
#> 2777  29    technician  married  tertiary      no    4557      no   no
#> 2778  47    technician  married secondary      no    3519      no  yes
#> 2779  39    management  married secondary      no     794     yes   no
#> 2780  48    management  married  tertiary      no     732      no   no
#> 2781  27    unemployed   single   primary      no     799      no   no
#> 2782  31    technician  married  tertiary      no      15      no   no
#> 2783  54   blue-collar  married   primary      no     211      no   no
#> 2784  40    technician divorced secondary      no       0      no   no
#> 2785  39   blue-collar  married secondary      no     281      no   no
#> 2786  34   blue-collar   single secondary      no     152     yes   no
#> 2787  52    technician  married  tertiary      no    1785      no   no
#> 2788  43   blue-collar  married   primary      no     197     yes   no
#> 2789  40    management  married  tertiary      no      20     yes   no
#> 2790  41   blue-collar  married secondary      no    -664     yes  yes
#> 2791  56    technician  married secondary      no     225     yes   no
#> 2792  39   blue-collar  married   primary      no    2003     yes   no
#> 2793  21       student   single   primary      no    1596      no   no
#> 2794  50      services  married secondary      no       1      no   no
#> 2795  32    management  married  tertiary      no    2172     yes   no
#> 2796  30    management   single  tertiary      no     147      no   no
#> 2797  38    management  married secondary      no       0     yes   no
#> 2798  34    technician  married secondary      no     -56     yes   no
#> 2799  44   blue-collar  married   primary      no     300     yes   no
#> 2800  31     housemaid  married   primary      no      25      no   no
#> 2801  36  entrepreneur divorced  tertiary      no     299     yes   no
#> 2802  59    management  married  tertiary      no    5314      no   no
#> 2803  29      services   single secondary      no       0     yes   no
#> 2804  43   blue-collar  married secondary      no     699     yes  yes
#> 2805  51   blue-collar  married   primary      no     303     yes   no
#> 2806  30    management  married  tertiary      no     604      no   no
#> 2807  33    technician  married secondary      no       0      no   no
#> 2808  31        admin.   single  tertiary      no       0      no   no
#> 2809  34   blue-collar  married secondary      no     205     yes  yes
#> 2810  52    unemployed  married   primary      no     255      no  yes
#> 2811  44   blue-collar  married secondary      no     476      no   no
#> 2812  36 self-employed  married  tertiary      no     328     yes  yes
#> 2813  55    management  married  tertiary      no       0      no   no
#> 2814  57       retired  married secondary      no     523      no  yes
#> 2815  41    management  married  tertiary      no     226      no   no
#> 2816  35    management   single  tertiary      no    1756      no   no
#> 2817  50   blue-collar  married   primary      no    2610     yes  yes
#> 2818  55        admin. divorced   unknown      no     789     yes   no
#> 2819  35        admin.  married   unknown      no    1055      no   no
#> 2820  33    management   single  tertiary      no     -61      no   no
#> 2821  35    management  married  tertiary      no      93      no   no
#> 2822  35 self-employed divorced secondary      no    3443      no   no
#> 2823  51     housemaid  married secondary      no    2239      no   no
#> 2824  26    technician   single secondary      no    1256      no   no
#> 2825  46   blue-collar  married   primary      no      85     yes   no
#> 2826  54  entrepreneur  married secondary      no       0      no   no
#> 2827  21    technician   single   unknown      no     360      no   no
#> 2828  45     housemaid  married  tertiary      no      40     yes   no
#> 2829  36   blue-collar divorced secondary      no     107     yes   no
#> 2830  65       retired divorced secondary      no     744      no   no
#> 2831  26   blue-collar   single secondary      no      96     yes   no
#> 2832  46      services  married secondary      no    2420      no   no
#> 2833  57    management  married  tertiary      no    3250      no   no
#> 2834  48        admin.  married secondary      no     257     yes   no
#> 2835  30      services divorced secondary      no      63     yes   no
#> 2836  46        admin.  married secondary      no    3145     yes   no
#> 2837  28    management  married  tertiary      no    1480     yes   no
#> 2838  35        admin.   single secondary      no    1721      no   no
#> 2839  30    technician  married secondary      no    -280     yes   no
#> 2840  31    technician   single  tertiary      no      25      no   no
#> 2841  23   blue-collar   single   primary      no    8627     yes   no
#> 2842  41    unemployed divorced secondary      no     271     yes   no
#> 2843  47    technician  married secondary      no   17206     yes   no
#> 2844  55     housemaid  married secondary      no     127     yes   no
#> 2845  44    technician divorced secondary      no      12      no   no
#> 2846  38    management  married  tertiary      no    1074      no   no
#> 2847  49    technician   single secondary      no    -188     yes  yes
#> 2848  27   blue-collar   single   unknown      no     -15     yes  yes
#> 2849  57    management  married  tertiary      no       0     yes  yes
#> 2850  30      services   single  tertiary      no    1788      no   no
#> 2851  35    management   single  tertiary      no     592      no  yes
#> 2852  41    technician divorced secondary      no     475     yes   no
#> 2853  28   blue-collar  married secondary      no      83     yes   no
#> 2854  41   blue-collar  married   primary     yes      76      no  yes
#> 2855  37    management   single  tertiary      no     509     yes   no
#> 2856  25      services   single secondary      no      32     yes   no
#> 2857  27   blue-collar   single secondary      no    2752     yes   no
#> 2858  41    management  married secondary      no     280     yes   no
#> 2859  46   blue-collar  married secondary      no    1109     yes   no
#> 2860  28        admin.  married secondary      no     -97     yes   no
#> 2861  23    technician   single secondary      no     283     yes   no
#> 2862  36        admin. divorced secondary      no     543     yes   no
#> 2863  45       unknown divorced   unknown      no       0      no   no
#> 2864  32    technician   single  tertiary      no     418      no  yes
#> 2865  38    technician  married secondary      no     254     yes   no
#> 2866  26   blue-collar   single secondary      no       8     yes   no
#> 2867  27   blue-collar   single secondary      no     541     yes   no
#> 2868  36  entrepreneur  married  tertiary      no       0     yes   no
#> 2869  39 self-employed  married  tertiary      no    -176     yes   no
#> 2870  38  entrepreneur   single  tertiary      no    -281     yes   no
#> 2871  28    technician  married secondary      no    1180     yes   no
#> 2872  52        admin.  married secondary      no     692     yes   no
#> 2873  35    technician  married  tertiary      no     118      no   no
#> 2874  30    technician   single secondary      no     341      no   no
#> 2875  44    management divorced  tertiary      no      71     yes   no
#> 2876  35    technician   single  tertiary      no     632      no   no
#> 2877  30    management   single  tertiary      no     156     yes   no
#> 2878  49        admin.   single secondary      no     981     yes   no
#> 2879  39   blue-collar  married   unknown      no    2952     yes   no
#> 2880  47    management   single  tertiary      no    1187      no   no
#> 2881  33   blue-collar   single secondary      no    1794     yes   no
#> 2882  18       student   single   unknown      no     108      no   no
#> 2883  41      services  married   primary      no     450     yes   no
#> 2884  44    management  married  tertiary      no     677     yes   no
#> 2885  22     housemaid   single secondary      no     650     yes   no
#> 2886  48   blue-collar  married   primary      no    1778     yes   no
#> 2887  42    technician divorced secondary      no       0     yes   no
#> 2888  44        admin.  married secondary      no      26     yes   no
#> 2889  39 self-employed  married   primary      no    2165     yes   no
#> 2890  25   blue-collar   single secondary      no    1857     yes   no
#> 2891  34      services   single secondary      no     258     yes   no
#> 2892  32    technician   single secondary      no       0      no   no
#> 2893  30        admin.   single secondary      no     873      no   no
#> 2894  32      services  married secondary      no     182      no   no
#> 2895  33    management  married  tertiary      no       1     yes  yes
#> 2896  33    technician   single  tertiary      no    1393     yes   no
#> 2897  33  entrepreneur  married  tertiary      no    -886     yes  yes
#> 2898  31   blue-collar  married secondary      no    1354     yes  yes
#> 2899  40    technician  married secondary      no    4441     yes   no
#> 2900  35        admin.   single secondary      no      57     yes   no
#> 2901  29 self-employed   single  tertiary      no     476     yes   no
#> 2902  36 self-employed   single  tertiary      no     351      no   no
#> 2903  43     housemaid  married secondary      no    5233      no   no
#> 2904  27    management   single  tertiary      no    2849      no   no
#> 2905  37      services divorced secondary      no     731     yes   no
#> 2906  37    technician  married secondary      no    1142     yes   no
#> 2907  52    management  married  tertiary      no       0      no   no
#> 2908  40    management  married  tertiary      no     572      no   no
#> 2909  34    technician   single secondary      no     124      no   no
#> 2910  48    technician   single secondary      no     329      no   no
#> 2911  40        admin.  married secondary      no       0      no   no
#> 2912  50   blue-collar  married secondary      no     289      no   no
#> 2913  36    management  married  tertiary      no     753      no   no
#> 2914  35    management  married  tertiary      no    -126      no   no
#> 2915  18       student   single   primary      no     608      no   no
#> 2916  26    technician  married  tertiary      no    2026      no   no
#> 2917  26   blue-collar   single secondary      no     311     yes   no
#> 2918  56       retired  married secondary      no    5879      no   no
#> 2919  57    management  married secondary      no    2155      no  yes
#> 2920  53   blue-collar  married secondary      no     148     yes   no
#> 2921  38    technician   single  tertiary      no    1369     yes   no
#> 2922  29    management  married secondary      no     147     yes  yes
#> 2923  36 self-employed  married  tertiary      no     506      no   no
#> 2924  48    management  married  tertiary      no   -1080     yes  yes
#> 2925  32    technician  married  tertiary      no    2688      no   no
#> 2926  30    management  married secondary      no       0      no   no
#> 2927  36   blue-collar  married secondary      no    7265      no   no
#> 2928  48    unemployed  married secondary      no   11371     yes   no
#> 2929  32    technician   single secondary      no      10      no   no
#> 2930  55   blue-collar  married   unknown      no    7561      no   no
#> 2931  30    management   single  tertiary      no     119      no   no
#> 2932  33    technician  married  tertiary      no       0     yes   no
#> 2933  30    technician   single secondary      no    3096     yes   no
#> 2934  38    management  married secondary      no   10357      no   no
#> 2935  43   blue-collar  married secondary      no    1559     yes   no
#> 2936  52   blue-collar  married secondary      no    2206     yes   no
#> 2937  30      services  married secondary      no     683     yes   no
#> 2938  34      services   single secondary      no       2     yes   no
#> 2939  28    technician   single secondary      no     113      no   no
#> 2940  24   blue-collar  married secondary      no     142     yes  yes
#> 2941  43   blue-collar  married   primary      no    2047     yes   no
#> 2942  36    technician   single  tertiary      no      97      no   no
#> 2943  25 self-employed   single  tertiary      no     557      no   no
#> 2944  27      services  married secondary      no       0     yes   no
#> 2945  22       student   single secondary      no     948      no   no
#> 2946  58    management  married secondary      no    -382      no   no
#> 2947  31    management   single  tertiary      no     170     yes  yes
#> 2948  29  entrepreneur   single secondary      no     404      no   no
#> 2949  35     housemaid  married secondary      no     738     yes   no
#> 2950  29      services  married   primary      no     549     yes   no
#> 2951  32    technician  married secondary      no     901     yes   no
#> 2952  30        admin.  married secondary      no     116     yes   no
#> 2953  37      services  married secondary      no    1694     yes  yes
#> 2954  24      services  married secondary      no    1354     yes  yes
#> 2955  29        admin.   single secondary      no    1751      no   no
#> 2956  51     housemaid  married secondary      no     294      no   no
#> 2957  28   blue-collar  married  tertiary      no     417     yes  yes
#> 2958  25    unemployed  married secondary      no     715      no   no
#> 2959  43    technician   single secondary      no     257     yes   no
#> 2960  47    management divorced  tertiary      no    2105      no  yes
#> 2961  35     housemaid   single   unknown      no    4378      no   no
#> 2962  60 self-employed  married   primary      no      46     yes   no
#> 2963  35   blue-collar  married secondary      no    1602     yes  yes
#> 2964  34      services   single secondary      no      34     yes  yes
#> 2965  38    technician   single  tertiary      no      25     yes   no
#> 2966  54    technician  married secondary      no       0      no   no
#> 2967  48   blue-collar  married secondary      no     264      no   no
#> 2968  48 self-employed  married   primary      no    1204     yes   no
#> 2969  39    management  married  tertiary      no       0     yes   no
#> 2970  52    technician  married secondary      no     989      no   no
#> 2971  42   blue-collar   single   primary      no    4930      no   no
#> 2972  53      services divorced   primary      no    -291     yes  yes
#> 2973  31   blue-collar  married secondary      no     -45     yes   no
#> 2974  47    technician  married  tertiary      no    1430     yes   no
#> 2975  59     housemaid  married   primary      no    1100      no   no
#> 2976  38        admin.  married secondary      no       8     yes   no
#> 2977  39   blue-collar  married   primary      no    2133     yes  yes
#> 2978  35    technician   single  tertiary      no    7546     yes   no
#> 2979  73       retired  married   primary      no     934      no   no
#> 2980  45    technician divorced  tertiary      no     378     yes  yes
#> 2981  58    management divorced  tertiary      no     108      no   no
#> 2982  47    management  married  tertiary      no   -1379     yes   no
#> 2983  48    management   single  tertiary      no     830      no   no
#> 2984  39  entrepreneur  married secondary      no       0     yes   no
#> 2985  41    technician   single secondary      no     143      no   no
#> 2986  29    technician   single secondary      no     740     yes   no
#> 2987  58       retired  married   primary      no    1980      no   no
#> 2988  53   blue-collar  married   primary      no    1794     yes   no
#> 2989  52        admin.  married   primary      no    2281     yes  yes
#> 2990  33    management   single secondary      no    1973     yes   no
#> 2991  36    unemployed   single  tertiary      no     536      no   no
#> 2992  32    management   single  tertiary      no       3     yes   no
#> 2993  81       retired divorced   primary      no       0      no   no
#> 2994  37      services  married secondary      no     616     yes   no
#> 2995  30    management  married  tertiary      no     623     yes   no
#> 2996  20       student   single secondary      no      53      no   no
#> 2997  38      services  married   primary      no     -93     yes   no
#> 2998  40    technician divorced  tertiary      no     568     yes   no
#> 2999  55   blue-collar  married   primary      no     119      no   no
#> 3000  30        admin.  married secondary     yes      23      no  yes
#> 3001  55   blue-collar  married   primary      no     663     yes   no
#> 3002  30   blue-collar  married secondary      no       0      no  yes
#> 3003  47      services  married secondary      no    1160     yes   no
#> 3004  30    management   single  tertiary      no     872     yes   no
#> 3005  32   blue-collar  married secondary      no     180     yes   no
#> 3006  31    management   single  tertiary      no      37      no   no
#> 3007  52    management  married  tertiary      no    1339     yes   no
#> 3008  36   blue-collar  married   unknown      no       6      no   no
#> 3009  63       retired  married secondary      no     474      no   no
#> 3010  35        admin.  married secondary      no    3187     yes   no
#> 3011  32    management   single  tertiary      no     914     yes   no
#> 3012  44   blue-collar  married   primary      no       0     yes   no
#> 3013  32   blue-collar   single secondary      no    3044     yes   no
#> 3014  45   blue-collar  married secondary      no    1003     yes   no
#> 3015  41    management divorced  tertiary      no    3355      no   no
#> 3016  44    technician  married  tertiary      no     964      no   no
#> 3017  59    management divorced   primary      no   13308     yes   no
#> 3018  31    management  married  tertiary      no    1755     yes   no
#> 3019  39   blue-collar  married   primary      no     467     yes   no
#> 3020  40    management divorced  tertiary      no    3355      no   no
#> 3021  36    management   single  tertiary      no     317      no   no
#> 3022  31    technician divorced secondary      no       0      no   no
#> 3023  29    management   single  tertiary      no     722     yes   no
#> 3024  45   blue-collar  married   primary      no     185      no   no
#> 3025  37    technician  married secondary      no     603      no   no
#> 3026  24   blue-collar   single secondary      no    -398     yes   no
#> 3027  37    management   single  tertiary      no     105     yes   no
#> 3028  30    technician   single  tertiary      no     985     yes   no
#> 3029  33   blue-collar  married secondary      no       0      no   no
#> 3030  59   blue-collar  married   primary      no     914      no   no
#> 3031  33    management   single  tertiary      no     417     yes   no
#> 3032  40   blue-collar   single   unknown      no      29      no   no
#> 3033  40   blue-collar  married   primary      no    1802     yes   no
#> 3034  75 self-employed  married   unknown      no    4984      no   no
#> 3035  34   blue-collar   single secondary      no      47     yes   no
#> 3036  24      services   single secondary      no      11     yes   no
#> 3037  37   blue-collar   single secondary      no     277     yes   no
#> 3038  51    technician divorced   primary      no     548      no   no
#> 3039  39        admin.  married secondary      no    2783     yes   no
#> 3040  50   blue-collar  married secondary      no       5      no   no
#> 3041  35  entrepreneur  married  tertiary      no     753      no   no
#> 3042  29    management   single  tertiary      no      91     yes   no
#> 3043  37   blue-collar  married   primary      no    1534     yes   no
#> 3044  32    technician   single secondary      no      43      no   no
#> 3045  41      services  married   primary      no     373     yes   no
#> 3046  32    management   single  tertiary      no     718     yes   no
#> 3047  56   blue-collar  married secondary      no     345     yes   no
#> 3048  35    management   single  tertiary      no       4     yes   no
#> 3049  37   blue-collar  married   primary      no       0     yes   no
#> 3050  31    technician   single  tertiary      no     319      no  yes
#> 3051  36    management  married  tertiary      no      22      no   no
#> 3052  25      services  married secondary      no     806     yes  yes
#> 3053  40        admin.   single secondary      no    2360     yes   no
#> 3054  57     housemaid  married   primary      no     151     yes   no
#> 3055  31    technician   single secondary      no    -348     yes   no
#> 3056  53       retired  married secondary      no     136      no   no
#> 3057  32      services   single secondary      no      72      no   no
#> 3058  33        admin.   single  tertiary      no   12704     yes   no
#> 3059  45      services  married secondary      no    6397     yes   no
#> 3060  42    technician  married secondary      no     525      no   no
#> 3061  30 self-employed  married  tertiary      no    1930      no   no
#> 3062  28    unemployed   single secondary      no      16      no   no
#> 3063  47    technician  married secondary      no     826     yes   no
#> 3064  27        admin. divorced secondary      no      76     yes   no
#> 3065  60     housemaid  married secondary      no       0      no   no
#> 3066  58  entrepreneur  married   primary      no    1153     yes  yes
#> 3067  39    management  married secondary      no       0      no   no
#> 3068  30   blue-collar   single secondary      no      23     yes   no
#> 3069  60        admin. divorced secondary      no     162      no   no
#> 3070  42    management  married  tertiary      no    3841     yes   no
#> 3071  59       retired  married secondary      no    2396      no   no
#> 3072  38    management  married  tertiary      no    1617     yes   no
#> 3073  30    management  married  tertiary      no     131     yes   no
#> 3074  38   blue-collar divorced secondary      no    -138     yes   no
#> 3075  52       retired  married secondary      no     414      no   no
#> 3076  33    management   single  tertiary      no   12686     yes   no
#> 3077  50   blue-collar  married   primary      no    -522     yes   no
#> 3078  35     housemaid   single  tertiary      no     608     yes  yes
#> 3079  52    unemployed  married secondary      no      -9      no   no
#> 3080  41   blue-collar  married secondary      no       0      no   no
#> 3081  40    technician divorced  tertiary      no    1871     yes   no
#> 3082  34   blue-collar divorced secondary      no       0     yes   no
#> 3083  26        admin.  married secondary      no       0      no   no
#> 3084  51    technician  married secondary      no     117      no   no
#> 3085  52    management divorced secondary      no     944      no  yes
#> 3086  37   blue-collar  married secondary      no       7     yes  yes
#> 3087  53   blue-collar  married secondary      no      25      no   no
#> 3088  28   blue-collar   single secondary      no    1103     yes   no
#> 3089  39      services divorced secondary      no    -718     yes   no
#> 3090  26 self-employed   single  tertiary      no    1393      no   no
#> 3091  47      services  married secondary      no     440     yes   no
#> 3092  32  entrepreneur  married secondary      no     -25     yes   no
#> 3093  35   blue-collar   single secondary      no     448      no  yes
#> 3094  35   blue-collar divorced secondary      no       0      no   no
#> 3095  31    management   single secondary      no     783     yes   no
#> 3096  54     housemaid  married secondary      no     209     yes  yes
#> 3097  49   blue-collar  married secondary      no     188     yes   no
#> 3098  54   blue-collar  married   primary      no     489     yes  yes
#> 3099  33    management  married  tertiary      no     332     yes  yes
#> 3100  38    technician   single secondary      no    1711      no   no
#> 3101  34    management   single  tertiary      no    6766      no   no
#> 3102  60    technician  married  tertiary      no      91      no   no
#> 3103  35    technician  married secondary      no    4508     yes   no
#> 3104  28    unemployed   single secondary      no    1055      no   no
#> 3105  32   blue-collar divorced   primary      no      88     yes   no
#> 3106  48    management divorced  tertiary      no     174      no   no
#> 3107  52      services  married  tertiary      no    1135     yes  yes
#> 3108  52    management   single  tertiary      no     597      no   no
#> 3109  38    management   single  tertiary      no     455     yes   no
#> 3110  39    management  married  tertiary      no    1654      no  yes
#> 3111  50  entrepreneur  married  tertiary      no    5420     yes   no
#> 3112  30    management   single  tertiary      no     424      no   no
#> 3113  26  entrepreneur   single  tertiary      no      81      no   no
#> 3114  57    management  married   primary      no       0      no   no
#> 3115  42    technician  married secondary      no     613     yes   no
#> 3116  32    unemployed   single secondary      no     104      no   no
#> 3117  56       retired  married   primary      no      63      no   no
#> 3118  49    technician  married secondary      no    -142     yes  yes
#> 3119  48   blue-collar divorced   primary      no     -18     yes   no
#> 3120  35   blue-collar divorced secondary      no       0     yes   no
#> 3121  59    management  married  tertiary      no    5397      no   no
#> 3122  36    technician   single  tertiary      no      53      no  yes
#> 3123  37      services  married secondary      no      50     yes   no
#> 3124  31        admin.   single secondary      no     144     yes   no
#> 3125  35   blue-collar  married secondary      no    1287     yes   no
#> 3126  35    technician  married secondary      no      14     yes   no
#> 3127  38    management  married  tertiary      no    -469     yes   no
#> 3128  35   blue-collar divorced secondary      no    3102     yes   no
#> 3129  32    technician   single  tertiary      no    1849     yes   no
#> 3130  57        admin.  married   unknown      no       5      no   no
#> 3131  44        admin.  married secondary      no    1206      no   no
#> 3132  32 self-employed   single secondary      no     123     yes   no
#> 3133  26       student   single   unknown      no     -41     yes   no
#> 3134  30      services   single secondary      no    1649     yes   no
#> 3135  32   blue-collar  married secondary      no    -428     yes   no
#> 3136  59       retired  married   primary      no    -411      no   no
#> 3137  70       retired  married   unknown      no     647      no   no
#> 3138  30   blue-collar   single   primary      no     334      no   no
#> 3139  39  entrepreneur  married secondary      no     580     yes   no
#> 3140  27    technician   single secondary      no      41     yes  yes
#> 3141  60   blue-collar  married   unknown      no     104     yes   no
#> 3142  35 self-employed  married  tertiary      no     980      no   no
#> 3143  43    technician divorced secondary      no     -36     yes   no
#> 3144  73       retired divorced secondary      no    1092      no   no
#> 3145  35    management   single  tertiary      no      71     yes   no
#> 3146  41      services  married secondary      no     510     yes   no
#> 3147  33    technician  married secondary      no    1072      no  yes
#> 3148  34  entrepreneur  married  tertiary      no     121     yes   no
#> 3149  30    technician  married   unknown     yes    -315     yes   no
#> 3150  34        admin.  married secondary      no     287     yes   no
#> 3151  39   blue-collar   single secondary      no     175      no   no
#> 3152  44        admin. divorced secondary      no       0      no   no
#> 3153  30   blue-collar   single secondary      no     906     yes  yes
#> 3154  30    technician  married secondary      no    -280     yes   no
#> 3155  44      services  married secondary      no       0     yes  yes
#> 3156  49        admin.  married secondary      no    1096     yes   no
#> 3157  36    unemployed divorced secondary      no    2178     yes   no
#> 3158  31 self-employed  married  tertiary      no       0     yes   no
#> 3159  42   blue-collar divorced   primary      no     103     yes   no
#> 3160  58       unknown  married   primary      no      15      no   no
#> 3161  31        admin.  married secondary      no    1262     yes   no
#> 3162  42    unemployed  married secondary      no    1289      no   no
#> 3163  25    technician  married  tertiary      no     839     yes   no
#> 3164  42    management  married  tertiary      no    1680     yes   no
#> 3165  38   blue-collar  married secondary      no    1102     yes   no
#> 3166  52    unemployed  married secondary      no    2142      no   no
#> 3167  44   blue-collar   single   primary      no    1593     yes   no
#> 3168  43    management   single  tertiary      no     359     yes   no
#> 3169  36    management  married  tertiary      no    8277     yes   no
#> 3170  25   blue-collar   single secondary      no     335     yes   no
#> 3171  45   blue-collar  married secondary      no     -96      no   no
#> 3172  28   blue-collar  married   primary      no       0     yes  yes
#> 3173  45        admin.  married secondary      no     251     yes   no
#> 3174  35    management  married  tertiary      no     697      no   no
#> 3175  43   blue-collar  married   unknown      no     245     yes  yes
#> 3176  50   blue-collar  married   primary      no     180     yes   no
#> 3177  36        admin.   single secondary      no     587     yes   no
#> 3178  44   blue-collar  married secondary      no      88     yes   no
#> 3179  49        admin.   single secondary      no       0      no   no
#> 3180  37     housemaid divorced   primary      no       0     yes  yes
#> 3181  42   blue-collar  married   primary      no    1556      no  yes
#> 3182  29   blue-collar   single secondary      no     348     yes   no
#> 3183  32    technician   single  tertiary      no     190     yes  yes
#> 3184  26       student   single secondary      no    1209     yes   no
#> 3185  50    management   single  tertiary      no    3537      no   no
#> 3186  38    management  married  tertiary      no     590      no   no
#> 3187  54   blue-collar  married secondary      no    1291     yes   no
#> 3188  34    technician   single  tertiary      no     612      no   no
#> 3189  41      services   single secondary      no     397     yes   no
#> 3190  31        admin.   single secondary      no     507     yes   no
#> 3191  42    management  married  tertiary      no     478      no  yes
#> 3192  44    management  married  tertiary      no     -61      no   no
#> 3193  24      services  married secondary      no     183     yes   no
#> 3194  38    management  married  tertiary      no     272     yes   no
#> 3195  48    technician  married secondary      no     220      no   no
#> 3196  36  entrepreneur divorced secondary      no    2996     yes   no
#> 3197  49    management  married  tertiary      no    2005      no   no
#> 3198  56     housemaid divorced   primary     yes    1238      no   no
#> 3199  71       retired  married  tertiary      no    2651      no   no
#> 3200  47        admin.  married secondary      no    1210      no   no
#> 3201  52    management  married  tertiary      no     583      no   no
#> 3202  37      services  married secondary      no     102     yes   no
#> 3203  40    management divorced  tertiary      no     -78     yes   no
#> 3204  30      services  married secondary      no    1743     yes   no
#> 3205  35    management   single secondary      no       0      no   no
#> 3206  38    technician  married secondary      no     508     yes   no
#> 3207  52   blue-collar  married   primary      no     779     yes   no
#> 3208  49    management  married  tertiary      no    3840     yes   no
#> 3209  59    management   single  tertiary      no     911      no  yes
#> 3210  47      services divorced   primary      no      91     yes   no
#> 3211  43   blue-collar  married   primary      no     632     yes   no
#> 3212  25    technician   single secondary      no     102      no  yes
#> 3213  26   blue-collar   single   primary      no     619     yes  yes
#> 3214  45      services  married secondary      no     507      no  yes
#> 3215  26    technician   single  tertiary      no    1216     yes   no
#> 3216  67       retired  married   primary      no    4416      no   no
#> 3217  32    management  married  tertiary      no    1544     yes   no
#> 3218  83     housemaid  married   primary      no    2140      no   no
#> 3219  28   blue-collar  married   unknown      no     486     yes   no
#> 3220  39   blue-collar  married   primary      no     519     yes  yes
#> 3221  41      services  married secondary      no       0     yes  yes
#> 3222  47 self-employed  married secondary      no    2830     yes   no
#> 3223  49    management divorced  tertiary      no   20727      no   no
#> 3224  59   blue-collar  married secondary      no     448      no   no
#> 3225  25    management   single  tertiary      no     145      no   no
#> 3226  57   blue-collar  married   primary      no     630     yes   no
#> 3227  50   blue-collar  married secondary      no     170     yes  yes
#> 3228  26   blue-collar   single secondary      no     339     yes   no
#> 3229  42    technician   single secondary      no    1882     yes   no
#> 3230  33    management   single  tertiary      no     206      no   no
#> 3231  29   blue-collar  married   primary      no    1280     yes   no
#> 3232  55   blue-collar  married secondary      no       0      no   no
#> 3233  26    technician   single secondary      no     342      no   no
#> 3234  36    unemployed   single  tertiary      no     577     yes   no
#> 3235  31   blue-collar  married secondary      no     457     yes   no
#> 3236  38     housemaid divorced secondary      no     216      no   no
#> 3237  42    management   single  tertiary      no    1608      no   no
#> 3238  29      services   single  tertiary      no    1788      no   no
#> 3239  34        admin.  married secondary      no      19     yes  yes
#> 3240  25       student   single  tertiary      no      58      no   no
#> 3241  27        admin.  married secondary      no    1417     yes   no
#> 3242  43 self-employed  married  tertiary      no      64      no   no
#> 3243  41    management   single   unknown      no     335      no   no
#> 3244  46   blue-collar  married   primary      no    -339     yes  yes
#> 3245  38    technician  married secondary      no       0      no   no
#> 3246  33      services  married  tertiary      no     546     yes  yes
#> 3247  35  entrepreneur  married  tertiary      no    2723     yes  yes
#> 3248  46   blue-collar  married secondary      no    2121     yes   no
#> 3249  32    management  married  tertiary      no     141      no   no
#> 3250  35    technician   single secondary      no     -54     yes   no
#> 3251  54 self-employed  married secondary      no     153     yes   no
#> 3252  32    technician  married secondary      no       0     yes   no
#> 3253  55   blue-collar  married secondary      no    2854     yes   no
#> 3254  30        admin.  married secondary      no    1589     yes   no
#> 3255  36  entrepreneur  married   primary      no     600      no   no
#> 3256  39    unemployed divorced secondary      no     193     yes   no
#> 3257  50 self-employed  married  tertiary      no    4012      no   no
#> 3258  56        admin. divorced secondary      no    3337     yes   no
#> 3259  72       retired  married   primary      no       0      no   no
#> 3260  46   blue-collar  married   primary      no     633     yes   no
#> 3261  36    technician divorced  tertiary      no     119      no   no
#> 3262  38      services  married secondary      no     497     yes  yes
#> 3263  51    technician  married  tertiary      no     825      no   no
#> 3264  32    management  married  tertiary      no     184     yes   no
#> 3265  32   blue-collar  married secondary      no     944      no   no
#> 3266  51   blue-collar  married   primary     yes    -283     yes   no
#> 3267  31    unemployed   single secondary      no     209     yes   no
#> 3268  33    technician divorced secondary      no     751     yes   no
#> 3269  38    technician divorced  tertiary      no    1425     yes   no
#> 3270  39   blue-collar  married secondary      no    1254     yes   no
#> 3271  33   blue-collar  married secondary      no     327     yes   no
#> 3272  46    management divorced  tertiary      no       0      no   no
#> 3273  45       retired divorced   primary      no     261      no   no
#> 3274  59       retired  married   unknown      no    7586      no   no
#> 3275  25   blue-collar   single secondary     yes      15     yes   no
#> 3276  36   blue-collar   single secondary      no    2390     yes   no
#> 3277  33  entrepreneur  married secondary      no     135     yes   no
#> 3278  46  entrepreneur  married secondary      no     757      no   no
#> 3279  43  entrepreneur  married secondary      no       0     yes   no
#> 3280  33      services  married secondary      no     260     yes   no
#> 3281  46    management  married  tertiary      no      71     yes   no
#> 3282  34    management  married secondary      no      15      no   no
#> 3283  44      services   single secondary      no     862     yes   no
#> 3284  56      services  married secondary      no     530     yes   no
#> 3285  42        admin.  married secondary      no     976     yes   no
#> 3286  45    management  married   primary      no    4758     yes   no
#> 3287  58        admin.  married   primary      no     879     yes   no
#> 3288  30    management  married  tertiary      no       3     yes   no
#> 3289  51   blue-collar  married  tertiary      no    7816     yes   no
#> 3290  53       retired  married secondary      no    1296     yes   no
#> 3291  42    technician  married  tertiary      no     246     yes   no
#> 3292  33   blue-collar  married secondary      no     478     yes   no
#> 3293  32   blue-collar   single secondary      no    3845     yes   no
#> 3294  59   blue-collar divorced secondary      no      61     yes   no
#> 3295  58    management divorced   unknown      no    3498      no   no
#> 3296  31    unemployed   single   unknown      no     167      no   no
#> 3297  69       retired  married   primary      no     324      no   no
#> 3298  51   blue-collar   single   primary      no      60      no   no
#> 3299  30    technician  married secondary      no     616     yes   no
#> 3300  33    unemployed   single  tertiary      no     617      no   no
#> 3301  34        admin.   single  tertiary      no      18     yes   no
#> 3302  48    technician divorced secondary      no    1290      no   no
#> 3303  45     housemaid  married secondary      no     360      no   no
#> 3304  36   blue-collar  married   primary      no    8135     yes   no
#> 3305  39    technician   single  tertiary      no    1674      no   no
#> 3306  58    management  married  tertiary      no    1016      no   no
#> 3307  36   blue-collar   single secondary      no    2235     yes   no
#> 3308  34      services  married secondary      no    -451     yes  yes
#> 3309  36    management   single  tertiary      no     124     yes   no
#> 3310  40    management  married secondary      no     752      no  yes
#> 3311  33    management   single  tertiary      no     215     yes   no
#> 3312  55       retired  married secondary      no    -185      no  yes
#> 3313  45 self-employed  married secondary      no    -124      no   no
#> 3314  31       student   single secondary      no      93      no   no
#> 3315  51      services  married secondary      no     144      no  yes
#> 3316  54    technician divorced secondary      no     255     yes   no
#> 3317  48       retired  married   primary      no    1591      no   no
#> 3318  28        admin. divorced secondary      no     451     yes   no
#> 3319  57   blue-collar  married   primary      no     162     yes   no
#> 3320  60       retired  married secondary      no     597      no   no
#> 3321  51   blue-collar  married   primary      no     230     yes   no
#> 3322  47        admin.  married secondary      no      70     yes   no
#> 3323  40    management divorced  tertiary      no     490     yes   no
#> 3324  43   blue-collar   single   primary      no   13620     yes   no
#> 3325  50    unemployed  married secondary      no    5164      no   no
#> 3326  41    technician  married secondary      no    -329      no   no
#> 3327  30    technician   single  tertiary      no     419     yes  yes
#> 3328  45  entrepreneur  married   unknown      no    3133     yes  yes
#> 3329  23      services  married secondary      no    2673     yes   no
#> 3330  31      services  married secondary      no    1004      no   no
#> 3331  25        admin.   single  tertiary      no     760     yes   no
#> 3332  34    management  married  tertiary      no       0      no   no
#> 3333  55   blue-collar  married   primary      no    3957      no  yes
#> 3334  29        admin.   single secondary      no     428     yes  yes
#> 3335  58 self-employed  married  tertiary      no     327      no  yes
#> 3336  30        admin.  married secondary      no     401      no   no
#> 3337  51       unknown  married   unknown      no     167      no   no
#> 3338  32    management  married  tertiary      no     258     yes  yes
#> 3339  28       student   single secondary      no     970      no   no
#> 3340  44    management  married  tertiary      no     839      no   no
#> 3341  38     housemaid divorced  tertiary      no    4312      no   no
#> 3342  57       retired  married secondary      no    1408      no   no
#> 3343  34    management  married  tertiary      no     581     yes   no
#> 3344  54   blue-collar divorced secondary      no    1145     yes   no
#> 3345  33     housemaid  married  tertiary      no      10     yes   no
#> 3346  34    management   single  tertiary      no      84      no   no
#> 3347  55    technician  married secondary      no      77     yes   no
#> 3348  52      services  married secondary      no      -1      no  yes
#> 3349  38    management  married  tertiary      no     389     yes   no
#> 3350  55        admin.  married secondary      no     183     yes   no
#> 3351  45    technician  married secondary      no    1441     yes   no
#> 3352  36   blue-collar  married secondary      no     975     yes   no
#> 3353  56      services   single secondary      no     -40     yes   no
#> 3354  38        admin.  married secondary      no     545      no   no
#> 3355  29    management  married  tertiary      no      55     yes   no
#> 3356  30   blue-collar  married   primary      no    5956     yes  yes
#> 3357  28      services  married secondary      no    1214      no   no
#> 3358  56    management  married   primary      no    7747      no   no
#> 3359  49   blue-collar  married   primary      no    3028     yes   no
#> 3360  58       retired divorced  tertiary      no    5253      no   no
#> 3361  59       retired  married secondary      no    3382     yes   no
#> 3362  36    management   single  tertiary      no     442     yes  yes
#> 3363  53    management  married  tertiary      no    7067      no   no
#> 3364  55   blue-collar  married   primary      no     135     yes   no
#> 3365  33   blue-collar divorced secondary      no    -131     yes   no
#> 3366  48   blue-collar  married secondary      no     893      no   no
#> 3367  32   blue-collar  married secondary      no       0     yes  yes
#> 3368  26    management   single  tertiary      no    1438      no   no
#> 3369  56    unemployed divorced   primary      no     282      no   no
#> 3370  32   blue-collar   single secondary      no      53     yes   no
#> 3371  50      services   single secondary      no     321      no   no
#> 3372  40  entrepreneur  married  tertiary      no    1089     yes  yes
#> 3373  46      services  married secondary      no     244      no   no
#> 3374  36  entrepreneur  married secondary      no     546      no   no
#> 3375  48    management  married  tertiary      no    4006      no   no
#> 3376  54     housemaid divorced  tertiary      no    1241      no   no
#> 3377  52    management  married   primary      no     324      no   no
#> 3378  38   blue-collar  married   primary      no     190     yes   no
#> 3379  41   blue-collar  married secondary      no    1885     yes   no
#> 3380  37    management  married  tertiary      no     142      no   no
#> 3381  33      services  married secondary      no      39     yes   no
#> 3382  54    technician divorced secondary      no    2156     yes   no
#> 3383  30    technician  married secondary      no    -287     yes   no
#> 3384  45    technician  married  tertiary      no    2359      no   no
#> 3385  68       retired  married secondary      no    1316      no   no
#> 3386  25      services   single secondary      no    -439     yes   no
#> 3387  27   blue-collar  married   primary      no       0      no   no
#> 3388  44   blue-collar  married secondary      no    1071     yes   no
#> 3389  27    management   single  tertiary      no     831     yes   no
#> 3390  29   blue-collar   single secondary      no     445     yes   no
#> 3391  37      services   single secondary      no     253     yes  yes
#> 3392  52        admin.  married secondary      no    -462     yes   no
#> 3393  58       retired  married   primary      no    1241      no   no
#> 3394  58    management divorced   unknown      no    2986      no   no
#> 3395  37   blue-collar  married secondary      no     131     yes   no
#> 3396  37   blue-collar  married   primary      no     -29     yes  yes
#> 3397  30        admin.   single secondary      no    1223     yes   no
#> 3398  34     housemaid   single secondary      no    1408     yes   no
#> 3399  26    technician   single secondary      no       7     yes   no
#> 3400  55    management   single   unknown      no     111      no   no
#> 3401  58       retired  married secondary      no     630      no   no
#> 3402  40    management divorced  tertiary      no     823      no   no
#> 3403  32    management   single  tertiary      no    1131     yes   no
#> 3404  51        admin.   single secondary      no     895      no   no
#> 3405  45  entrepreneur  married secondary      no    4688      no   no
#> 3406  57       retired divorced   primary      no     720      no   no
#> 3407  57       retired  married  tertiary      no     478      no   no
#> 3408  54   blue-collar divorced   primary      no     190     yes   no
#> 3409  30    technician  married secondary      no       0     yes   no
#> 3410  40      services  married secondary      no    1358      no   no
#> 3411  53    management   single  tertiary      no       0      no   no
#> 3412  33    technician  married secondary     yes      72     yes   no
#> 3413  40    technician   single secondary      no      34      no   no
#> 3414  41    management   single  tertiary      no    1253      no   no
#> 3415  50    management  married  tertiary      no    2488     yes   no
#> 3416  31        admin.   single  tertiary      no     253     yes   no
#> 3417  49        admin.  married   unknown      no    1101      no   no
#> 3418  41    technician  married secondary      no     634      no   no
#> 3419  60    technician  married   primary      no    4243     yes   no
#> 3420  34    technician  married  tertiary      no    2069      no   no
#> 3421  32    technician  married   unknown      no    1879      no   no
#> 3422  53       retired  married secondary      no     357      no   no
#> 3423  34   blue-collar  married secondary      no     277      no  yes
#> 3424  29        admin.   single secondary      no     171     yes   no
#> 3425  38   blue-collar  married secondary      no      35     yes   no
#> 3426  31    technician   single  tertiary      no     127     yes   no
#> 3427  37   blue-collar  married   primary      no    5643     yes   no
#> 3428  30      services   single secondary      no     148      no  yes
#> 3429  32   blue-collar   single   primary      no      18     yes  yes
#> 3430  30 self-employed   single secondary      no     280      no   no
#> 3431  41    technician  married  tertiary      no     354      no   no
#> 3432  47    management  married  tertiary      no    1493      no   no
#> 3433  34    technician   single secondary      no    1866      no   no
#> 3434  38   blue-collar  married secondary      no    1165     yes   no
#> 3435  41    technician divorced secondary      no    1545      no  yes
#> 3436  27    technician   single  tertiary      no     434     yes   no
#> 3437  33       student  married  tertiary      no     476     yes   no
#> 3438  38      services   single secondary      no     322     yes   no
#> 3439  41    management  married  tertiary      no    2031     yes   no
#> 3440  37    unemployed divorced secondary      no      74     yes   no
#> 3441  26    management   single  tertiary      no    1720      no   no
#> 3442  36      services  married secondary      no       0     yes   no
#> 3443  28       student  married  tertiary      no     327     yes   no
#> 3444  59    management  married  tertiary      no     101      no  yes
#> 3445  35    management   single  tertiary      no    4788     yes   no
#> 3446  43       unknown   single   unknown      no     181      no   no
#> 3447  50   blue-collar divorced   primary      no    -333      no  yes
#> 3448  24      services   single secondary      no       0      no   no
#> 3449  32    technician  married  tertiary      no     500      no   no
#> 3450  41    technician  married secondary      no    1043     yes  yes
#> 3451  39    management  married  tertiary      no     399      no   no
#> 3452  50       retired   single   primary      no     208      no   no
#> 3453  40    management  married secondary      no    1576     yes  yes
#> 3454  50    management  married  tertiary      no     346      no   no
#> 3455  63   blue-collar  married secondary      no     641      no   no
#> 3456  31    technician divorced secondary      no     105     yes   no
#> 3457  34      services  married secondary      no    1337      no   no
#> 3458  28   blue-collar   single secondary      no     121      no   no
#> 3459  32    technician  married secondary      no    -410     yes  yes
#> 3460  32   blue-collar  married secondary     yes      -1     yes   no
#> 3461  52      services  married   primary      no    -585     yes  yes
#> 3462  43       unknown  married   primary      no    2113      no   no
#> 3463  43    unemployed  married  tertiary      no      58     yes   no
#> 3464  23    management   single secondary      no      85     yes   no
#> 3465  47    technician  married  tertiary      no    1115     yes   no
#> 3466  52    management  married  tertiary      no    4173      no  yes
#> 3467  37 self-employed  married secondary      no    2203      no  yes
#> 3468  31    management   single  tertiary      no      15      no   no
#> 3469  40     housemaid  married secondary      no    4136     yes   no
#> 3470  42    management  married  tertiary      no     261      no   no
#> 3471  33   blue-collar  married   primary      no     392     yes   no
#> 3472  40       retired   single secondary      no    1400      no   no
#> 3473  51    management  married  tertiary      no     615     yes   no
#> 3474  53    unemployed   single secondary      no       4      no   no
#> 3475  36    management   single  tertiary      no     339      no   no
#> 3476  34    technician  married secondary      no    1553      no   no
#> 3477  30    management  married  tertiary      no      14      no   no
#> 3478  29   blue-collar  married   primary      no     258     yes   no
#> 3479  38        admin.  married   primary      no       3     yes  yes
#> 3480  41   blue-collar  married   primary      no     620      no   no
#> 3481  33    management   single  tertiary      no     -67     yes   no
#> 3482  28      services   single secondary      no     430     yes   no
#> 3483  47       unknown  married   unknown      no     270      no   no
#> 3484  36        admin.   single secondary      no    1328      no   no
#> 3485  57   blue-collar  married   primary      no      93     yes   no
#> 3486  36    management  married secondary      no    1825     yes   no
#> 3487  51    technician  married   unknown      no     573     yes  yes
#> 3488  51   blue-collar  married   primary      no     541      no   no
#> 3489  40   blue-collar  married   primary      no    2133     yes  yes
#> 3490  45    technician   single secondary      no     410     yes   no
#> 3491  52        admin.  married secondary      no    2347      no  yes
#> 3492  35  entrepreneur   single  tertiary      no     145     yes   no
#> 3493  33    unemployed  married secondary     yes    -108     yes  yes
#> 3494  38        admin. divorced secondary      no     382     yes   no
#> 3495  36   blue-collar  married secondary      no      13      no   no
#> 3496  75       retired  married   primary      no    3504      no   no
#> 3497  31        admin.   single secondary      no    1801     yes   no
#> 3498  33    management   single  tertiary      no    1308      no   no
#> 3499  31   blue-collar  married secondary      no     136      no   no
#> 3500  56    unemployed  married secondary      no      12      no   no
#> 3501  37    technician  married secondary      no    -421     yes   no
#> 3502  33    management   single  tertiary      no    1271     yes   no
#> 3503  30    technician  married secondary      no    -910     yes   no
#> 3504  56      services  married secondary      no    1150      no  yes
#> 3505  35   blue-collar  married secondary      no    -102     yes   no
#> 3506  56       unknown  married   unknown      no     778      no   no
#> 3507  58      services  married secondary      no      74      no   no
#> 3508  67 self-employed  married  tertiary      no    1979      no   no
#> 3509  38    management  married  tertiary      no       0     yes   no
#> 3510  37    management divorced  tertiary     yes      -1     yes  yes
#> 3511  57   blue-collar  married secondary      no    8195     yes   no
#> 3512  35  entrepreneur  married secondary      no      24     yes   no
#> 3513  27   blue-collar   single secondary      no       1     yes   no
#> 3514  33    management  married  tertiary      no     801      no   no
#> 3515  37   blue-collar  married   primary      no    3517     yes   no
#> 3516  37    management  married secondary      no     222     yes   no
#> 3517  56       retired  married   primary      no    1906      no  yes
#> 3518  55        admin.  married secondary      no     128      no   no
#> 3519  40   blue-collar  married   primary      no       0     yes   no
#> 3520  41   blue-collar  married   primary      no    5560     yes   no
#> 3521  27   blue-collar  married secondary      no     613     yes   no
#> 3522  49    management  married  tertiary      no   17432      no   no
#> 3523  54    management divorced  tertiary      no    1692     yes   no
#> 3524  42 self-employed  married  tertiary      no    1385      no   no
#> 3525  34    technician   single secondary      no       0      no   no
#> 3526  34    technician  married  tertiary      no     932     yes   no
#> 3527  38        admin.  married secondary      no     257     yes   no
#> 3528  33  entrepreneur  married secondary     yes     -54      no  yes
#> 3529  26   blue-collar  married secondary      no     818      no   no
#> 3530  35   blue-collar  married secondary      no    1257     yes   no
#> 3531  48    management   single secondary      no      61     yes   no
#> 3532  64       retired  married  tertiary      no     380      no   no
#> 3533  31        admin.  married secondary      no    1229      no   no
#> 3534  39      services  married secondary      no    1970     yes   no
#> 3535  38    management  married  tertiary      no       0     yes   no
#> 3536  40   blue-collar  married   primary      no    2562     yes   no
#> 3537  49   blue-collar  married   primary     yes     -98     yes   no
#> 3538  36    management  married  tertiary      no    1604     yes   no
#> 3539  51       unknown  married   unknown      no    1585      no   no
#> 3540  58    technician   single secondary      no     409      no  yes
#> 3541  33    technician   single secondary      no    2481      no   no
#> 3542  28   blue-collar   single secondary      no    2845     yes   no
#> 3543  42   blue-collar  married   primary      no    1320      no   no
#> 3544  52 self-employed  married secondary      no       9      no  yes
#> 3545  54    management divorced  tertiary      no     496      no   no
#> 3546  60       retired divorced secondary      no     514      no   no
#> 3547  31        admin.   single secondary      no      40      no   no
#> 3548  32   blue-collar   single secondary      no     760     yes   no
#> 3549  53        admin.  married secondary      no    1796      no   no
#> 3550  28 self-employed   single  tertiary      no       0     yes   no
#> 3551  47    technician  married secondary      no     834      no  yes
#> 3552  29   blue-collar   single secondary      no    -138     yes  yes
#> 3553  78       retired  married   unknown      no    3208      no   no
#> 3554  43  entrepreneur  married secondary      no      59      no   no
#> 3555  27        admin.  married  tertiary      no      73      no   no
#> 3556  51   blue-collar  married   primary      no       0     yes   no
#> 3557  52   blue-collar  married   primary      no     -27      no   no
#> 3558  49 self-employed  married secondary      no     358     yes  yes
#> 3559  35      services  married secondary      no    1659     yes   no
#> 3560  58      services  married secondary      no    1667     yes  yes
#> 3561  36    management  married  tertiary      no     255      no   no
#> 3562  58   blue-collar  married secondary      no    2592     yes   no
#> 3563  51     housemaid  married   primary      no    1275      no   no
#> 3564  42    technician  married secondary      no    3228      no   no
#> 3565  37    management  married  tertiary      no    2401      no   no
#> 3566  44   blue-collar  married secondary      no    3610     yes   no
#> 3567  38   blue-collar divorced secondary      no     727     yes   no
#> 3568  34   blue-collar  married secondary      no     452     yes   no
#> 3569  31    unemployed   single  tertiary      no    1489     yes   no
#> 3570  32      services   single secondary      no      81     yes   no
#> 3571  54    management divorced  tertiary      no    -125      no  yes
#> 3572  38   blue-collar   single   primary      no     162     yes   no
#> 3573  40     housemaid  married secondary      no     864      no   no
#> 3574  30      services   single secondary      no     187     yes   no
#> 3575  43  entrepreneur  married secondary      no       0      no   no
#> 3576  39    management  married  tertiary      no   21111     yes   no
#> 3577  29    management   single  tertiary      no      21     yes   no
#> 3578  46   blue-collar   single secondary      no      76     yes   no
#> 3579  28    technician   single secondary      no     154     yes   no
#> 3580  50    management  married  tertiary      no    4654      no   no
#> 3581  29    technician   single secondary      no     359     yes   no
#> 3582  39   blue-collar  married secondary      no     648     yes   no
#> 3583  38    technician  married secondary      no       0     yes   no
#> 3584  57    unemployed  married   primary      no    5126     yes   no
#> 3585  54 self-employed divorced   primary      no     351     yes   no
#> 3586  52      services  married secondary      no     540     yes   no
#> 3587  50 self-employed  married secondary      no       0     yes   no
#> 3588  30    technician   single secondary      no      18      no   no
#> 3589  49    management  married  tertiary      no     350      no   no
#> 3590  40        admin.   single secondary      no     419      no  yes
#> 3591  42   blue-collar   single secondary      no     419      no   no
#> 3592  52    management  married  tertiary      no    4675      no   no
#> 3593  31    technician  married  tertiary      no    3192     yes   no
#> 3594  33 self-employed   single  tertiary      no    4996      no   no
#> 3595  26    technician   single secondary      no     174     yes   no
#> 3596  36   blue-collar   single secondary      no     507     yes   no
#> 3597  29    management   single secondary      no       0     yes   no
#> 3598  42   blue-collar  married secondary      no    1657     yes  yes
#> 3599  47    technician  married secondary      no    2394      no  yes
#> 3600  33    management   single secondary      no    -298      no   no
#> 3601  34        admin.  married secondary      no     -44     yes  yes
#> 3602  57    technician  married secondary      no    1070      no   no
#> 3603  36   blue-collar  married secondary      no     274     yes   no
#> 3604  57        admin.  married secondary      no   16873      no   no
#> 3605  36        admin.  married secondary      no     786     yes  yes
#> 3606  29    technician   single secondary      no     525     yes   no
#> 3607  32    technician   single secondary      no      35      no   no
#> 3608  30        admin.   single secondary      no     223     yes   no
#> 3609  41        admin.  married   primary      no    -306     yes   no
#> 3610  50    management  married  tertiary      no     463      no  yes
#> 3611  50    technician divorced secondary      no     636     yes   no
#> 3612  41    unemployed divorced   primary      no     487      no   no
#> 3613  36    management  married secondary      no     873     yes   no
#> 3614  35    management  married  tertiary      no     267     yes   no
#> 3615  63   blue-collar  married   primary      no     115      no   no
#> 3616  25    technician   single secondary      no     -55     yes  yes
#> 3617  33   blue-collar  married secondary      no       0     yes  yes
#> 3618  37      services  married secondary      no    4760     yes   no
#> 3619  28  entrepreneur   single  tertiary      no     219     yes   no
#> 3620  43   blue-collar  married secondary      no     232     yes   no
#> 3621  34   blue-collar  married secondary      no       0     yes   no
#> 3622  26    technician   single secondary      no    -525     yes  yes
#> 3623  57    technician  married  tertiary      no      -1      no   no
#> 3624  20       student   single secondary      no    1191      no   no
#> 3625  52    management  married  tertiary      no    7192      no   no
#> 3626  39      services   single  tertiary      no     410      no   no
#> 3627  32      services  married secondary      no       0     yes   no
#> 3628  54        admin.   single secondary      no      15     yes   no
#> 3629  39      services  married secondary      no      18     yes  yes
#> 3630  31   blue-collar   single secondary      no     530      no  yes
#> 3631  25       student   single secondary      no     715      no   no
#> 3632  59    technician  married secondary      no     478      no   no
#> 3633  39        admin.   single secondary      no     470     yes   no
#> 3634  47    technician  married secondary      no      11      no   no
#> 3635  22      services   single   primary      no      35     yes   no
#> 3636  26    unemployed   single  tertiary      no    3511      no   no
#> 3637  37      services  married secondary      no     655      no   no
#> 3638  52      services divorced secondary      no      43     yes  yes
#> 3639  28        admin.   single secondary      no     392     yes  yes
#> 3640  46      services  married secondary      no       0     yes   no
#> 3641  30        admin.   single secondary      no     523      no  yes
#> 3642  30    technician  married  tertiary      no    1338     yes  yes
#> 3643  34        admin.   single secondary      no     239      no   no
#> 3644  51     housemaid  married   primary      no    1521      no   no
#> 3645  46  entrepreneur  married  tertiary      no       0     yes  yes
#> 3646  70       retired  married secondary      no    2815      no   no
#> 3647  41    technician  married  tertiary      no       0      no   no
#> 3648  32    technician   single  tertiary      no       0     yes   no
#> 3649  32   blue-collar   single   primary      no      60     yes   no
#> 3650  50    management  married secondary      no       0     yes   no
#> 3651  38        admin.  married secondary      no     505     yes  yes
#> 3652  32        admin.   single  tertiary      no    8866      no   no
#> 3653  30   blue-collar   single secondary      no    1472     yes   no
#> 3654  39   blue-collar  married secondary      no     -99      no   no
#> 3655  30    technician   single   primary      no    2731     yes   no
#> 3656  44  entrepreneur  married secondary      no    -165     yes  yes
#> 3657  45   blue-collar  married   primary      no    2128     yes   no
#> 3658  56 self-employed  married secondary      no     800      no  yes
#> 3659  37    management  married  tertiary      no    1330     yes   no
#> 3660  30   blue-collar  married   primary      no     837     yes   no
#> 3661  54      services  married   primary      no       8     yes   no
#> 3662  53        admin.  married secondary      no    -375     yes   no
#> 3663  27       student   single  tertiary      no    5169     yes   no
#> 3664  36    management  married  tertiary      no     162     yes   no
#> 3665  43  entrepreneur   single  tertiary      no      42      no   no
#> 3666  52     housemaid  married   primary      no     335      no   no
#> 3667  48   blue-collar  married secondary      no   10724      no   no
#> 3668  39    management   single  tertiary      no     416      no   no
#> 3669  35   blue-collar  married   unknown      no    4822     yes   no
#> 3670  76       retired divorced   primary      no    3049      no   no
#> 3671  40      services  married secondary      no     191     yes   no
#> 3672  57       retired  married   primary      no    4908      no   no
#> 3673  59   blue-collar  married   primary      no    -546      no   no
#> 3674  45     housemaid  married secondary      no     698     yes   no
#> 3675  37    technician  married  tertiary      no     143      no   no
#> 3676  28    technician   single  tertiary      no    -481     yes  yes
#> 3677  57    unemployed  married secondary      no    3867     yes   no
#> 3678  45   blue-collar  married   primary      no     292     yes   no
#> 3679  58     housemaid  married   primary      no    4605      no   no
#> 3680  30   blue-collar  married secondary      no    -529     yes   no
#> 3681  48   blue-collar  married secondary      no    1738     yes   no
#> 3682  61 self-employed  married  tertiary      no    4162      no   no
#> 3683  34    management   single secondary      no     524      no   no
#> 3684  43    technician divorced  tertiary      no     101      no   no
#> 3685  44    technician   single secondary      no    2403     yes   no
#> 3686  29   blue-collar  married   primary      no      50      no   no
#> 3687  37   blue-collar  married   primary      no     357     yes   no
#> 3688  41    unemployed divorced secondary      no    1281      no   no
#> 3689  34    technician  married secondary      no    1795     yes   no
#> 3690  40   blue-collar  married   primary      no      98     yes   no
#> 3691  59 self-employed  married  tertiary      no    2013      no   no
#> 3692  35 self-employed  married  tertiary      no     506      no   no
#> 3693  58    management divorced  tertiary      no    1573     yes  yes
#> 3694  20      services   single secondary      no    -103     yes   no
#> 3695  55    technician divorced secondary      no     184      no   no
#> 3696  51   blue-collar  married secondary      no     955      no  yes
#> 3697  31 self-employed   single  tertiary      no    1788      no   no
#> 3698  52    management  married  tertiary      no     547      no   no
#> 3699  31    management   single  tertiary      no      62     yes   no
#> 3700  34   blue-collar  married secondary      no    1575     yes   no
#> 3701  32    management   single  tertiary      no     623      no   no
#> 3702  36        admin.   single secondary      no      47      no  yes
#> 3703  41   blue-collar  married secondary      no    1293      no   no
#> 3704  34   blue-collar  married secondary      no    1221     yes   no
#> 3705  25   blue-collar   single secondary      no    -143     yes  yes
#> 3706  44    unemployed divorced   primary      no     757      no   no
#> 3707  52   blue-collar  married secondary      no     -98     yes   no
#> 3708  34    management   single  tertiary      no    -292     yes   no
#> 3709  31   blue-collar  married   primary      no     347      no   no
#> 3710  57        admin.  married secondary      no    5888      no  yes
#> 3711  29        admin.   single  tertiary      no      41     yes   no
#> 3712  27    technician   single  tertiary      no     372     yes  yes
#> 3713  37    management divorced  tertiary      no     481     yes   no
#> 3714  35    technician  married secondary      no     650     yes   no
#> 3715  59      services  married secondary      no      33     yes   no
#> 3716  31        admin.   single secondary      no     358     yes   no
#> 3717  56        admin.  married secondary      no     370      no   no
#> 3718  30      services   single secondary      no     179     yes   no
#> 3719  30        admin.   single secondary      no     239     yes   no
#> 3720  32    management  married  tertiary      no     393      no   no
#> 3721  39      services  married secondary      no     949     yes   no
#> 3722  46 self-employed  married  tertiary      no     917      no   no
#> 3723  29    management   single  tertiary      no     765      no   no
#> 3724  57    technician  married secondary      no       0      no   no
#> 3725  46        admin. divorced secondary      no    -637     yes   no
#> 3726  37    unemployed  married   primary      no    3051     yes   no
#> 3727  55    management divorced  tertiary      no    5399      no  yes
#> 3728  42   blue-collar  married   primary      no     -10     yes   no
#> 3729  53    unemployed  married secondary      no    2248     yes   no
#> 3730  40   blue-collar  married secondary      no     718     yes  yes
#> 3731  32      services   single secondary      no     385     yes   no
#> 3732  44    management  married  tertiary      no    6203     yes  yes
#> 3733  60     housemaid  married   primary      no    1043      no   no
#> 3734  24       student   single secondary      no    1847      no   no
#> 3735  41   blue-collar  married   primary      no     348     yes   no
#> 3736  40        admin.  married secondary      no     100     yes   no
#> 3737  31   blue-collar  married   primary      no    4728     yes   no
#> 3738  35  entrepreneur   single  tertiary      no      16      no   no
#> 3739  32   blue-collar  married secondary      no     157     yes   no
#> 3740  32   blue-collar  married secondary      no      14     yes   no
#> 3741  39    management  married  tertiary     yes      47      no   no
#> 3742  40   blue-collar   single   primary      no     446     yes   no
#> 3743  39   blue-collar divorced secondary      no      94     yes   no
#> 3744  36    management divorced  tertiary      no     563      no   no
#> 3745  40    management  married  tertiary      no    1468      no   no
#> 3746  60       retired  married   primary      no      60     yes   no
#> 3747  52     housemaid  married   primary      no    1466      no  yes
#> 3748  42    technician   single  tertiary      no    -411     yes   no
#> 3749  39    management divorced secondary      no     132     yes   no
#> 3750  31   blue-collar  married secondary      no     990     yes  yes
#> 3751  57      services  married secondary      no       4      no   no
#> 3752  30      services   single secondary      no    3405      no   no
#> 3753  30    technician   single  tertiary      no     106     yes   no
#> 3754  69       retired divorced secondary      no    6850      no   no
#> 3755  39    management   single secondary      no    1877     yes   no
#> 3756  27        admin. divorced secondary      no       0      no  yes
#> 3757  30  entrepreneur   single  tertiary      no     -63     yes   no
#> 3758  35        admin.  married secondary      no      69     yes  yes
#> 3759  41    unemployed  married   primary      no     819      no   no
#> 3760  41        admin. divorced secondary      no    2970      no  yes
#> 3761  32  entrepreneur  married secondary      no     604      no   no
#> 3762  32   blue-collar   single secondary      no    2093      no   no
#> 3763  56    unemployed  married secondary      no    2629      no   no
#> 3764  28    management   single  tertiary      no     672      no   no
#> 3765  30      services   single secondary      no     862     yes  yes
#> 3766  44    management  married  tertiary      no    3091     yes   no
#> 3767  43        admin. divorced secondary      no    3350     yes  yes
#> 3768  37    management  married  tertiary      no     156      no   no
#> 3769  27      services   single secondary      no     118     yes  yes
#> 3770  48    unemployed  married   primary      no    5462      no   no
#> 3771  28    management   single  tertiary      no     866      no   no
#> 3772  41   blue-collar  married secondary      no    2689     yes   no
#> 3773  27   blue-collar   single secondary      no    3675      no   no
#> 3774  29   blue-collar  married secondary      no       0     yes   no
#> 3775  37     housemaid  married secondary      no     589     yes   no
#> 3776  39    technician  married secondary      no     697      no   no
#> 3777  34    management   single  tertiary      no    1040     yes   no
#> 3778  39    technician  married secondary      no     394      no   no
#> 3779  69     housemaid  married   primary      no    1080      no   no
#> 3780  39   blue-collar   single secondary      no     254      no   no
#> 3781  35        admin.   single secondary      no     663     yes   no
#> 3782  34    technician  married secondary     yes      91      no   no
#> 3783  35      services   single secondary      no     313     yes   no
#> 3784  32   blue-collar  married secondary      no    3166     yes   no
#> 3785  33    management   single  tertiary      no    3655      no   no
#> 3786  39   blue-collar  married secondary      no     599     yes   no
#> 3787  37     housemaid  married secondary      no    1558      no   no
#> 3788  31   blue-collar   single secondary      no     573     yes   no
#> 3789  37    technician  married secondary      no      41      no   no
#> 3790  39   blue-collar  married  tertiary      no   10483      no   no
#> 3791  35   blue-collar  married secondary      no     628     yes   no
#> 3792  38      services  married secondary      no     309      no   no
#> 3793  37    management   single   unknown      no     715     yes   no
#> 3794  32        admin. divorced secondary      no     281     yes   no
#> 3795  41    management   single  tertiary      no    4594     yes   no
#> 3796  49    technician  married secondary      no    2344     yes   no
#> 3797  52    technician  married secondary      no     234      no   no
#> 3798  38  entrepreneur  married secondary      no    3249     yes   no
#> 3799  57   blue-collar  married secondary      no     668      no   no
#> 3800  28        admin.   single secondary      no    -103     yes   no
#> 3801  46      services  married  tertiary      no    -780      no  yes
#> 3802  47   blue-collar  married   primary      no    1533      no  yes
#> 3803  43   blue-collar  married secondary      no     704     yes   no
#> 3804  35      services  married secondary      no    2918      no  yes
#> 3805  30  entrepreneur  married secondary      no    1539     yes  yes
#> 3806  39   blue-collar divorced secondary      no     241     yes   no
#> 3807  54    technician  married secondary      no      87     yes   no
#> 3808  56       retired divorced secondary      no       4      no   no
#> 3809  43    management divorced   unknown      no    7702      no   no
#> 3810  38      services  married secondary      no       0     yes  yes
#> 3811  40    technician  married secondary      no     335     yes   no
#> 3812  33    management  married  tertiary      no     271     yes   no
#> 3813  27   blue-collar  married secondary      no     373     yes   no
#> 3814  43    technician  married secondary      no     629      no   no
#> 3815  44    management  married  tertiary      no      58     yes   no
#> 3816  32    management   single  tertiary      no    2629      no   no
#> 3817  52    management  married secondary      no       0      no   no
#> 3818  64       retired  married secondary      no     466     yes   no
#> 3819  48    technician   single secondary      no     540     yes   no
#> 3820  36    technician  married  tertiary      no    1327      no   no
#> 3821  47 self-employed  married secondary      no       0      no   no
#> 3822  41      services   single secondary      no      92      no   no
#> 3823  38  entrepreneur   single secondary      no     185      no   no
#> 3824  35    technician   single secondary      no     399     yes   no
#> 3825  40    management divorced  tertiary      no     290     yes   no
#> 3826  38        admin.  married secondary      no    -650      no   no
#> 3827  45      services  married secondary      no      22     yes   no
#> 3828  30      services  married secondary      no     699     yes   no
#> 3829  49    technician  married  tertiary      no       0      no  yes
#> 3830  46        admin.   single secondary      no    1693     yes   no
#> 3831  37 self-employed  married  tertiary      no     804     yes   no
#> 3832  36   blue-collar divorced secondary      no    2843      no   no
#> 3833  37    management  married  tertiary      no     393     yes   no
#> 3834  53   blue-collar  married secondary      no    3815      no   no
#> 3835  38   blue-collar  married secondary      no    4321      no   no
#> 3836  39       unknown   single secondary      no       0      no   no
#> 3837  35    unemployed   single secondary      no     145      no   no
#> 3838  47   blue-collar  married   primary      no    -245     yes  yes
#> 3839  32    management   single  tertiary      no   12686     yes   no
#> 3840  35    management  married  tertiary      no    4943     yes   no
#> 3841  42    management  married   unknown      no     275      no   no
#> 3842  57       retired  married secondary      no     573      no   no
#> 3843  38    unemployed  married   primary      no     338      no   no
#> 3844  37        admin.  married secondary      no       0     yes   no
#> 3845  59       retired  married   primary      no    5521     yes  yes
#> 3846  40   blue-collar  married secondary      no     598     yes   no
#> 3847  40    technician   single secondary      no    2141      no   no
#> 3848  35   blue-collar  married secondary      no     807     yes   no
#> 3849  35   blue-collar  married secondary      no    2054     yes   no
#> 3850  39    unemployed  married secondary      no    -455     yes   no
#> 3851  34    management  married  tertiary      no     443      no   no
#> 3852  33   blue-collar   single secondary      no   15341      no   no
#> 3853  38    management   single  tertiary      no     673     yes   no
#> 3854  35    technician   single secondary      no    2144     yes   no
#> 3855  44    technician  married secondary      no     584      no   no
#> 3856  49    management  married  tertiary      no    2037      no   no
#> 3857  45     housemaid divorced   primary      no     221      no   no
#> 3858  30       student   single   unknown      no    4468      no   no
#> 3859  26        admin.  married secondary      no    -401     yes  yes
#> 3860  33      services   single  tertiary      no    1268     yes   no
#> 3861  32    technician   single secondary      no    1107      no   no
#> 3862  55        admin.  married secondary      no    1662      no   no
#> 3863  34    management  married  tertiary      no    3301     yes   no
#> 3864  48   blue-collar divorced   primary      no     183      no   no
#> 3865  46      services  married secondary      no      53      no  yes
#> 3866  43    management  married  tertiary      no      40      no   no
#> 3867  33   blue-collar  married secondary      no     372     yes   no
#> 3868  47    management   single  tertiary      no     124      no   no
#> 3869  33    management   single  tertiary      no     417     yes   no
#> 3870  30   blue-collar  married secondary      no   10395     yes   no
#> 3871  31      services  married secondary     yes      29      no   no
#> 3872  31   blue-collar divorced secondary      no       6     yes   no
#> 3873  41       retired   single   primary      no    2579      no   no
#> 3874  37   blue-collar  married   primary      no     204     yes   no
#> 3875  38   blue-collar  married   primary      no       0      no   no
#> 3876  32   blue-collar  married secondary      no     783     yes   no
#> 3877  40      services  married   primary      no    2469      no  yes
#> 3878  55    technician  married secondary      no    3207      no   no
#> 3879  53    technician  married secondary      no     -46      no   no
#> 3880  42    management  married  tertiary      no       0      no   no
#> 3881  34    management divorced  tertiary      no     221      no   no
#> 3882  46    management  married   unknown      no    2466      no   no
#> 3883  51    management  married  tertiary      no    2455     yes   no
#> 3884  37    management  married  tertiary      no     708     yes   no
#> 3885  54        admin.  married secondary      no    1342     yes   no
#> 3886  40    technician  married secondary      no       6     yes   no
#> 3887  37   blue-collar   single secondary      no     292      no   no
#> 3888  33    management  married  tertiary      no      62     yes   no
#> 3889  44        admin. divorced secondary      no       0      no   no
#> 3890  46        admin.  married   unknown      no       0     yes   no
#> 3891  31    technician   single  tertiary      no     696      no  yes
#> 3892  36    technician  married secondary      no     465      no   no
#> 3893  34    technician   single secondary      no       0      no   no
#> 3894  27      services  married secondary      no      54     yes   no
#> 3895  44   blue-collar   single   primary      no      36     yes   no
#> 3896  50        admin. divorced secondary     yes    2405     yes   no
#> 3897  27    technician   single   unknown      no     555      no   no
#> 3898  40    technician   single secondary      no     281     yes   no
#> 3899  52    technician   single secondary      no      36     yes   no
#> 3900  30    technician  married secondary      no     371      no   no
#> 3901  32     housemaid  married secondary      no     216      no  yes
#> 3902  48   blue-collar   single   primary      no     244     yes   no
#> 3903  33    technician divorced secondary     yes       6      no   no
#> 3904  38    technician  married secondary      no     634      no   no
#> 3905  25    technician  married   unknown      no     776     yes   no
#> 3906  31       student   single secondary      no       0      no   no
#> 3907  46       unknown   single secondary      no       0      no   no
#> 3908  57    management  married secondary      no    7162      no   no
#> 3909  27   blue-collar  married   primary      no    -413      no  yes
#> 3910  47    technician  married secondary      no       0      no   no
#> 3911  30   blue-collar   single secondary      no      80     yes  yes
#> 3912  35    management   single  tertiary      no       0      no   no
#> 3913  34   blue-collar  married   primary      no     161     yes  yes
#> 3914  47    management  married  tertiary      no       0     yes   no
#> 3915  29    technician   single  tertiary      no     323      no   no
#> 3916  26   blue-collar  married secondary      no     624     yes   no
#> 3917  34    management  married  tertiary      no    1557     yes  yes
#> 3918  59       retired  married secondary      no      56      no   no
#> 3919  38        admin.   single secondary      no    3239      no   no
#> 3920  45   blue-collar  married secondary      no    4022     yes   no
#> 3921  31    technician   single  tertiary      no    4979      no  yes
#> 3922  31   blue-collar   single secondary      no     509     yes   no
#> 3923  48    technician  married secondary      no    1526      no   no
#> 3924  30    technician   single secondary      no    2734      no   no
#> 3925  53  entrepreneur   single secondary      no      62     yes   no
#> 3926  44    technician divorced secondary      no    -865     yes   no
#> 3927  30    management  married  tertiary      no     451      no   no
#> 3928  46  entrepreneur  married secondary      no       0     yes  yes
#> 3929  28   blue-collar  married secondary      no    1958     yes   no
#> 3930  33    management   single  tertiary     yes      -5      no   no
#> 3931  38    technician   single  tertiary      no      38      no   no
#> 3932  33   blue-collar  married   primary      no     240     yes   no
#> 3933  52   blue-collar  married   primary      no    2144     yes   no
#> 3934  32    technician divorced  tertiary      no      53      no   no
#> 3935  39   blue-collar  married   primary      no    7304     yes   no
#> 3936  32    management   single  tertiary      no     813      no   no
#> 3937  55   blue-collar  married   primary      no     828     yes   no
#> 3938  51   blue-collar  married   primary      no   21614      no   no
#> 3939  82       retired  married  tertiary      no     278      no   no
#> 3940  36   blue-collar  married secondary      no      79     yes  yes
#> 3941  55     housemaid  married   primary      no    2152      no   no
#> 3942  43   blue-collar  married secondary      no    1311     yes   no
#> 3943  33        admin.  married secondary      no    4012      no  yes
#> 3944  44    technician  married  tertiary      no     564     yes   no
#> 3945  47      services  married secondary      no       5      no   no
#> 3946  36   blue-collar  married secondary      no     141     yes   no
#> 3947  32   blue-collar  married secondary      no       4     yes  yes
#> 3948  60    technician  married secondary      no    1139      no   no
#> 3949  59       retired  married   primary      no    3079      no   no
#> 3950  33   blue-collar  married   primary     yes    -542     yes   no
#> 3951  35      services  married   unknown      no     618      no   no
#> 3952  48    management  married  tertiary     yes     -13     yes   no
#> 3953  32   blue-collar  married secondary      no    9714     yes   no
#> 3954  30      services   single secondary      no    -114     yes   no
#> 3955  39    management  married  tertiary      no    1802      no   no
#> 3956  41   blue-collar  married   primary      no    1172     yes   no
#> 3957  54    technician divorced secondary      no     447     yes   no
#> 3958  84       retired divorced   primary      no    1680      no   no
#> 3959  47     housemaid   single  tertiary      no    3232      no   no
#> 3960  28      services divorced secondary      no      89      no   no
#> 3961  32   blue-collar  married secondary      no    5075     yes   no
#> 3962  55     housemaid divorced   unknown      no     603      no   no
#> 3963  30   blue-collar  married secondary      no     578     yes  yes
#> 3964  42    management  married  tertiary      no    2187     yes   no
#> 3965  34    management   single  tertiary      no    1891     yes   no
#> 3966  28    management   single  tertiary      no     637     yes   no
#> 3967  35        admin.  married secondary      no    3863     yes   no
#> 3968  34   blue-collar  married secondary      no     152      no   no
#> 3969  33    management  married  tertiary      no     110     yes  yes
#> 3970  40    management  married  tertiary      no   24450      no   no
#> 3971  67       retired  married   unknown      no     696      no   no
#> 3972  25    technician divorced  tertiary      no    2317     yes   no
#> 3973  44    management   single  tertiary      no     295     yes   no
#> 3974  32    management   single  tertiary      no    2551     yes   no
#> 3975  28    technician   single secondary      no     280     yes   no
#> 3976  28        admin.   single secondary      no      -7      no  yes
#> 3977  51    technician  married secondary      no      58     yes   no
#> 3978  29    technician   single  tertiary      no      47     yes   no
#> 3979  50    management  married  tertiary      no    5124     yes   no
#> 3980  32   blue-collar   single secondary      no    -578      no   no
#> 3981  58   blue-collar  married   unknown      no    2516     yes   no
#> 3982  24      services  married  tertiary      no       0     yes   no
#> 3983  52    technician  married secondary      no     230     yes  yes
#> 3984  33  entrepreneur  married   primary      no      82     yes   no
#> 3985  40    management  married  tertiary      no     542     yes   no
#> 3986  37        admin.  married secondary      no    1967      no   no
#> 3987  41      services  married secondary      no     471     yes   no
#> 3988  32  entrepreneur  married   primary      no    3083      no   no
#> 3989  43        admin.  married secondary      no       0     yes   no
#> 3990  34        admin.  married secondary      no      75     yes  yes
#> 3991  38  entrepreneur  married secondary      no     680     yes   no
#> 3992  53    management divorced   primary      no     443      no   no
#> 3993  52    management   single  tertiary      no     556      no   no
#> 3994  40    management   single  tertiary      no     269     yes   no
#> 3995  34        admin.  married  tertiary      no    2552     yes  yes
#> 3996  30    management   single  tertiary      no     112     yes   no
#> 3997  37    technician  married secondary      no     135     yes   no
#> 3998  36       student   single  tertiary      no     129      no   no
#> 3999  48    unemployed  married   primary      no    1296      no   no
#> 4000  45   blue-collar   single secondary     yes       0     yes   no
#> 4001  37   blue-collar divorced secondary      no      33     yes   no
#> 4002  26       student   single secondary      no     611      no   no
#> 4003  48        admin. divorced secondary      no    1180      no   no
#> 4004  33    unemployed divorced secondary      no     385      no   no
#> 4005  24       student  married   unknown      no     146      no   no
#> 4006  60        admin. divorced secondary      no     663      no  yes
#> 4007  35   blue-collar  married secondary      no    1330      no   no
#> 4008  57    technician  married secondary      no    3240     yes   no
#> 4009  56       retired  married secondary      no      -1     yes   no
#> 4010  32  entrepreneur   single   primary      no    1770      no  yes
#> 4011  43  entrepreneur  married   primary      no     629     yes   no
#> 4012  48      services  married secondary      no   11516      no   no
#> 4013  36    technician  married  tertiary      no    4932     yes   no
#> 4014  38       retired   single secondary      no      44      no   no
#> 4015  47    management  married   primary      no    1122     yes   no
#> 4016  37        admin.  married secondary      no    1123      no  yes
#> 4017  53  entrepreneur  married  tertiary      no    1046     yes  yes
#> 4018  30    technician divorced secondary      no    2262     yes   no
#> 4019  40    management   single  tertiary      no    1509      no   no
#> 4020  50    management divorced  tertiary      no     100     yes  yes
#> 4021  51    management  married  tertiary      no    -516     yes   no
#> 4022  50    management  married secondary     yes     421      no   no
#> 4023  36    technician   single secondary      no     966      no   no
#> 4024  50        admin.   single secondary      no     424     yes   no
#> 4025  31        admin.  married secondary      no     879     yes   no
#> 4026  30    management  married  tertiary      no     419     yes   no
#> 4027  68       retired  married  tertiary      no    2820      no   no
#> 4028  29        admin.  married  tertiary      no      26     yes   no
#> 4029  30   blue-collar  married   primary      no    9194     yes   no
#> 4030  36    management  married  tertiary      no    3770     yes   no
#> 4031  39   blue-collar  married   primary      no     292      no   no
#> 4032  26 self-employed  married secondary     yes     254     yes  yes
#> 4033  52   blue-collar   single secondary      no     359     yes   no
#> 4034  33 self-employed  married secondary      no     711     yes   no
#> 4035  32    technician   single secondary      no     210     yes   no
#> 4036  43    management  married  tertiary      no     657      no   no
#> 4037  50   blue-collar  married secondary      no    9585     yes   no
#> 4038  55       retired  married secondary      no     103     yes  yes
#> 4039  47   blue-collar  married   primary      no    1756     yes   no
#> 4040  40        admin.   single secondary      no     739     yes   no
#> 4041  41     housemaid  married secondary      no     876      no   no
#> 4042  28   blue-collar   single secondary      no    2700      no   no
#> 4043  53   blue-collar  married   primary      no     436     yes   no
#> 4044  31 self-employed  married  tertiary      no    1015      no   no
#> 4045  32    management divorced  tertiary      no     222      no  yes
#> 4046  35        admin.  married secondary      no     214     yes  yes
#> 4047  38        admin. divorced secondary      no     308     yes   no
#> 4048  29 self-employed   single  tertiary      no    5406      no   no
#> 4049  34    technician   single secondary      no    1259     yes   no
#> 4050  55    management  married   primary      no     621      no  yes
#> 4051  33      services  married secondary      no     703      no   no
#> 4052  33    technician   single  tertiary      no     213      no   no
#> 4053  45    management divorced  tertiary      no     959      no   no
#> 4054  31    management   single  tertiary      no    1494      no   no
#> 4055  37    technician  married secondary      no    1610      no   no
#> 4056  40    management  married  tertiary      no     185      no   no
#> 4057  30    technician  married secondary      no     455     yes   no
#> 4058  39    management divorced  tertiary      no    5009     yes   no
#> 4059  50        admin.  married secondary      no     167      no  yes
#> 4060  46     housemaid  married   primary      no    1175      no   no
#> 4061  34    management   single  tertiary      no     431      no   no
#> 4062  48    management divorced  tertiary      no    1144     yes   no
#> 4063  48   blue-collar divorced secondary      no      65     yes   no
#> 4064  27    unemployed   single secondary      no     259     yes   no
#> 4065  44      services  married   primary      no       3     yes   no
#> 4066  50    management  married  tertiary      no   11528     yes   no
#> 4067  44    management  married  tertiary      no     167      no   no
#> 4068  39    technician  married secondary      no       0      no   no
#> 4069  38   blue-collar  married secondary      no    2685      no   no
#> 4070  33      services   single secondary      no     310     yes   no
#> 4071  48   blue-collar   single   primary      no    1938     yes   no
#> 4072  30   blue-collar  married secondary      no    4389     yes   no
#> 4073  24    technician   single secondary      no     139      no   no
#> 4074  31      services  married secondary      no     288      no   no
#> 4075  42   blue-collar  married secondary      no       1      no   no
#> 4076  32    management   single  tertiary      no   19985      no   no
#> 4077  59       retired divorced secondary      no     337     yes   no
#> 4078  33    unemployed   single secondary      no     177      no   no
#> 4079  40   blue-collar  married   primary      no    3462     yes   no
#> 4080  28    technician  married secondary      no      58     yes   no
#> 4081  35   blue-collar divorced   primary      no     300     yes   no
#> 4082  47        admin.   single secondary      no    3531     yes   no
#> 4083  44    management  married  tertiary      no    6945      no   no
#> 4084  38    technician  married  tertiary      no    1997     yes   no
#> 4085  52      services  married secondary      no     145      no   no
#> 4086  33    technician  married  tertiary      no    1126     yes   no
#> 4087  33        admin. divorced secondary      no    1762     yes   no
#> 4088  59    technician  married secondary      no     283      no   no
#> 4089  48    technician  married  tertiary      no     150     yes   no
#> 4090  32   blue-collar   single   primary      no       7     yes   no
#> 4091  35      services  married secondary      no    1453     yes   no
#> 4092  51    management  married  tertiary      no       0     yes   no
#> 4093  48      services   single   primary      no    -139      no   no
#> 4094  43   blue-collar  married secondary      no     408     yes   no
#> 4095  56    unemployed divorced   primary      no     109      no   no
#> 4096  33    management   single  tertiary      no    -359      no   no
#> 4097  52    management divorced  tertiary      no       0     yes  yes
#> 4098  38      services  married secondary      no     129     yes   no
#> 4099  40 self-employed   single  tertiary      no    1693     yes   no
#> 4100  28 self-employed   single  tertiary      no     159      no   no
#> 4101  29   blue-collar  married   unknown      no     486     yes   no
#> 4102  26       student   single  tertiary      no   13887      no   no
#> 4103  48    technician  married secondary      no    1637     yes   no
#> 4104  45      services   single secondary      no     482     yes  yes
#> 4105  24   blue-collar  married secondary      no      32      no   no
#> 4106  40      services  married secondary      no     939     yes   no
#> 4107  32    management  married  tertiary      no     376     yes   no
#> 4108  42   blue-collar  married   primary      no       0     yes  yes
#> 4109  35   blue-collar  married secondary      no     360     yes   no
#> 4110  31   blue-collar  married secondary      no    9714     yes   no
#> 4111  58       retired   single   primary      no     999      no   no
#> 4112  37    technician   single secondary      no    1130      no   no
#> 4113  34   blue-collar  married secondary      no    1710     yes  yes
#> 4114  36   blue-collar  married secondary      no       0     yes   no
#> 4115  53        admin.  married   primary      no     234     yes   no
#> 4116  58   blue-collar  married   primary      no       0      no   no
#> 4117  59    technician  married secondary      no     135     yes  yes
#> 4118  46   blue-collar   single secondary      no     332      no   no
#> 4119  49    technician divorced secondary      no     229      no   no
#> 4120  62    management divorced  tertiary      no    1619      no   no
#> 4121  34    technician   single secondary     yes      -2      no  yes
#> 4122  34    management  married  tertiary      no     651      no   no
#> 4123  29    technician   single secondary      no     309     yes   no
#> 4124  42        admin.  married secondary      no    -150      no  yes
#> 4125  57    management  married  tertiary      no     473      no   no
#> 4126  32   blue-collar  married secondary      no     363     yes   no
#> 4127  46    management  married  tertiary      no      37     yes   no
#> 4128  49     housemaid  married   primary      no    3376      no   no
#> 4129  41   blue-collar  married secondary      no      16      no   no
#> 4130  30    management   single  tertiary      no    3410     yes   no
#> 4131  41   blue-collar  married secondary      no     343     yes   no
#> 4132  60   blue-collar  married secondary      no    1407     yes   no
#> 4133  44    management  married secondary      no   -1746     yes   no
#> 4134  43   blue-collar  married   primary      no     953     yes   no
#> 4135  41    management  married  tertiary      no    1468     yes   no
#> 4136  52    technician  married secondary      no       0     yes   no
#> 4137  51   blue-collar  married   primary      no       0      no   no
#> 4138  50   blue-collar divorced   primary      no      31     yes   no
#> 4139  30   blue-collar   single   primary      no     546     yes   no
#> 4140  41 self-employed  married secondary      no       0      no   no
#> 4141  41        admin.  married secondary      no    2661     yes   no
#> 4142  47    management  married  tertiary      no      33     yes  yes
#> 4143  31    technician  married  tertiary      no    1197     yes   no
#> 4144  40      services divorced secondary      no    5745     yes  yes
#> 4145  43    management  married  tertiary      no     370      no   no
#> 4146  42     housemaid divorced secondary      no     314      no   no
#> 4147  38   blue-collar   single secondary      no    1012     yes  yes
#> 4148  38   blue-collar  married secondary      no     566     yes  yes
#> 4149  40    technician  married secondary      no     826      no   no
#> 4150  39   blue-collar  married   unknown      no    1096      no   no
#> 4151  27        admin.  married secondary      no    1033     yes   no
#> 4152  31    management  married  tertiary      no     392      no   no
#> 4153  35    management  married secondary      no     724     yes   no
#> 4154  27    technician   single secondary      no    1996     yes   no
#> 4155  34    technician  married secondary      no     222     yes   no
#> 4156  40      services  married   unknown      no      88     yes   no
#> 4157  35  entrepreneur   single secondary      no     475      no  yes
#> 4158  56       retired   single  tertiary      no     352      no   no
#> 4159  50   blue-collar  married   primary      no      84     yes   no
#> 4160  42 self-employed  married  tertiary      no   21861      no   no
#> 4161  27     housemaid  married secondary      no       0      no  yes
#> 4162  57   blue-collar divorced secondary      no    1795     yes   no
#> 4163  32   blue-collar   single secondary      no    1475     yes   no
#> 4164  54 self-employed  married  tertiary      no    1510      no   no
#> 4165  59    technician divorced secondary      no    2735      no   no
#> 4166  45    technician  married secondary      no    3583     yes   no
#> 4167  31    management   single  tertiary      no     533      no   no
#> 4168  47    management  married  tertiary      no       0      no   no
#> 4169  48   blue-collar   single   primary      no    3688     yes   no
#> 4170  42        admin. divorced secondary     yes     723      no   no
#> 4171  27        admin.   single  tertiary      no     313      no  yes
#> 4172  30    management   single  tertiary      no    1028      no   no
#> 4173  32   blue-collar  married secondary      no    -460     yes  yes
#> 4174  42    unemployed divorced   primary      no    1699      no  yes
#> 4175  40   blue-collar  married   primary      no     137      no  yes
#> 4176  44    management  married  tertiary      no       0     yes  yes
#> 4177  55    unemployed  married secondary      no     549      no   no
#> 4178  41    management  married  tertiary      no     526     yes   no
#> 4179  35    management   single  tertiary      no     824     yes   no
#> 4180  41  entrepreneur   single  tertiary      no     791     yes   no
#> 4181  27      services  married secondary      no     311     yes   no
#> 4182  32   blue-collar   single secondary      no    1036     yes  yes
#> 4183  55    technician  married secondary      no       0      no   no
#> 4184  40   blue-collar  married secondary      no     187     yes   no
#> 4185  37   blue-collar  married secondary      no     604     yes   no
#> 4186  33    management   single  tertiary      no     896     yes   no
#> 4187  30    technician   single  tertiary      no    2325      no   no
#> 4188  36    management  married  tertiary      no     812      no   no
#> 4189  37    technician   single secondary      no    1255     yes   no
#> 4190  38   blue-collar  married secondary      no     264     yes   no
#> 4191  46        admin.   single secondary      no    1544     yes   no
#> 4192  52    technician  married secondary      no     337     yes   no
#> 4193  27    management  married secondary      no     -41     yes   no
#> 4194  43   blue-collar  married secondary      no    -509     yes   no
#> 4195  31    management   single  tertiary      no     933     yes   no
#> 4196  44       retired  married secondary      no    2692      no   no
#> 4197  39   blue-collar  married secondary      no       0     yes   no
#> 4198  26 self-employed   single  tertiary      no    1153      no   no
#> 4199  34    management   single  tertiary      no      14     yes   no
#> 4200  36    technician  married secondary      no    2473      no   no
#> 4201  34    management   single  tertiary      no       0     yes   no
#> 4202  39    technician  married secondary      no       0     yes   no
#> 4203  35      services  married   primary      no     764      no   no
#> 4204  30 self-employed  married  tertiary      no    -517     yes  yes
#> 4205  52   blue-collar  married secondary      no      60      no  yes
#> 4206  54   blue-collar  married   primary      no      95      no   no
#> 4207  35      services  married secondary      no     181     yes   no
#> 4208  61    management  married  tertiary      no     997      no   no
#> 4209  41    management  married  tertiary      no    1199     yes   no
#> 4210  40    technician divorced secondary      no     237      no   no
#> 4211  64       retired  married   primary      no     493      no   no
#> 4212  46    technician divorced  tertiary      no     477     yes   no
#> 4213  28       student   single  tertiary      no     221     yes   no
#> 4214  42    technician   single secondary      no      -1      no   no
#> 4215  35    management  married  tertiary      no     481      no   no
#> 4216  38   blue-collar  married secondary      no     292     yes  yes
#> 4217  45    technician divorced secondary      no     159     yes   no
#> 4218  36    management divorced  tertiary      no    5195     yes   no
#> 4219  41   blue-collar  married   primary      no    -692     yes   no
#> 4220  43    management divorced  tertiary      no       0     yes   no
#> 4221  36    management  married  tertiary      no    3874      no   no
#> 4222  41      services  married secondary      no     108     yes  yes
#> 4223  23       student   single secondary      no       0      no   no
#> 4224  46     housemaid  married secondary      no    1000      no   no
#> 4225  40        admin.  married secondary      no      67      no  yes
#> 4226  30   blue-collar  married secondary      no     136      no   no
#> 4227  47    technician divorced  tertiary      no      48      no   no
#> 4228  62       retired  married  tertiary      no    2557     yes   no
#> 4229  47        admin.  married secondary      no    1934      no  yes
#> 4230  36    management  married  tertiary      no       0     yes  yes
#> 4231  35    management  married  tertiary      no     802     yes   no
#> 4232  46   blue-collar  married secondary      no     -27     yes   no
#> 4233  31        admin.   single  tertiary      no    4129      no   no
#> 4234  25   blue-collar  married secondary      no    -306     yes   no
#> 4235  59       retired  married   primary     yes      -1      no   no
#> 4236  30      services  married secondary      no    1286     yes  yes
#> 4237  52      services  married   primary      no    2618     yes   no
#> 4238  31    technician   single  tertiary      no     418      no   no
#> 4239  54       retired  married   primary      no    1379      no   no
#> 4240  41      services  married secondary      no     572     yes   no
#> 4241  45    management  married  tertiary      no    2953     yes  yes
#> 4242  45   blue-collar   single secondary      no    -100     yes   no
#> 4243  37   blue-collar  married   primary      no     704     yes   no
#> 4244  36    technician  married  tertiary      no      99     yes  yes
#> 4245  41    unemployed  married   primary      no     183     yes   no
#> 4246  49  entrepreneur divorced   primary     yes    -736      no   no
#> 4247  26    technician   single secondary     yes    -454      no  yes
#> 4248  23        admin.   single secondary      no     290     yes   no
#> 4249  35      services  married  tertiary      no    1359      no   no
#> 4250  41   blue-collar   single secondary      no     363     yes   no
#> 4251  40        admin.  married secondary      no    3138      no   no
#> 4252  45   blue-collar  married   primary      no     185      no   no
#> 4253  42    technician divorced secondary      no     611     yes   no
#> 4254  38   blue-collar  married secondary      no       0      no   no
#> 4255  46        admin.  married secondary      no     547      no  yes
#> 4256  34      services   single secondary      no     528     yes   no
#> 4257  26    management divorced  tertiary      no     667      no   no
#> 4258  35        admin.  married secondary     yes      76      no  yes
#> 4259  30    unemployed   single secondary     yes    -770     yes   no
#> 4260  40    technician   single  tertiary      no     445     yes   no
#> 4261  37    unemployed  married secondary      no     117      no   no
#> 4262  49    technician divorced secondary      no       7     yes  yes
#> 4263  27    technician  married secondary      no    2735     yes   no
#> 4264  40      services   single secondary      no     546     yes   no
#> 4265  33    management divorced secondary      no    1897     yes  yes
#> 4266  53   blue-collar divorced secondary      no    -376     yes   no
#> 4267  58    technician  married  tertiary      no    1692     yes   no
#> 4268  52      services  married   primary      no    1625      no   no
#> 4269  42    technician  married secondary      no    2030     yes  yes
#> 4270  57       retired  married   primary      no     592      no  yes
#> 4271  42    management   single  tertiary      no     100      no   no
#> 4272  32    technician  married  tertiary      no    8023      no   no
#> 4273  34    management   single  tertiary      no   11350     yes   no
#> 4274  76       retired divorced   primary      no      86      no   no
#> 4275  33        admin.   single secondary      no     892     yes   no
#> 4276  35    management   single  tertiary      no     747      no   no
#> 4277  35    technician  married secondary      no    1067      no  yes
#> 4278  33   blue-collar   single   primary      no     433     yes   no
#> 4279  54        admin.  married secondary      no    5084     yes  yes
#> 4280  58       retired   single   primary      no    6570      no   no
#> 4281  37 self-employed  married secondary      no    2260     yes   no
#> 4282  39      services   single secondary      no     300     yes  yes
#> 4283  41    management divorced  tertiary      no    1064      no   no
#> 4284  56      services  married secondary      no      17      no  yes
#> 4285  31        admin.   single secondary      no    5527     yes   no
#> 4286  46    technician  married   primary      no     718     yes   no
#> 4287  35    management  married  tertiary      no    1613     yes   no
#> 4288  50    unemployed  married secondary      no     -13     yes   no
#> 4289  57    technician  married  tertiary      no    3082     yes  yes
#> 4290  58        admin.  married secondary      no    1142      no   no
#> 4291  37        admin.  married secondary      no    1415     yes   no
#> 4292  33    technician  married secondary      no     804      no  yes
#> 4293  34  entrepreneur  married  tertiary      no     145     yes  yes
#> 4294  37      services  married secondary      no     692     yes   no
#> 4295  34    management   single  tertiary      no    2343      no   no
#> 4296  48    technician divorced secondary      no     791      no   no
#> 4297  29        admin.  married secondary      no     795     yes  yes
#> 4298  59     housemaid  married secondary      no       0      no   no
#> 4299  59       retired  married   primary      no    -119     yes   no
#> 4300  43    management divorced  tertiary      no     350     yes   no
#> 4301  38   blue-collar  married   primary      no       0     yes   no
#> 4302  67    management  married  tertiary      no     694      no   no
#> 4303  40      services   single secondary      no     224     yes   no
#> 4304  30   blue-collar  married secondary      no     282     yes  yes
#> 4305  31        admin.  married secondary      no     799     yes   no
#> 4306  50    unemployed divorced  tertiary      no      64      no   no
#> 4307  26       unknown divorced secondary      no    -295     yes   no
#> 4308  44    technician  married secondary      no    2981     yes  yes
#> 4309  32    management   single  tertiary      no    -252     yes   no
#> 4310  53    management  married  tertiary      no   32464      no   no
#> 4311  26   blue-collar   single   primary      no    -887     yes   no
#> 4312  38    technician divorced secondary      no     273     yes   no
#> 4313  26      services   single secondary      no     212     yes   no
#> 4314  44        admin.  married secondary      no    1248     yes  yes
#> 4315  58       retired  married secondary      no     188      no   no
#> 4316  42    technician  married secondary      no    1812     yes   no
#> 4317  54    management  married secondary      no    2895     yes   no
#> 4318  53   blue-collar  married secondary      no     392      no   no
#> 4319  46    technician  married secondary      no     363     yes   no
#> 4320  41  entrepreneur  married  tertiary      no     373      no   no
#> 4321  43        admin.   single   unknown      no      87     yes   no
#> 4322  29    unemployed   single secondary      no     670     yes   no
#> 4323  51       retired  married   primary      no    2525      no   no
#> 4324  50      services  married secondary      no    1501      no   no
#> 4325  41   blue-collar  married   primary      no     389     yes   no
#> 4326  30    management   single  tertiary      no    4889      no   no
#> 4327  38   blue-collar  married secondary      no     625     yes  yes
#> 4328  48    management   single  tertiary      no      86      no   no
#> 4329  55    technician  married secondary      no       0      no   no
#> 4330  38    technician divorced secondary      no    1294     yes   no
#> 4331  43        admin.  married secondary      no    -879     yes   no
#> 4332  25   blue-collar   single secondary      no    1857     yes   no
#> 4333  36    unemployed divorced secondary      no    1366      no  yes
#> 4334  30   blue-collar  married secondary      no     194     yes   no
#> 4335  42      services   single secondary      no    3403     yes   no
#> 4336  48    technician  married secondary      no    1152     yes   no
#> 4337  43   blue-collar  married secondary      no    1335     yes   no
#> 4338  37    management  married  tertiary      no       0     yes   no
#> 4339  38    management   single  tertiary      no    -145     yes   no
#> 4340  38    technician  married secondary      no     751     yes   no
#> 4341  55   blue-collar  married   primary      no     431     yes   no
#> 4342  52   blue-collar  married secondary      no    1319      no   no
#> 4343  28        admin.   single secondary      no    1507      no   no
#> 4344  33    management   single  tertiary      no     215     yes   no
#> 4345  30    unemployed   single  tertiary      no     306      no   no
#> 4346  42      services   single secondary      no       0     yes   no
#> 4347  29      services  married secondary      no      19     yes   no
#> 4348  45        admin.  married   unknown      no    5511      no   no
#> 4349  49    management  married secondary      no     362     yes   no
#> 4350  33    technician   single  tertiary      no    2412     yes   no
#> 4351  53   blue-collar  married   unknown      no     111      no   no
#> 4352  40   blue-collar  married secondary      no    -450     yes   no
#> 4353  29   blue-collar  married secondary      no     457     yes   no
#> 4354  56       retired  married secondary      no     307      no  yes
#> 4355  36        admin.  married secondary      no     231     yes  yes
#> 4356  49   blue-collar divorced secondary      no   10613      no  yes
#> 4357  38   blue-collar  married secondary      no     376     yes   no
#> 4358  28        admin.   single secondary      no    3029     yes   no
#> 4359  30    technician  married  tertiary      no    8351      no   no
#> 4360  33    technician   single secondary      no     555      no  yes
#> 4361  52     housemaid  married   unknown      no    2337     yes   no
#> 4362  37   blue-collar   single   primary      no       0     yes  yes
#> 4363  59    technician  married  tertiary      no     -91      no   no
#> 4364  44    technician  married secondary      no    8938     yes   no
#> 4365  32    technician divorced  tertiary      no    2558      no   no
#> 4366  59      services  married secondary      no     108      no   no
#> 4367  31   blue-collar  married   primary      no    2929     yes   no
#> 4368  26      services   single secondary      no       0      no   no
#> 4369  52    technician  married secondary      no   22755     yes   no
#> 4370  43    management  married  tertiary      no    2987      no   no
#> 4371  36    technician  married  tertiary      no     911     yes  yes
#> 4372  58    management  married  tertiary      no    1517     yes   no
#> 4373  39        admin.  married  tertiary      no    1108      no   no
#> 4374  55   blue-collar   single   primary      no      39     yes   no
#> 4375  35    management  married  tertiary      no    2123     yes   no
#> 4376  26      services   single secondary     yes      74      no   no
#> 4377  30    management   single  tertiary      no     162     yes   no
#> 4378  36    management  married  tertiary      no     393     yes   no
#> 4379  41        admin.  married secondary      no    2498      no   no
#> 4380  34   blue-collar  married secondary      no    1221     yes   no
#> 4381  45   blue-collar  married   primary      no     665      no   no
#> 4382  51    technician divorced  tertiary      no    4596      no   no
#> 4383  47    management  married  tertiary      no    2889      no   no
#> 4384  36   blue-collar  married secondary      no    -318     yes   no
#> 4385  41    technician  married secondary      no     871     yes   no
#> 4386  63    technician  married secondary      no     973      no   no
#> 4387  39        admin.  married  tertiary      no    1022     yes  yes
#> 4388  39    management  married   primary      no     551      no  yes
#> 4389  30    technician   single secondary      no       5      no   no
#> 4390  47      services divorced secondary      no     164      no   no
#> 4391  29   blue-collar  married   primary      no       0     yes   no
#> 4392  60    technician  married secondary      no       0      no   no
#> 4393  46   blue-collar  married secondary      no       7      no   no
#> 4394  36    management   single  tertiary      no     515     yes   no
#> 4395  53       retired  married secondary      no    1139     yes   no
#> 4396  49      services  married   primary      no    4713     yes   no
#> 4397  37        admin.   single secondary      no    3049     yes  yes
#> 4398  33        admin. divorced secondary      no     140     yes   no
#> 4399  62       retired  married secondary      no     298      no   no
#> 4400  31    technician  married  tertiary      no    4315     yes   no
#> 4401  30      services   single secondary      no     -97     yes   no
#> 4402  41     housemaid  married   primary      no      39      no   no
#> 4403  37    management  married  tertiary      no     784     yes   no
#> 4404  39   blue-collar   single secondary      no    1672     yes   no
#> 4405  31   blue-collar   single secondary      no      17     yes   no
#> 4406  34        admin.  married secondary      no     507     yes   no
#> 4407  34    technician   single  tertiary      no    2047     yes   no
#> 4408  28      services   single secondary      no    1820     yes   no
#> 4409  43        admin.  married secondary      no    -150      no  yes
#> 4410  51   blue-collar  married   primary      no    1238      no   no
#> 4411  46     housemaid  married   primary      no      75      no   no
#> 4412  26   blue-collar   single secondary      no     191     yes   no
#> 4413  40 self-employed  married secondary      no       2      no   no
#> 4414  46   blue-collar  married   primary      no     292     yes   no
#> 4415  51    management   single  tertiary      no    5341      no   no
#> 4416  31   blue-collar  married secondary      no      99     yes   no
#> 4417  37        admin.  married secondary      no     190     yes   no
#> 4418  42    technician  married secondary      no    -556     yes   no
#> 4419  27        admin.  married secondary      no     133     yes  yes
#> 4420  53 self-employed  married  tertiary      no     167     yes   no
#> 4421  35        admin.  married  tertiary      no    1145     yes   no
#> 4422  28   blue-collar   single secondary      no     369     yes   no
#> 4423  30    management   single secondary      no    3259     yes   no
#> 4424  59       retired  married secondary      no      82      no   no
#> 4425  30        admin.   single secondary      no     270      no   no
#> 4426  30   blue-collar  married secondary      no     187     yes   no
#> 4427  41    management  married  tertiary      no     -98     yes  yes
#> 4428  43   blue-collar  married   primary      no    7727     yes   no
#> 4429  33      services  married secondary      no     740      no  yes
#> 4430  48       unknown  married   unknown      no       3      no   no
#> 4431  36 self-employed   single  tertiary      no       0     yes   no
#> 4432  35    technician  married  tertiary      no     328     yes   no
#> 4433  31        admin.  married secondary      no     223      no   no
#> 4434  48    technician   single secondary      no     469      no  yes
#> 4435  60       retired  married   unknown      no     878      no   no
#> 4436  35 self-employed   single  tertiary      no     353      no   no
#> 4437  50    technician  married secondary      no     349     yes   no
#> 4438  53   blue-collar divorced   unknown      no    -473     yes   no
#> 4439  27        admin.   single  tertiary      no    3672     yes   no
#> 4440  32   blue-collar  married   primary      no    2198      no   no
#> 4441  76       retired  married   primary      no    2223      no   no
#> 4442  44    management divorced  tertiary      no    5773      no   no
#> 4443  40    management  married  tertiary      no    1308      no   no
#> 4444  34    technician  married  tertiary      no    3160     yes   no
#> 4445  33      services  married secondary      no     233      no   no
#> 4446  33   blue-collar  married secondary      no    1464     yes   no
#> 4447  56     housemaid  married  tertiary      no    1922     yes   no
#> 4448  47     housemaid  married  tertiary      no     333      no   no
#> 4449  30        admin.   single  tertiary      no     726      no   no
#> 4450  48    technician  married secondary      no    1939     yes  yes
#> 4451  40   blue-collar divorced   primary      no    4168     yes   no
#> 4452  56       retired divorced   primary      no    -154     yes   no
#> 4453  36 self-employed   single  tertiary      no    3560      no   no
#> 4454  54    management  married  tertiary      no    1411      no   no
#> 4455  47   blue-collar  married   primary      no     209      no   no
#> 4456  56    management  married  tertiary      no      73     yes   no
#> 4457  47      services  married secondary      no     439     yes   no
#> 4458  34   blue-collar  married secondary      no       0     yes  yes
#> 4459  32        admin.   single secondary      no       1      no   no
#> 4460  41    management  married  tertiary      no       4     yes   no
#> 4461  48        admin.  married secondary      no    1800     yes   no
#> 4462  34    technician   single secondary      no    1227      no   no
#> 4463  36    management  married  tertiary      no    1041     yes   no
#> 4464  36   blue-collar  married   primary      no     106     yes   no
#> 4465  37   blue-collar  married secondary      no     693      no   no
#> 4466  46  entrepreneur  married secondary      no       0      no  yes
#> 4467  41    management  married secondary      no     456     yes   no
#> 4468  33   blue-collar   single secondary      no     179      no   no
#> 4469  58   blue-collar divorced   primary      no     474     yes  yes
#> 4470  31       student   single secondary      no     430      no   no
#> 4471  31    management   single  tertiary      no     874     yes   no
#> 4472  34    management  married  tertiary      no     271     yes   no
#> 4473  48  entrepreneur  married  tertiary      no       0     yes   no
#> 4474  42   blue-collar   single   primary      no      22     yes   no
#> 4475  40    technician  married secondary      no     286      no   no
#> 4476  36    management  married secondary      no      10      no  yes
#> 4477  46    technician  married secondary      no     536     yes   no
#> 4478  66  entrepreneur  married   primary      no       0      no   no
#> 4479  30    technician   single secondary      no    1572     yes  yes
#> 4480  46   blue-collar   single secondary      no     324     yes   no
#> 4481  62    management  married  tertiary      no    2785      no   no
#> 4482  48   blue-collar  married secondary      no       0      no   no
#> 4483  32    management  married  tertiary      no      92      no   no
#> 4484  57    management  married  tertiary      no     163      no   no
#> 4485  36        admin. divorced  tertiary      no     289     yes  yes
#> 4486  38    management divorced  tertiary      no    6368     yes   no
#> 4487  41      services divorced   primary      no     308      no   no
#> 4488  48    technician   single secondary      no    1245      no   no
#> 4489  57       retired  married   primary      no    1335      no   no
#> 4490  46    management divorced  tertiary      no     233     yes  yes
#> 4491  67       retired  married   primary      no     258      no   no
#> 4492  35    management  married secondary      no     674      no   no
#> 4493  57        admin.  married   unknown      no    2038      no   no
#> 4494  40    technician  married secondary      no       0      no   no
#> 4495  45        admin.  married secondary      no     476      no   no
#> 4496  31    technician   single secondary      no       0      no   no
#> 4497  45        admin.  married secondary      no    1435     yes   no
#> 4498  43   blue-collar  married   primary      no     601     yes   no
#> 4499  52   blue-collar  married secondary      no     372     yes   no
#> 4500  53    technician  married secondary      no     284      no   no
#> 4501  32    technician   single  tertiary      no     705      no   no
#> 4502  52   blue-collar  married   primary      no     655     yes  yes
#> 4503  40      services  married secondary      no       0     yes  yes
#> 4504  43  entrepreneur  married secondary      no     641     yes  yes
#> 4505  32    technician  married secondary      no       2     yes  yes
#> 4506  48        admin. divorced secondary      no     771     yes   no
#> 4507  45   blue-collar  married   primary      no     644     yes   no
#> 4508  51        admin.  married secondary      no     194      no  yes
#> 4509  33   blue-collar  married   primary      no    1050     yes   no
#> 4510  32    management   single  tertiary      no     863     yes   no
#> 4511  35      services  married secondary      no     372     yes   no
#> 4512  31    management  married  tertiary      no    3739      no   no
#> 4513  43   blue-collar  married secondary      no       0     yes  yes
#> 4514  34   blue-collar divorced secondary      no       0      no  yes
#> 4515  29        admin.   single secondary      no    1448      no   no
#> 4516  38    technician  married secondary      no      79     yes   no
#> 4517  39        admin.  married secondary      no      70     yes   no
#> 4518  42        admin.  married secondary      no    1133     yes   no
#> 4519  54 self-employed  married  tertiary      no      66     yes   no
#> 4520  45   blue-collar  married   primary      no     -60      no   no
#> 4521  32    technician   single  tertiary      no     703     yes   no
#>        contact day month duration campaign pdays previous poutcome y age_<_29
#> 1     cellular  29   jan      375        2    -1        0  unknown 0        0
#> 2      unknown   2   jun      392        3    -1        0  unknown 0        0
#> 3     cellular   3   feb      315        2   180        6  failure 1        0
#> 4     cellular  12   may      309        1   306        4  success 1        0
#> 5      unknown  15   may       67        4    -1        0  unknown 0        0
#> 6      unknown  14   may      125        1    -1        0  unknown 0        0
#> 7     cellular  14   aug      182        2    37        2  failure 0        0
#> 8    telephone  13   may      185        1   370        3  failure 0        0
#> 9    telephone  18   nov      296        2    -1        0  unknown 0        0
#> 10    cellular  21   nov       80        1    -1        0  unknown 0        0
#> 11    cellular   3   feb      236        2   272        1  failure 0        0
#> 12     unknown   9   jun      199        4    -1        0  unknown 0        0
#> 13    cellular   7   aug      182        2    99        1  failure 1        0
#> 14    cellular  20   nov      250        1   155        2  failure 0        0
#> 15    cellular  11   may       12        5    -1        0  unknown 0        0
#> 16     unknown  19   jun      446        1    -1        0  unknown 0        0
#> 17    cellular  27   aug       89       23    -1        0  unknown 0        0
#> 18     unknown  20   jun        7        3    -1        0  unknown 0        0
#> 19   telephone  31   jul      130        8    -1        0  unknown 0        0
#> 20    cellular  13   aug      110        4    -1        0  unknown 0        0
#> 21   telephone  28   aug       51        3    -1        0  unknown 0        0
#> 22   telephone   9   jul       42        1    -1        0  unknown 0        0
#> 23     unknown  28   may       33        2    -1        0  unknown 0        0
#> 24    cellular  20   nov      112        1    -1        0  unknown 0        0
#> 25     unknown  30   may      352        3    -1        0  unknown 0        0
#> 26    cellular  20   nov      167        1    -1        0  unknown 0        0
#> 27    cellular  25   aug       97        4    -1        0  unknown 0        0
#> 28    cellular   9   jul      148        2    -1        0  unknown 0        0
#> 29    cellular  19   nov      312        3    -1        0  unknown 0        0
#> 30     unknown  21   may       73        1    -1        0  unknown 0        0
#> 31    cellular   3   jun      244        2    -1        0  unknown 1        0
#> 32    cellular   9   jun      835        2    -1        0  unknown 0        0
#> 33    cellular   3   feb       22        6   196        6  failure 0        0
#> 34     unknown   5   jun      135        2    -1        0  unknown 0        0
#> 35    cellular  13   may      168        2    -1        0  unknown 0        0
#> 36    cellular   4   feb      765        2    -1        0  unknown 0        0
#> 37    cellular   9   apr       96        4   314        8    other 0        0
#> 38    cellular  16   apr      334        2    -1        0  unknown 1        0
#> 39   telephone  31   jul       46       21    -1        0  unknown 0        0
#> 40    cellular   6   may       95        1    -1        0  unknown 0        0
#> 41    cellular   5   may      305        5   349        7    other 0        0
#> 42    cellular   8   may      206        1    -1        0  unknown 0        0
#> 43    cellular  29   aug      106        2    -1        0  unknown 0        0
#> 44    cellular  18   may      248        1    -1        0  unknown 0        1
#> 45    cellular  20   apr       53        1   346        1  failure 0        0
#> 46    cellular  14   aug      189        4    -1        0  unknown 0        0
#> 47    cellular  21   nov       44        1    -1        0  unknown 0        0
#> 48    cellular  20   apr      149        2    -1        0  unknown 0        1
#> 49    cellular   1   sep      368        1    -1        0  unknown 0        0
#> 50     unknown  13   may      139        4    -1        0  unknown 0        0
#> 51     unknown   6   may     1623        1    -1        0  unknown 1        0
#> 52    cellular  25   aug      342        5    -1        0  unknown 0        0
#> 53    cellular  14   aug      106        2    -1        0  unknown 0        0
#> 54    cellular   7   may      113        2    -1        0  unknown 0        0
#> 55     unknown  28   may      181        1    -1        0  unknown 0        1
#> 56    cellular  25   aug      265        4    -1        0  unknown 0        0
#> 57    cellular  22   apr      400        1    -1        0  unknown 1        0
#> 58    cellular  26   aug      158        9    -1        0  unknown 0        0
#> 59    cellular  29   jan      100        1   170        4  failure 0        0
#> 60     unknown   5   jun      517        3    -1        0  unknown 0        0
#> 61    cellular   5   may       49        2    -1        0  unknown 0        1
#> 62    cellular  10   jul      428        1    -1        0  unknown 0        0
#> 63    cellular   5   may      381        1   342        7  failure 0        0
#> 64     unknown   4   jun      179        1    -1        0  unknown 0        0
#> 65     unknown  14   may       44        1    -1        0  unknown 0        0
#> 66    cellular  15   may      578        1   364        1    other 0        1
#> 67     unknown   9   jun      139        2    -1        0  unknown 0        0
#> 68     unknown   9   may      211        2    -1        0  unknown 0        0
#> 69    cellular  18   may      290        2   370        1  failure 0        0
#> 70    cellular  18   nov      618        2    -1        0  unknown 0        0
#> 71    cellular   7   apr      424        1   138        1  failure 0        0
#> 72    cellular  19   nov      209        2   180        1    other 0        0
#> 73    cellular   2   feb      164        2   262        2  failure 0        0
#> 74   telephone  15   jan      814        1    -1        0  unknown 0        0
#> 75    cellular   9   jul       92        1    -1        0  unknown 0        0
#> 76     unknown  15   may      231        1    -1        0  unknown 0        0
#> 77    cellular  29   jan      309        1   197       13    other 0        0
#> 78    cellular  21   nov      319        3    -1        0  unknown 0        0
#> 79    cellular  19   nov      189        1    -1        0  unknown 0        0
#> 80    cellular  21   aug       54        5    86        3  failure 0        0
#> 81    cellular   2   jun      149        1    -1        0  unknown 0        0
#> 82    cellular  27   jan      143        1    -1        0  unknown 1        0
#> 83    cellular  22   jul      134        1    -1        0  unknown 0        0
#> 84    cellular  19   oct       54        1    -1        0  unknown 0        0
#> 85    cellular  24   jul      901        2    -1        0  unknown 1        0
#> 86    cellular  21   aug      140        2    -1        0  unknown 0        0
#> 87   telephone  13   may      155        6    -1        0  unknown 0        0
#> 88    cellular  13   may      204        3    -1        0  unknown 0        1
#> 89    cellular   7   jul      625        1    -1        0  unknown 1        0
#> 90     unknown  28   may      860        2    -1        0  unknown 0        0
#> 91    cellular  18   may       16        4   273        7    other 0        0
#> 92     unknown   4   jun      169        2    -1        0  unknown 0        0
#> 93    cellular  20   apr      239        1   276        6  failure 0        0
#> 94    cellular  16   sep      228        1   185        1  failure 0        0
#> 95   telephone  20   oct      513        1    -1        0  unknown 1        0
#> 96     unknown   7   may      152        3    -1        0  unknown 0        0
#> 97    cellular  20   nov      352        3    -1        0  unknown 0        0
#> 98    cellular  21   nov      203        2    -1        0  unknown 0        0
#> 99    cellular  18   nov       34        1   124        6  failure 0        0
#> 100    unknown  21   may      190        5    -1        0  unknown 0        0
#> 101   cellular  25   may      324        1    -1        0  unknown 0        1
#> 102   cellular  16   jul      231        2    -1        0  unknown 0        1
#> 103    unknown   4   jul      203        1    -1        0  unknown 0        0
#> 104   cellular   7   apr      411        1    -1        0  unknown 0        0
#> 105    unknown   7   may      113        1    -1        0  unknown 0        0
#> 106    unknown  20   jun       89        3    -1        0  unknown 0        0
#> 107    unknown  16   may      379        1    -1        0  unknown 0        0
#> 108    unknown   2   jun      174        1    -1        0  unknown 0        0
#> 109   cellular   5   may      674        2   250        4  failure 0        0
#> 110    unknown   5   may      313        3    -1        0  unknown 0        0
#> 111  telephone  18   may       51        1    -1        0  unknown 0        1
#> 112    unknown  28   may      200        4    -1        0  unknown 0        1
#> 113   cellular   7   aug      714        1    -1        0  unknown 1        0
#> 114    unknown  16   may      193        8    -1        0  unknown 0        0
#> 115   cellular   6   may      827        1   329        9  failure 0        0
#> 116  telephone  16   jul      126        4    -1        0  unknown 0        0
#> 117  telephone  12   aug      127        1    -1        0  unknown 0        1
#> 118   cellular  27   apr       98        1    -1        0  unknown 0        0
#> 119   cellular  21   nov       41        2   123        3  failure 0        0
#> 120    unknown  14   may       71        1    -1        0  unknown 0        0
#> 121   cellular  24   jul      254        2    -1        0  unknown 0        1
#> 122   cellular   8   apr      201        2    -1        0  unknown 0        0
#> 123   cellular  19   aug      205        5    -1        0  unknown 0        0
#> 124   cellular  29   aug       98       19    -1        0  unknown 0        0
#> 125   cellular  20   apr      111        1    -1        0  unknown 0        0
#> 126    unknown  21   may       97        1    -1        0  unknown 0        0
#> 127   cellular  29   aug      185        2    -1        0  unknown 0        0
#> 128  telephone  17   apr      100        2    -1        0  unknown 0        0
#> 129    unknown  15   may       99        2    -1        0  unknown 0        0
#> 130    unknown  19   may      360        2    -1        0  unknown 0        1
#> 131   cellular  13   may       23        1   359        3  failure 0        0
#> 132   cellular  17   nov      108        1    -1        0  unknown 0        0
#> 133   cellular   5   may      184        1   167        6  failure 0        0
#> 134    unknown  16   jun      757        2    -1        0  unknown 0        0
#> 135   cellular   3   jun      240        1   307       10    other 0        0
#> 136    unknown   7   may      322        2    -1        0  unknown 0        0
#> 137   cellular  12   may      168        4    -1        0  unknown 0        0
#> 138   cellular   6   may      192        1    -1        0  unknown 0        0
#> 139   cellular  18   nov       92        1   188        1  failure 0        0
#> 140   cellular  18   may       43        1   367        2  success 0        0
#> 141    unknown  16   jun       66        5    -1        0  unknown 0        0
#> 142   cellular   2   feb      344        2    -1        0  unknown 0        1
#> 143   cellular   5   may      163        1    -1        0  unknown 0        0
#> 144   cellular  15   may      183        1   361        1  failure 0        0
#> 145   cellular  18   may       11        8    -1        0  unknown 0        0
#> 146   cellular   6   aug     1471        7    -1        0  unknown 1        0
#> 147   cellular  28   aug       70        8    -1        0  unknown 0        0
#> 148    unknown  15   may       88        3    -1        0  unknown 0        0
#> 149   cellular  18   aug      781        2    -1        0  unknown 0        0
#> 150    unknown   8   may       58        2    -1        0  unknown 0        0
#> 151   cellular  21   nov       55        2    -1        0  unknown 0        0
#> 152   cellular   7   may      181        2   255        5  failure 0        0
#> 153   cellular  28   jan      119        2    -1        0  unknown 0        0
#> 154   cellular  30   jul      163        1    -1        0  unknown 0        0
#> 155    unknown  19   may      140        2    -1        0  unknown 0        0
#> 156   cellular  22   jul      151        2    -1        0  unknown 0        0
#> 157   cellular  21   nov      752        3    -1        0  unknown 0        0
#> 158    unknown   9   may      167        4    -1        0  unknown 0        0
#> 159  telephone  12   feb       89        1    -1        0  unknown 0        0
#> 160    unknown   7   may      275        4    -1        0  unknown 0        0
#> 161   cellular   9   nov      347        4   189        2  success 1        0
#> 162   cellular  28   jan      461        2   204        2  failure 0        0
#> 163   cellular   4   feb       74        1    -1        0  unknown 0        0
#> 164    unknown  30   may       86        1    -1        0  unknown 0        0
#> 165   cellular   2   mar      116        1    -1        0  unknown 1        0
#> 166   cellular  10   aug      507        1   181        2  success 1        0
#> 167   cellular   9   feb      835        3    -1        0  unknown 1        0
#> 168   cellular  26   oct      355        1   180        5  failure 1        0
#> 169   cellular   3   nov      322        1    -1        0  unknown 1        0
#> 170   cellular  11   jul      348        2    -1        0  unknown 0        0
#> 171    unknown  27   may      336       10    -1        0  unknown 0        0
#> 172   cellular  13   may      275        1   370        2  failure 0        0
#> 173  telephone  29   jul      863       10    -1        0  unknown 0        0
#> 174    unknown  14   may      180        1    -1        0  unknown 0        0
#> 175   cellular  28   dec     1141        1   209        1    other 1        1
#> 176    unknown  13   may      805        2    -1        0  unknown 0        1
#> 177  telephone  21   jul     1877        1    -1        0  unknown 1        0
#> 178   cellular  22   aug      121        1    -1        0  unknown 0        0
#> 179    unknown   5   jun      174        1    -1        0  unknown 0        0
#> 180   cellular  19   nov      130        3   188        2    other 0        0
#> 181   cellular  31   jul      119        1    -1        0  unknown 0        0
#> 182  telephone  23   sep      217        2   188        3    other 0        0
#> 183   cellular  11   aug       96        2    -1        0  unknown 0        0
#> 184   cellular   8   aug       81        2    -1        0  unknown 0        0
#> 185   cellular   6   feb      150        3   270        2  failure 0        0
#> 186    unknown   9   jul      399        8    -1        0  unknown 0        0
#> 187   cellular  17   nov       66        1    -1        0  unknown 0        0
#> 188   cellular  27   may      100        1    -1        0  unknown 0        1
#> 189   cellular  11   jul      196        2    -1        0  unknown 0        0
#> 190    unknown  30   may      121        1    -1        0  unknown 0        0
#> 191   cellular  20   apr      138        2   263        7  failure 0        0
#> 192   cellular  11   jul      123        2    -1        0  unknown 0        0
#> 193  telephone  31   jul       92        2    -1        0  unknown 0        0
#> 194   cellular   9   feb       89        2    -1        0  unknown 0        0
#> 195   cellular   6   aug      304        3    -1        0  unknown 1        0
#> 196   cellular  29   jan      533        1    92        1  success 1        0
#> 197   cellular  23   mar      233        1    -1        0  unknown 0        0
#> 198   cellular  22   jul      117        1    -1        0  unknown 0        0
#> 199    unknown   9   may      244        4    -1        0  unknown 0        0
#> 200   cellular  29   jan       90        1    -1        0  unknown 0        0
#> 201    unknown  23   may      250        1    -1        0  unknown 0        1
#> 202   cellular  20   jul      355        2    -1        0  unknown 1        0
#> 203   cellular  18   may      336        1    89        5  failure 1        0
#> 204   cellular  12   feb      118        4   210        3  failure 1        0
#> 205   cellular  29   jan      253        1    -1        0  unknown 0        0
#> 206   cellular  20   aug       75        1    -1        0  unknown 0        0
#> 207  telephone   8   may      139        1    -1        0  unknown 0        0
#> 208   cellular  20   aug       43        2    -1        0  unknown 0        0
#> 209    unknown  18   jun       53        2    -1        0  unknown 0        0
#> 210   cellular  25   jul      270        1    -1        0  unknown 0        0
#> 211   cellular  17   nov       65        1   131        1  failure 0        0
#> 212   cellular   7   jul      167        2    -1        0  unknown 0        0
#> 213   cellular   3   dec      155        1   120        3  success 1        0
#> 214   cellular   7   apr      479        1    -1        0  unknown 0        0
#> 215  telephone   4   aug      250        2   187        2  success 1        0
#> 216   cellular  22   aug       80        2    -1        0  unknown 0        0
#> 217    unknown  28   may     1183        1    -1        0  unknown 1        1
#> 218   cellular  29   jan      418        2    -1        0  unknown 0        0
#> 219   cellular  10   jul      340        1    -1        0  unknown 0        0
#> 220    unknown  19   may      468        1    -1        0  unknown 0        0
#> 221  telephone  17   apr      777        2    -1        0  unknown 0        0
#> 222   cellular  31   jul       18       44    -1        0  unknown 0        0
#> 223   cellular  18   may      114        4   364       22    other 0        0
#> 224   cellular  27   aug       15       20    -1        0  unknown 0        0
#> 225    unknown  17   jun      167        1    -1        0  unknown 0        0
#> 226   cellular  14   may      396        5    -1        0  unknown 1        1
#> 227    unknown   8   may      159        4    -1        0  unknown 0        0
#> 228  telephone   7   aug      430        4    -1        0  unknown 0        0
#> 229    unknown   5   may      189        2    -1        0  unknown 0        0
#> 230   cellular  27   nov      142        2    -1        0  unknown 0        0
#> 231  telephone  30   apr      268        1    -1        0  unknown 0        1
#> 232   cellular  29   jan       80        2    -1        0  unknown 0        0
#> 233    unknown   5   may      233        3    -1        0  unknown 0        0
#> 234    unknown   4   jun      208        4    -1        0  unknown 0        0
#> 235   cellular  18   nov       79        3    -1        0  unknown 0        0
#> 236   cellular  23   jul      118        1    -1        0  unknown 0        0
#> 237   cellular  26   aug       73        4    -1        0  unknown 0        0
#> 238    unknown  21   may      175        2    -1        0  unknown 0        0
#> 239   cellular  17   nov      165        1    -1        0  unknown 0        0
#> 240   cellular  29   jul      122       13    -1        0  unknown 0        1
#> 241    unknown   1   jul      125        3    -1        0  unknown 0        0
#> 242    unknown   8   may       23        4    -1        0  unknown 0        0
#> 243    unknown  16   may      557        4    -1        0  unknown 0        0
#> 244   cellular  12   may      528        5    -1        0  unknown 1        0
#> 245   cellular  18   nov      420        2    -1        0  unknown 0        0
#> 246    unknown  27   may      151        1    -1        0  unknown 0        0
#> 247    unknown  14   may      407        2    -1        0  unknown 0        0
#> 248   cellular  18   nov      104        2    28        2  success 0        0
#> 249    unknown  13   may      351        1    -1        0  unknown 0        0
#> 250   cellular  25   jul      357        1    -1        0  unknown 0        0
#> 251   cellular  11   jul      255        3    -1        0  unknown 0        1
#> 252   cellular  17   apr      426        3   323        3  failure 0        0
#> 253   cellular  27   feb      204        1    -1        0  unknown 0        0
#> 254    unknown  29   may      418        8    -1        0  unknown 0        0
#> 255   cellular  27   oct      184        1    91        2  failure 1        1
#> 256    unknown   3   jun       72        1    -1        0  unknown 0        0
#> 257    unknown  19   jun      237        2    -1        0  unknown 0        0
#> 258   cellular  21   jul      163        3    -1        0  unknown 0        0
#> 259    unknown   6   jun      153        4    -1        0  unknown 0        0
#> 260    unknown  20   jun        8        3    -1        0  unknown 0        0
#> 261    unknown  19   jun      399        1    -1        0  unknown 0        1
#> 262   cellular   5   may      185        2   165        2  failure 0        0
#> 263  telephone  27   sep      379        3    -1        0  unknown 0        1
#> 264    unknown  12   may      370        1    -1        0  unknown 0        0
#> 265   cellular  20   apr      401        2    -1        0  unknown 0        1
#> 266    unknown  20   jun       14        2    -1        0  unknown 0        0
#> 267   cellular   8   may       85        1   168        2  failure 0        0
#> 268    unknown  23   may      230        2    -1        0  unknown 0        0
#> 269    unknown  19   jun       66        1    -1        0  unknown 0        0
#> 270   cellular   5   may      236        1   287        2  failure 0        0
#> 271   cellular   2   feb      138        3     5        1    other 0        0
#> 272   cellular  25   jul      784        1    -1        0  unknown 1        1
#> 273   cellular  11   aug      103        6    -1        0  unknown 0        0
#> 274   cellular   7   aug      165        3    -1        0  unknown 0        0
#> 275   cellular  13   may      325        2    -1        0  unknown 0        0
#> 276    unknown  20   jun       75        4    -1        0  unknown 0        0
#> 277    unknown   3   jun      157        2    -1        0  unknown 0        0
#> 278   cellular  14   aug      297        2    -1        0  unknown 0        0
#> 279   cellular   7   may       13        5    -1        0  unknown 0        1
#> 280   cellular  14   may      177        2   345        3    other 0        0
#> 281   cellular  28   aug       62        7    -1        0  unknown 0        0
#> 282    unknown  20   may      834        6    -1        0  unknown 0        0
#> 283    unknown   5   jun     1446        1    -1        0  unknown 1        0
#> 284   cellular  18   jul      482        2    -1        0  unknown 0        0
#> 285   cellular  13   mar      432        1    -1        0  unknown 0        0
#> 286    unknown  28   may      173        3    -1        0  unknown 0        0
#> 287    unknown   3   jun      157        2    -1        0  unknown 0        0
#> 288   cellular  22   jul       95        1    -1        0  unknown 0        0
#> 289   cellular  13   may      196        3   265        2  failure 0        0
#> 290   cellular  17   apr      728        1    -1        0  unknown 0        0
#> 291   cellular  21   nov        7        8   185        1  failure 0        0
#> 292    unknown  20   may      203        1    -1        0  unknown 0        0
#> 293   cellular  13   jan      169        2    -1        0  unknown 1        1
#> 294   cellular  26   aug       65        4    -1        0  unknown 0        0
#> 295  telephone  20   nov       66        1    -1        0  unknown 0        0
#> 296    unknown  29   may      161        1    -1        0  unknown 0        0
#> 297   cellular  12   may       63        5   370        1    other 0        0
#> 298   cellular  20   nov      104        3   139        6  failure 0        0
#> 299   cellular  29   jul      180       10    -1        0  unknown 0        0
#> 300   cellular  10   jul      961        1    -1        0  unknown 1        0
#> 301   cellular   8   jul      306        2    -1        0  unknown 0        0
#> 302   cellular  28   aug       58        8    -1        0  unknown 0        0
#> 303   cellular  30   apr      551        1    -1        0  unknown 0        0
#> 304    unknown   6   jun       81        2    -1        0  unknown 0        0
#> 305   cellular  17   apr      150        1    -1        0  unknown 0        0
#> 306   cellular  16   apr      332        2   317        3  failure 0        0
#> 307   cellular  11   mar      117        1    91        1  success 0        0
#> 308    unknown  23   may      275        2    -1        0  unknown 0        0
#> 309   cellular  18   nov      150        4    -1        0  unknown 0        0
#> 310   cellular  22   may      121        1    -1        0  unknown 0        0
#> 311    unknown  14   may      183        4    -1        0  unknown 0        0
#> 312   cellular   6   oct      386        1   184        1    other 0        0
#> 313   cellular  14   may       17        7    -1        0  unknown 0        0
#> 314    unknown  27   may       72        3    -1        0  unknown 0        0
#> 315   cellular   7   sep      133        3    -1        0  unknown 0        0
#> 316   cellular  16   jul      278        2    -1        0  unknown 0        0
#> 317   cellular  22   jun      113        1   109        1  failure 0        1
#> 318   cellular  15   jul     1056        2    -1        0  unknown 1        1
#> 319   cellular   4   may      190        3    -1        0  unknown 0        0
#> 320   cellular  17   apr       57        1    -1        0  unknown 0        0
#> 321   cellular  27   aug       50        4    -1        0  unknown 0        0
#> 322   cellular   7   may      184        1   351        1  failure 0        0
#> 323   cellular  28   aug       35       31    -1        0  unknown 0        0
#> 324   cellular  21   jul       81        4    -1        0  unknown 0        0
#> 325   cellular  18   nov      120        2    -1        0  unknown 0        0
#> 326   cellular   2   jul      309        1    -1        0  unknown 1        0
#> 327   cellular  31   jul      119        2    -1        0  unknown 0        0
#> 328    unknown  19   may      206        4    -1        0  unknown 0        0
#> 329   cellular  30   jul       92        3    -1        0  unknown 0        0
#> 330  telephone  22   jul      204        2    -1        0  unknown 0        0
#> 331  telephone   4   feb      176        3    -1        0  unknown 0        0
#> 332    unknown  10   aug       11        1    -1        0  unknown 0        1
#> 333   cellular  21   jul      407       11    -1        0  unknown 0        0
#> 334  telephone  13   may      212        3    -1        0  unknown 0        0
#> 335   cellular  15   may     1357        4   374        2  failure 1        0
#> 336   cellular  25   may      867        1    -1        0  unknown 1        1
#> 337   cellular  13   may      182        4    -1        0  unknown 0        0
#> 338   cellular  18   aug       65        3    -1        0  unknown 0        0
#> 339   cellular   8   may      265        1   290        2  failure 0        0
#> 340    unknown  20   jun      116        3    -1        0  unknown 0        0
#> 341  telephone  20   nov       88        6   113       13    other 0        0
#> 342   cellular   4   feb      228        1    -1        0  unknown 0        0
#> 343   cellular  17   nov      369        1    -1        0  unknown 0        0
#> 344    unknown   6   jun       52        1    -1        0  unknown 0        0
#> 345   cellular  21   aug      107        6    -1        0  unknown 0        0
#> 346   cellular   7   aug       82        2    -1        0  unknown 0        0
#> 347   cellular  18   may      767        2    -1        0  unknown 1        0
#> 348   cellular  12   may      313        2    -1        0  unknown 0        0
#> 349   cellular   7   jul       17       19    -1        0  unknown 0        0
#> 350  telephone   3   mar      834        1    -1        0  unknown 1        0
#> 351    unknown  21   may      178        1    -1        0  unknown 0        1
#> 352   cellular   2   apr      108        1    -1        0  unknown 0        1
#> 353   cellular  10   jul      200        5    -1        0  unknown 0        0
#> 354    unknown  30   may      147        1    -1        0  unknown 0        0
#> 355   cellular  21   nov      102        1    -1        0  unknown 0        0
#> 356    unknown   8   may      202        1    -1        0  unknown 0        0
#> 357   cellular   4   feb       93        2   274        2  failure 0        0
#> 358   cellular  13   may      777        2    -1        0  unknown 0        0
#> 359   cellular   9   jul      225        2    -1        0  unknown 0        0
#> 360    unknown  27   may       32        1    -1        0  unknown 0        0
#> 361    unknown  19   may      263        1    -1        0  unknown 0        1
#> 362  telephone  17   feb      466        4    -1        0  unknown 1        0
#> 363   cellular  15   jul      838        3    -1        0  unknown 1        0
#> 364   cellular   5   feb      288        1    -1        0  unknown 0        0
#> 365   cellular  21   nov      223        2   186        3    other 0        0
#> 366   cellular  27   aug      183        5    -1        0  unknown 0        0
#> 367    unknown  26   may      536        1    -1        0  unknown 0        0
#> 368   cellular  25   aug      324        4    -1        0  unknown 0        0
#> 369   cellular  19   nov      266        2    -1        0  unknown 0        0
#> 370   cellular   6   may       98        2    -1        0  unknown 0        0
#> 371    unknown  20   may      135        2    -1        0  unknown 0        0
#> 372   cellular  14   jul      326       11    -1        0  unknown 0        0
#> 373   cellular  18   may       98        2    -1        0  unknown 0        0
#> 374   cellular  15   may      195        3   359        1  failure 0        0
#> 375   cellular  19   nov      149        1   170        2  failure 0        0
#> 376    unknown   4   jul       64        1    -1        0  unknown 0        0
#> 377   cellular  29   aug      272        2    -1        0  unknown 0        0
#> 378    unknown  30   may       38        3    -1        0  unknown 0        0
#> 379   cellular  18   may      185        1   178        1  failure 0        0
#> 380    unknown  20   jun      152        5    -1        0  unknown 0        0
#> 381   cellular  29   aug      709       11    -1        0  unknown 0        0
#> 382   cellular  11   jul     1187        3    -1        0  unknown 0        0
#> 383   cellular  12   may      703        4    -1        0  unknown 1        0
#> 384   cellular   7   may       62        2    -1        0  unknown 0        1
#> 385    unknown   8   may      384        1    -1        0  unknown 0        0
#> 386  telephone  12   may       34       12   347        5    other 0        0
#> 387   cellular  28   jan      280        1    -1        0  unknown 0        0
#> 388  telephone  25   jul      362        8    -1        0  unknown 1        0
#> 389    unknown  20   jun      250        3    -1        0  unknown 0        0
#> 390   cellular  17   nov       59        1    -1        0  unknown 0        0
#> 391    unknown   5   may      541        1    -1        0  unknown 0        0
#> 392   cellular   2   feb      361        2   258        1    other 0        0
#> 393   cellular  15   feb      394        3   189        1  success 1        0
#> 394   cellular  22   jul       70        1    -1        0  unknown 0        0
#> 395    unknown   8   may       20        2    -1        0  unknown 0        0
#> 396   cellular  11   jul     1389        2    -1        0  unknown 0        0
#> 397    unknown  16   jun      215        3    -1        0  unknown 0        0
#> 398   cellular  15   may      178        2   270        8    other 0        0
#> 399   cellular  29   jul      218        4    -1        0  unknown 0        0
#> 400   cellular  21   nov      664        3    -1        0  unknown 1        0
#> 401   cellular  31   jul      244        2    -1        0  unknown 0        0
#> 402   cellular  13   may      109        1   359        8  failure 0        0
#> 403   cellular  12   may       76        2   348        1  failure 0        0
#> 404   cellular  30   nov      598        4    -1        0  unknown 0        0
#> 405    unknown   5   jun      805        2    -1        0  unknown 0        0
#> 406   cellular  16   jul      335        1    -1        0  unknown 0        0
#> 407   cellular   9   sep      202        1    -1        0  unknown 1        1
#> 408   cellular  20   aug      214        8    -1        0  unknown 0        0
#> 409    unknown  29   may      278        1    -1        0  unknown 0        0
#> 410   cellular  11   jul       58        1    -1        0  unknown 0        0
#> 411   cellular  20   aug       83        6    -1        0  unknown 0        0
#> 412   cellular   8   may      291        1   337        1  failure 0        0
#> 413    unknown   8   may      128        1    -1        0  unknown 0        0
#> 414    unknown   6   jun      431        2    -1        0  unknown 0        0
#> 415   cellular  20   nov      262        3    -1        0  unknown 0        0
#> 416  telephone   4   aug      152        2    -1        0  unknown 0        0
#> 417    unknown  13   may       98        1    -1        0  unknown 0        0
#> 418    unknown   5   jun      718       13    -1        0  unknown 0        1
#> 419  telephone  30   jul      285        2    -1        0  unknown 0        0
#> 420   cellular   2   feb      246        1   259        2  failure 0        0
#> 421    unknown  14   jun       20        1    -1        0  unknown 0        0
#> 422  telephone   7   jul       41        9    -1        0  unknown 0        0
#> 423    unknown  20   jun       73        3    -1        0  unknown 0        0
#> 424   cellular   2   feb      237        2    -1        0  unknown 0        0
#> 425   cellular  30   jan      592        1    -1        0  unknown 0        0
#> 426   cellular  28   aug      622        1    -1        0  unknown 1        0
#> 427   cellular   2   feb      427        4    -1        0  unknown 0        0
#> 428   cellular  29   jul      646        2    -1        0  unknown 0        0
#> 429    unknown   6   nov       26        1   101       11    other 0        0
#> 430  telephone  19   nov      519        2    -1        0  unknown 0        0
#> 431  telephone  20   apr      205        1    -1        0  unknown 0        0
#> 432   cellular   2   jul      146        1    91        6  failure 0        0
#> 433    unknown  21   may      104        1    -1        0  unknown 0        0
#> 434    unknown  23   may      105        2    -1        0  unknown 0        0
#> 435   cellular  19   aug      110        4    -1        0  unknown 0        0
#> 436    unknown  27   may      138        2    -1        0  unknown 0        0
#> 437   cellular  28   jan      134        1    91        1  success 1        0
#> 438   cellular   6   feb     1423        3    -1        0  unknown 0        0
#> 439   cellular  31   aug      298        2   300        1    other 0        0
#> 440   cellular   7   aug      139        4    -1        0  unknown 0        0
#> 441    unknown  18   jun      368        1    -1        0  unknown 0        0
#> 442    unknown  19   may      546        2    -1        0  unknown 0        0
#> 443   cellular  15   sep      103        1    91        2  failure 0        0
#> 444   cellular  15   may     1259        2   333       18  failure 0        0
#> 445    unknown   5   jun      267       11    -1        0  unknown 0        0
#> 446    unknown  12   may      156        3    -1        0  unknown 0        0
#> 447   cellular  31   jul       46        3    -1        0  unknown 0        0
#> 448  telephone  13   may       38        3    -1        0  unknown 0        0
#> 449    unknown  29   may      368        2    -1        0  unknown 0        0
#> 450   cellular  18   jun      201        3    -1        0  unknown 0        0
#> 451   cellular  18   aug      205        4    -1        0  unknown 0        0
#> 452   cellular  22   aug      140       11    -1        0  unknown 0        0
#> 453   cellular   4   feb      170        2    -1        0  unknown 0        0
#> 454    unknown  27   may      198        2    -1        0  unknown 0        0
#> 455   cellular  20   aug      143        4    -1        0  unknown 0        0
#> 456   cellular  18   may     1434        2   356        4  failure 0        0
#> 457   cellular   6   may      472        1    -1        0  unknown 0        0
#> 458   cellular  25   jul       18        2    -1        0  unknown 0        0
#> 459   cellular   8   may      158        3   354        1  failure 0        0
#> 460   cellular  20   nov      366        6    -1        0  unknown 0        0
#> 461   cellular  22   jul       70        9    -1        0  unknown 0        0
#> 462   cellular  20   apr      142        3   150        3  failure 0        0
#> 463   cellular   6   may       64        2   364        3  failure 0        0
#> 464   cellular  19   nov      296        1    -1        0  unknown 0        0
#> 465   cellular  14   aug      112        2    -1        0  unknown 0        0
#> 466   cellular  20   nov      182        2    -1        0  unknown 0        0
#> 467   cellular   4   feb      136        3    -1        0  unknown 1        0
#> 468   cellular  17   nov       80        1    -1        0  unknown 0        0
#> 469   cellular  30   jul     1013       29    -1        0  unknown 1        0
#> 470    unknown  15   may      448        4    -1        0  unknown 0        1
#> 471   cellular   4   aug      146        3    -1        0  unknown 0        0
#> 472   cellular   7   jul      174        1    -1        0  unknown 0        0
#> 473   cellular  30   jul       29        4    -1        0  unknown 0        0
#> 474    unknown   8   may      202        2    -1        0  unknown 0        0
#> 475   cellular  26   aug      189        4    -1        0  unknown 0        0
#> 476   cellular  14   jul      144        2    -1        0  unknown 0        0
#> 477    unknown  27   may      112        1    -1        0  unknown 0        0
#> 478   cellular  11   jul       94        2    -1        0  unknown 0        0
#> 479    unknown  15   may       58        5    -1        0  unknown 0        0
#> 480    unknown  15   may      911        2    -1        0  unknown 1        0
#> 481   cellular  17   aug      308        1   459        1  success 1        0
#> 482  telephone   4   may      331        5    -1        0  unknown 1        0
#> 483    unknown  18   jun      249        5    -1        0  unknown 0        0
#> 484   cellular   9   jul      171        2    -1        0  unknown 0        1
#> 485    unknown  14   may      123        5    -1        0  unknown 0        1
#> 486   cellular  12   feb      251        1   186        3  success 1        0
#> 487   cellular  14   apr      706        2    -1        0  unknown 0        0
#> 488   cellular  21   oct      110        1   106        2  failure 0        0
#> 489    unknown   9   jun       90        4    -1        0  unknown 0        0
#> 490  telephone   7   aug      204        4    -1        0  unknown 0        0
#> 491   cellular  27   oct      157        1    -1        0  unknown 0        0
#> 492   cellular   2   feb      415        1    -1        0  unknown 1        0
#> 493   cellular  27   mar      558        1    -1        0  unknown 0        0
#> 494   cellular  20   apr       18        5   335        9    other 0        0
#> 495    unknown  16   jun      342        1    -1        0  unknown 0        0
#> 496   cellular  30   jul      159        2    -1        0  unknown 0        0
#> 497   cellular   8   apr      518        2   261        2  failure 0        0
#> 498   cellular  20   apr       59        1    -1        0  unknown 0        0
#> 499   cellular  13   may      159        2   278        4  failure 0        0
#> 500   cellular  17   jul       82        2    -1        0  unknown 0        0
#> 501    unknown   9   may      169        2    -1        0  unknown 0        0
#> 502   cellular  14   may        9       10   330       10    other 0        0
#> 503    unknown  15   may      155        2    -1        0  unknown 0        0
#> 504   cellular  16   apr      517        1   255        1  failure 0        0
#> 505    unknown  11   jun      110        1    -1        0  unknown 0        0
#> 506   cellular  18   may      189        3   348        3  failure 0        0
#> 507   cellular   4   aug      441        2    -1        0  unknown 0        0
#> 508   cellular  13   aug       95        4    -1        0  unknown 0        0
#> 509    unknown  28   may      158        2    -1        0  unknown 0        1
#> 510   cellular  29   jan       82        2    -1        0  unknown 0        0
#> 511   cellular  15   may      141        1   343        3  failure 0        1
#> 512   cellular  18   jun      813        4    -1        0  unknown 1        0
#> 513    unknown  21   may      255        1    -1        0  unknown 0        0
#> 514    unknown  20   jun       10       19    -1        0  unknown 0        0
#> 515   cellular  30   apr      306        2    -1        0  unknown 1        0
#> 516    unknown   9   may      322        5    -1        0  unknown 0        0
#> 517   cellular   8   may       26        1    -1        0  unknown 0        1
#> 518    unknown   7   may      944        3    -1        0  unknown 0        0
#> 519   cellular  15   jun      270        2   377        3  success 0        1
#> 520   cellular  28   jan      168        2   205        1  failure 0        0
#> 521   cellular   2   aug       90        4    -1        0  unknown 0        0
#> 522   cellular  13   may      191        1   342        2  failure 0        0
#> 523   cellular  26   oct       99        2   185        3  failure 0        0
#> 524   cellular   5   may       77        2    -1        0  unknown 0        0
#> 525   cellular  12   aug      117        2    -1        0  unknown 0        0
#> 526  telephone  18   may       52        9    -1        0  unknown 0        0
#> 527   cellular  21   nov      119        1   157        2  failure 0        0
#> 528   cellular  26   apr      166        5   181        5  failure 0        0
#> 529   cellular  12   aug      338        2   104        1  success 1        0
#> 530   cellular   7   may      109        2    -1        0  unknown 0        0
#> 531   cellular  18   aug      296        3    -1        0  unknown 0        0
#> 532    unknown   7   may      348        3    -1        0  unknown 0        0
#> 533   cellular  26   may      133        2   363        5  failure 0        0
#> 534    unknown   8   may      170        2    -1        0  unknown 0        0
#> 535   cellular  31   jul      189        3    -1        0  unknown 0        0
#> 536   cellular  30   jan      130        1     2        1    other 0        0
#> 537   cellular   4   feb      254        2    -1        0  unknown 0        0
#> 538   cellular  21   nov      681        4    -1        0  unknown 1        0
#> 539   cellular  11   aug     1099        4    -1        0  unknown 0        0
#> 540   cellular  25   aug      220        3    -1        0  unknown 0        0
#> 541   cellular  18   nov      271        5    -1        0  unknown 0        0
#> 542    unknown  28   may       86        1    -1        0  unknown 1        0
#> 543   cellular   8   aug       49        2    -1        0  unknown 0        0
#> 544   cellular  21   nov      808        2    -1        0  unknown 1        0
#> 545   cellular  16   jul     1039        2    -1        0  unknown 1        0
#> 546   cellular   8   aug       59        3    -1        0  unknown 0        0
#> 547   cellular  14   jul      209        2    -1        0  unknown 0        0
#> 548    unknown   6   may      208        1    -1        0  unknown 0        0
#> 549   cellular  18   may       98        1    -1        0  unknown 0        0
#> 550  telephone  10   jul      123        1    -1        0  unknown 0        0
#> 551   cellular  21   nov       14        7    -1        0  unknown 0        0
#> 552    unknown  19   may      492        6    -1        0  unknown 0        0
#> 553   cellular   5   may      118        1    -1        0  unknown 0        0
#> 554   cellular  21   nov      235        2    -1        0  unknown 0        0
#> 555    unknown  11   jun      643        1    -1        0  unknown 0        0
#> 556   cellular  12   jul      250        2   181        4  success 1        0
#> 557   cellular  12   may     1272        1    -1        0  unknown 1        0
#> 558  telephone  25   may      100        3    -1        0  unknown 0        0
#> 559   cellular  21   nov      462        3    -1        0  unknown 0        0
#> 560    unknown   3   jul       24        1    -1        0  unknown 0        0
#> 561   cellular  30   jan      931        1    -1        0  unknown 1        0
#> 562   cellular  20   apr      190        1   335        1    other 0        0
#> 563   cellular   7   aug      133        4    -1        0  unknown 0        0
#> 564   cellular   4   feb      227        2    -1        0  unknown 1        0
#> 565   cellular  11   nov      357        3    93        5  success 1        0
#> 566    unknown   2   jun      183        3    -1        0  unknown 0        0
#> 567   cellular   2   jul      281        1    -1        0  unknown 0        1
#> 568   cellular   9   jun      239        4    -1        0  unknown 1        0
#> 569   cellular  30   apr      152        1    -1        0  unknown 0        1
#> 570   cellular  18   nov     1268        2    -1        0  unknown 0        0
#> 571   cellular  17   nov       73        1    -1        0  unknown 0        0
#> 572    unknown  14   may      202        2    -1        0  unknown 0        0
#> 573    unknown  26   may      247        1    -1        0  unknown 0        0
#> 574   cellular  28   jul      418        3    -1        0  unknown 0        0
#> 575   cellular   6   may      373        4    -1        0  unknown 0        1
#> 576    unknown  20   jun       14        6    -1        0  unknown 0        0
#> 577   cellular  21   nov      108        1    -1        0  unknown 0        0
#> 578   cellular  29   jan      624        2    -1        0  unknown 0        0
#> 579   cellular   5   may      278        1    -1        0  unknown 0        0
#> 580   cellular  13   may      177        3   343        1    other 0        0
#> 581   cellular  11   jul      191        1    -1        0  unknown 0        1
#> 582   cellular  12   may      235        6    -1        0  unknown 0        0
#> 583    unknown  16   jun      637        6    -1        0  unknown 1        0
#> 584  telephone  29   apr      660        1   191        1  failure 1        0
#> 585  telephone  13   aug       57        1    -1        0  unknown 0        0
#> 586   cellular  13   may      307        2    -1        0  unknown 0        1
#> 587   cellular  16   jul      165        5    -1        0  unknown 0        1
#> 588   cellular  28   aug      140        9    -1        0  unknown 0        0
#> 589  telephone  12   may       11        1    -1        0  unknown 0        0
#> 590   cellular  15   may      228        2   297        1    other 0        0
#> 591    unknown  28   may      210        1    -1        0  unknown 0        0
#> 592   cellular  22   jul      321        4    -1        0  unknown 1        0
#> 593   cellular  13   may      423        1   349        1  failure 0        0
#> 594    unknown   9   may      210        3    -1        0  unknown 0        0
#> 595   cellular  21   oct      825        1   183        4  success 1        1
#> 596    unknown  23   may      224        4    -1        0  unknown 0        0
#> 597   cellular  26   feb       51        1    -1        0  unknown 0        0
#> 598   cellular   8   aug      121        2    -1        0  unknown 0        0
#> 599   cellular   5   jun      206        1    99        1  failure 0        0
#> 600    unknown   4   jun      142       11    -1        0  unknown 0        0
#> 601    unknown   2   jun       41        5    -1        0  unknown 0        0
#> 602   cellular  21   nov       53        1    31        1  failure 0        0
#> 603    unknown  20   may      120        1    -1        0  unknown 0        0
#> 604   cellular   7   jul      200        4    -1        0  unknown 0        0
#> 605   cellular  18   nov       84        2    -1        0  unknown 0        0
#> 606  telephone  23   jul      226        1    -1        0  unknown 0        0
#> 607   cellular  21   nov      112        1    -1        0  unknown 0        0
#> 608    unknown   7   may      274        2    -1        0  unknown 0        0
#> 609   cellular  25   aug      417        4    -1        0  unknown 0        0
#> 610   cellular  15   apr      266        2    -1        0  unknown 0        0
#> 611   cellular   4   feb      453        2   273        2  failure 0        0
#> 612  telephone  23   jul      203        2    -1        0  unknown 0        0
#> 613    unknown  28   may      140        5    -1        0  unknown 0        0
#> 614  telephone   4   feb      403        2    -1        0  unknown 0        0
#> 615   cellular  27   feb       99        1   102        6  success 1        0
#> 616    unknown  12   may      322        1    -1        0  unknown 0        0
#> 617   cellular   4   aug      259        1    35        1  failure 0        0
#> 618    unknown  21   may      290        2    -1        0  unknown 0        0
#> 619    unknown   9   jun      438        5    -1        0  unknown 0        0
#> 620   cellular  20   apr       93        4    -1        0  unknown 0        0
#> 621   cellular  26   feb       74        1    24        1  failure 0        0
#> 622  telephone  22   feb      363        2    -1        0  unknown 0        0
#> 623   cellular  12   aug       90        1    68        1  success 0        0
#> 624   cellular  13   aug       69        2    -1        0  unknown 0        0
#> 625   cellular  22   jul      236        4    -1        0  unknown 0        0
#> 626  telephone  21   nov      182        2    -1        0  unknown 0        0
#> 627   cellular  21   nov       41        1    -1        0  unknown 0        0
#> 628   cellular  19   nov      631        1    -1        0  unknown 0        0
#> 629   cellular  15   may      103        5    -1        0  unknown 0        1
#> 630   cellular   8   may      579        2   295        1  success 1        0
#> 631    unknown  15   may      164        2    -1        0  unknown 0        0
#> 632   cellular  14   jul      189        3    -1        0  unknown 0        1
#> 633   cellular   2   feb      277        1    -1        0  unknown 0        0
#> 634   cellular  25   jul      136        5    -1        0  unknown 0        0
#> 635   cellular   7   may      329        1   168        2  success 0        0
#> 636   cellular   7   aug      419        3    -1        0  unknown 0        0
#> 637    unknown   4   jun      119        1    -1        0  unknown 0        0
#> 638    unknown  19   jun       36        7    -1        0  unknown 0        0
#> 639   cellular  29   jul      155        2    -1        0  unknown 0        0
#> 640    unknown   9   jul      139        1    -1        0  unknown 0        1
#> 641   cellular   7   jul      152        5    -1        0  unknown 0        0
#> 642    unknown  20   jun       12       14    -1        0  unknown 0        0
#> 643    unknown  20   may       88        2    -1        0  unknown 0        0
#> 644   cellular   4   nov      116        4   154        1  failure 0        0
#> 645    unknown  20   may      443        1    -1        0  unknown 0        0
#> 646   cellular  25   may      214        1   305        1    other 1        0
#> 647   cellular   5   feb      110        2    64        2  success 1        0
#> 648   cellular  31   jul      101        2    -1        0  unknown 0        0
#> 649  telephone  18   nov      177        2    -1        0  unknown 0        0
#> 650   cellular  25   jul      289        1    -1        0  unknown 0        0
#> 651   cellular   4   feb      362        2   169        2  failure 0        0
#> 652    unknown  15   may      738        7    -1        0  unknown 0        0
#> 653    unknown   7   may      128        2    -1        0  unknown 0        0
#> 654   cellular  28   jan       76        1    -1        0  unknown 0        0
#> 655   cellular  21   aug      175        2    -1        0  unknown 0        0
#> 656   cellular  13   aug      206        2    -1        0  unknown 0        0
#> 657    unknown  27   may      205        8    -1        0  unknown 0        0
#> 658    unknown   7   may      152        3    -1        0  unknown 0        0
#> 659  telephone  12   aug      542        1    78        5  failure 0        0
#> 660    unknown  19   may       85        3    -1        0  unknown 0        0
#> 661    unknown  20   may      172        1    -1        0  unknown 0        0
#> 662   cellular  30   apr      149        1    84        7  success 0        1
#> 663   cellular  23   jul      151        1    -1        0  unknown 0        0
#> 664   cellular  21   nov      233        1    -1        0  unknown 0        0
#> 665  telephone  21   apr      396        3    -1        0  unknown 1        0
#> 666    unknown  15   may       49        1    -1        0  unknown 0        0
#> 667    unknown  20   may      201        1    -1        0  unknown 0        0
#> 668    unknown  20   jun      285        4    -1        0  unknown 0        0
#> 669   cellular  17   aug      125        1    -1        0  unknown 0        1
#> 670    unknown  21   may      206        1    -1        0  unknown 0        0
#> 671  telephone  31   jul       36        4    -1        0  unknown 0        0
#> 672   cellular  19   nov      635        3   170        2  failure 0        0
#> 673   cellular   7   aug      314        4    -1        0  unknown 0        0
#> 674   cellular  16   apr      474        2    -1        0  unknown 0        0
#> 675    unknown   3   jun      277        1    -1        0  unknown 0        1
#> 676    unknown   6   jun       64        1    -1        0  unknown 0        0
#> 677   cellular  17   nov      376        1    -1        0  unknown 0        0
#> 678   cellular  10   feb      158        2    92        5  success 1        0
#> 679  telephone   6   aug      115        5    -1        0  unknown 0        0
#> 680  telephone  12   may      148        6   308        1  failure 0        0
#> 681   cellular  18   nov      114        1    -1        0  unknown 0        0
#> 682    unknown  17   jun       92        2    -1        0  unknown 0        0
#> 683   cellular  28   jan       62        1    -1        0  unknown 0        0
#> 684   cellular  22   aug      314        4    -1        0  unknown 0        0
#> 685    unknown  30   may      104        3    -1        0  unknown 0        0
#> 686   cellular  18   may      186        1    -1        0  unknown 0        0
#> 687   cellular   9   mar      273        2   182        1  success 1        1
#> 688   cellular  26   aug      102        7    -1        0  unknown 0        0
#> 689  telephone  13   may      246        2   370        2  success 0        0
#> 690   cellular  12   aug      138        2    -1        0  unknown 0        0
#> 691    unknown  19   jun       64        1    -1        0  unknown 0        0
#> 692   cellular  26   jul      546        2   784        3  failure 1        0
#> 693   cellular  21   aug     1503        2    -1        0  unknown 1        0
#> 694   cellular  11   aug      220        1    -1        0  unknown 0        0
#> 695   cellular  25   aug      585        4    -1        0  unknown 0        0
#> 696    unknown  16   may      270        1    -1        0  unknown 0        1
#> 697   cellular   7   jul      295        1    -1        0  unknown 0        0
#> 698  telephone   6   feb       48        5    -1        0  unknown 0        0
#> 699    unknown   3   jun      186        1    -1        0  unknown 0        0
#> 700   cellular  20   apr      246        2   334        3    other 0        0
#> 701   cellular  13   may      247        1    -1        0  unknown 0        0
#> 702   cellular   7   jul      136        1    -1        0  unknown 0        0
#> 703   cellular  28   aug      149       14    -1        0  unknown 0        0
#> 704    unknown  13   may       70        1    -1        0  unknown 0        1
#> 705   cellular   5   may       84        5    -1        0  unknown 0        0
#> 706   cellular  31   jul      251        3    -1        0  unknown 0        0
#> 707   cellular  16   jul       57        2    -1        0  unknown 0        1
#> 708  telephone  25   jul      219        2    -1        0  unknown 0        0
#> 709    unknown   9   may      164        1    -1        0  unknown 0        0
#> 710    unknown   6   jun      126        1    -1        0  unknown 0        0
#> 711    unknown   3   jul       74        5    -1        0  unknown 0        0
#> 712   cellular   7   may      266        2   168        1  failure 0        0
#> 713   cellular  25   jul      194        2    -1        0  unknown 0        1
#> 714    unknown  12   may       81        4    -1        0  unknown 0        0
#> 715   cellular   4   feb       56        1   274        2  failure 0        0
#> 716   cellular   2   feb      138        2    -1        0  unknown 0        0
#> 717    unknown  18   jun       61        3    -1        0  unknown 0        0
#> 718    unknown  17   jun      160        3    -1        0  unknown 0        0
#> 719  telephone  15   may        8        7    -1        0  unknown 0        0
#> 720    unknown   6   may      128        2    -1        0  unknown 0        0
#> 721   cellular   5   feb      232        1   211        1  failure 0        0
#> 722    unknown   6   jun      264        1    -1        0  unknown 0        0
#> 723   cellular  20   nov      356        1    -1        0  unknown 0        0
#> 724   cellular  20   nov      271        1   184        1  failure 0        0
#> 725   cellular  20   apr        6        6   328        8  failure 0        0
#> 726    unknown   8   may       74        7    -1        0  unknown 0        0
#> 727   cellular  27   oct      424        1   515        1  failure 1        0
#> 728   cellular  11   aug      312        3    -1        0  unknown 0        0
#> 729    unknown  28   may       87        5    -1        0  unknown 0        0
#> 730   cellular  13   may      204        2    -1        0  unknown 0        0
#> 731    unknown   9   may      408        2    -1        0  unknown 0        0
#> 732  telephone  14   jul      413        1   181        3  success 1        0
#> 733   cellular  23   jun      124        1   105        1  failure 0        1
#> 734   cellular  14   may      797        2    -1        0  unknown 0        0
#> 735    unknown   9   may      180        1    -1        0  unknown 0        0
#> 736    unknown  19   jun     2028        1    -1        0  unknown 1        0
#> 737   cellular  12   apr      203        1    -1        0  unknown 0        0
#> 738   cellular   4   feb      162        2   184        1  failure 0        0
#> 739   cellular  20   apr      856        3    -1        0  unknown 0        0
#> 740   cellular  11   aug      135        6    -1        0  unknown 0        0
#> 741   cellular  13   may       38        3    -1        0  unknown 0        0
#> 742   cellular  20   aug      256        4    -1        0  unknown 0        0
#> 743   cellular  27   aug       59        6    -1        0  unknown 0        0
#> 744   cellular  25   aug      304        6    -1        0  unknown 0        0
#> 745   cellular  18   aug      128        2    -1        0  unknown 0        0
#> 746   cellular  19   jun      474        3    95        3    other 1        1
#> 747    unknown  29   may       59        3    -1        0  unknown 0        0
#> 748   cellular  30   jan      510        2    -1        0  unknown 0        0
#> 749    unknown  29   may       52        8    -1        0  unknown 0        0
#> 750   cellular   8   may      389        1    -1        0  unknown 0        0
#> 751   cellular  11   aug      232        4    -1        0  unknown 0        0
#> 752   cellular  20   apr      233        3    -1        0  unknown 0        0
#> 753   cellular   4   nov      298        2    82        4    other 0        1
#> 754   cellular  19   nov      287        3   117        2    other 0        0
#> 755    unknown  30   may       58        1    -1        0  unknown 0        0
#> 756   cellular   9   jul     1426        3    -1        0  unknown 1        0
#> 757   cellular  17   sep      285        3    81        3  failure 1        0
#> 758   cellular   6   feb       10        5    -1        0  unknown 0        0
#> 759    unknown   5   jun      243        1    -1        0  unknown 0        0
#> 760   cellular  30   jan      180        1    -1        0  unknown 0        0
#> 761    unknown   8   may       93        2    -1        0  unknown 0        1
#> 762   cellular   7   aug      229        4    -1        0  unknown 0        0
#> 763   cellular   2   apr      313        3    -1        0  unknown 1        0
#> 764   cellular   9   jul      140        3    -1        0  unknown 0        0
#> 765    unknown  23   may       95        4    -1        0  unknown 0        0
#> 766   cellular  20   aug      132        1    -1        0  unknown 0        0
#> 767    unknown   9   may      210        3    -1        0  unknown 0        0
#> 768    unknown  20   jun       99        5    -1        0  unknown 0        0
#> 769  telephone  24   jul      393        3    -1        0  unknown 0        0
#> 770   cellular  28   aug       31        9    -1        0  unknown 0        0
#> 771   cellular  20   apr      239        2   259        2  failure 0        0
#> 772    unknown  20   jun      496        3    -1        0  unknown 0        0
#> 773   cellular  25   aug      454        4    -1        0  unknown 0        0
#> 774   cellular  24   apr      155        9    -1        0  unknown 0        0
#> 775   cellular  14   may      183        3    -1        0  unknown 0        0
#> 776    unknown  15   may      318        1    -1        0  unknown 0        0
#> 777   cellular  13   may      316        1    -1        0  unknown 0        0
#> 778  telephone  17   apr      246        1   317        1  failure 0        0
#> 779    unknown   3   jul       90        1    -1        0  unknown 0        0
#> 780   cellular  31   jul       28        2    -1        0  unknown 0        0
#> 781   cellular   7   jul      185        1    -1        0  unknown 0        1
#> 782   cellular   8   aug      885        5    -1        0  unknown 0        0
#> 783    unknown   7   may      435        2    -1        0  unknown 0        0
#> 784   cellular  21   nov      140        1    -1        0  unknown 0        0
#> 785   cellular  27   mar      271        2    -1        0  unknown 1        1
#> 786   cellular   7   sep      120        3    -1        0  unknown 0        0
#> 787    unknown  30   may       80        2    -1        0  unknown 0        0
#> 788   cellular   4   feb      331        1    -1        0  unknown 0        0
#> 789    unknown  28   may      171        6    -1        0  unknown 0        0
#> 790    unknown   4   jun      276        1    -1        0  unknown 0        0
#> 791    unknown   2   jun      162        3    -1        0  unknown 0        1
#> 792    unknown   9   may       70        1    -1        0  unknown 0        0
#> 793   cellular   3   jun      592        4    -1        0  unknown 1        1
#> 794   cellular  20   may      165        1    56        3  failure 0        0
#> 795    unknown   5   jun      179        1    -1        0  unknown 0        0
#> 796   cellular   6   aug      232        2    -1        0  unknown 0        0
#> 797    unknown  23   may       78        1    -1        0  unknown 0        0
#> 798   cellular  29   aug      114        3    -1        0  unknown 0        0
#> 799   cellular  12   may      136        2    -1        0  unknown 0        0
#> 800   cellular  17   jul     1390        2    -1        0  unknown 0        0
#> 801    unknown   8   may      152        1    -1        0  unknown 0        0
#> 802   cellular  13   aug       74        2    -1        0  unknown 0        1
#> 803   cellular   8   jul      119        2    -1        0  unknown 0        0
#> 804   cellular   5   may      286        1   252        3  failure 0        0
#> 805   cellular  13   nov      226        1    94        4  success 1        0
#> 806   cellular   6   aug       54        3    -1        0  unknown 0        0
#> 807   cellular  12   feb      122        1    92        5  success 1        0
#> 808   cellular   2   feb      105        1    -1        0  unknown 0        0
#> 809   cellular  29   jan      414        2   192        3  failure 0        0
#> 810    unknown  14   may      126        3    -1        0  unknown 0        0
#> 811   cellular  24   jul       91        1    -1        0  unknown 0        0
#> 812   cellular  29   jan       41        1   184        7  failure 0        0
#> 813    unknown  19   may      943        2    -1        0  unknown 1        0
#> 814   cellular   6   apr      332        2   335        1  failure 0        0
#> 815    unknown   6   may      501        4    -1        0  unknown 0        0
#> 816   cellular  30   jul      486        2    -1        0  unknown 0        0
#> 817    unknown  12   jun       69        3    -1        0  unknown 0        0
#> 818   cellular  31   jul      228        2    -1        0  unknown 0        0
#> 819   cellular   4   nov      199        1   275        3  success 0        0
#> 820   cellular   1   jun      141        1    -1        0  unknown 0        0
#> 821   cellular  15   may      117        1    -1        0  unknown 0        0
#> 822   cellular   6   aug      302        4    -1        0  unknown 0        0
#> 823   cellular  18   nov       83        1   102        2  failure 0        0
#> 824    unknown  27   may       57        5    -1        0  unknown 0        0
#> 825   cellular  18   jul      185        2    -1        0  unknown 0        0
#> 826    unknown  21   may      233        3    -1        0  unknown 0        0
#> 827    unknown  29   may      110        3    -1        0  unknown 0        0
#> 828    unknown   6   may      174        2    -1        0  unknown 0        0
#> 829    unknown   5   may      248        2    -1        0  unknown 0        0
#> 830   cellular  31   jul       38       18    -1        0  unknown 0        0
#> 831    unknown  30   may      306        1    -1        0  unknown 0        0
#> 832   cellular  27   jan      185        2    92        3  success 0        0
#> 833   cellular  19   nov      161        2    -1        0  unknown 0        0
#> 834    unknown   7   may      432        1    -1        0  unknown 0        0
#> 835    unknown  24   jun      790        3    -1        0  unknown 0        0
#> 836   cellular  13   may       86        3    -1        0  unknown 0        0
#> 837    unknown  18   jun      130        6    -1        0  unknown 0        0
#> 838    unknown   6   jun      330        1    -1        0  unknown 0        0
#> 839    unknown   5   jun       56        1    -1        0  unknown 0        0
#> 840   cellular   5   feb       11        6   231        9  failure 0        0
#> 841   cellular  13   may      240        3   370        1  failure 0        0
#> 842   cellular  13   may      277        2   343        2  failure 0        0
#> 843   cellular  26   aug       59        6    -1        0  unknown 0        0
#> 844   cellular  18   may       82        4    -1        0  unknown 0        0
#> 845   cellular   4   may      742        4    -1        0  unknown 1        0
#> 846   cellular  18   may      305        2    -1        0  unknown 0        1
#> 847   cellular  17   nov      318        1    -1        0  unknown 0        0
#> 848  telephone  29   aug       81        2    -1        0  unknown 0        0
#> 849    unknown  26   may      748        3    -1        0  unknown 1        0
#> 850   cellular  11   may      308        1    -1        0  unknown 0        0
#> 851   cellular  21   nov      331        2    -1        0  unknown 1        0
#> 852   cellular  30   jan      491        1    -1        0  unknown 0        0
#> 853   cellular  16   apr      144        2    -1        0  unknown 0        0
#> 854   cellular  15   jul      415        2   342        1    other 1        0
#> 855   cellular  11   may      930        1    -1        0  unknown 1        0
#> 856   cellular   8   may      120        2    -1        0  unknown 0        0
#> 857   cellular  26   may      133        1    97        1  success 1        1
#> 858   cellular  25   aug       83        5    -1        0  unknown 0        0
#> 859   cellular  12   mar      102        2   184        2  failure 0        0
#> 860   cellular  29   jan      207        2    -1        0  unknown 0        0
#> 861    unknown  15   may      285        1    -1        0  unknown 0        0
#> 862   cellular  20   aug       95        2    -1        0  unknown 0        0
#> 863  telephone   6   feb      124        2     9        2    other 0        0
#> 864   cellular   3   jun      447        2    96        1  success 1        0
#> 865    unknown   5   jun      256        2    -1        0  unknown 0        0
#> 866   cellular   8   aug      188        5    -1        0  unknown 0        0
#> 867   cellular   2   jun      479        1    -1        0  unknown 1        1
#> 868    unknown  20   jun      136        3    -1        0  unknown 0        0
#> 869   cellular   9   jul     1121        1    -1        0  unknown 1        0
#> 870   cellular   2   feb       73        1   252        1  failure 0        0
#> 871    unknown  16   may      144        4    -1        0  unknown 0        0
#> 872    unknown   3   jun      211        5    -1        0  unknown 0        0
#> 873   cellular  17   nov       51        1    -1        0  unknown 0        0
#> 874   cellular   2   feb      167        1   263        3    other 0        0
#> 875   cellular  29   jul       51        2    -1        0  unknown 0        0
#> 876   cellular   4   may      326        3   357       15    other 0        0
#> 877   cellular   6   may      101        1   362        5    other 0        0
#> 878   cellular   1   jul      174        1   199        3  failure 0        1
#> 879   cellular  22   apr      292        4   247        1    other 0        0
#> 880   cellular   2   feb      171        2   193        2    other 0        0
#> 881   cellular  22   jul      312        1    -1        0  unknown 0        0
#> 882   cellular  21   nov       58        1   127        1  failure 0        0
#> 883    unknown  16   jun       35        6    -1        0  unknown 0        0
#> 884   cellular  13   jul      256        2   181        3  success 0        0
#> 885   cellular  18   aug       66        4    -1        0  unknown 0        0
#> 886   cellular   9   jun      192        1    93        7    other 1        0
#> 887   cellular  31   jul      255        2    -1        0  unknown 0        0
#> 888   cellular  24   jun      136        5    94       30  failure 0        1
#> 889    unknown   2   jun      351        6    -1        0  unknown 0        0
#> 890   cellular  14   jul      123        3    -1        0  unknown 0        0
#> 891   cellular  22   aug      121        2    -1        0  unknown 0        0
#> 892   cellular  13   may      161        2    -1        0  unknown 0        0
#> 893   cellular  15   may      229        2   294        1    other 0        0
#> 894    unknown   7   may      396        4    -1        0  unknown 0        0
#> 895   cellular  12   may       88        2    -1        0  unknown 0        0
#> 896    unknown   7   may      223        2    -1        0  unknown 0        0
#> 897   cellular  18   may       13        3    -1        0  unknown 0        1
#> 898    unknown  15   may      244        2    -1        0  unknown 0        1
#> 899   cellular   6   may      274        1    -1        0  unknown 0        0
#> 900   cellular   7   aug      144       18    -1        0  unknown 0        0
#> 901    unknown  19   may      125        5    -1        0  unknown 0        0
#> 902    unknown  29   may      347        2    -1        0  unknown 0        0
#> 903    unknown   5   jun      869        2    -1        0  unknown 0        0
#> 904    unknown  20   jun      174        3    -1        0  unknown 0        0
#> 905   cellular  29   jul      276        8    97       12    other 1        1
#> 906   cellular  30   jan      339        2    -1        0  unknown 0        0
#> 907   cellular   5   jun       96        2    -1        0  unknown 0        1
#> 908   cellular   7   jul       61        6    -1        0  unknown 0        0
#> 909   cellular  31   jul      632       18    -1        0  unknown 0        1
#> 910    unknown  16   jun      109        2    -1        0  unknown 0        0
#> 911   cellular   3   feb      280        2    -1        0  unknown 0        0
#> 912   cellular  29   aug      339        2    -1        0  unknown 0        0
#> 913   cellular  25   aug      211        7    -1        0  unknown 0        0
#> 914  telephone  15   apr      165        2   327        3  failure 1        0
#> 915    unknown  11   jun      354       17    -1        0  unknown 0        0
#> 916   cellular  20   apr      122        4   238       12    other 0        0
#> 917   cellular  17   nov      110        1    -1        0  unknown 0        0
#> 918    unknown  15   may      918        1    -1        0  unknown 0        1
#> 919   cellular  27   may      145        1    -1        0  unknown 1        0
#> 920   cellular  20   nov      319        1   105        2    other 0        0
#> 921   cellular   9   feb       61        1    -1        0  unknown 0        1
#> 922   cellular  13   aug      633        1   182        2    other 1        0
#> 923   cellular  22   jul      345        5    -1        0  unknown 0        0
#> 924   cellular  16   apr      114        2   304        2  failure 0        0
#> 925    unknown   5   may      119        1    -1        0  unknown 0        0
#> 926    unknown   7   may     1062        1    -1        0  unknown 0        0
#> 927   cellular   6   may      687        2   343        1  failure 1        0
#> 928   cellular  13   aug      103        1   105        2  success 0        1
#> 929    unknown  16   jun      335        3    -1        0  unknown 0        0
#> 930   cellular  11   oct      185        2    -1        0  unknown 0        0
#> 931   cellular  17   apr      341        1    -1        0  unknown 0        0
#> 932   cellular  10   nov      254        5    -1        0  unknown 1        0
#> 933    unknown   2   jun      180        1    -1        0  unknown 0        0
#> 934   cellular   9   apr      337        2    -1        0  unknown 0        0
#> 935   cellular  17   nov       99        1   151        2  failure 0        0
#> 936   cellular  10   jul      323        1    -1        0  unknown 0        0
#> 937   cellular  23   jul      222        1    -1        0  unknown 0        0
#> 938   cellular  18   nov      105        1   179        2  failure 0        0
#> 939   cellular  22   aug      117        4    -1        0  unknown 0        0
#> 940   cellular  20   apr      207        1   308        2  failure 0        0
#> 941   cellular  12   oct      323        1    -1        0  unknown 1        1
#> 942  telephone  22   jul      275        4    -1        0  unknown 0        0
#> 943   cellular  15   apr      309        2    -1        0  unknown 0        1
#> 944    unknown   6   may      225        1    -1        0  unknown 0        0
#> 945   cellular   6   jul      316        4    -1        0  unknown 1        1
#> 946    unknown  20   may      473        2    -1        0  unknown 0        0
#> 947    unknown  16   may      393        2    -1        0  unknown 0        0
#> 948   cellular  30   jul      227        8    -1        0  unknown 0        0
#> 949   cellular  12   may      609        1    -1        0  unknown 1        0
#> 950    unknown   8   may      189        1    -1        0  unknown 0        0
#> 951   cellular  26   may      323        1    -1        0  unknown 0        0
#> 952   cellular  20   nov      113        1    -1        0  unknown 0        0
#> 953   cellular   2   feb      432        1    -1        0  unknown 0        0
#> 954   cellular   7   apr       43        3    -1        0  unknown 0        0
#> 955    unknown  28   may      489        1    -1        0  unknown 0        1
#> 956   cellular  18   jul      362        2    -1        0  unknown 0        1
#> 957   cellular   8   apr      101        1    -1        0  unknown 0        0
#> 958   cellular  20   nov      179        1    -1        0  unknown 0        0
#> 959   cellular  14   may        8        4   300        5  failure 0        0
#> 960   cellular   2   feb      389        1    -1        0  unknown 0        0
#> 961   cellular   9   jul       64        1    -1        0  unknown 0        0
#> 962   cellular   4   may      223        9     4        1  success 0        0
#> 963   cellular   3   feb      151        1    -1        0  unknown 0        0
#> 964   cellular  25   may      354        1    -1        0  unknown 0        0
#> 965   cellular   5   feb      253        1    -1        0  unknown 0        0
#> 966    unknown   4   nov       15        1    -1        0  unknown 0        1
#> 967    unknown  20   jun      459        3    -1        0  unknown 0        0
#> 968    unknown   5   jun      193        2    -1        0  unknown 0        0
#> 969   cellular  31   jul      345        1    -1        0  unknown 0        0
#> 970  telephone  29   jan      389        3    -1        0  unknown 0        1
#> 971   cellular  29   jan      305        2   261        2  failure 0        0
#> 972   cellular   2   apr       96        3   330        1    other 0        0
#> 973  telephone  21   jul      465        6    -1        0  unknown 0        0
#> 974   cellular   3   feb       39        1    -1        0  unknown 0        0
#> 975   cellular  17   apr      368        1   336        2  failure 0        0
#> 976   cellular   7   jul      112        1    -1        0  unknown 0        0
#> 977  telephone  20   apr       26        4   150        5  failure 0        0
#> 978   cellular  11   jul      163        2    -1        0  unknown 0        0
#> 979   cellular   8   may      132        1    -1        0  unknown 0        1
#> 980   cellular  28   jan       67        1    -1        0  unknown 0        0
#> 981    unknown   7   may      634        2    -1        0  unknown 0        0
#> 982   cellular  17   apr      174        2    -1        0  unknown 0        0
#> 983   cellular  14   may      157        4   367        1  failure 0        0
#> 984  telephone  13   may      421        3    -1        0  unknown 0        1
#> 985   cellular  12   may      104        3   371        2  failure 0        0
#> 986    unknown   4   jun      355        1    -1        0  unknown 0        0
#> 987   cellular  19   nov      401        1    -1        0  unknown 0        0
#> 988    unknown   9   jun      772        1    -1        0  unknown 0        0
#> 989    unknown  28   may      268        1    -1        0  unknown 0        0
#> 990   cellular  30   apr      532        1    -1        0  unknown 1        0
#> 991   cellular  22   aug      256        2    -1        0  unknown 0        0
#> 992   cellular  16   jul      605        6    -1        0  unknown 0        0
#> 993   cellular   7   aug       92        2    -1        0  unknown 0        0
#> 994    unknown  12   jun      298        3    -1        0  unknown 0        0
#> 995   cellular  21   nov      614        1    -1        0  unknown 1        0
#> 996   cellular  17   nov      113        1    -1        0  unknown 0        0
#> 997   cellular  15   may       45        1    -1        0  unknown 0        0
#> 998   cellular  29   jan      259        1   259        9  failure 0        0
#> 999   cellular  15   may       10        5    -1        0  unknown 0        0
#> 1000   unknown   9   may      218        1    -1        0  unknown 0        0
#> 1001   unknown   8   may        6        2    -1        0  unknown 0        0
#> 1002  cellular  18   nov      543        1    -1        0  unknown 1        0
#> 1003  cellular  11   feb      105        7   188        2  failure 0        0
#> 1004  cellular  19   nov      369        1   191        1  failure 0        0
#> 1005   unknown   2   jul      220        2    -1        0  unknown 0        0
#> 1006  cellular  16   apr      297        1    -1        0  unknown 0        0
#> 1007 telephone  29   jul      103        3    -1        0  unknown 0        0
#> 1008   unknown   2   jun       63        1    -1        0  unknown 0        0
#> 1009   unknown  26   jun      677        3    -1        0  unknown 1        0
#> 1010   unknown  15   may      133        2    -1        0  unknown 0        0
#> 1011 telephone  19   nov      433        1   113        1  failure 0        0
#> 1012  cellular  21   may       91        3   361        1  failure 0        0
#> 1013  cellular  17   nov      501        1    -1        0  unknown 0        0
#> 1014  cellular  29   aug      153        2    -1        0  unknown 0        0
#> 1015  cellular  16   jul      771        1    -1        0  unknown 0        0
#> 1016   unknown  29   may      233        1    -1        0  unknown 0        0
#> 1017   unknown  17   jun      979        9    -1        0  unknown 0        0
#> 1018  cellular  14   may      201        1   345        1    other 0        0
#> 1019   unknown  14   may      188        1    -1        0  unknown 0        0
#> 1020  cellular   7   aug      398        2    -1        0  unknown 0        0
#> 1021 telephone  12   apr      271        1   187        1  failure 0        0
#> 1022  cellular   4   aug      112        1    -1        0  unknown 0        0
#> 1023  cellular   5   feb      450        3    -1        0  unknown 0        0
#> 1024  cellular  15   may      165        3    -1        0  unknown 0        0
#> 1025  cellular  12   aug      152        2    -1        0  unknown 0        0
#> 1026  cellular  14   may      959        3   174        7    other 1        0
#> 1027  cellular  10   jul      262        1    -1        0  unknown 0        0
#> 1028  cellular   7   may      161        2    -1        0  unknown 0        0
#> 1029   unknown  23   may      253        2    -1        0  unknown 0        0
#> 1030   unknown  27   may      204        3    -1        0  unknown 0        0
#> 1031   unknown   8   may      242        1    -1        0  unknown 0        0
#> 1032  cellular  11   may      102        2    -1        0  unknown 0        0
#> 1033  cellular  14   may       60        5   371        2  failure 0        0
#> 1034   unknown  16   jun      263        8    -1        0  unknown 0        0
#> 1035  cellular  19   nov      169        1    -1        0  unknown 0        0
#> 1036 telephone   2   nov      214        3    -1        0  unknown 0        0
#> 1037  cellular  30   jan       81        1    -1        0  unknown 0        1
#> 1038  cellular  31   jul      110        3    -1        0  unknown 0        0
#> 1039  cellular   6   aug      384        6    -1        0  unknown 0        0
#> 1040  cellular   6   aug      188        4    -1        0  unknown 0        0
#> 1041   unknown  21   may      282        2    -1        0  unknown 0        0
#> 1042  cellular   4   may      601        3    -1        0  unknown 1        0
#> 1043   unknown  20   may     1287        2    -1        0  unknown 0        0
#> 1044   unknown  30   may       33        5    -1        0  unknown 0        0
#> 1045  cellular  16   jul      455        1    -1        0  unknown 1        0
#> 1046  cellular  16   apr      241        2   317        1  failure 0        0
#> 1047  cellular  15   apr      158        2   329        1  failure 0        0
#> 1048   unknown  14   may       75        1    -1        0  unknown 0        0
#> 1049  cellular  29   jul       86        3    -1        0  unknown 0        0
#> 1050  cellular  28   jan      121        1   190        2  failure 0        0
#> 1051 telephone  10   jul      185        1    -1        0  unknown 0        0
#> 1052  cellular   6   may       90        1    -1        0  unknown 0        0
#> 1053 telephone  14   apr       61        3    -1        0  unknown 0        0
#> 1054 telephone   9   feb       48        7    -1        0  unknown 0        0
#> 1055  cellular   7   jul      206        6    -1        0  unknown 0        0
#> 1056  cellular  15   may      670        4   346        1  failure 1        0
#> 1057  cellular   7   may      249        4   332        3  failure 0        0
#> 1058  cellular   6   may      236        1    -1        0  unknown 0        0
#> 1059  cellular  17   apr      358        2    -1        0  unknown 0        0
#> 1060  cellular  18   nov      154        3   189        1  failure 0        0
#> 1061   unknown  29   may      125        2    -1        0  unknown 0        0
#> 1062  cellular   7   aug      117        2    -1        0  unknown 0        0
#> 1063  cellular  18   jul      337        1    -1        0  unknown 0        1
#> 1064  cellular  18   may      380        2   355        1  failure 0        0
#> 1065   unknown  19   jun      130        1    -1        0  unknown 0        0
#> 1066  cellular  21   jul      354        1    -1        0  unknown 0        0
#> 1067  cellular  19   aug       42        1    -1        0  unknown 0        0
#> 1068   unknown  29   may     1207        1    -1        0  unknown 1        0
#> 1069  cellular  11   may      240        2   343        5  failure 0        0
#> 1070  cellular  18   nov      295        2    -1        0  unknown 0        0
#> 1071   unknown  19   jun      416        3    -1        0  unknown 0        0
#> 1072  cellular  18   may      229        2   355        1  failure 0        0
#> 1073   unknown   5   may      208        1    -1        0  unknown 0        0
#> 1074  cellular   3   nov      193        1    -1        0  unknown 0        0
#> 1075   unknown  21   may      158        2    -1        0  unknown 0        0
#> 1076  cellular   8   jul       70        2    -1        0  unknown 0        1
#> 1077  cellular  22   jul      145        4    -1        0  unknown 0        0
#> 1078   unknown  15   may      309        2    -1        0  unknown 0        0
#> 1079   unknown  20   may      249        3    -1        0  unknown 0        0
#> 1080  cellular  29   jan      626        1    -1        0  unknown 0        0
#> 1081  cellular  12   feb      138        2   184        3  success 1        0
#> 1082  cellular  17   jul      602        1    -1        0  unknown 0        1
#> 1083  cellular  11   may      212        1    -1        0  unknown 0        0
#> 1084  cellular   5   feb      103        1   248        1  failure 0        0
#> 1085   unknown  29   may      217        5    -1        0  unknown 0        0
#> 1086  cellular  20   nov      179        1   197        1  failure 0        0
#> 1087  cellular  21   nov      615        3    34        1  failure 1        0
#> 1088   unknown   2   jun      230        3    -1        0  unknown 0        0
#> 1089 telephone  19   nov      111        2   156        1  failure 0        0
#> 1090  cellular  12   may       16        5    -1        0  unknown 0        0
#> 1091  cellular  30   mar      171        4    -1        0  unknown 0        1
#> 1092  cellular   3   feb      185        1    92        1  success 1        0
#> 1093  cellular  18   nov      162        1   175        2  failure 0        0
#> 1094  cellular   9   jul       98        1    -1        0  unknown 0        0
#> 1095  cellular   5   may      223        1    -1        0  unknown 0        0
#> 1096   unknown   5   may      677        1    -1        0  unknown 0        0
#> 1097  cellular  22   aug      109        2    -1        0  unknown 0        0
#> 1098   unknown   5   may      267        2    -1        0  unknown 0        0
#> 1099  cellular  12   nov      123        1   196        1  success 1        1
#> 1100 telephone   9   jun      712        1    64       12  failure 1        0
#> 1101  cellular   6   mar      229        1    -1        0  unknown 1        0
#> 1102  cellular  12   may      267        1    -1        0  unknown 0        0
#> 1103   unknown  14   may       86        2    -1        0  unknown 0        0
#> 1104  cellular   5   may       98        4    -1        0  unknown 0        0
#> 1105   unknown  14   may      287        3    -1        0  unknown 0        0
#> 1106 telephone  21   jul      132       10    -1        0  unknown 0        0
#> 1107   unknown  11   jun      647        2    -1        0  unknown 0        0
#> 1108  cellular  21   nov       49        1    -1        0  unknown 0        0
#> 1109  cellular   4   feb      406        2    -1        0  unknown 0        0
#> 1110 telephone  14   oct      290        2    -1        0  unknown 1        0
#> 1111 telephone  19   aug      223        7    -1        0  unknown 0        0
#> 1112  cellular   9   jul       70        1    -1        0  unknown 0        0
#> 1113   unknown  15   may      311        5    -1        0  unknown 0        1
#> 1114   unknown  16   jun       57        8    -1        0  unknown 0        0
#> 1115  cellular  20   nov        7        5    -1        0  unknown 0        0
#> 1116   unknown   3   jun      207        1    -1        0  unknown 0        0
#> 1117  cellular  22   jul       93        2    -1        0  unknown 0        0
#> 1118   unknown  16   may      806        4    -1        0  unknown 0        0
#> 1119  cellular  16   jul      214        1    -1        0  unknown 0        0
#> 1120   unknown  28   may      135        1    -1        0  unknown 0        1
#> 1121 telephone  28   jan      119        1    -1        0  unknown 0        0
#> 1122  cellular  30   apr      387        3    87        1  success 1        0
#> 1123 telephone  21   jul      733        3    -1        0  unknown 1        0
#> 1124  cellular  18   aug       91        4    -1        0  unknown 0        0
#> 1125  cellular   8   aug      138        2    -1        0  unknown 0        0
#> 1126   unknown  18   jun      392        1    -1        0  unknown 0        0
#> 1127  cellular  18   aug      773        4    -1        0  unknown 1        0
#> 1128 telephone  28   jul       75        3    -1        0  unknown 0        0
#> 1129   unknown  12   jun       92        2    -1        0  unknown 0        0
#> 1130  cellular  29   jan       84        3   183        3  failure 0        0
#> 1131  cellular   9   feb        8        7   248        9  success 0        0
#> 1132  cellular   8   jul      225        1    -1        0  unknown 0        0
#> 1133  cellular  28   jan      399        1    -1        0  unknown 0        0
#> 1134   unknown   3   jun      288        2    -1        0  unknown 0        0
#> 1135  cellular   9   jul      366        1    -1        0  unknown 0        0
#> 1136  cellular  14   jul      131        4    -1        0  unknown 0        0
#> 1137  cellular   9   jul      157        1    -1        0  unknown 0        0
#> 1138  cellular  19   nov      141        2    -1        0  unknown 0        0
#> 1139   unknown  20   jun      122        1    -1        0  unknown 0        0
#> 1140  cellular   9   apr      592        4   316        3  failure 1        0
#> 1141   unknown   4   jun      132        1    -1        0  unknown 0        1
#> 1142  cellular   6   may      155        1    -1        0  unknown 0        0
#> 1143   unknown  12   may      165        4    -1        0  unknown 0        0
#> 1144   unknown  27   may      147        1    -1        0  unknown 0        0
#> 1145  cellular  22   apr       91        2   275        1  failure 0        0
#> 1146   unknown   5   jun      112        2    -1        0  unknown 0        0
#> 1147  cellular  17   apr      598        1   150        1  failure 0        0
#> 1148  cellular  18   jul      178        3    -1        0  unknown 0        0
#> 1149  cellular   8   jul      230        2    -1        0  unknown 0        0
#> 1150  cellular  24   jul      125        2    -1        0  unknown 0        0
#> 1151   unknown  26   may      109        2    -1        0  unknown 0        1
#> 1152  cellular  29   jul      122        7    -1        0  unknown 0        0
#> 1153   unknown  20   may      128        6    -1        0  unknown 0        0
#> 1154  cellular  18   jul       83        2    -1        0  unknown 0        0
#> 1155  cellular  18   nov      173        1    -1        0  unknown 0        0
#> 1156  cellular  17   nov       58        1   188        1  failure 0        0
#> 1157  cellular  20   apr       20        2   335       12  failure 0        0
#> 1158  cellular  26   aug      135       22    -1        0  unknown 0        0
#> 1159   unknown  12   jun      144        1    -1        0  unknown 0        0
#> 1160   unknown  12   may      225        1    -1        0  unknown 0        0
#> 1161  cellular  19   aug      256        2    -1        0  unknown 0        0
#> 1162  cellular   6   may       28        2   345        3    other 0        0
#> 1163  cellular  28   jul      124        3    -1        0  unknown 0        0
#> 1164  cellular  31   jul      727        4    -1        0  unknown 1        0
#> 1165  cellular  23   jul      122        3    -1        0  unknown 0        0
#> 1166   unknown   9   may      237        1    -1        0  unknown 0        0
#> 1167 telephone   9   jul       60        1    -1        0  unknown 0        0
#> 1168  cellular  10   jul      183        1    -1        0  unknown 0        0
#> 1169   unknown  19   jun       77        1    -1        0  unknown 0        0
#> 1170  cellular   3   apr     1090        1    -1        0  unknown 0        0
#> 1171  cellular  17   nov      282        1    -1        0  unknown 0        0
#> 1172  cellular  13   may      199        1   173        2  failure 0        0
#> 1173  cellular  11   jul      593        2    -1        0  unknown 0        0
#> 1174  cellular  31   jul      126       23    -1        0  unknown 0        0
#> 1175  cellular  20   aug      251        3    -1        0  unknown 0        0
#> 1176 telephone  14   jul      123        4    -1        0  unknown 0        0
#> 1177 telephone  24   feb       98        2    -1        0  unknown 0        0
#> 1178   unknown   3   jun      497        2    -1        0  unknown 0        0
#> 1179  cellular   7   jul      830        5    -1        0  unknown 1        0
#> 1180   unknown   9   may      485        1    -1        0  unknown 0        0
#> 1181  cellular   6   aug      637        2    -1        0  unknown 1        0
#> 1182  cellular  16   feb      170        2    -1        0  unknown 1        0
#> 1183  cellular  26   jan      122        4    50        4    other 0        0
#> 1184   unknown  11   jun      561        1    -1        0  unknown 0        0
#> 1185   unknown  19   may      114        2    -1        0  unknown 0        0
#> 1186   unknown  20   jun       34       29    -1        0  unknown 0        0
#> 1187  cellular  20   aug       15       19    -1        0  unknown 0        0
#> 1188  cellular  10   jul      154       14    -1        0  unknown 0        0
#> 1189  cellular  30   jul       98       13    -1        0  unknown 0        0
#> 1190  cellular  31   jul      212        4    -1        0  unknown 0        0
#> 1191   unknown  21   may      692        1    -1        0  unknown 0        0
#> 1192  cellular   2   jul      301        2    88        5  failure 0        0
#> 1193  cellular   7   may      412        2    -1        0  unknown 0        0
#> 1194  cellular  11   may      877        7   300        2    other 1        0
#> 1195  cellular  18   mar      236        2    -1        0  unknown 0        1
#> 1196  cellular  22   may      354        1    -1        0  unknown 1        0
#> 1197  cellular  29   jan       79        2   265        2  failure 0        0
#> 1198  cellular   3   apr      329        2    -1        0  unknown 0        0
#> 1199  cellular  17   jul      245        1    -1        0  unknown 0        0
#> 1200  cellular  15   may      504        2    -1        0  unknown 0        1
#> 1201  cellular  15   may      437        3   347        3    other 1        1
#> 1202  cellular   5   apr      144        1    -1        0  unknown 1        0
#> 1203  cellular  18   jul      264        2    -1        0  unknown 0        0
#> 1204   unknown  30   may      178        2    -1        0  unknown 0        0
#> 1205   unknown   7   may      173        1    -1        0  unknown 0        0
#> 1206 telephone  30   jan      258        5   248        2  failure 0        0
#> 1207  cellular  12   feb      666        4    -1        0  unknown 1        0
#> 1208  cellular  16   dec      283        2   196        1  success 1        0
#> 1209  cellular   3   feb      372        1    -1        0  unknown 1        0
#> 1210  cellular  17   apr       46        4    -1        0  unknown 0        0
#> 1211   unknown  23   may       77        3    -1        0  unknown 0        0
#> 1212  cellular  29   jan     1424        1    -1        0  unknown 0        0
#> 1213  cellular  23   jul      152        1    -1        0  unknown 0        0
#> 1214  cellular   9   jul      427        1    -1        0  unknown 0        0
#> 1215  cellular  17   apr      171        2    -1        0  unknown 0        1
#> 1216  cellular   1   apr     1196        1    -1        0  unknown 1        0
#> 1217   unknown  20   may      211        1    -1        0  unknown 0        0
#> 1218  cellular   8   may      154        3   367        2  failure 0        0
#> 1219  cellular   7   may      198        2    -1        0  unknown 0        0
#> 1220   unknown  16   may      225        1    -1        0  unknown 0        1
#> 1221   unknown  28   may      145        2    -1        0  unknown 0        0
#> 1222  cellular   6   may      165        2    -1        0  unknown 0        0
#> 1223  cellular  18   nov      596        1   182        1    other 1        0
#> 1224  cellular  18   aug      150        2    -1        0  unknown 0        0
#> 1225   unknown  27   jun      110        1    -1        0  unknown 0        0
#> 1226  cellular  17   apr      146        1   281        1  failure 0        0
#> 1227  cellular  20   apr      271        1   300        2  success 0        1
#> 1228  cellular  19   nov      289        1    -1        0  unknown 0        0
#> 1229  cellular   2   feb      142        2    -1        0  unknown 0        0
#> 1230  cellular  21   nov      103        1   141        2  failure 0        0
#> 1231   unknown  16   may      186        5    -1        0  unknown 0        0
#> 1232  cellular  28   jan     1121        2   205        3  failure 0        0
#> 1233  cellular  21   aug      121        1    -1        0  unknown 0        0
#> 1234   unknown   6   may      325        1    -1        0  unknown 0        0
#> 1235  cellular  12   aug      331        2    -1        0  unknown 0        0
#> 1236   unknown  20   jun      115        4    -1        0  unknown 0        0
#> 1237   unknown  13   may      144        1    -1        0  unknown 0        0
#> 1238  cellular  20   aug      203        4    -1        0  unknown 0        0
#> 1239   unknown   9   jun      213        1    -1        0  unknown 0        0
#> 1240  cellular  18   nov       61        2   131        1  failure 0        0
#> 1241  cellular  17   apr      707        1   149        2  failure 0        0
#> 1242   unknown  30   may       41        8    -1        0  unknown 0        0
#> 1243  cellular  18   jul       67       11    -1        0  unknown 0        0
#> 1244   unknown  26   may      180        2    -1        0  unknown 0        0
#> 1245   unknown   9   may      103        2    -1        0  unknown 0        0
#> 1246  cellular  11   sep      260        3    95        3  success 1        0
#> 1247  cellular   5   aug      335        3    -1        0  unknown 0        0
#> 1248 telephone  17   apr      460        2   345        2  failure 0        0
#> 1249  cellular  20   aug      291        1    -1        0  unknown 0        0
#> 1250  cellular  29   jan      126        1    -1        0  unknown 0        0
#> 1251  cellular  18   aug      360        1    -1        0  unknown 0        0
#> 1252  cellular  30   apr      370        3    -1        0  unknown 1        0
#> 1253  cellular   8   aug      351        2    -1        0  unknown 0        0
#> 1254   unknown  14   jul       70        1    -1        0  unknown 0        0
#> 1255  cellular  30   mar      180        2    -1        0  unknown 1        1
#> 1256  cellular  30   mar       96        6    -1        0  unknown 0        0
#> 1257   unknown   5   may      611        2    -1        0  unknown 0        0
#> 1258  cellular  29   aug       19       16    -1        0  unknown 0        0
#> 1259  cellular   2   jun      482        2    -1        0  unknown 1        0
#> 1260   unknown   7   may      295        2    -1        0  unknown 0        0
#> 1261  cellular  11   jul      124        1    -1        0  unknown 0        1
#> 1262   unknown  26   may       70        3    -1        0  unknown 0        0
#> 1263  cellular  30   apr      571        1    -1        0  unknown 1        0
#> 1264  cellular  14   may      143        2   370        2  failure 0        0
#> 1265   unknown  23   may       66        1    -1        0  unknown 0        1
#> 1266  cellular  21   nov       89        2    -1        0  unknown 0        0
#> 1267  cellular  16   apr     1007        3   325        4  failure 0        0
#> 1268  cellular   4   aug      173        1    92        5  success 1        0
#> 1269  cellular   7   jul     2201        1    -1        0  unknown 0        0
#> 1270  cellular  22   jul      285        1    -1        0  unknown 0        0
#> 1271  cellular   2   feb      751        2    76        4  failure 1        0
#> 1272   unknown  29   may      543        1    -1        0  unknown 1        0
#> 1273  cellular  18   aug      147        1   379        1  failure 0        0
#> 1274  cellular  17   apr      346        2    -1        0  unknown 0        0
#> 1275 telephone  17   nov      661        4    -1        0  unknown 0        0
#> 1276  cellular   8   jul      268        2    -1        0  unknown 0        0
#> 1277  cellular  31   jul       61        4    -1        0  unknown 0        0
#> 1278  cellular  19   nov      258        2    -1        0  unknown 0        0
#> 1279   unknown  21   may       45       13    -1        0  unknown 0        0
#> 1280  cellular  24   jul       53        1    -1        0  unknown 0        0
#> 1281  cellular   4   feb      226        1    -1        0  unknown 0        0
#> 1282   unknown  20   jun       42        7    -1        0  unknown 0        0
#> 1283  cellular  11   jul      812        1    -1        0  unknown 1        0
#> 1284  cellular   8   may      262        3    -1        0  unknown 0        0
#> 1285  cellular  22   aug      579        2    -1        0  unknown 1        0
#> 1286  cellular  29   jan      801        1    -1        0  unknown 1        0
#> 1287   unknown  23   may      493        2    -1        0  unknown 0        0
#> 1288  cellular  26   aug      271        4    -1        0  unknown 0        0
#> 1289  cellular  22   jul      427        2    94        4  failure 0        0
#> 1290  cellular   8   apr      163        3    -1        0  unknown 0        0
#> 1291   unknown  15   may      141        1    -1        0  unknown 0        0
#> 1292   unknown   8   may      160        1    -1        0  unknown 0        0
#> 1293  cellular   4   may       55        2    -1        0  unknown 0        0
#> 1294   unknown  19   may       66        9    -1        0  unknown 0        0
#> 1295   unknown   8   may      108        3    -1        0  unknown 0        0
#> 1296  cellular  16   sep      106        1    -1        0  unknown 0        0
#> 1297  cellular  28   aug       68       27    -1        0  unknown 0        0
#> 1298   unknown  13   may      210        3    -1        0  unknown 0        1
#> 1299  cellular  18   may       20        6    -1        0  unknown 0        1
#> 1300  cellular   8   may      104        4   252        3  failure 0        0
#> 1301   unknown   6   may      227        1    -1        0  unknown 0        0
#> 1302  cellular   7   may      201        1    -1        0  unknown 0        0
#> 1303  cellular  26   aug      610        2    -1        0  unknown 0        0
#> 1304  cellular  30   apr      381        1   269        1  failure 1        0
#> 1305   unknown  29   may      184        1    -1        0  unknown 0        0
#> 1306  cellular  11   may      369        1    -1        0  unknown 0        0
#> 1307  cellular  27   aug      111        5    -1        0  unknown 0        0
#> 1308   unknown  28   may      282        2    -1        0  unknown 0        1
#> 1309  cellular   5   aug      603        3    -1        0  unknown 1        0
#> 1310   unknown  17   jun       21        1    -1        0  unknown 0        1
#> 1311 telephone  18   may       12        5    -1        0  unknown 0        0
#> 1312  cellular  25   jul     1106        1    -1        0  unknown 0        0
#> 1313  cellular  18   may       98        1   178        1  failure 0        0
#> 1314  cellular   5   aug      553        1    -1        0  unknown 1        0
#> 1315 telephone   4   may     1076        3   175        1  success 1        0
#> 1316  cellular   7   may      369        1    -1        0  unknown 0        0
#> 1317   unknown  16   jun      142        2    -1        0  unknown 0        0
#> 1318  cellular  17   apr      179        1    -1        0  unknown 0        0
#> 1319  cellular  30   jan       54        1    -1        0  unknown 0        0
#> 1320   unknown   2   jun      277        2    -1        0  unknown 0        0
#> 1321  cellular  19   aug      295        2    -1        0  unknown 0        0
#> 1322  cellular  13   may      294        1    -1        0  unknown 0        0
#> 1323  cellular   5   may      232        1    89        4    other 1        0
#> 1324  cellular  21   nov      127        3    -1        0  unknown 0        0
#> 1325  cellular  18   may      185        1    -1        0  unknown 0        0
#> 1326   unknown  14   may      203        1    -1        0  unknown 0        0
#> 1327  cellular  19   nov      157        1    -1        0  unknown 0        0
#> 1328  cellular  30   jan      217        2    -1        0  unknown 0        0
#> 1329   unknown   5   jun      409        1    -1        0  unknown 0        0
#> 1330  cellular  12   may      328        2    -1        0  unknown 0        0
#> 1331  cellular  17   apr      660        3    -1        0  unknown 0        0
#> 1332   unknown  12   may      157        5    -1        0  unknown 0        0
#> 1333 telephone  29   jan      403        2    -1        0  unknown 1        0
#> 1334   unknown   6   may      215        1    -1        0  unknown 0        0
#> 1335  cellular  13   may       68        2   363        2  failure 0        1
#> 1336  cellular  11   aug       93        1   190        2    other 0        0
#> 1337   unknown  25   jun       53        1    -1        0  unknown 0        0
#> 1338  cellular  17   jul      199        2    -1        0  unknown 0        0
#> 1339 telephone  20   nov      442        4    -1        0  unknown 0        0
#> 1340  cellular  13   aug      403        2    -1        0  unknown 0        0
#> 1341   unknown  28   may      116       12    -1        0  unknown 0        0
#> 1342   unknown  13   may      185        6    -1        0  unknown 0        0
#> 1343   unknown   5   jun       22       15    -1        0  unknown 0        0
#> 1344   unknown  14   may      452        2    -1        0  unknown 0        0
#> 1345  cellular  13   may      323        1    -1        0  unknown 0        0
#> 1346   unknown  29   may      752        2    -1        0  unknown 0        0
#> 1347  cellular  25   jul      118        3    -1        0  unknown 0        1
#> 1348   unknown   6   may       92        2    -1        0  unknown 0        0
#> 1349  cellular  29   jan       27        1    -1        0  unknown 0        0
#> 1350   unknown  19   jun      169        2    -1        0  unknown 0        0
#> 1351   unknown  26   may      470        1    -1        0  unknown 0        0
#> 1352  cellular  15   may      193        1    -1        0  unknown 0        0
#> 1353 telephone  27   jul      195        2    -1        0  unknown 0        0
#> 1354  cellular  17   apr      264        1   317        1  failure 0        0
#> 1355  cellular   9   feb      269        9    -1        0  unknown 0        1
#> 1356 telephone  12   jan      411        1    -1        0  unknown 1        0
#> 1357  cellular  13   aug      526        2    -1        0  unknown 1        0
#> 1358  cellular  31   aug       83        1    -1        0  unknown 0        0
#> 1359  cellular  14   may       17        8    -1        0  unknown 0        0
#> 1360   unknown  12   may      112        2    -1        0  unknown 0        0
#> 1361  cellular   3   feb       94        4   271        4  failure 0        0
#> 1362   unknown  17   jun      441        3    -1        0  unknown 0        0
#> 1363  cellular   3   feb       83        3    -1        0  unknown 0        0
#> 1364   unknown  26   may      102       23    -1        0  unknown 0        0
#> 1365  cellular   8   aug       62        3    -1        0  unknown 0        0
#> 1366 telephone   4   jul      141        2    -1        0  unknown 0        0
#> 1367  cellular  30   jul      241        2    -1        0  unknown 0        0
#> 1368   unknown  13   may      255        5    -1        0  unknown 0        0
#> 1369   unknown  30   jun        6        1    -1        0  unknown 0        0
#> 1370   unknown  13   may      226        1    -1        0  unknown 0        0
#> 1371  cellular   8   oct      147        1    92        5    other 1        1
#> 1372  cellular  28   jul      132        4    -1        0  unknown 0        0
#> 1373   unknown  12   may      379        2    -1        0  unknown 0        0
#> 1374  cellular  29   aug       73        2    -1        0  unknown 0        0
#> 1375  cellular  11   may      177        4   367        1  failure 0        1
#> 1376  cellular   8   may      213        5    -1        0  unknown 0        0
#> 1377  cellular  18   may      182        1    -1        0  unknown 0        0
#> 1378  cellular  20   apr      575        2    -1        0  unknown 0        0
#> 1379  cellular  28   jul      258        2    -1        0  unknown 0        0
#> 1380  cellular  11   aug      237        1   180        6  success 1        0
#> 1381   unknown  26   jul        9        1    -1        0  unknown 0        1
#> 1382   unknown  26   may       45        5    -1        0  unknown 0        0
#> 1383  cellular  24   jul      633        7    -1        0  unknown 0        0
#> 1384   unknown  16   jun      301        6    -1        0  unknown 0        0
#> 1385  cellular  11   jul      108        1    -1        0  unknown 0        0
#> 1386  cellular  28   jan      192        1    -1        0  unknown 0        0
#> 1387  cellular  18   nov      250        2    -1        0  unknown 0        0
#> 1388  cellular  14   apr      344        1    74        2  failure 1        0
#> 1389  cellular  18   may      221        2   350        4    other 0        0
#> 1390   unknown   3   jun       48        2    -1        0  unknown 0        0
#> 1391  cellular   7   aug      124        3    -1        0  unknown 0        0
#> 1392  cellular   8   may      237        1   368        1    other 0        0
#> 1393  cellular   4   feb      108        2   195        6  failure 0        1
#> 1394  cellular   5   feb      604        1    -1        0  unknown 0        0
#> 1395  cellular  27   aug       34       14    -1        0  unknown 0        0
#> 1396  cellular  17   nov     1091        2   150        1  success 1        0
#> 1397  cellular  15   may      200        5    -1        0  unknown 0        0
#> 1398   unknown  30   may      159        1    -1        0  unknown 0        0
#> 1399  cellular  17   apr      193        2   322        1    other 0        0
#> 1400 telephone   5   may       36        7   165        5    other 0        0
#> 1401   unknown  11   jun       48        3    -1        0  unknown 0        0
#> 1402  cellular  12   may      350        5   286        2  failure 0        0
#> 1403  cellular  22   aug       77        9    -1        0  unknown 0        0
#> 1404  cellular  29   jan       58        1    -1        0  unknown 0        0
#> 1405   unknown   9   may      282        2    -1        0  unknown 0        1
#> 1406  cellular  18   nov      329        1    -1        0  unknown 0        0
#> 1407  cellular  26   feb      281        2   270        2    other 0        1
#> 1408  cellular  27   aug       63        6    -1        0  unknown 0        0
#> 1409   unknown  20   jun      168        2    -1        0  unknown 0        0
#> 1410   unknown  23   may      395        1    -1        0  unknown 0        0
#> 1411   unknown   4   jun      193        2    -1        0  unknown 0        0
#> 1412  cellular   4   feb       62        1    -1        0  unknown 0        0
#> 1413  cellular  21   nov      744        2    -1        0  unknown 0        0
#> 1414  cellular  13   aug      104        6    -1        0  unknown 0        0
#> 1415  cellular  21   jul      249        3    -1        0  unknown 0        0
#> 1416  cellular  18   nov      123        1   124        1  failure 0        0
#> 1417  cellular  18   may       44        1   355        3  failure 0        0
#> 1418   unknown  18   jun      188        1    -1        0  unknown 0        0
#> 1419  cellular   3   sep      104        1   380        3  failure 0        0
#> 1420  cellular  15   may      173        4    -1        0  unknown 0        0
#> 1421  cellular  17   apr       96        2   344        2  failure 0        0
#> 1422  cellular  29   aug      256        2    -1        0  unknown 0        0
#> 1423   unknown  13   may      170        1    -1        0  unknown 0        0
#> 1424   unknown   9   may      245        4    -1        0  unknown 0        0
#> 1425   unknown  23   may      245        1    -1        0  unknown 0        0
#> 1426 telephone  15   jul      277        1    -1        0  unknown 0        0
#> 1427   unknown   9   may      198        1    -1        0  unknown 0        0
#> 1428   unknown  26   may      290        2    -1        0  unknown 0        0
#> 1429   unknown   6   may      154        2    -1        0  unknown 0        0
#> 1430  cellular  10   jul      149        1    -1        0  unknown 0        0
#> 1431  cellular  15   jul      323        2   163        2    other 1        1
#> 1432   unknown  12   may       63        5    -1        0  unknown 0        0
#> 1433  cellular  14   may      162        2   350        4  failure 0        0
#> 1434  cellular   5   aug      231        1    -1        0  unknown 0        0
#> 1435  cellular  29   jan      456        1   205        2    other 0        0
#> 1436   unknown  27   may      212        2    -1        0  unknown 0        0
#> 1437  cellular  20   nov      426        2    -1        0  unknown 0        0
#> 1438  cellular  16   apr      444        2    -1        0  unknown 0        0
#> 1439  cellular  18   nov      240        3   119        2  failure 0        0
#> 1440 telephone   4   sep      770        3    -1        0  unknown 1        0
#> 1441   unknown  19   jun       93        2    -1        0  unknown 0        1
#> 1442  cellular  20   aug      154        2    -1        0  unknown 0        0
#> 1443   unknown   2   jul       60        2    -1        0  unknown 0        0
#> 1444  cellular   8   jul      202        2    -1        0  unknown 0        0
#> 1445  cellular  13   may      204        1   331        3  success 0        0
#> 1446   unknown  18   jun      129        1    -1        0  unknown 0        0
#> 1447  cellular  15   apr      149        1   268        2    other 0        0
#> 1448  cellular   7   aug      122        5    -1        0  unknown 0        0
#> 1449  cellular  16   apr      201        1    -1        0  unknown 0        0
#> 1450 telephone  28   jan      309        1    -1        0  unknown 0        0
#> 1451  cellular  11   aug      146        1   286        2  failure 1        0
#> 1452  cellular   5   feb      217        1    -1        0  unknown 0        0
#> 1453  cellular  10   jul      412        1    -1        0  unknown 0        0
#> 1454 telephone  25   jul      395        6    -1        0  unknown 0        0
#> 1455   unknown   4   jun       71        1    -1        0  unknown 0        0
#> 1456  cellular   8   may      105        1    -1        0  unknown 0        0
#> 1457   unknown  28   may      189        2    -1        0  unknown 0        0
#> 1458  cellular   3   feb      128        2    -1        0  unknown 0        0
#> 1459  cellular  31   jul      321        2    -1        0  unknown 0        0
#> 1460  cellular  18   nov       36        1    -1        0  unknown 0        0
#> 1461  cellular  24   jul       58        2    -1        0  unknown 0        0
#> 1462  cellular  25   aug      121        4    -1        0  unknown 0        0
#> 1463  cellular  27   jul      287        2   181        1  success 1        0
#> 1464   unknown   3   jun      310        4    -1        0  unknown 0        0
#> 1465   unknown  20   jun      115        1    -1        0  unknown 0        0
#> 1466   unknown   9   may       71        3    -1        0  unknown 0        0
#> 1467  cellular   5   aug      328        1    -1        0  unknown 0        0
#> 1468   unknown   8   sep        9        1    -1        0  unknown 0        0
#> 1469  cellular  20   nov       91        3    -1        0  unknown 0        0
#> 1470   unknown  18   jun       61       23    -1        0  unknown 0        0
#> 1471  cellular  15   jul      232        3    -1        0  unknown 0        0
#> 1472  cellular  28   jan       30        1    -1        0  unknown 0        1
#> 1473   unknown  19   jun        9       28    -1        0  unknown 0        0
#> 1474  cellular   6   apr      740        3    -1        0  unknown 1        0
#> 1475   unknown  13   may      105        1    -1        0  unknown 0        1
#> 1476   unknown  28   may     1730        1    -1        0  unknown 1        1
#> 1477  cellular  17   apr      462        1    -1        0  unknown 0        0
#> 1478   unknown  27   may      106        1    -1        0  unknown 0        0
#> 1479  cellular  27   sep      990        4    -1        0  unknown 0        0
#> 1480   unknown  23   may      213        4    -1        0  unknown 0        0
#> 1481   unknown  12   may      154        1    -1        0  unknown 0        0
#> 1482  cellular  28   jan       58        1    -1        0  unknown 0        0
#> 1483   unknown  12   jun      157        1    -1        0  unknown 0        0
#> 1484  cellular  15   may      166        3    -1        0  unknown 0        0
#> 1485   unknown   4   jun       16        8    -1        0  unknown 0        0
#> 1486  cellular   5   aug      140        1    -1        0  unknown 0        0
#> 1487  cellular   8   apr      280        2    -1        0  unknown 0        0
#> 1488   unknown   6   may      314        3    -1        0  unknown 0        0
#> 1489   unknown  26   jun      251        3    -1        0  unknown 0        0
#> 1490  cellular  30   jan      337        4    -1        0  unknown 0        1
#> 1491   unknown  20   jun        9        5    -1        0  unknown 0        0
#> 1492  cellular  20   nov      945        2    -1        0  unknown 1        0
#> 1493   unknown  13   may      120        1    -1        0  unknown 0        0
#> 1494   unknown   6   may      290        1    -1        0  unknown 0        0
#> 1495   unknown  29   may      137        1    -1        0  unknown 0        0
#> 1496   unknown  18   jun      159        1    -1        0  unknown 0        0
#> 1497  cellular  12   may       22        5    -1        0  unknown 0        0
#> 1498  cellular  22   aug       88       10    -1        0  unknown 0        0
#> 1499 telephone  16   jul      127       11    -1        0  unknown 0        0
#> 1500  cellular   5   feb      140        1    -1        0  unknown 0        1
#> 1501  cellular   5   may      475        2    -1        0  unknown 0        0
#> 1502   unknown  20   may      137        2    -1        0  unknown 0        0
#> 1503  cellular   7   aug       70        1    -1        0  unknown 0        0
#> 1504  cellular  14   jul      243        3    -1        0  unknown 0        1
#> 1505   unknown  19   may      206        1    -1        0  unknown 0        0
#> 1506  cellular   6   may      206        1    -1        0  unknown 0        0
#> 1507  cellular  30   apr      616        1    -1        0  unknown 1        0
#> 1508   unknown  28   may      456        2    -1        0  unknown 0        0
#> 1509  cellular   7   aug       74        1    -1        0  unknown 0        0
#> 1510 telephone  25   mar      282        2    -1        0  unknown 0        0
#> 1511  cellular  25   aug      472        6    -1        0  unknown 1        0
#> 1512   unknown  20   may      360        1    -1        0  unknown 0        0
#> 1513  cellular   8   may      440        1    -1        0  unknown 0        0
#> 1514  cellular  21   jul      236        3    -1        0  unknown 0        1
#> 1515  cellular  13   oct      167        1    -1        0  unknown 0        0
#> 1516 telephone  12   may      472        2   351        1  failure 0        0
#> 1517  cellular  20   apr      396        3   151        4    other 0        0
#> 1518  cellular  16   jul      400        1    -1        0  unknown 0        0
#> 1519  cellular  21   nov     1032       10   115        3  failure 0        0
#> 1520  cellular  19   aug      629        7    -1        0  unknown 0        0
#> 1521  cellular  21   jul      167        1    -1        0  unknown 0        0
#> 1522  cellular  20   oct       59        1   104        3  failure 0        0
#> 1523   unknown   5   jun      346        3    -1        0  unknown 0        0
#> 1524  cellular  18   jul       93        1    -1        0  unknown 0        0
#> 1525  cellular  20   nov      215        2    -1        0  unknown 0        0
#> 1526 telephone  22   jul      158        5    -1        0  unknown 0        0
#> 1527  cellular  20   nov      217        3    -1        0  unknown 0        0
#> 1528  cellular  23   oct      255        4   185        2  failure 1        0
#> 1529  cellular  17   jul      301        1    -1        0  unknown 0        0
#> 1530   unknown  12   may      166        4    -1        0  unknown 0        0
#> 1531  cellular  18   may      525        1    -1        0  unknown 1        1
#> 1532   unknown  23   may      297        1    -1        0  unknown 0        0
#> 1533  cellular  18   may      170        1    -1        0  unknown 0        0
#> 1534  cellular   5   feb      208        1    -1        0  unknown 0        0
#> 1535  cellular  18   nov     1122        4    -1        0  unknown 1        0
#> 1536 telephone  28   may       32        2    -1        0  unknown 0        0
#> 1537   unknown  21   may     1697        2    -1        0  unknown 1        0
#> 1538  cellular   8   aug      173        8    -1        0  unknown 0        0
#> 1539  cellular  30   jul      783        3    -1        0  unknown 0        0
#> 1540  cellular  14   jul       65        2    -1        0  unknown 0        0
#> 1541  cellular  20   nov      156        4    -1        0  unknown 0        0
#> 1542   unknown  23   may      203        1    -1        0  unknown 0        0
#> 1543  cellular  30   jul      184        6    -1        0  unknown 0        0
#> 1544  cellular  19   mar      220        3    -1        0  unknown 1        0
#> 1545   unknown   6   may       88        3    -1        0  unknown 0        1
#> 1546   unknown  27   may      349        3    -1        0  unknown 0        0
#> 1547  cellular  20   oct       76        2    -1        0  unknown 0        0
#> 1548 telephone  10   jul       73        1    -1        0  unknown 0        0
#> 1549   unknown   3   jun      119        2    -1        0  unknown 0        0
#> 1550  cellular  15   jun      139        1    -1        0  unknown 0        1
#> 1551  cellular  11   aug      389        4    -1        0  unknown 0        0
#> 1552   unknown   9   jun       96        6    -1        0  unknown 0        0
#> 1553  cellular   8   feb      190        2   280        8  failure 1        1
#> 1554  cellular  20   nov      197        4    30        1  failure 0        0
#> 1555  cellular  13   aug      240        2    -1        0  unknown 0        0
#> 1556   unknown  11   jun      165        2    -1        0  unknown 0        0
#> 1557   unknown   9   may      124        2    -1        0  unknown 0        0
#> 1558  cellular  12   may      631        1   344        1  success 0        0
#> 1559  cellular   5   feb      308        1   213        1    other 0        0
#> 1560 telephone  18   jan      287        5   285        5  success 1        1
#> 1561   unknown  26   may      260        5    -1        0  unknown 0        0
#> 1562  cellular   7   may      245        3    -1        0  unknown 0        0
#> 1563   unknown  23   may     1349        8    -1        0  unknown 1        0
#> 1564  cellular   9   jul       71        1    -1        0  unknown 0        0
#> 1565  cellular  22   aug       24       30    -1        0  unknown 0        0
#> 1566 telephone  18   nov       55        2    -1        0  unknown 0        0
#> 1567  cellular  22   jul      506        1    -1        0  unknown 0        1
#> 1568  cellular  29   jun      295        1   287        4  success 1        0
#> 1569  cellular   8   may       51        1    -1        0  unknown 0        0
#> 1570   unknown  13   may      106        1    -1        0  unknown 0        0
#> 1571  cellular  11   jul       55        1    -1        0  unknown 0        0
#> 1572   unknown  15   may       54        2    -1        0  unknown 0        0
#> 1573  cellular  12   feb      138        2    92        2  success 1        0
#> 1574  cellular  29   jan      120        1    -1        0  unknown 0        0
#> 1575   unknown  20   jun       29        2    -1        0  unknown 0        0
#> 1576   unknown  21   may      230        2    -1        0  unknown 0        0
#> 1577   unknown   6   may      168        1    -1        0  unknown 0        0
#> 1578  cellular   5   feb      578        1    -1        0  unknown 1        0
#> 1579  cellular   3   feb      182        2    -1        0  unknown 0        0
#> 1580  cellular   9   jul       73        3    -1        0  unknown 0        0
#> 1581   unknown  16   may      345        1    -1        0  unknown 0        1
#> 1582  cellular  16   apr      263        1    -1        0  unknown 0        0
#> 1583   unknown  14   may      208        1    -1        0  unknown 0        0
#> 1584  cellular   2   feb      228        2    -1        0  unknown 0        0
#> 1585  cellular  26   may      640        1    -1        0  unknown 1        0
#> 1586  cellular  29   jul     1697        1    -1        0  unknown 0        0
#> 1587  cellular  15   may      265        7    -1        0  unknown 0        0
#> 1588  cellular  30   jan      410        2    -1        0  unknown 0        0
#> 1589 telephone  23   jul       83        4    -1        0  unknown 0        0
#> 1590   unknown   3   jun      404       13    -1        0  unknown 0        0
#> 1591   unknown   3   jun       69        2    -1        0  unknown 0        0
#> 1592  cellular   6   may      133        1    -1        0  unknown 0        0
#> 1593  cellular  29   jan      468        2    -1        0  unknown 0        0
#> 1594   unknown  20   jun       17        3    -1        0  unknown 0        0
#> 1595  cellular  13   may      174        1   359        2    other 0        0
#> 1596   unknown  15   may      435        1    -1        0  unknown 0        0
#> 1597  cellular  18   may      125        1   368        4  failure 0        0
#> 1598  cellular  12   may      215        2    -1        0  unknown 0        0
#> 1599  cellular  18   aug      195       10    -1        0  unknown 0        0
#> 1600   unknown  17   nov     1735        2    -1        0  unknown 0        0
#> 1601   unknown  20   jun       20        3    -1        0  unknown 0        0
#> 1602   unknown  30   may      510        1    -1        0  unknown 0        0
#> 1603  cellular   6   aug      102        4    -1        0  unknown 0        0
#> 1604  cellular   6   may     1347        2   363        1  failure 1        0
#> 1605   unknown  23   may      158        3    -1        0  unknown 0        0
#> 1606   unknown  29   may      158        1    -1        0  unknown 0        0
#> 1607   unknown   9   may      161        2    -1        0  unknown 0        0
#> 1608  cellular   3   feb      541        1    -1        0  unknown 0        0
#> 1609  cellular  15   may       48        1    -1        0  unknown 0        0
#> 1610   unknown   9   dec       10        1    -1        0  unknown 0        0
#> 1611  cellular   6   aug      996        1    -1        0  unknown 1        0
#> 1612  cellular  20   nov      194        4   188        8    other 0        0
#> 1613  cellular  17   nov      223        1    96        2  failure 0        0
#> 1614   unknown  29   may      473        1    -1        0  unknown 0        0
#> 1615  cellular  12   aug      433        3    -1        0  unknown 0        0
#> 1616  cellular  28   aug      322        7    -1        0  unknown 0        0
#> 1617  cellular   5   feb       99        1    93        3  success 0        0
#> 1618  cellular  17   apr       20        2   238        2  failure 0        0
#> 1619  cellular   9   jul      296        1    -1        0  unknown 0        0
#> 1620  cellular  19   nov      112        1    -1        0  unknown 0        0
#> 1621  cellular  14   may      171        4    -1        0  unknown 0        0
#> 1622  cellular  24   jul      129        2    -1        0  unknown 0        0
#> 1623  cellular  20   nov      180        1   185        2  failure 0        0
#> 1624  cellular  15   may       71        3    -1        0  unknown 0        0
#> 1625  cellular  30   apr      315        1   182        2  success 1        0
#> 1626  cellular  13   aug      142        4    -1        0  unknown 0        0
#> 1627   unknown  12   may      396        3    -1        0  unknown 0        1
#> 1628   unknown  14   may        7        1    -1        0  unknown 0        1
#> 1629   unknown   8   may      230        4    -1        0  unknown 0        0
#> 1630  cellular  30   jul      192        3    -1        0  unknown 0        1
#> 1631  cellular  17   jul       67        1    -1        0  unknown 0        0
#> 1632   unknown  20   jun       16        8    -1        0  unknown 0        0
#> 1633   unknown  27   jun      151        2    -1        0  unknown 0        0
#> 1634  cellular  16   apr      399        1    -1        0  unknown 0        0
#> 1635   unknown   8   may      133        2    -1        0  unknown 0        0
#> 1636  cellular  14   aug      253        1    -1        0  unknown 0        1
#> 1637   unknown   9   jun      181        1    -1        0  unknown 0        0
#> 1638  cellular  18   may      156        5   297        1    other 0        0
#> 1639  cellular  21   jul      808        5    -1        0  unknown 0        0
#> 1640  cellular  21   jul      368        2    -1        0  unknown 0        0
#> 1641   unknown   6   jun      466        2    -1        0  unknown 0        0
#> 1642   unknown   2   jun      747        2    -1        0  unknown 1        0
#> 1643  cellular  28   jan      368        1    -1        0  unknown 0        0
#> 1644  cellular   9   jul      625        1    -1        0  unknown 1        0
#> 1645  cellular   8   aug      103        4    -1        0  unknown 0        0
#> 1646  cellular   2   aug      300        3    -1        0  unknown 0        1
#> 1647  cellular  15   apr     1187        2   320        2  success 0        0
#> 1648  cellular  13   aug      310        2    -1        0  unknown 0        0
#> 1649  cellular   7   aug      324        3    -1        0  unknown 0        0
#> 1650  cellular  10   jul       57        3    -1        0  unknown 0        1
#> 1651  cellular  20   nov      564        2   183        1  failure 0        0
#> 1652  cellular  14   may       83        2    -1        0  unknown 0        0
#> 1653  cellular   8   jul      123        1    -1        0  unknown 0        0
#> 1654  cellular  19   aug      145       10    -1        0  unknown 0        0
#> 1655  cellular   7   apr      221        2   267        3    other 0        0
#> 1656  cellular   3   jun      203        2    -1        0  unknown 0        0
#> 1657 telephone  28   jan      653        3    -1        0  unknown 0        0
#> 1658   unknown  23   may      385        1    -1        0  unknown 0        0
#> 1659  cellular  11   may      133        1    -1        0  unknown 0        1
#> 1660  cellular  21   jul      112        1    -1        0  unknown 0        0
#> 1661   unknown   5   jun       85        3    -1        0  unknown 0        0
#> 1662   unknown  18   jun      113        2    -1        0  unknown 0        0
#> 1663  cellular  20   apr      223        1    -1        0  unknown 0        0
#> 1664  cellular  25   jul      126        1    -1        0  unknown 0        0
#> 1665  cellular  14   may      526        3   179        3  success 1        0
#> 1666  cellular  17   nov       80        2    -1        0  unknown 0        0
#> 1667  cellular   4   aug       71        1    -1        0  unknown 0        0
#> 1668  cellular  13   may       62        3    -1        0  unknown 0        0
#> 1669   unknown  16   may      698        1    -1        0  unknown 0        0
#> 1670  cellular  30   jul       69        4    -1        0  unknown 0        0
#> 1671   unknown   5   jun      127        4    -1        0  unknown 0        0
#> 1672  cellular  18   may       19        4   374        1    other 0        0
#> 1673   unknown  28   may      507        2    -1        0  unknown 0        1
#> 1674  cellular  11   jul      252        1    -1        0  unknown 0        0
#> 1675  cellular  28   jul      152        4    -1        0  unknown 0        0
#> 1676  cellular   7   aug      126        1    -1        0  unknown 0        0
#> 1677 telephone   3   feb      226        2    -1        0  unknown 0        1
#> 1678  cellular  29   aug      255        2    -1        0  unknown 0        0
#> 1679  cellular   4   aug      190        1    -1        0  unknown 0        0
#> 1680  cellular  22   jul      107        2    -1        0  unknown 0        0
#> 1681   unknown   5   nov      204        1    -1        0  unknown 1        0
#> 1682  cellular  15   may      320        3   371        2  failure 0        0
#> 1683  cellular  13   may       78        2    -1        0  unknown 0        0
#> 1684  cellular  17   apr      728        1   316        3    other 0        1
#> 1685  cellular  12   may      418        1    -1        0  unknown 0        0
#> 1686  cellular  29   jan       76        2    -1        0  unknown 0        1
#> 1687  cellular   6   apr      317        1   363        2  success 1        0
#> 1688  cellular  31   jul      142        2    -1        0  unknown 0        0
#> 1689  cellular  20   nov       80        5   198        2  failure 0        0
#> 1690   unknown   7   may      188        2    -1        0  unknown 0        0
#> 1691  cellular  19   nov      392        3    -1        0  unknown 0        0
#> 1692  cellular   7   jul      166        1    -1        0  unknown 0        0
#> 1693  cellular  22   jul      344        3    -1        0  unknown 0        0
#> 1694   unknown  15   may      138        2    -1        0  unknown 0        0
#> 1695  cellular  10   aug      134        3   194        1  failure 0        0
#> 1696  cellular   9   jul      116        1   301        1    other 0        1
#> 1697  cellular   4   feb       38        8    -1        0  unknown 0        0
#> 1698  cellular  22   jul      728        8    -1        0  unknown 0        0
#> 1699  cellular   6   may       20        1   342        1  failure 0        0
#> 1700  cellular  18   nov       77        1   127        3  failure 0        0
#> 1701  cellular   8   jul      218        3    -1        0  unknown 0        0
#> 1702   unknown   9   jun      291        3    -1        0  unknown 0        0
#> 1703   unknown  12   may       92        3    -1        0  unknown 0        1
#> 1704  cellular  13   may      850        1    -1        0  unknown 1        0
#> 1705   unknown  29   may     2260        2    -1        0  unknown 0        0
#> 1706   unknown  28   may      139        2    -1        0  unknown 0        0
#> 1707  cellular   9   jul      127        1    -1        0  unknown 0        0
#> 1708 telephone  20   nov      281        2   195        6  failure 0        0
#> 1709  cellular   2   feb       19        6    -1        0  unknown 0        0
#> 1710  cellular  13   apr      137        1   333        2    other 0        0
#> 1711   unknown   9   may       85        2    -1        0  unknown 0        0
#> 1712  cellular   7   aug      147        3    -1        0  unknown 0        0
#> 1713  cellular  29   oct      408        2    -1        0  unknown 0        1
#> 1714   unknown  16   jun      154        3    -1        0  unknown 0        0
#> 1715  cellular  15   jul      779        2    -1        0  unknown 0        0
#> 1716   unknown   6   may      204        1    -1        0  unknown 0        0
#> 1717  cellular  12   aug      473        6    -1        0  unknown 1        0
#> 1718   unknown  14   may      125        1    -1        0  unknown 0        0
#> 1719   unknown  15   may      101        1    -1        0  unknown 0        0
#> 1720  cellular  22   jul      662        1    -1        0  unknown 0        1
#> 1721  cellular  14   aug      260        7    -1        0  unknown 0        0
#> 1722  cellular   7   may      103        1   363        1  failure 0        0
#> 1723   unknown   8   may      136        2    -1        0  unknown 0        0
#> 1724  cellular  15   jul      159        6    -1        0  unknown 0        0
#> 1725  cellular  18   may       32        2    -1        0  unknown 0        1
#> 1726   unknown  20   may      129        2    -1        0  unknown 0        0
#> 1727   unknown  15   sep      173        1    -1        0  unknown 0        0
#> 1728  cellular  29   aug      128        2    -1        0  unknown 0        0
#> 1729  cellular  28   jan     1232        1    -1        0  unknown 1        0
#> 1730   unknown  23   may      260        3    -1        0  unknown 0        0
#> 1731  cellular  18   nov      167        5    -1        0  unknown 0        0
#> 1732 telephone  19   feb      255        3    -1        0  unknown 0        0
#> 1733   unknown  20   jun      973        2    -1        0  unknown 1        0
#> 1734  cellular   2   feb      266        2    -1        0  unknown 0        0
#> 1735   unknown   4   jul      121        1    -1        0  unknown 0        0
#> 1736   unknown  26   may      111        1    -1        0  unknown 0        1
#> 1737   unknown   4   jun       92        2    -1        0  unknown 0        0
#> 1738  cellular  14   jul      287        2    -1        0  unknown 0        0
#> 1739  cellular  20   nov      141        2    -1        0  unknown 0        0
#> 1740 telephone  27   aug       23        9    -1        0  unknown 0        0
#> 1741 telephone  20   apr        5        3   150        6  failure 0        0
#> 1742  cellular  11   aug      222        3   182        4  success 1        0
#> 1743   unknown  23   may      178        1    -1        0  unknown 0        0
#> 1744   unknown   9   may       45        1    -1        0  unknown 0        0
#> 1745  cellular  14   may      419        1   360        4  failure 0        0
#> 1746  cellular  14   may      156        1    -1        0  unknown 0        1
#> 1747  cellular   8   jul      104        2    -1        0  unknown 0        0
#> 1748  cellular  19   aug       51        2    -1        0  unknown 0        0
#> 1749 telephone  28   aug       44       12    -1        0  unknown 0        0
#> 1750  cellular  11   may      701        1   362        1  success 1        0
#> 1751   unknown  12   jun      252        1    -1        0  unknown 0        0
#> 1752  cellular  11   may       93        2    -1        0  unknown 0        1
#> 1753  cellular   2   jun      690        1    -1        0  unknown 1        0
#> 1754   unknown  28   may       62        2    -1        0  unknown 0        1
#> 1755   unknown  28   may      103        2    -1        0  unknown 0        0
#> 1756  cellular  15   apr       61        3    -1        0  unknown 0        0
#> 1757   unknown  27   may      241        1    -1        0  unknown 0        0
#> 1758  cellular   7   jul      209        1    -1        0  unknown 0        1
#> 1759  cellular  20   apr      627        5    -1        0  unknown 0        0
#> 1760 telephone  13   may       26        1   174        2  failure 0        0
#> 1761   unknown   3   jun      231       12    -1        0  unknown 0        0
#> 1762  cellular  11   aug     1363        1    -1        0  unknown 1        1
#> 1763   unknown  12   may       78        3    -1        0  unknown 0        0
#> 1764   unknown  15   may      295        2    -1        0  unknown 0        0
#> 1765  cellular  29   jan      273        1    -1        0  unknown 0        0
#> 1766  cellular  29   apr      375        1    -1        0  unknown 1        0
#> 1767 telephone   2   mar       88        3    -1        0  unknown 0        0
#> 1768   unknown   7   may       83        2    -1        0  unknown 0        0
#> 1769  cellular  18   aug      350        6    -1        0  unknown 0        0
#> 1770   unknown  13   may      146        1    -1        0  unknown 0        0
#> 1771  cellular  26   jul      183        1   221        2  failure 1        0
#> 1772  cellular  20   nov      175        1    -1        0  unknown 0        0
#> 1773   unknown  19   may      198        1    -1        0  unknown 0        0
#> 1774 telephone  15   may       23        3   346       10  failure 0        0
#> 1775  cellular  17   jul       58        1    -1        0  unknown 0        0
#> 1776   unknown   9   may     1080        5    -1        0  unknown 0        0
#> 1777   unknown  19   jun      172        1    -1        0  unknown 0        1
#> 1778  cellular  14   apr      184        1    -1        0  unknown 1        0
#> 1779  cellular  27   aug      276        3    -1        0  unknown 0        0
#> 1780   unknown  21   may      208        3    -1        0  unknown 0        0
#> 1781 telephone  11   may      544        3    -1        0  unknown 0        0
#> 1782  cellular  20   apr      219        4    -1        0  unknown 0        0
#> 1783  cellular  19   aug       97        5    -1        0  unknown 0        0
#> 1784   unknown  27   may       56        2    -1        0  unknown 0        0
#> 1785  cellular  21   aug      111        2    -1        0  unknown 0        0
#> 1786  cellular   2   feb       87        2   265        3    other 0        0
#> 1787  cellular  18   may       42        1    -1        0  unknown 0        0
#> 1788   unknown   9   jun       21       37    -1        0  unknown 0        1
#> 1789   unknown   6   jun      175        2    -1        0  unknown 0        0
#> 1790 telephone  17   jul      109        3    -1        0  unknown 0        0
#> 1791  cellular  25   nov       92        2    -1        0  unknown 0        0
#> 1792  cellular   8   may      151        4   171       11    other 0        0
#> 1793  cellular  18   may       55        1    -1        0  unknown 0        0
#> 1794  cellular   3   apr      179        3    -1        0  unknown 0        0
#> 1795  cellular  22   aug      283        1    -1        0  unknown 0        0
#> 1796   unknown   1   sep       20        1   478        2    other 0        0
#> 1797  cellular  19   nov      354        2    -1        0  unknown 0        0
#> 1798  cellular   9   feb       11        7    -1        0  unknown 0        1
#> 1799  cellular  16   apr     1463        2    -1        0  unknown 1        0
#> 1800  cellular  18   may      695        2    -1        0  unknown 0        1
#> 1801   unknown  20   may      235        2    -1        0  unknown 0        0
#> 1802   unknown  30   may      119        2    -1        0  unknown 0        0
#> 1803  cellular   9   aug      305        1    91        2    other 0        0
#> 1804  cellular  18   nov      124        1   175        1  failure 0        0
#> 1805   unknown  29   may      167        1    -1        0  unknown 0        0
#> 1806   unknown  29   may      859        2    -1        0  unknown 0        1
#> 1807  cellular   6   may      362        2   307        1  failure 0        0
#> 1808  cellular   4   feb       93        1    -1        0  unknown 0        0
#> 1809  cellular  22   aug       73       15    -1        0  unknown 0        0
#> 1810   unknown   7   may      130        4    -1        0  unknown 0        0
#> 1811  cellular  13   aug      102        1   105        1  success 0        0
#> 1812  cellular  17   apr      550        1   325        1    other 0        1
#> 1813  cellular  20   nov      203        1    -1        0  unknown 0        0
#> 1814  cellular  25   aug      192        1   193        1  success 1        0
#> 1815  cellular  11   may      764        4    -1        0  unknown 0        0
#> 1816 telephone  10   jul      139        1    -1        0  unknown 0        0
#> 1817  cellular  28   jul       73        7    -1        0  unknown 0        1
#> 1818  cellular  18   may      599        1   306        4  success 0        0
#> 1819 telephone  11   nov      133        1    -1        0  unknown 0        0
#> 1820  cellular  14   jul      191        3    -1        0  unknown 0        0
#> 1821   unknown  19   may      105        1    -1        0  unknown 0        1
#> 1822  cellular  19   aug      193        2    -1        0  unknown 0        0
#> 1823  cellular  13   may      174        2    -1        0  unknown 0        0
#> 1824  cellular  10   feb      511        3   183        6  success 1        0
#> 1825 telephone  20   nov       59        1    -1        0  unknown 0        0
#> 1826   unknown  20   may       91        1    -1        0  unknown 0        0
#> 1827  cellular  21   nov       91        2    -1        0  unknown 0        0
#> 1828  cellular  18   nov      231        1    96        2    other 0        0
#> 1829  cellular  30   nov      210        3    -1        0  unknown 0        0
#> 1830   unknown  20   jun      333       15    -1        0  unknown 0        0
#> 1831  cellular   8   apr      335        2    -1        0  unknown 0        1
#> 1832  cellular  25   jul      936        1    -1        0  unknown 0        1
#> 1833  cellular  31   jul      434        4    -1        0  unknown 0        0
#> 1834  cellular   8   aug      629        4    -1        0  unknown 0        0
#> 1835  cellular   7   may      128        1    -1        0  unknown 0        1
#> 1836  cellular  17   jul      235        2    -1        0  unknown 0        0
#> 1837  cellular  29   jan      379        1   192        1  failure 0        1
#> 1838  cellular  19   aug      281        2    -1        0  unknown 0        0
#> 1839  cellular  12   aug      249        1   104        1  success 0        1
#> 1840  cellular  26   aug       26       10    -1        0  unknown 0        0
#> 1841   unknown  11   jun      148        1    -1        0  unknown 0        0
#> 1842  cellular  10   jul      182        1    -1        0  unknown 0        0
#> 1843  cellular  29   jul       54        7    -1        0  unknown 0        0
#> 1844   unknown  15   may      644        2    -1        0  unknown 0        0
#> 1845   unknown   7   may      107        1    -1        0  unknown 0        0
#> 1846   unknown  26   jun      565        3    -1        0  unknown 0        0
#> 1847  cellular  22   oct      168        2    -1        0  unknown 0        0
#> 1848  cellular   8   jul       59        1    -1        0  unknown 0        0
#> 1849   unknown  18   jun      521       11    -1        0  unknown 0        0
#> 1850  cellular  18   aug      119        3    -1        0  unknown 0        0
#> 1851  cellular  15   mar      192        1   185        2  success 1        0
#> 1852  cellular  11   aug      179        4    -1        0  unknown 0        0
#> 1853  cellular  12   may       98        1    77        5  failure 0        0
#> 1854   unknown   5   may      225        2    -1        0  unknown 0        0
#> 1855  cellular  20   nov      611        3    -1        0  unknown 0        0
#> 1856   unknown  21   may      281       15    -1        0  unknown 0        0
#> 1857  cellular  30   jan      427        1    -1        0  unknown 0        0
#> 1858  cellular  20   apr      181        2   270        2  failure 0        0
#> 1859  cellular  23   jul       70        5    -1        0  unknown 0        0
#> 1860   unknown   5   jun      348        1    -1        0  unknown 0        0
#> 1861   unknown   3   jun      266       10    -1        0  unknown 0        0
#> 1862  cellular  15   jul      514        5    -1        0  unknown 1        0
#> 1863  cellular  13   may      224        1   370        2  failure 0        0
#> 1864   unknown  30   may       88        2    -1        0  unknown 0        0
#> 1865  cellular   8   apr       72        1    -1        0  unknown 0        1
#> 1866   unknown  13   may      173        1    -1        0  unknown 0        0
#> 1867  cellular  20   nov      230        1    -1        0  unknown 0        0
#> 1868  cellular  20   apr      156        1    -1        0  unknown 0        0
#> 1869   unknown  20   jun       11       15    -1        0  unknown 0        0
#> 1870  cellular  24   apr      173        2    -1        0  unknown 0        0
#> 1871  cellular  20   apr      167        1   350        1  failure 0        0
#> 1872 telephone   8   jul      132        7    -1        0  unknown 0        0
#> 1873   unknown  14   may      110        1    -1        0  unknown 0        0
#> 1874 telephone  16   mar      294        1   274        2  failure 0        0
#> 1875  cellular   5   aug      202        1    -1        0  unknown 0        0
#> 1876   unknown  20   jun       10        2    -1        0  unknown 0        0
#> 1877  cellular  30   jul     1037       24    -1        0  unknown 0        0
#> 1878   unknown  26   may      155        2    -1        0  unknown 0        0
#> 1879  cellular  26   feb      480        2   189        1  failure 0        0
#> 1880   unknown  16   jun      505        1    -1        0  unknown 0        0
#> 1881  cellular  13   aug      904        6    -1        0  unknown 1        0
#> 1882  cellular   9   apr      765        3    -1        0  unknown 0        0
#> 1883  cellular   8   aug      448        5    -1        0  unknown 0        0
#> 1884   unknown  12   nov      114        1   170        3  failure 1        0
#> 1885  cellular  28   jan      246        1    -1        0  unknown 0        0
#> 1886   unknown  18   jun      604        6    -1        0  unknown 0        0
#> 1887  cellular   2   jun       80        1    92        1  failure 0        0
#> 1888   unknown  16   jun      362        3    -1        0  unknown 0        0
#> 1889  cellular  19   aug      166        2    -1        0  unknown 0        0
#> 1890  cellular   2   jun      282        2   385        1  success 1        0
#> 1891   unknown   7   may      123        1    -1        0  unknown 0        0
#> 1892   unknown   6   jun      109        1    -1        0  unknown 0        0
#> 1893  cellular  19   nov       68        1    -1        0  unknown 0        0
#> 1894 telephone  19   nov       53        1    -1        0  unknown 0        0
#> 1895   unknown   2   jun       97        4    -1        0  unknown 0        0
#> 1896   unknown  29   may      751        3    -1        0  unknown 1        0
#> 1897  cellular   8   jul      154        1    -1        0  unknown 0        0
#> 1898  cellular  17   nov      106        1    -1        0  unknown 0        0
#> 1899  cellular  12   aug      428        2    -1        0  unknown 0        0
#> 1900  cellular   6   may      228        2    -1        0  unknown 0        0
#> 1901  cellular  24   jul      347        5    -1        0  unknown 0        0
#> 1902  cellular  18   nov       87        1    -1        0  unknown 0        0
#> 1903  cellular   8   jul      413        1    -1        0  unknown 0        0
#> 1904  cellular  15   may      170        2    -1        0  unknown 0        1
#> 1905   unknown  16   may      211        2    -1        0  unknown 0        0
#> 1906  cellular  20   apr      143        4    -1        0  unknown 0        0
#> 1907  cellular   6   may      219        2    -1        0  unknown 0        0
#> 1908   unknown   9   may      188        2    -1        0  unknown 0        0
#> 1909  cellular   7   aug      305        1   179        5    other 0        0
#> 1910  cellular  12   may      313        1    -1        0  unknown 0        0
#> 1911  cellular  21   nov      285        3   116        4  failure 0        0
#> 1912  cellular  30   jan      771        1    -1        0  unknown 1        0
#> 1913  cellular  10   aug      170        2    -1        0  unknown 0        0
#> 1914   unknown   6   jun      101        2    -1        0  unknown 0        0
#> 1915  cellular  16   jul      171        6    -1        0  unknown 0        0
#> 1916 telephone  12   may       52        1    -1        0  unknown 0        0
#> 1917  cellular   4   aug      561        1   435        3  failure 1        0
#> 1918   unknown  16   may       33        1    -1        0  unknown 0        0
#> 1919   unknown  11   jun       36        2    -1        0  unknown 0        0
#> 1920 telephone   6   feb       35        3    -1        0  unknown 0        0
#> 1921  cellular  11   jul       47        2    -1        0  unknown 0        0
#> 1922   unknown  17   jun      269        1    -1        0  unknown 0        0
#> 1923  cellular   7   may      218        2   211        4  success 0        0
#> 1924  cellular  21   nov      119        2   171        1  failure 0        0
#> 1925  cellular   5   may      348        1    -1        0  unknown 0        0
#> 1926   unknown  20   may      100        1    -1        0  unknown 0        0
#> 1927 telephone  28   jan       88        2    -1        0  unknown 0        0
#> 1928  cellular  17   apr      273        2   254        2  failure 0        0
#> 1929  cellular  11   may       54        1    -1        0  unknown 0        0
#> 1930  cellular  27   may      161        1   100        3  success 0        0
#> 1931  cellular  11   aug      146        2    -1        0  unknown 0        0
#> 1932  cellular  22   jul      211        3    -1        0  unknown 0        0
#> 1933   unknown  19   may      552        3    -1        0  unknown 1        0
#> 1934  cellular  22   jul      400        2    -1        0  unknown 0        0
#> 1935   unknown   3   jun      366        1    -1        0  unknown 0        0
#> 1936 telephone   5   feb        8        7   189       18    other 0        0
#> 1937   unknown  14   may       57        2    -1        0  unknown 0        0
#> 1938  cellular  19   oct      167        3    -1        0  unknown 0        0
#> 1939  cellular  28   aug       36        3    -1        0  unknown 0        0
#> 1940  cellular   3   feb      150        4    -1        0  unknown 0        0
#> 1941  cellular   3   jun      187        1    20        1    other 1        0
#> 1942  cellular  16   jul      226        1    -1        0  unknown 0        0
#> 1943  cellular   2   sep      799        2    -1        0  unknown 1        1
#> 1944  cellular  14   may      178        7   365        5    other 0        0
#> 1945 telephone  20   nov      281        2    -1        0  unknown 0        0
#> 1946  cellular  17   aug      551        2    -1        0  unknown 0        0
#> 1947   unknown  18   jun      332        2    -1        0  unknown 0        0
#> 1948 telephone   6   feb      381        6   213        9  failure 0        0
#> 1949  cellular   5   feb      401        2     8        3    other 0        0
#> 1950   unknown  15   may      226        2    -1        0  unknown 0        0
#> 1951  cellular   6   aug       99        4    -1        0  unknown 0        0
#> 1952   unknown  14   may      451        3    -1        0  unknown 0        0
#> 1953   unknown   5   may      381        2    -1        0  unknown 0        0
#> 1954   unknown   7   may      127        1    -1        0  unknown 0        0
#> 1955  cellular  28   jan      315        1    -1        0  unknown 0        0
#> 1956  cellular  14   sep      112        2    24        2    other 0        1
#> 1957   unknown  29   may      201        1    -1        0  unknown 0        0
#> 1958   unknown  27   may      293        2    -1        0  unknown 0        0
#> 1959  cellular  13   may      499        3    -1        0  unknown 0        0
#> 1960  cellular  10   jul       48        2    -1        0  unknown 0        0
#> 1961  cellular   5   may      494        1    -1        0  unknown 1        0
#> 1962  cellular   4   feb      147        1   253        7    other 0        0
#> 1963  cellular  20   nov       23        1    -1        0  unknown 0        0
#> 1964   unknown   5   may      787        1    -1        0  unknown 0        0
#> 1965  cellular   4   feb      605        1    -1        0  unknown 0        0
#> 1966  cellular   8   jul       82        1    -1        0  unknown 0        0
#> 1967   unknown   1   jul      484        1    -1        0  unknown 0        0
#> 1968   unknown  23   may       61        2    -1        0  unknown 0        0
#> 1969  cellular  12   may       78        5    -1        0  unknown 0        0
#> 1970  cellular  16   apr      132        2    -1        0  unknown 0        0
#> 1971  cellular   5   feb      642        1   167        2  failure 1        0
#> 1972   unknown  20   jun        6       17    -1        0  unknown 0        0
#> 1973  cellular  14   jul       53        8    -1        0  unknown 0        0
#> 1974   unknown   9   may     1178        4    -1        0  unknown 0        0
#> 1975  cellular  29   jan      147        1   195        1    other 0        0
#> 1976   unknown  21   may      236        1    -1        0  unknown 0        0
#> 1977  cellular  28   jan      978        2   189        1    other 0        0
#> 1978   unknown  26   may      296        1    -1        0  unknown 0        0
#> 1979   unknown   9   may      479        2    -1        0  unknown 0        0
#> 1980   unknown  14   may      188        1    -1        0  unknown 0        0
#> 1981   unknown  29   may      447        4    -1        0  unknown 0        0
#> 1982  cellular   7   may      356        2   286        3  failure 0        0
#> 1983   unknown   6   jun      136        1    -1        0  unknown 0        0
#> 1984   unknown  20   may       37        9    -1        0  unknown 0        0
#> 1985  cellular  19   nov       96        1    -1        0  unknown 0        0
#> 1986  cellular  18   may       44        4    -1        0  unknown 0        0
#> 1987  cellular  19   nov      186        2    -1        0  unknown 0        0
#> 1988   unknown  12   may       95        8    -1        0  unknown 0        0
#> 1989  cellular  22   aug      155        2    -1        0  unknown 0        0
#> 1990 telephone  17   jul      202        5    -1        0  unknown 0        0
#> 1991  cellular  30   jan      540        1     2        2    other 0        0
#> 1992  cellular   8   apr      169        1   231        2  failure 0        0
#> 1993  cellular  13   apr      256        5   181        2  success 1        1
#> 1994  cellular   4   may      191        3    -1        0  unknown 0        0
#> 1995  cellular  30   jul      151       10    -1        0  unknown 0        0
#> 1996  cellular  19   nov      131        3   133        3  failure 0        0
#> 1997  cellular   2   nov      131        2    -1        0  unknown 0        0
#> 1998  cellular   5   feb      590        5    -1        0  unknown 0        0
#> 1999  cellular  18   nov      178        1   127        7    other 0        0
#> 2000   unknown  18   jun       64        2    -1        0  unknown 0        0
#> 2001  cellular   9   feb      247        5    -1        0  unknown 0        0
#> 2002  cellular  19   aug      120        6    -1        0  unknown 0        0
#> 2003  cellular  11   aug      108        1    99        7  failure 0        0
#> 2004  cellular   3   jul      257        1    -1        0  unknown 1        1
#> 2005  cellular  13   may      562        2   174        2  success 0        0
#> 2006  cellular  17   apr      126        3   345        2    other 0        0
#> 2007  cellular   4   jul       95        2    -1        0  unknown 0        0
#> 2008   unknown   5   jun      508        2    -1        0  unknown 1        0
#> 2009  cellular   8   aug      121        2    -1        0  unknown 0        0
#> 2010  cellular  20   nov      166        3    -1        0  unknown 0        0
#> 2011  cellular  28   jan      155        1    -1        0  unknown 0        0
#> 2012  cellular  27   apr      159        3    -1        0  unknown 1        0
#> 2013   unknown   7   may      212        2    -1        0  unknown 0        0
#> 2014  cellular  14   aug      221        6    -1        0  unknown 0        0
#> 2015   unknown  20   may      169        4    -1        0  unknown 0        0
#> 2016   unknown   2   jun      442       11    -1        0  unknown 0        1
#> 2017   unknown  26   may      120        1    -1        0  unknown 0        1
#> 2018  cellular  28   may       85        1    -1        0  unknown 0        0
#> 2019   unknown   6   may      245        1    -1        0  unknown 0        0
#> 2020  cellular  29   jan      187        2   185        8  failure 0        0
#> 2021  cellular  28   aug       68        2    -1        0  unknown 0        0
#> 2022  cellular  18   jan      163        1    -1        0  unknown 0        1
#> 2023   unknown  23   may       83        1    -1        0  unknown 0        0
#> 2024  cellular   4   aug      174        1    -1        0  unknown 0        0
#> 2025   unknown   7   may      214        2    -1        0  unknown 0        0
#> 2026   unknown  17   jun      209        3    -1        0  unknown 0        0
#> 2027  cellular  14   may      456        1   300        1  failure 1        0
#> 2028  cellular   8   may      127        1    -1        0  unknown 0        0
#> 2029  cellular  28   jul      817        2    -1        0  unknown 1        1
#> 2030  cellular  18   oct      375        2    -1        0  unknown 0        1
#> 2031  cellular  15   jun       29        1    -1        0  unknown 0        1
#> 2032   unknown  26   may      219        4    -1        0  unknown 0        0
#> 2033  cellular  18   may      109        2    -1        0  unknown 0        0
#> 2034 telephone   2   jun      128        1    -1        0  unknown 0        0
#> 2035   unknown  14   may       73        2    -1        0  unknown 0        0
#> 2036  cellular   6   feb      278        4    -1        0  unknown 0        0
#> 2037  cellular  31   jul       34       32    -1        0  unknown 0        1
#> 2038  cellular  16   nov      257        1    -1        0  unknown 1        0
#> 2039   unknown  16   may      844        1    -1        0  unknown 1        0
#> 2040  cellular  19   mar      167        1    -1        0  unknown 1        0
#> 2041  cellular   2   feb       12        3    -1        0  unknown 0        0
#> 2042  cellular   8   may      763        1    -1        0  unknown 1        1
#> 2043   unknown   2   jun      101        1    -1        0  unknown 0        0
#> 2044  cellular  18   nov      131        1    -1        0  unknown 0        0
#> 2045  cellular   4   aug      148        1    -1        0  unknown 0        0
#> 2046  cellular   5   feb      701        1    -1        0  unknown 0        0
#> 2047  cellular  20   nov      454        1    -1        0  unknown 1        0
#> 2048   unknown  20   jun      280        1    -1        0  unknown 0        0
#> 2049   unknown  26   may      265        4    -1        0  unknown 0        0
#> 2050   unknown   7   may      297        3    -1        0  unknown 0        0
#> 2051  cellular   5   aug      153        1    -1        0  unknown 0        0
#> 2052  cellular   3   feb      254        1    -1        0  unknown 0        0
#> 2053 telephone  11   may       30        4   304        2    other 0        0
#> 2054   unknown  27   may      125        4    -1        0  unknown 0        0
#> 2055  cellular   3   jun      114        1    -1        0  unknown 0        0
#> 2056  cellular   5   feb      136       10    -1        0  unknown 1        0
#> 2057  cellular   9   apr      208       12   337        1  failure 0        0
#> 2058  cellular  21   nov       86        1    -1        0  unknown 0        0
#> 2059  cellular  17   apr      949        2   254        6    other 1        0
#> 2060   unknown  19   jun      207        1    -1        0  unknown 0        0
#> 2061 telephone  19   nov      103        1    -1        0  unknown 0        0
#> 2062   unknown  13   may     1052        1    -1        0  unknown 0        0
#> 2063  cellular  30   apr      109        1    -1        0  unknown 0        0
#> 2064   unknown   4   jun      149        8    -1        0  unknown 0        0
#> 2065   unknown  11   jun      138        5    -1        0  unknown 0        0
#> 2066  cellular  13   may      341        1    -1        0  unknown 0        1
#> 2067  cellular  20   apr      184        2   151        1  failure 0        0
#> 2068   unknown  20   jun       75        3    -1        0  unknown 0        0
#> 2069  cellular  15   apr       87        2    -1        0  unknown 0        0
#> 2070  cellular  26   jan      413        2    -1        0  unknown 0        0
#> 2071 telephone   2   feb       35        1    -1        0  unknown 0        0
#> 2072 telephone   8   jul      104        3    -1        0  unknown 0        0
#> 2073  cellular  11   jul      487        3    -1        0  unknown 0        0
#> 2074  cellular   4   feb      146        1    -1        0  unknown 0        0
#> 2075 telephone   4   may      483        4    87        2  success 1        0
#> 2076  cellular  11   nov      248        1    -1        0  unknown 0        0
#> 2077 telephone   2   feb      803        1    -1        0  unknown 1        0
#> 2078   unknown  13   may       91        2    -1        0  unknown 0        0
#> 2079  cellular   4   jun       94        1    -1        0  unknown 0        0
#> 2080   unknown  12   may      325        3    -1        0  unknown 0        0
#> 2081  cellular  15   may       22        5    -1        0  unknown 0        0
#> 2082   unknown  30   may      130        2    -1        0  unknown 0        0
#> 2083  cellular  29   jan      383        2   206        1    other 0        0
#> 2084   unknown   7   may      207        1    -1        0  unknown 0        0
#> 2085   unknown  16   may      244        1    -1        0  unknown 0        0
#> 2086  cellular  21   nov       31        7    -1        0  unknown 0        0
#> 2087  cellular  12   may      493       10   362        1    other 0        0
#> 2088 telephone  28   jan      183        2    -1        0  unknown 0        1
#> 2089   unknown  16   may      541        5    -1        0  unknown 0        0
#> 2090   unknown  23   may      339        1    -1        0  unknown 0        0
#> 2091  cellular   2   apr      293        2   314        2  failure 0        0
#> 2092  cellular  17   apr      112        1    -1        0  unknown 0        0
#> 2093   unknown  11   jun      177        8    -1        0  unknown 0        0
#> 2094   unknown  28   may      173        4    -1        0  unknown 0        0
#> 2095   unknown   3   jun      258        1    -1        0  unknown 0        0
#> 2096   unknown  28   may      207        1    -1        0  unknown 0        0
#> 2097  cellular  25   aug      279        1   117        1  failure 0        0
#> 2098  cellular  19   jul     1148        1   276        2    other 1        0
#> 2099  cellular  19   nov      182        1    -1        0  unknown 0        0
#> 2100  cellular  18   aug      119        7    -1        0  unknown 0        0
#> 2101   unknown   6   may      246        1    -1        0  unknown 0        0
#> 2102   unknown  12   jun      137        1    -1        0  unknown 0        0
#> 2103  cellular  10   jul       68        1    -1        0  unknown 0        0
#> 2104  cellular  28   jan      214        1    -1        0  unknown 0        1
#> 2105   unknown  15   may      155        6    -1        0  unknown 0        0
#> 2106   unknown  17   jun      638       16    -1        0  unknown 0        0
#> 2107  cellular   6   aug      181        2    -1        0  unknown 0        0
#> 2108   unknown  21   may      103        1    -1        0  unknown 0        0
#> 2109  cellular  29   aug      214        7    -1        0  unknown 0        0
#> 2110  cellular  24   feb      104        3    -1        0  unknown 0        0
#> 2111   unknown   6   jun       59        3    -1        0  unknown 0        0
#> 2112  cellular  29   jul       33        1    -1        0  unknown 0        0
#> 2113   unknown  12   jun      153        6    -1        0  unknown 0        0
#> 2114  cellular  31   jul       29       10    -1        0  unknown 0        0
#> 2115   unknown  15   may      113        1    -1        0  unknown 0        0
#> 2116  cellular  10   feb      503        1    -1        0  unknown 1        0
#> 2117  cellular  18   aug       22        2    -1        0  unknown 0        0
#> 2118  cellular  14   apr      422        4    -1        0  unknown 0        0
#> 2119  cellular  29   jan      177        1    -1        0  unknown 0        1
#> 2120   unknown  27   may       99        1    -1        0  unknown 0        0
#> 2121 telephone   6   apr     1353        2   138        2  success 1        0
#> 2122 telephone  13   aug      181        1    -1        0  unknown 0        0
#> 2123  cellular  18   jul      516        1    -1        0  unknown 1        0
#> 2124  cellular  11   aug      331        7    -1        0  unknown 0        0
#> 2125  cellular   7   aug       44        2    -1        0  unknown 0        0
#> 2126  cellular  11   aug      230        2    -1        0  unknown 0        0
#> 2127  cellular  22   jul     1608       13    -1        0  unknown 1        1
#> 2128   unknown  15   may      192        1    -1        0  unknown 0        0
#> 2129  cellular   7   may      271        2    -1        0  unknown 0        0
#> 2130  cellular  27   oct       96        1   158        1  failure 0        0
#> 2131  cellular  14   jan      187        7    -1        0  unknown 1        0
#> 2132  cellular  18   may      145        1    -1        0  unknown 0        1
#> 2133  cellular  26   feb      771        1   171        1  success 1        0
#> 2134  cellular  24   jul      559        2    -1        0  unknown 0        0
#> 2135   unknown  29   may      187        3    -1        0  unknown 0        1
#> 2136   unknown  16   may       65        3    -1        0  unknown 0        0
#> 2137  cellular  18   aug      625        4    -1        0  unknown 1        0
#> 2138  cellular  21   nov      268        3    -1        0  unknown 0        0
#> 2139  cellular  11   may      128        3    -1        0  unknown 0        0
#> 2140  cellular  19   nov      201        2   174        3  success 0        0
#> 2141  cellular   7   may      124        1   338        2  failure 0        0
#> 2142  cellular   4   feb      260        2    -1        0  unknown 0        0
#> 2143   unknown  21   may       86        2    -1        0  unknown 0        1
#> 2144  cellular  12   may       30        7    -1        0  unknown 0        0
#> 2145  cellular  21   aug      184        3    -1        0  unknown 0        0
#> 2146  cellular  30   jan       82        2    -1        0  unknown 0        0
#> 2147   unknown   6   jun      223        3    -1        0  unknown 0        0
#> 2148  cellular  20   nov       75        2   119        2  success 0        0
#> 2149  cellular   9   jul       80        1    -1        0  unknown 0        0
#> 2150  cellular  31   jul       43        2    -1        0  unknown 0        0
#> 2151 telephone  31   aug      139        1    -1        0  unknown 0        1
#> 2152   unknown  19   jun       82        1    -1        0  unknown 0        0
#> 2153 telephone  12   may      370        2    -1        0  unknown 0        0
#> 2154  cellular  11   jul      271        5    -1        0  unknown 0        1
#> 2155  cellular  14   may       61        6    -1        0  unknown 0        0
#> 2156 telephone  31   jul       84        6    -1        0  unknown 0        0
#> 2157   unknown  28   may      513        2    -1        0  unknown 0        0
#> 2158  cellular  29   oct      140        2    -1        0  unknown 0        1
#> 2159  cellular  10   jul     1187        3    -1        0  unknown 1        1
#> 2160  cellular  31   mar      684        4    -1        0  unknown 0        0
#> 2161  cellular  30   jul      142        9    -1        0  unknown 0        0
#> 2162  cellular   9   jul      115        2    -1        0  unknown 0        0
#> 2163  cellular  29   jul      176        4    -1        0  unknown 0        0
#> 2164  cellular  18   jul      610        1    -1        0  unknown 1        0
#> 2165  cellular  18   may      261        1    -1        0  unknown 0        0
#> 2166  cellular  28   jul       68        3    -1        0  unknown 0        0
#> 2167  cellular  18   aug      242        5    -1        0  unknown 0        0
#> 2168  cellular  12   may       59        3    -1        0  unknown 0        0
#> 2169  cellular  20   nov      184        1    -1        0  unknown 0        0
#> 2170  cellular   2   feb      871        4    -1        0  unknown 0        0
#> 2171   unknown  23   may      777        2    -1        0  unknown 1        0
#> 2172  cellular  22   jul      153        1    -1        0  unknown 0        0
#> 2173   unknown   7   may       60        1    -1        0  unknown 0        0
#> 2174  cellular  20   aug      129        2    -1        0  unknown 0        0
#> 2175   unknown   9   jun       98        1    -1        0  unknown 0        0
#> 2176  cellular   8   jul      226        1    -1        0  unknown 0        0
#> 2177   unknown   4   jun      193       10    -1        0  unknown 0        0
#> 2178  cellular   9   feb      150        3    -1        0  unknown 0        0
#> 2179  cellular   3   jun      273        1    -1        0  unknown 0        0
#> 2180   unknown  18   jun       74        2    -1        0  unknown 0        0
#> 2181  cellular  30   apr      687        1     9        3  success 1        0
#> 2182  cellular  31   jul       48        3    -1        0  unknown 0        0
#> 2183  cellular  14   may      365        6    36        3  failure 0        0
#> 2184   unknown  27   may      374        9    -1        0  unknown 0        0
#> 2185  cellular  17   nov       91        2    -1        0  unknown 0        0
#> 2186  cellular  21   jul       76        3    -1        0  unknown 0        0
#> 2187  cellular   7   sep      337        1   186        1  success 1        0
#> 2188  cellular   7   may      239        3    -1        0  unknown 0        1
#> 2189   unknown  27   may      167        3    -1        0  unknown 0        1
#> 2190  cellular   2   jun      118        2    81        1  success 0        0
#> 2191  cellular  20   nov       48        1    -1        0  unknown 0        0
#> 2192  cellular  12   aug       96        2    -1        0  unknown 0        0
#> 2193   unknown  11   jun      140        1    -1        0  unknown 0        0
#> 2194   unknown   6   jun      463        4    -1        0  unknown 0        0
#> 2195  cellular  18   may       99        2    -1        0  unknown 0        0
#> 2196   unknown   9   may      226        2    -1        0  unknown 0        0
#> 2197  cellular   6   feb     1192        3    -1        0  unknown 0        1
#> 2198   unknown  16   may      243        3    -1        0  unknown 0        0
#> 2199   unknown  26   may      369        1    -1        0  unknown 0        0
#> 2200 telephone  30   jul      273        4    -1        0  unknown 0        0
#> 2201   unknown  18   jun     1009        1    -1        0  unknown 0        0
#> 2202  cellular   4   may       90        4    -1        0  unknown 0        1
#> 2203  cellular   8   aug       93        1    -1        0  unknown 0        0
#> 2204  cellular   4   may      233        2    -1        0  unknown 0        0
#> 2205   unknown   6   jun      262        2    -1        0  unknown 0        0
#> 2206  cellular  27   apr       99        1   329        4    other 0        0
#> 2207  cellular   5   jul      101        3    -1        0  unknown 0        0
#> 2208  cellular  21   nov       65        1    -1        0  unknown 0        0
#> 2209  cellular   6   may      667        2    -1        0  unknown 1        0
#> 2210   unknown  19   jun       34       31    -1        0  unknown 0        0
#> 2211   unknown  28   may      160        2    -1        0  unknown 0        1
#> 2212  cellular   3   apr      170        1    -1        0  unknown 0        0
#> 2213  cellular  12   aug      234        2    -1        0  unknown 0        0
#> 2214  cellular  13   may      354        1   370        2  failure 0        1
#> 2215  cellular  26   aug      131        2    -1        0  unknown 0        0
#> 2216  cellular   8   jul      606        2    -1        0  unknown 0        1
#> 2217  cellular   8   aug      433        2    -1        0  unknown 0        0
#> 2218  cellular  21   nov      208        3    91        4  failure 0        0
#> 2219  cellular  21   jul      100        4    -1        0  unknown 0        0
#> 2220   unknown   3   jun      825        1    -1        0  unknown 0        1
#> 2221  cellular  13   may      172        3   173        1    other 0        0
#> 2222  cellular  18   aug       71        3    -1        0  unknown 0        0
#> 2223  cellular  12   may       13        5    -1        0  unknown 0        1
#> 2224  cellular  27   aug      787       13    -1        0  unknown 0        0
#> 2225  cellular  11   aug      110        1    -1        0  unknown 0        0
#> 2226   unknown  20   may      265        1    -1        0  unknown 0        0
#> 2227  cellular  14   may       62        2    -1        0  unknown 0        0
#> 2228  cellular   4   feb     1052        2    -1        0  unknown 0        0
#> 2229  cellular  19   nov      339        3    -1        0  unknown 0        0
#> 2230   unknown  14   may      360        2    -1        0  unknown 0        0
#> 2231  cellular   7   jul      126        3    -1        0  unknown 0        0
#> 2232  cellular  18   nov      434        2    -1        0  unknown 0        0
#> 2233  cellular   7   jul       88        1    -1        0  unknown 0        0
#> 2234  cellular  27   aug       38        6    -1        0  unknown 0        0
#> 2235   unknown  18   jun       73        4    -1        0  unknown 0        0
#> 2236  cellular  25   aug      454        6    -1        0  unknown 0        0
#> 2237  cellular  22   aug       73        4    -1        0  unknown 0        0
#> 2238  cellular  20   nov       57        1    -1        0  unknown 0        0
#> 2239  cellular   7   jul      422        1    -1        0  unknown 0        0
#> 2240  cellular  11   may      360        1   370        1    other 0        0
#> 2241   unknown   8   may       80        1    -1        0  unknown 0        0
#> 2242  cellular  18   may       90        1    -1        0  unknown 0        0
#> 2243   unknown  12   may      325        4    -1        0  unknown 0        0
#> 2244   unknown   6   may      289        1    -1        0  unknown 0        0
#> 2245  cellular  22   feb      287        1   130        1  failure 0        0
#> 2246  cellular  17   jul      384        4    -1        0  unknown 0        0
#> 2247   unknown  19   jun      394        1    -1        0  unknown 0        0
#> 2248   unknown   9   may      390        2    -1        0  unknown 0        0
#> 2249   unknown   5   may      204        2    -1        0  unknown 0        1
#> 2250   unknown   3   jun      275        1    -1        0  unknown 0        0
#> 2251  cellular  17   apr      815        2    -1        0  unknown 0        0
#> 2252  cellular   8   mar      111        3   585        6    other 0        0
#> 2253  cellular  19   nov       73        1    -1        0  unknown 0        0
#> 2254   unknown  14   may      260        3    -1        0  unknown 0        0
#> 2255   unknown   4   jun       77        8    -1        0  unknown 0        0
#> 2256   unknown  30   may      567        2    -1        0  unknown 0        0
#> 2257  cellular  20   apr      207        1    -1        0  unknown 0        0
#> 2258  cellular  13   aug      150        4    -1        0  unknown 0        0
#> 2259  cellular  21   jul       56        1    -1        0  unknown 0        0
#> 2260 telephone  21   apr      403        1    -1        0  unknown 1        0
#> 2261  cellular  14   sep      409        1   398        1  failure 1        0
#> 2262  cellular  12   may      158        1   351        1  failure 0        0
#> 2263   unknown  18   jun      340        3    -1        0  unknown 0        0
#> 2264   unknown   6   may      448        1    -1        0  unknown 0        0
#> 2265  cellular  19   nov      599        4   100        2  failure 0        0
#> 2266  cellular  14   jul       69        2    -1        0  unknown 0        0
#> 2267  cellular  14   may     1094        2    -1        0  unknown 1        1
#> 2268  cellular  12   may      524        3   326        1    other 0        0
#> 2269   unknown  17   jun      205        1    -1        0  unknown 0        0
#> 2270   unknown  19   jun      573        1    -1        0  unknown 0        0
#> 2271  cellular   6   aug       72        4    -1        0  unknown 0        0
#> 2272  cellular   3   jun      157        1    -1        0  unknown 0        0
#> 2273  cellular  12   apr      143        1    -1        0  unknown 0        0
#> 2274  cellular   4   dec      720        5   536        5  failure 0        0
#> 2275  cellular  28   jul      127        6    -1        0  unknown 0        0
#> 2276   unknown  28   may      184        2    -1        0  unknown 0        1
#> 2277 telephone   7   may      202        2   167        1  failure 0        0
#> 2278   unknown  29   may      105        3    -1        0  unknown 0        0
#> 2279  cellular  30   jun      121        3   195        2    other 0        1
#> 2280  cellular  30   jan      334        1    -1        0  unknown 0        0
#> 2281  cellular  20   apr      159        2    -1        0  unknown 0        0
#> 2282  cellular  11   may       85        1    -1        0  unknown 0        0
#> 2283  cellular  12   may      176        2    89        5  success 1        0
#> 2284  cellular   9   apr      494        1    -1        0  unknown 0        0
#> 2285   unknown  28   may       66        7    -1        0  unknown 0        0
#> 2286  cellular  10   jul      526        1    -1        0  unknown 0        0
#> 2287  cellular  17   apr      200        3    -1        0  unknown 0        0
#> 2288  cellular  31   jul       98        5    -1        0  unknown 0        0
#> 2289   unknown   4   jul       88        1    -1        0  unknown 0        0
#> 2290  cellular  10   jul      162        6    -1        0  unknown 0        1
#> 2291  cellular   8   may      108        1    -1        0  unknown 0        0
#> 2292  cellular   6   may      401        1   336        2  failure 0        0
#> 2293  cellular  14   apr      401        1    -1        0  unknown 0        0
#> 2294 telephone  11   may      114        1   368        1  failure 0        0
#> 2295  cellular  18   aug      100        4    -1        0  unknown 0        0
#> 2296  cellular  15   may      238        1    -1        0  unknown 0        1
#> 2297   unknown  13   may      125        1    -1        0  unknown 0        1
#> 2298  cellular  19   aug      387        8    -1        0  unknown 0        0
#> 2299  cellular  28   aug      129        2    -1        0  unknown 0        0
#> 2300   unknown   9   jun      559        2    -1        0  unknown 0        0
#> 2301  cellular  11   sep      658        4    95        2    other 1        0
#> 2302  cellular  29   jan      219        1   246        1  failure 0        0
#> 2303   unknown  20   jun       17       10    -1        0  unknown 0        0
#> 2304   unknown   5   may      136        2    -1        0  unknown 0        0
#> 2305  cellular  21   nov      147        2   179        3  failure 0        0
#> 2306  cellular  16   apr      218        1   330        2  failure 0        0
#> 2307  cellular  20   nov      766        3    -1        0  unknown 0        0
#> 2308 telephone  18   jul      494        2    -1        0  unknown 0        0
#> 2309  cellular  22   may      566        7    -1        0  unknown 0        0
#> 2310  cellular   6   may      311        3   364        1  failure 0        0
#> 2311   unknown   5   jun      166        2    -1        0  unknown 0        0
#> 2312  cellular  19   aug      599        3    -1        0  unknown 0        0
#> 2313  cellular  18   nov       62        6    -1        0  unknown 0        0
#> 2314  cellular  18   feb      185        1    -1        0  unknown 1        1
#> 2315 telephone  15   may       36        2   176        2  failure 0        0
#> 2316  cellular  15   may      133        1    -1        0  unknown 0        0
#> 2317  cellular   6   may      207        1   342        1  failure 0        0
#> 2318  cellular  11   jul     1973        2    -1        0  unknown 1        0
#> 2319  cellular  21   jul      176        4    -1        0  unknown 0        0
#> 2320   unknown  21   may      162        1    -1        0  unknown 0        0
#> 2321  cellular  18   aug      445        3    -1        0  unknown 0        0
#> 2322  cellular  28   aug      119        2    95        3  success 0        0
#> 2323  cellular  17   apr      129        2   148        4    other 0        0
#> 2324   unknown  15   may      177        3    -1        0  unknown 0        0
#> 2325  cellular   9   jul      125        1    -1        0  unknown 0        0
#> 2326  cellular   2   aug      486        1   286        2  failure 0        0
#> 2327  cellular  14   may      167        4    -1        0  unknown 0        0
#> 2328   unknown   6   may      199        1    -1        0  unknown 0        0
#> 2329  cellular  14   may      201        2   365        2  failure 0        0
#> 2330  cellular   7   jul      142        3    -1        0  unknown 0        0
#> 2331   unknown  26   may      102        2    -1        0  unknown 0        0
#> 2332   unknown  18   jun      445        3    -1        0  unknown 0        0
#> 2333   unknown   4   jun      654        2    -1        0  unknown 0        1
#> 2334  cellular   8   may      346        1   368        1  failure 0        0
#> 2335   unknown  14   may      283        8    -1        0  unknown 0        0
#> 2336   unknown  14   may      137        2    -1        0  unknown 0        0
#> 2337  cellular   7   apr      487        1    -1        0  unknown 0        0
#> 2338   unknown  20   may       34        1    -1        0  unknown 0        0
#> 2339  cellular  16   apr      429        1    -1        0  unknown 0        0
#> 2340   unknown  25   jun      231        1    -1        0  unknown 0        0
#> 2341   unknown  20   may      777        3    -1        0  unknown 0        1
#> 2342   unknown  21   may      240        1    -1        0  unknown 0        0
#> 2343  cellular   3   nov      412        1    -1        0  unknown 1        0
#> 2344  cellular  20   aug      171        6    -1        0  unknown 0        0
#> 2345  cellular   9   feb      345        5    -1        0  unknown 0        0
#> 2346  cellular   7   jul      280        1    -1        0  unknown 0        0
#> 2347  cellular  20   aug       98        4    -1        0  unknown 0        0
#> 2348  cellular   8   mar      284        2    -1        0  unknown 0        0
#> 2349  cellular  15   apr      114        1    -1        0  unknown 0        0
#> 2350  cellular   8   may      225        1    -1        0  unknown 0        0
#> 2351 telephone  18   may       21        2    -1        0  unknown 0        0
#> 2352  cellular  17   nov       89        1   145        1  failure 0        0
#> 2353  cellular  29   jan      245        1    92        3  success 0        1
#> 2354  cellular  15   may      187        1   367        4  failure 0        1
#> 2355  cellular  24   jul      241        3    -1        0  unknown 0        0
#> 2356   unknown  21   may      192        1    -1        0  unknown 0        0
#> 2357  cellular  26   aug      146        9    -1        0  unknown 0        0
#> 2358  cellular   3   feb       35        7   265        5    other 0        0
#> 2359  cellular  11   sep      100        2    -1        0  unknown 1        0
#> 2360  cellular  13   may       27        5    -1        0  unknown 0        0
#> 2361 telephone  29   aug       17       18    -1        0  unknown 0        0
#> 2362   unknown  20   may      170        2    -1        0  unknown 0        0
#> 2363   unknown  19   may      182        2    -1        0  unknown 0        0
#> 2364   unknown   3   jun      327        1    -1        0  unknown 0        0
#> 2365   unknown  17   jun      285        1    -1        0  unknown 0        0
#> 2366  cellular  14   aug      156        2    -1        0  unknown 1        0
#> 2367   unknown  20   jun      228        5    -1        0  unknown 0        0
#> 2368  cellular  28   aug      226        9    -1        0  unknown 0        0
#> 2369  cellular   6   oct     1246        2    -1        0  unknown 1        0
#> 2370 telephone  11   may       75        4    -1        0  unknown 0        0
#> 2371   unknown  16   may      218        3    -1        0  unknown 0        0
#> 2372  cellular  11   sep      129        2    -1        0  unknown 0        0
#> 2373   unknown  13   may      518        1    -1        0  unknown 0        0
#> 2374  cellular  21   jul      222        1    -1        0  unknown 0        1
#> 2375  cellular   2   sep      140        2    -1        0  unknown 1        0
#> 2376  cellular  15   jun      181        2    -1        0  unknown 1        0
#> 2377   unknown  14   may       49        1    -1        0  unknown 0        0
#> 2378  cellular  21   jul      588        1    -1        0  unknown 0        0
#> 2379  cellular  13   may      152        4   366        3  failure 0        1
#> 2380  cellular  30   jul       72        9    -1        0  unknown 0        0
#> 2381  cellular  11   may      643        2    -1        0  unknown 0        0
#> 2382  cellular  20   oct      316        2    92        3  failure 0        0
#> 2383   unknown  16   may       46        1    -1        0  unknown 0        1
#> 2384   unknown   2   jun      218        2    -1        0  unknown 0        0
#> 2385  cellular  12   may      300        1   370        3  failure 0        0
#> 2386  cellular  12   aug      145       11    -1        0  unknown 0        0
#> 2387 telephone  13   may       43        1    -1        0  unknown 0        0
#> 2388  cellular  16   jul      101        3    -1        0  unknown 0        0
#> 2389   unknown   1   jul      381        4    -1        0  unknown 0        0
#> 2390  cellular   8   apr      245        1    -1        0  unknown 1        0
#> 2391 telephone  25   jul      511        1    -1        0  unknown 0        0
#> 2392  cellular  16   jul      254        2    -1        0  unknown 0        0
#> 2393  cellular  19   aug      321        2    -1        0  unknown 0        0
#> 2394  cellular  27   aug      281        5    -1        0  unknown 0        0
#> 2395 telephone  29   jul       64        4    -1        0  unknown 0        0
#> 2396  cellular   2   aug      108        3   277        1  success 1        0
#> 2397   unknown   7   may       96        3    -1        0  unknown 0        0
#> 2398   unknown  30   may      206        3    -1        0  unknown 0        0
#> 2399   unknown   6   may      310        1    -1        0  unknown 0        0
#> 2400  cellular  18   nov      399        1    -1        0  unknown 0        0
#> 2401   unknown  20   jun       92        3    -1        0  unknown 0        0
#> 2402  cellular  11   may      333        1    -1        0  unknown 0        0
#> 2403  cellular  10   jul      114        1    -1        0  unknown 0        0
#> 2404  cellular   7   may      245        5   366        2  failure 0        0
#> 2405   unknown  19   may      241        1    -1        0  unknown 0        0
#> 2406  cellular  19   nov       89        1   175        1    other 0        0
#> 2407   unknown  19   may      215        3    -1        0  unknown 0        0
#> 2408   unknown   4   jul      165        2    -1        0  unknown 0        0
#> 2409   unknown  28   may      328        1    -1        0  unknown 0        1
#> 2410  cellular  22   may      157        3    -1        0  unknown 0        0
#> 2411   unknown   5   may      357        1    -1        0  unknown 0        0
#> 2412   unknown   6   may      230        1    -1        0  unknown 0        0
#> 2413  cellular   7   aug      670        1    -1        0  unknown 1        0
#> 2414  cellular  20   apr       25        2    -1        0  unknown 0        0
#> 2415  cellular  15   may      132        2   359        2  failure 0        0
#> 2416  cellular  13   aug      123        2    -1        0  unknown 0        0
#> 2417  cellular   5   feb       67        2   202        1  failure 0        0
#> 2418   unknown  23   may      116        2    -1        0  unknown 0        1
#> 2419   unknown  27   may      157        2    -1        0  unknown 0        0
#> 2420 telephone  30   apr       71        2    -1        0  unknown 0        0
#> 2421   unknown  27   may       15       10    -1        0  unknown 0        1
#> 2422   unknown  28   may      565        2    -1        0  unknown 0        0
#> 2423  cellular  21   aug      140        5    -1        0  unknown 0        0
#> 2424  cellular  25   may      163        1    -1        0  unknown 0        0
#> 2425   unknown  20   jun      375        5    -1        0  unknown 0        0
#> 2426  cellular   9   apr      311        1   336        1  failure 0        0
#> 2427   unknown   6   may      203        2    -1        0  unknown 0        0
#> 2428   unknown   6   may      185        3    -1        0  unknown 0        0
#> 2429  cellular  20   apr      268        1    -1        0  unknown 0        0
#> 2430  cellular   5   aug      142        2    -1        0  unknown 0        0
#> 2431   unknown  15   may      334        3    -1        0  unknown 0        0
#> 2432   unknown  18   jun     1365        4    -1        0  unknown 0        0
#> 2433   unknown  18   nov      205        1    -1        0  unknown 0        0
#> 2434 telephone   4   may      222        6    -1        0  unknown 0        0
#> 2435   unknown   7   may      279        1    -1        0  unknown 0        0
#> 2436  cellular  11   nov       79        4    -1        0  unknown 0        0
#> 2437  cellular  12   may       17        7    -1        0  unknown 0        0
#> 2438 telephone  19   nov      142        4   169        5  failure 0        0
#> 2439  cellular   5   aug      996        2    -1        0  unknown 0        0
#> 2440  cellular  17   nov      190        2    -1        0  unknown 0        0
#> 2441  cellular  15   may        6        4    -1        0  unknown 0        1
#> 2442  cellular   4   may     1046        3   333        2  success 1        0
#> 2443   unknown  30   may       85        2    -1        0  unknown 0        0
#> 2444   unknown   6   may      254        2    -1        0  unknown 0        0
#> 2445   unknown  14   may      159        2    -1        0  unknown 0        0
#> 2446  cellular  20   aug       76        2    -1        0  unknown 0        0
#> 2447   unknown  29   may      131        1    -1        0  unknown 0        0
#> 2448   unknown   6   may      145        2    -1        0  unknown 0        0
#> 2449   unknown   3   jun      268        1    -1        0  unknown 0        0
#> 2450  cellular  26   aug      162       13    -1        0  unknown 0        0
#> 2451  cellular  22   aug      644        9    -1        0  unknown 0        0
#> 2452  cellular   7   may      113        2   345        1    other 0        0
#> 2453  cellular  31   jul       10        6    -1        0  unknown 0        0
#> 2454  cellular  11   may      565        2    -1        0  unknown 0        0
#> 2455  cellular   7   apr      389        1   266        2    other 0        0
#> 2456  cellular  14   jul      557        5    -1        0  unknown 0        0
#> 2457  cellular   5   may      338        4   288        2    other 0        0
#> 2458   unknown  11   jan       28        1    -1        0  unknown 0        0
#> 2459  cellular   4   feb      351        2    -1        0  unknown 0        0
#> 2460  cellular  28   apr      154        1   182        1  success 0        0
#> 2461  cellular  27   aug       11       22    -1        0  unknown 0        0
#> 2462  cellular  10   jul       66        1    -1        0  unknown 0        0
#> 2463   unknown  15   may      160        1    -1        0  unknown 0        0
#> 2464 telephone  17   nov       85        1    -1        0  unknown 0        0
#> 2465  cellular  29   aug       91        2    -1        0  unknown 0        0
#> 2466  cellular   2   feb      608        1    -1        0  unknown 0        0
#> 2467  cellular  18   may      160        2    -1        0  unknown 0        0
#> 2468   unknown  16   may        4        2    -1        0  unknown 0        0
#> 2469  cellular   3   jul      122        1    72        1  failure 0        0
#> 2470  cellular   6   aug      275        1    -1        0  unknown 0        0
#> 2471   unknown  13   may      266        2    -1        0  unknown 0        0
#> 2472  cellular  27   aug      267        3    -1        0  unknown 0        0
#> 2473   unknown  15   may      193        5    -1        0  unknown 0        0
#> 2474  cellular  14   may       12        8    -1        0  unknown 0        0
#> 2475  cellular   7   aug      119        1    99        3  failure 0        0
#> 2476  cellular  13   may      364        2   343        4  failure 0        0
#> 2477  cellular   4   jun      578        2    -1        0  unknown 1        0
#> 2478   unknown  28   may        8        4    -1        0  unknown 0        1
#> 2479  cellular  23   apr      164        1    -1        0  unknown 0        0
#> 2480  cellular  22   may      685        1   101        1    other 1        1
#> 2481  cellular   3   feb      224        1    -1        0  unknown 0        0
#> 2482  cellular  17   jul      923        2    -1        0  unknown 1        0
#> 2483 telephone  11   may      267        1   369        1  failure 0        0
#> 2484   unknown   2   jun      159        1    -1        0  unknown 0        0
#> 2485  cellular  22   jul      314        2    -1        0  unknown 0        0
#> 2486  cellular   6   apr     1138        2   138        1  failure 1        0
#> 2487   unknown  16   may      427        3    -1        0  unknown 0        0
#> 2488   unknown  12   may      346        4    -1        0  unknown 0        0
#> 2489  cellular   3   jun      539        1    -1        0  unknown 1        0
#> 2490  cellular  14   may      380        3    -1        0  unknown 0        0
#> 2491   unknown  13   may      227        2    -1        0  unknown 0        0
#> 2492 telephone  23   apr       77        2    -1        0  unknown 0        0
#> 2493   unknown  11   jun      138        1    -1        0  unknown 0        0
#> 2494   unknown  19   jun      142        1    -1        0  unknown 0        0
#> 2495  cellular  19   nov      697        2   184        3  failure 0        0
#> 2496  cellular   6   may       84        1   282        4  failure 0        0
#> 2497  cellular   5   feb       52        1   253        2  failure 0        0
#> 2498   unknown  27   may      318        1    -1        0  unknown 0        0
#> 2499   unknown   9   jun      100        1    -1        0  unknown 0        0
#> 2500   unknown  14   may      622        1    -1        0  unknown 0        0
#> 2501   unknown   9   jul      297        5    -1        0  unknown 0        0
#> 2502  cellular  17   apr      300        3   302        3  failure 0        0
#> 2503   unknown   3   jun      174        1    -1        0  unknown 0        0
#> 2504   unknown   2   jun      562        3    -1        0  unknown 0        0
#> 2505  cellular   3   jul      658        3    -1        0  unknown 1        1
#> 2506  cellular   8   jul      188        2    82        4    other 0        0
#> 2507  cellular  16   sep      190        1    -1        0  unknown 1        1
#> 2508  cellular   9   jun      106        4    -1        0  unknown 0        0
#> 2509  cellular  13   may      101        3    -1        0  unknown 0        1
#> 2510  cellular  11   may       34        1   361        7  failure 0        0
#> 2511  cellular   2   feb       60        1   271        1  failure 0        0
#> 2512  cellular  14   jul      221        3    -1        0  unknown 0        0
#> 2513  cellular  29   jan      373        1    -1        0  unknown 0        0
#> 2514   unknown   6   may      208        3    -1        0  unknown 0        0
#> 2515  cellular   2   jul      356        1    -1        0  unknown 1        0
#> 2516  cellular  24   may      260        1    77        9  failure 0        0
#> 2517  cellular   8   aug       41        2    -1        0  unknown 0        0
#> 2518  cellular  17   nov      696        2    -1        0  unknown 1        0
#> 2519   unknown  17   jun      100        8    -1        0  unknown 0        0
#> 2520  cellular  17   nov      360        2    -1        0  unknown 0        0
#> 2521  cellular  15   jul       83        2    -1        0  unknown 0        0
#> 2522  cellular  21   jul      898        5    -1        0  unknown 0        0
#> 2523 telephone  13   aug      562        2    -1        0  unknown 1        0
#> 2524  cellular   9   sep      204        1   365        1  success 1        0
#> 2525   unknown  26   may      796        1    -1        0  unknown 0        1
#> 2526 telephone  13   may      125        2   370        3  failure 0        0
#> 2527  cellular  15   jun      318        3    -1        0  unknown 0        0
#> 2528   unknown  27   may      207        2    -1        0  unknown 0        0
#> 2529   unknown   4   jun      151        2    -1        0  unknown 0        0
#> 2530  cellular  15   may      157        4    -1        0  unknown 0        0
#> 2531   unknown  20   jun       17        2    -1        0  unknown 0        0
#> 2532  cellular  22   sep      208        2    -1        0  unknown 1        0
#> 2533  cellular   2   jun      269        1    92        2  failure 0        0
#> 2534  cellular  12   may      189        1   326        5  failure 0        0
#> 2535  cellular  17   nov      266        2    -1        0  unknown 0        0
#> 2536  cellular   9   feb      102        4    -1        0  unknown 0        0
#> 2537   unknown   9   may      202        2    -1        0  unknown 0        0
#> 2538 telephone  28   jan       28        1    -1        0  unknown 0        0
#> 2539 telephone  15   jul      469        4    -1        0  unknown 0        0
#> 2540   unknown  12   may      246        1    -1        0  unknown 0        0
#> 2541  cellular  31   jul      297        1    -1        0  unknown 0        0
#> 2542   unknown  21   may      179        1    -1        0  unknown 0        0
#> 2543  cellular  12   may      430        1    50        3  success 1        0
#> 2544 telephone  31   jul      166        8    -1        0  unknown 0        0
#> 2545 telephone  18   jul       11        3    -1        0  unknown 0        0
#> 2546 telephone  25   aug      153        1    -1        0  unknown 0        0
#> 2547  cellular  30   oct      212        2    -1        0  unknown 1        0
#> 2548  cellular  22   jun      177        5   138        1  failure 0        0
#> 2549  cellular  21   apr      224        2   182        1  success 1        0
#> 2550 telephone  16   jul       61       14    -1        0  unknown 0        0
#> 2551  cellular  18   nov      288        1    -1        0  unknown 0        0
#> 2552   unknown  29   may       27        1    -1        0  unknown 0        0
#> 2553   unknown  12   jun      190        2    -1        0  unknown 0        0
#> 2554  cellular   1   oct       67        6   141       13  failure 0        0
#> 2555   unknown   2   jul      957        3    -1        0  unknown 0        0
#> 2556  cellular   8   may      306        1   262        1    other 0        0
#> 2557  cellular  19   nov      183        1    -1        0  unknown 0        0
#> 2558  cellular  20   nov      997        2    -1        0  unknown 0        0
#> 2559 telephone  30   jul       77        5    -1        0  unknown 0        0
#> 2560  cellular   7   apr     1096        1    -1        0  unknown 0        0
#> 2561  cellular  31   jul       69        3    -1        0  unknown 0        0
#> 2562  cellular  24   jul      262        2    -1        0  unknown 0        0
#> 2563  cellular  30   jan      643        1    -1        0  unknown 0        0
#> 2564  cellular  11   dec      234        1    -1        0  unknown 0        0
#> 2565 telephone  26   jan     1616        1    95        2  success 1        0
#> 2566   unknown  13   may      118        1    -1        0  unknown 0        0
#> 2567  cellular  30   jul      652        2    -1        0  unknown 0        0
#> 2568  cellular   2   feb       96        2   208        1  failure 0        0
#> 2569  cellular   5   feb      410        1    -1        0  unknown 0        1
#> 2570  cellular   2   feb       91        1    -1        0  unknown 0        0
#> 2571  cellular  17   apr       52        1    -1        0  unknown 0        1
#> 2572  cellular   7   jul      500        2    -1        0  unknown 0        0
#> 2573  cellular   8   apr      417        2    57        3  failure 0        0
#> 2574  cellular  30   jul      341        5    -1        0  unknown 0        0
#> 2575  cellular  28   jan      155        1    -1        0  unknown 0        0
#> 2576  cellular  17   apr      359        1    -1        0  unknown 0        0
#> 2577  cellular  22   jun      522        1   183        2  success 1        0
#> 2578 telephone  17   aug      199        1    -1        0  unknown 1        0
#> 2579  cellular  14   may        9        6    -1        0  unknown 0        0
#> 2580   unknown  19   jun      405        2    -1        0  unknown 0        0
#> 2581  cellular   1   oct      760        1    -1        0  unknown 0        0
#> 2582  cellular  14   may      532        1   358        1  failure 0        0
#> 2583   unknown  14   may      302       16    -1        0  unknown 0        0
#> 2584 telephone  31   jul      181        2    -1        0  unknown 0        0
#> 2585  cellular  20   aug      117        4    -1        0  unknown 0        0
#> 2586  cellular  26   aug       71        4    -1        0  unknown 0        0
#> 2587  cellular  19   nov      190        1    -1        0  unknown 0        0
#> 2588  cellular  15   may      144        1   365        1  failure 0        0
#> 2589  cellular   2   feb       75        2    -1        0  unknown 0        0
#> 2590  cellular  22   aug       82        2    -1        0  unknown 0        0
#> 2591   unknown  27   may      246        1    -1        0  unknown 0        0
#> 2592  cellular   5   aug      171        2    -1        0  unknown 0        0
#> 2593  cellular  30   apr      126        3    -1        0  unknown 0        0
#> 2594   unknown  13   may      280        1    -1        0  unknown 0        0
#> 2595  cellular  19   nov       62        1    -1        0  unknown 0        0
#> 2596  cellular  12   may       43        3   369        2  failure 0        0
#> 2597   unknown  16   may       49        1    -1        0  unknown 0        0
#> 2598   unknown  18   jun      227        1    -1        0  unknown 0        0
#> 2599   unknown   6   may      412        1    -1        0  unknown 0        0
#> 2600   unknown  12   may      480        1    -1        0  unknown 0        0
#> 2601  cellular  29   aug        8       10    -1        0  unknown 0        0
#> 2602  cellular  13   may      147        2    -1        0  unknown 0        0
#> 2603  cellular  15   may      259        3   353        3  failure 0        0
#> 2604 telephone  29   jul       49        4    -1        0  unknown 0        1
#> 2605  cellular  14   may      877        2   345        5  failure 0        0
#> 2606 telephone  15   feb      112        5    94       15  success 0        0
#> 2607   unknown  20   jun      100        3    -1        0  unknown 0        0
#> 2608   unknown  27   may      148        4    -1        0  unknown 0        0
#> 2609  cellular  18   aug       61        4    -1        0  unknown 0        0
#> 2610  cellular   8   aug      229        2    -1        0  unknown 0        0
#> 2611  cellular  18   aug       65        6    -1        0  unknown 0        0
#> 2612  cellular  19   feb      702        2   189        2  failure 0        0
#> 2613  cellular  18   jul      184        3    -1        0  unknown 0        0
#> 2614  cellular   5   feb       61        1   275        1  failure 0        0
#> 2615  cellular  15   may      109        3    -1        0  unknown 0        0
#> 2616   unknown  19   jun      453        1    -1        0  unknown 0        0
#> 2617  cellular  11   may      327        2    -1        0  unknown 0        0
#> 2618  cellular  14   aug      152        2    -1        0  unknown 0        0
#> 2619  cellular   2   feb      430        1    -1        0  unknown 1        0
#> 2620  cellular  20   nov      653        1    -1        0  unknown 1        0
#> 2621   unknown   6   may       88        5    -1        0  unknown 0        0
#> 2622 telephone   4   may      354        2   335        3    other 0        0
#> 2623  cellular   1   apr      124        1    -1        0  unknown 0        1
#> 2624  cellular   5   may      145        1   365        2  failure 0        0
#> 2625  cellular  21   nov       39        4   182        3  failure 0        0
#> 2626  cellular   6   may       34        9    -1        0  unknown 0        0
#> 2627  cellular  19   nov      103        1    -1        0  unknown 0        0
#> 2628  cellular  20   nov      305        2    -1        0  unknown 0        0
#> 2629  cellular  18   nov      188        1    -1        0  unknown 0        0
#> 2630  cellular   5   feb       43        1   261        3  failure 0        0
#> 2631  cellular   8   may      154        2   350        1  failure 0        0
#> 2632  cellular  23   jun      181        1   320        1    other 0        0
#> 2633  cellular  15   may       38        7   332        6  failure 0        0
#> 2634  cellular   6   feb     1019        2    -1        0  unknown 1        0
#> 2635   unknown   9   may      206        2    -1        0  unknown 0        0
#> 2636  cellular  18   jul      541        7    -1        0  unknown 0        0
#> 2637  cellular   8   aug       82        2    -1        0  unknown 0        0
#> 2638  cellular  21   aug      180        2    -1        0  unknown 0        0
#> 2639  cellular  29   aug       76        8    -1        0  unknown 0        0
#> 2640  cellular  14   aug      123        2    -1        0  unknown 0        0
#> 2641   unknown  29   may     1059        2    -1        0  unknown 1        0
#> 2642   unknown  16   jun      108        2    -1        0  unknown 0        0
#> 2643  cellular  18   nov      120        1    -1        0  unknown 0        0
#> 2644  cellular   6   aug      227        3    -1        0  unknown 0        0
#> 2645  cellular  11   aug      239        4    -1        0  unknown 0        0
#> 2646   unknown  27   may      597        3    -1        0  unknown 0        0
#> 2647  cellular  29   jan       58        1   266        1  failure 0        0
#> 2648  cellular  17   nov      412        1    -1        0  unknown 0        0
#> 2649  cellular  25   aug       93        9    -1        0  unknown 0        0
#> 2650  cellular  17   nov      324        1   172        1  failure 0        0
#> 2651  cellular  21   nov      149        4   186        1    other 0        0
#> 2652 telephone  16   jun       64        1    -1        0  unknown 0        0
#> 2653  cellular  29   jul      108        2    -1        0  unknown 0        0
#> 2654  cellular  31   jul       44        7    -1        0  unknown 0        0
#> 2655  cellular  11   aug      151        1    -1        0  unknown 0        0
#> 2656   unknown  20   jun        8        6    -1        0  unknown 0        0
#> 2657   unknown  15   may       98        1    -1        0  unknown 0        0
#> 2658  cellular  22   aug       79        4    -1        0  unknown 0        0
#> 2659   unknown  26   may       99        1    -1        0  unknown 0        0
#> 2660   unknown  13   may      276        1    -1        0  unknown 0        0
#> 2661  cellular  21   nov        7        5    -1        0  unknown 0        0
#> 2662   unknown  18   jun      680        2    -1        0  unknown 0        1
#> 2663   unknown   2   jun      364       13    -1        0  unknown 0        0
#> 2664   unknown  28   may      212        1    -1        0  unknown 0        1
#> 2665   unknown   2   jun      689        3    -1        0  unknown 0        0
#> 2666   unknown   2   jun      171        2    -1        0  unknown 0        0
#> 2667   unknown  19   jun      102        3    -1        0  unknown 0        0
#> 2668  cellular   5   aug      138        1    -1        0  unknown 0        0
#> 2669  cellular   8   jul      483        2    -1        0  unknown 0        1
#> 2670   unknown  19   may      467        4    -1        0  unknown 0        0
#> 2671  cellular  18   nov       74        2   110        4  failure 0        0
#> 2672  cellular   8   aug       88        2    -1        0  unknown 0        0
#> 2673  cellular   3   feb      245        4    -1        0  unknown 0        0
#> 2674   unknown   5   jun      142        2    -1        0  unknown 0        0
#> 2675 telephone   6   feb      110        1    -1        0  unknown 0        0
#> 2676   unknown  20   jun       20        5    -1        0  unknown 0        0
#> 2677  cellular  30   jan       78        2    -1        0  unknown 0        1
#> 2678  cellular  17   apr       71        2   345        2  success 0        0
#> 2679   unknown  16   jun       77        5    -1        0  unknown 0        0
#> 2680  cellular  27   aug       97        4    -1        0  unknown 0        0
#> 2681  cellular   3   feb      206        3    -1        0  unknown 0        0
#> 2682  cellular  15   jul      156        4    -1        0  unknown 0        0
#> 2683  cellular  14   may      700        4    92        7  success 1        0
#> 2684  cellular  17   apr      251        1    -1        0  unknown 0        0
#> 2685 telephone  11   may      172        5   371        5  failure 0        1
#> 2686  cellular   8   jul      161        1    -1        0  unknown 0        1
#> 2687  cellular  13   may       69        1   260        6  failure 0        0
#> 2688 telephone   8   dec      170        1    -1        0  unknown 0        0
#> 2689  cellular  21   oct      287        1    -1        0  unknown 1        0
#> 2690  cellular   3   jun      254        1    96        2  failure 0        0
#> 2691   unknown   5   jun       91        2    -1        0  unknown 0        0
#> 2692  cellular  25   jul       23       16    -1        0  unknown 0        0
#> 2693  cellular  21   aug       90        1    91        1  failure 0        0
#> 2694  cellular  11   jul      117        3    -1        0  unknown 0        0
#> 2695   unknown   2   jun      304        2    -1        0  unknown 0        0
#> 2696  cellular  18   nov      342        2   120        4  failure 0        0
#> 2697   unknown   7   may      129        5    -1        0  unknown 0        0
#> 2698  cellular  18   jul      560        1    -1        0  unknown 1        0
#> 2699   unknown  14   may       75        1    -1        0  unknown 0        0
#> 2700   unknown   4   jun      245        1    -1        0  unknown 0        0
#> 2701  cellular   2   feb       64        1    -1        0  unknown 0        0
#> 2702  cellular  15   jul      132        3    -1        0  unknown 0        0
#> 2703   unknown  14   may       20       11    -1        0  unknown 0        0
#> 2704   unknown  15   may      157        5    -1        0  unknown 0        0
#> 2705  cellular  11   may       67        1    -1        0  unknown 0        0
#> 2706   unknown  23   oct      518        1   147        2  success 1        0
#> 2707  cellular   3   apr      148        2    -1        0  unknown 0        0
#> 2708 telephone  14   jan      372        1   196        2  success 1        0
#> 2709  cellular  18   nov       79        1    -1        0  unknown 0        0
#> 2710  cellular  14   aug      391        3   106        1  failure 1        0
#> 2711   unknown   3   jun       94        2    -1        0  unknown 0        0
#> 2712  cellular  20   nov      895        1   183        2  failure 0        0
#> 2713   unknown  16   jun      356        2    -1        0  unknown 0        0
#> 2714  cellular   2   jun      541        3    -1        0  unknown 1        0
#> 2715 telephone  23   oct      282        2    -1        0  unknown 1        0
#> 2716  cellular  11   may      480        2    -1        0  unknown 0        0
#> 2717  cellular   6   may      258        9    -1        0  unknown 0        0
#> 2718  cellular  14   may      105        1    -1        0  unknown 0        0
#> 2719  cellular  13   may      358        2   174        1  failure 0        0
#> 2720 telephone  19   nov      214        2   174        2  success 0        0
#> 2721  cellular  19   aug       12       16    -1        0  unknown 0        0
#> 2722  cellular  25   aug      484        4    -1        0  unknown 0        0
#> 2723 telephone  20   nov       36        3    -1        0  unknown 0        0
#> 2724  cellular   2   feb      475        1    -1        0  unknown 0        0
#> 2725  cellular   7   aug      145        2    -1        0  unknown 0        0
#> 2726   unknown  20   jun       48        1    -1        0  unknown 0        0
#> 2727  cellular  18   may      233        1    -1        0  unknown 0        0
#> 2728  cellular  19   nov      342        2    -1        0  unknown 0        0
#> 2729  cellular  21   nov       47        1    -1        0  unknown 0        0
#> 2730   unknown   8   may      149        1    -1        0  unknown 0        0
#> 2731  cellular   9   sep      679        1    -1        0  unknown 1        1
#> 2732  cellular   4   feb      184        2    -1        0  unknown 0        0
#> 2733 telephone  15   jul       32        7    -1        0  unknown 0        0
#> 2734  cellular   3   jun      167        1    -1        0  unknown 0        0
#> 2735   unknown  27   may      290        2    -1        0  unknown 0        1
#> 2736  cellular  24   jul       63        1    -1        0  unknown 0        0
#> 2737  cellular   7   apr      197        1    -1        0  unknown 0        0
#> 2738   unknown   3   jun      361        3    -1        0  unknown 0        0
#> 2739  cellular  17   nov      191        2    -1        0  unknown 0        0
#> 2740  cellular  12   feb      637        1   183        1  success 1        0
#> 2741  cellular   8   jul      658        2    -1        0  unknown 1        1
#> 2742   unknown  29   may      789        3    -1        0  unknown 1        1
#> 2743   unknown  19   jun      216        2    -1        0  unknown 0        0
#> 2744  cellular  13   oct       78        3    -1        0  unknown 0        0
#> 2745  cellular   4   aug      315        1    -1        0  unknown 0        0
#> 2746  cellular  28   jul       33       31    -1        0  unknown 0        1
#> 2747  cellular  16   jul      406        4    -1        0  unknown 0        0
#> 2748   unknown  20   jun      139        2    -1        0  unknown 0        0
#> 2749  cellular  10   feb      153        1    92       13  success 1        0
#> 2750 telephone  27   oct      521        2    -1        0  unknown 0        0
#> 2751  cellular  28   jul      114        2    -1        0  unknown 0        0
#> 2752   unknown  23   may       63        2    -1        0  unknown 0        0
#> 2753  cellular   5   may       39        1    -1        0  unknown 0        0
#> 2754 telephone  30   apr       44        1    -1        0  unknown 0        0
#> 2755  cellular  18   may      126        1    -1        0  unknown 0        0
#> 2756  cellular  29   jan      354        1   197        1  failure 0        0
#> 2757  cellular   6   jul      117        4    -1        0  unknown 0        0
#> 2758 telephone  18   may       15        7   178        1    other 0        0
#> 2759  cellular  29   aug      300        2    -1        0  unknown 0        0
#> 2760   unknown   9   may     1534        2    -1        0  unknown 0        0
#> 2761  cellular  19   aug      211        2    -1        0  unknown 0        0
#> 2762  cellular   3   sep      299        1    -1        0  unknown 1        0
#> 2763   unknown  18   jun     1062        4    -1        0  unknown 0        0
#> 2764 telephone  26   oct      280        2    97        3  success 0        1
#> 2765  cellular  22   aug       58        2    -1        0  unknown 0        0
#> 2766  cellular  14   jul      103        4    -1        0  unknown 0        0
#> 2767  cellular   5   feb      415        2   272        2  failure 0        0
#> 2768  cellular  18   nov      163        2   110       15  failure 0        0
#> 2769  cellular   3   feb       71        1    -1        0  unknown 0        0
#> 2770  cellular  15   jul       88        3    -1        0  unknown 0        0
#> 2771   unknown  26   may      127        1    -1        0  unknown 0        0
#> 2772   unknown   8   may      185        7    -1        0  unknown 0        0
#> 2773  cellular   3   apr      277        2   333        1  failure 0        0
#> 2774  cellular  12   aug      711        3    -1        0  unknown 0        0
#> 2775   unknown   9   jun      142        3    -1        0  unknown 0        0
#> 2776  cellular  27   nov       65        3    -1        0  unknown 0        0
#> 2777  cellular  28   jan      103        2    -1        0  unknown 0        0
#> 2778 telephone  22   may      152        1    -1        0  unknown 0        0
#> 2779  cellular   4   feb       71        1   243        3  failure 0        0
#> 2780  cellular  13   aug      255        1    -1        0  unknown 0        0
#> 2781  cellular   9   feb      106        4    -1        0  unknown 0        1
#> 2782   unknown   2   jun      389        1    -1        0  unknown 0        0
#> 2783  cellular  25   aug      160        6    -1        0  unknown 0        0
#> 2784  cellular  29   aug      299        3    -1        0  unknown 0        0
#> 2785   unknown  20   jun       78        7    -1        0  unknown 0        0
#> 2786  cellular  23   jul      112        1    -1        0  unknown 0        0
#> 2787  cellular  10   nov      133        3    89        1  failure 0        0
#> 2788  cellular  17   nov       48        2    -1        0  unknown 0        0
#> 2789   unknown  19   jun      106        2    -1        0  unknown 0        0
#> 2790  cellular  13   may      185        4    -1        0  unknown 0        0
#> 2791   unknown  12   jun       71       12    -1        0  unknown 0        0
#> 2792   unknown  21   may      229        2    -1        0  unknown 0        0
#> 2793  cellular  26   aug      115        1    93        2  failure 0        1
#> 2794 telephone  11   aug       80       10    -1        0  unknown 0        0
#> 2795  cellular  22   aug      306        4    -1        0  unknown 0        0
#> 2796  cellular   9   sep      234        1   100        1  failure 1        0
#> 2797   unknown  27   may      233        2    -1        0  unknown 0        0
#> 2798  cellular  13   may      197        2    -1        0  unknown 0        0
#> 2799   unknown  13   may      297        3    -1        0  unknown 0        0
#> 2800  cellular  21   aug      169        5    -1        0  unknown 0        0
#> 2801  cellular  18   nov      583        2    -1        0  unknown 0        0
#> 2802  cellular  20   nov      116        2    -1        0  unknown 0        0
#> 2803   unknown  20   may      227        9    -1        0  unknown 0        0
#> 2804  cellular  20   nov     1258        2   122        2    other 1        0
#> 2805   unknown   3   jun       87        7    -1        0  unknown 0        0
#> 2806  cellular  25   aug      132        2    -1        0  unknown 0        0
#> 2807   unknown   9   may      120        1    -1        0  unknown 0        0
#> 2808  cellular  17   nov      173        1    -1        0  unknown 0        0
#> 2809  cellular   7   jul      309        1    -1        0  unknown 0        0
#> 2810  cellular  10   jul      374        3    -1        0  unknown 0        0
#> 2811  cellular  14   jul      173        6    -1        0  unknown 0        0
#> 2812  cellular  23   jul      136        1    -1        0  unknown 0        0
#> 2813   unknown  16   jun      607        2    -1        0  unknown 0        0
#> 2814  cellular   2   feb       49        6    -1        0  unknown 0        0
#> 2815  cellular  28   jan      227        1    -1        0  unknown 0        0
#> 2816  cellular  20   aug      195        1    -1        0  unknown 1        0
#> 2817   unknown  20   may      181        6    -1        0  unknown 0        0
#> 2818   unknown  13   may      434        2    -1        0  unknown 0        0
#> 2819  cellular   2   mar       59        2    -1        0  unknown 0        0
#> 2820   unknown  28   may       50        2    -1        0  unknown 0        0
#> 2821  cellular   4   may      198        2    88        1    other 0        0
#> 2822  cellular  30   jul      409        4    -1        0  unknown 0        0
#> 2823  cellular  27   may     1576        1    -1        0  unknown 0        0
#> 2824   unknown  26   may      404        1    -1        0  unknown 0        1
#> 2825  cellular  17   apr       70        1   344        1  failure 0        0
#> 2826   unknown   9   jun       96        1    -1        0  unknown 0        0
#> 2827  cellular  26   may      131        2    -1        0  unknown 1        1
#> 2828  cellular   2   feb       68        1    -1        0  unknown 0        0
#> 2829  cellular  31   jul      134        2    -1        0  unknown 0        0
#> 2830  cellular   5   jul      182        1    -1        0  unknown 0        0
#> 2831   unknown  12   may      181        2    -1        0  unknown 0        1
#> 2832  cellular  19   nov      405        2    -1        0  unknown 0        0
#> 2833  cellular  20   aug      162        3    -1        0  unknown 0        0
#> 2834 telephone   8   may      186        4   358       11  failure 0        0
#> 2835   unknown  29   may       96        5    -1        0  unknown 0        0
#> 2836  cellular   5   may       28        1    -1        0  unknown 0        0
#> 2837  cellular  18   may      143        1    -1        0  unknown 0        1
#> 2838 telephone  30   jan      103        3    -1        0  unknown 0        0
#> 2839  cellular  17   apr      609        2   266        2  failure 0        0
#> 2840  cellular  26   aug      265       16    -1        0  unknown 0        0
#> 2841  cellular  15   may      169        1   346        1  failure 0        1
#> 2842   unknown  19   jun      196        2    -1        0  unknown 0        0
#> 2843  cellular  19   aug      125        4    -1        0  unknown 0        0
#> 2844 telephone  21   jul     1130        8    -1        0  unknown 1        0
#> 2845  cellular  11   aug      295        3    -1        0  unknown 0        0
#> 2846  cellular   8   aug      153        8    -1        0  unknown 0        0
#> 2847  cellular  17   nov      454        1    -1        0  unknown 1        0
#> 2848  cellular  15   may      212        4   312        6    other 0        1
#> 2849   unknown  20   may      107        2    -1        0  unknown 0        0
#> 2850  cellular   4   aug      288        1   181        2  failure 1        0
#> 2851   unknown  14   may      192        1    -1        0  unknown 0        0
#> 2852  cellular  28   aug       49        7    -1        0  unknown 0        0
#> 2853  cellular  15   may      224        1    -1        0  unknown 0        1
#> 2854  cellular  10   jul      439        1    -1        0  unknown 0        0
#> 2855  cellular   6   may      133        1    -1        0  unknown 0        0
#> 2856   unknown  16   may      124        1    -1        0  unknown 0        1
#> 2857  cellular  18   may      165        2    -1        0  unknown 0        1
#> 2858  cellular  27   feb       87        2    -1        0  unknown 1        0
#> 2859  cellular  19   aug      221       12    -1        0  unknown 0        0
#> 2860  cellular  13   may      129        1    -1        0  unknown 0        1
#> 2861  cellular  22   sep      175        1   184        2  success 1        1
#> 2862  cellular  11   may       66        3    -1        0  unknown 0        0
#> 2863  cellular  21   apr      278        3    -1        0  unknown 1        0
#> 2864  cellular  14   jul      138        3    -1        0  unknown 0        0
#> 2865   unknown  27   may      359        6    -1        0  unknown 0        0
#> 2866  cellular  13   may      167        1    -1        0  unknown 0        1
#> 2867  cellular  12   may      341        1    -1        0  unknown 0        1
#> 2868  cellular   9   apr      339        1    -1        0  unknown 0        0
#> 2869   unknown  15   may      156       13    -1        0  unknown 0        0
#> 2870   unknown  27   may       85       16    -1        0  unknown 0        0
#> 2871   unknown  29   may      637        3    -1        0  unknown 0        1
#> 2872  cellular  12   aug      129        9    -1        0  unknown 0        0
#> 2873  cellular   6   aug      358        2    -1        0  unknown 0        0
#> 2874   unknown  23   feb       20        1    -1        0  unknown 0        0
#> 2875  cellular   7   aug      142        2    -1        0  unknown 0        0
#> 2876  cellular   7   aug      141        1    -1        0  unknown 0        0
#> 2877   unknown   9   jun      174        9    -1        0  unknown 0        0
#> 2878 telephone  21   nov       10        3    -1        0  unknown 0        0
#> 2879   unknown  12   jun      307        2    -1        0  unknown 0        0
#> 2880  cellular  31   jul     1739        7    -1        0  unknown 0        0
#> 2881  cellular  12   may      360        1   173        1    other 0        0
#> 2882  cellular   8   sep      169        1    -1        0  unknown 1        1
#> 2883  cellular  17   apr      122        1   338        2  failure 0        0
#> 2884   unknown  12   jun      130        2    -1        0  unknown 0        0
#> 2885   unknown  12   may      181        4    -1        0  unknown 0        1
#> 2886 telephone   8   may      267        3    -1        0  unknown 0        0
#> 2887   unknown  30   may      115        6    -1        0  unknown 0        0
#> 2888  cellular  21   jul      105       10    -1        0  unknown 0        0
#> 2889  cellular  18   nov      213        1    -1        0  unknown 0        0
#> 2890  cellular  13   jul      195        2    91       10  success 1        1
#> 2891   unknown   4   jun      131        2    -1        0  unknown 0        0
#> 2892  cellular  21   aug      126        2    -1        0  unknown 0        0
#> 2893  cellular   7   oct      301        1   216        2  failure 0        0
#> 2894  cellular   5   feb      277        1   169        2  failure 0        0
#> 2895  cellular  21   jul      551        8    -1        0  unknown 0        0
#> 2896  cellular  18   jul     1127        3    -1        0  unknown 1        0
#> 2897  cellular  25   aug      103        6    -1        0  unknown 0        0
#> 2898  cellular  17   nov      222        2    -1        0  unknown 0        0
#> 2899  cellular  20   nov      153        2   183        2  failure 0        0
#> 2900  cellular  18   may      173        1    -1        0  unknown 0        0
#> 2901  cellular  18   may      427        1    -1        0  unknown 1        0
#> 2902  cellular  30   apr       78        1    84        1  failure 0        0
#> 2903   unknown  18   jun      108        2    -1        0  unknown 0        0
#> 2904  cellular   5   feb      335        1    -1        0  unknown 0        1
#> 2905  cellular   5   may      160        1    -1        0  unknown 0        0
#> 2906  cellular  17   jul      309        2    -1        0  unknown 0        0
#> 2907  cellular  12   aug      106        2    -1        0  unknown 0        0
#> 2908  cellular   2   feb      133        3     5        2    other 0        0
#> 2909 telephone  14   aug       31        2    -1        0  unknown 0        0
#> 2910  cellular  23   jul      711        1    -1        0  unknown 0        0
#> 2911  cellular  28   jul      496        2   182       11  success 1        0
#> 2912   unknown   6   jun       73        1    -1        0  unknown 0        0
#> 2913  cellular  26   may       71        5    40        4  failure 0        0
#> 2914  cellular  22   aug       82        2    -1        0  unknown 0        0
#> 2915  cellular  13   nov      210        1    93        1  success 1        1
#> 2916  cellular  22   may       43        1    -1        0  unknown 0        1
#> 2917  cellular   7   may      798        2    -1        0  unknown 1        1
#> 2918   unknown  20   jun      237        3    -1        0  unknown 0        0
#> 2919  cellular  11   aug       82        2    -1        0  unknown 0        0
#> 2920  cellular   7   may       66        1   359        1  failure 0        0
#> 2921  cellular   3   feb      841        3    -1        0  unknown 0        0
#> 2922   unknown   7   may      376        2    -1        0  unknown 0        0
#> 2923  cellular   3   nov      217        1    70        2  failure 1        0
#> 2924  cellular  18   nov       76        3    -1        0  unknown 0        0
#> 2925  cellular  14   oct      216        1    57        1  failure 1        0
#> 2926  cellular  22   aug       78        2    -1        0  unknown 0        0
#> 2927   unknown  17   jun      243        1    -1        0  unknown 0        0
#> 2928  cellular  30   apr      249        1    86        3  failure 0        0
#> 2929  cellular  19   aug      190        2    -1        0  unknown 0        0
#> 2930   unknown   6   jun      685        3    -1        0  unknown 1        0
#> 2931  cellular  28   jan      430        1    -1        0  unknown 0        0
#> 2932  cellular   8   may      206        1    -1        0  unknown 0        0
#> 2933  cellular  11   aug      272        4    -1        0  unknown 0        0
#> 2934  cellular  15   may      103        3    -1        0  unknown 0        0
#> 2935   unknown  30   may      123        1    -1        0  unknown 0        0
#> 2936   unknown  15   may      875        5    -1        0  unknown 0        0
#> 2937  cellular  15   may       66        1    -1        0  unknown 0        0
#> 2938  cellular  15   may      153        2    -1        0  unknown 1        0
#> 2939  cellular  13   aug      204        3   105        1  failure 1        1
#> 2940   unknown  16   may      300        1    -1        0  unknown 0        1
#> 2941   unknown  13   may      163        2    -1        0  unknown 0        0
#> 2942  cellular  28   aug       69       17    -1        0  unknown 0        0
#> 2943 telephone   5   aug      813        2    -1        0  unknown 0        1
#> 2944  cellular  17   jul      991        5    -1        0  unknown 1        1
#> 2945 telephone  25   feb      169        1   191        3  success 1        1
#> 2946 telephone   5   feb      398        4   189       12  success 0        0
#> 2947  cellular   5   may      168        1   265        2  failure 0        0
#> 2948  cellular  30   jan      413        3    -1        0  unknown 0        0
#> 2949  cellular   5   may       81        9    -1        0  unknown 0        0
#> 2950   unknown   5   jun       61        2    -1        0  unknown 0        0
#> 2951   unknown  21   may      102        3    -1        0  unknown 0        0
#> 2952  cellular  31   jul       15       19    -1        0  unknown 0        0
#> 2953  cellular  29   jan      404        2   251        6  failure 0        0
#> 2954  cellular  18   may      239        2    -1        0  unknown 0        1
#> 2955  cellular  30   jan      150        1    -1        0  unknown 0        0
#> 2956  cellular  20   nov      640        1    -1        0  unknown 0        0
#> 2957  cellular   6   may      523        2   363        2  failure 0        1
#> 2958  cellular   4   may      254        4    -1        0  unknown 0        1
#> 2959  cellular   2   feb       64        2    -1        0  unknown 0        0
#> 2960  cellular  21   jul      363        1    -1        0  unknown 0        0
#> 2961   unknown   9   jun      376        3    -1        0  unknown 0        0
#> 2962   unknown   6   may      202        4    -1        0  unknown 0        0
#> 2963   unknown  20   may      171        1    -1        0  unknown 0        0
#> 2964   unknown  29   may      333        3    -1        0  unknown 0        0
#> 2965  cellular   1   jun      232        2    -1        0  unknown 1        0
#> 2966 telephone  30   apr      766        3    84        3  success 1        0
#> 2967  cellular   6   feb      439        2    -1        0  unknown 0        0
#> 2968   unknown  19   jun       53        1    -1        0  unknown 0        0
#> 2969  cellular  11   may      112        1    -1        0  unknown 0        0
#> 2970  cellular  11   aug      356        1    -1        0  unknown 0        0
#> 2971   unknown  18   jun      973        1    -1        0  unknown 1        0
#> 2972   unknown   7   may      591        1    -1        0  unknown 1        0
#> 2973   unknown   2   jun      184        1    -1        0  unknown 0        0
#> 2974  cellular  24   jul      120       11    -1        0  unknown 0        0
#> 2975  cellular  18   aug      147       10    -1        0  unknown 0        0
#> 2976   unknown   7   may      125        1    -1        0  unknown 0        0
#> 2977   unknown  16   may      179        1    -1        0  unknown 0        0
#> 2978  cellular  28   dec      137        1   122        3  failure 0        0
#> 2979  cellular  14   sep      961        5    -1        0  unknown 1        0
#> 2980  cellular  13   may       67        2    -1        0  unknown 0        0
#> 2981  cellular  12   aug      231        4    -1        0  unknown 0        0
#> 2982   unknown  27   may      114        3    -1        0  unknown 0        0
#> 2983  cellular  25   aug      961        4    -1        0  unknown 1        0
#> 2984   unknown  15   may      171       10    -1        0  unknown 0        0
#> 2985  cellular  20   aug      744        7    -1        0  unknown 0        0
#> 2986   unknown  28   may      194        3    -1        0  unknown 0        0
#> 2987  cellular   5   jun      255        1    -1        0  unknown 1        0
#> 2988  cellular  17   apr      557        1    -1        0  unknown 0        0
#> 2989 telephone   4   feb       82        1   244        1  failure 0        0
#> 2990   unknown  28   may      151        8    -1        0  unknown 0        0
#> 2991  cellular  19   nov      520        1    -1        0  unknown 0        0
#> 2992   unknown   8   may      161        1    -1        0  unknown 0        0
#> 2993 telephone  15   oct      172        1    -1        0  unknown 0        0
#> 2994  cellular  17   apr       18        1    -1        0  unknown 0        0
#> 2995   unknown  29   may      512        5    -1        0  unknown 0        0
#> 2996  cellular  11   aug      203        1    -1        0  unknown 0        1
#> 2997   unknown   3   jun      263        1    -1        0  unknown 0        0
#> 2998   unknown  24   oct      112        1    -1        0  unknown 1        0
#> 2999  cellular  29   jan      118        1    -1        0  unknown 0        0
#> 3000  cellular   4   feb      149        2    -1        0  unknown 0        0
#> 3001  cellular   6   may      230        1    -1        0  unknown 0        0
#> 3002  cellular  21   nov      718        1    -1        0  unknown 0        0
#> 3003   unknown  27   jun       59        4    -1        0  unknown 0        0
#> 3004  cellular  15   may       61        1   298        2  failure 0        0
#> 3005  cellular  14   apr      179        1   334        1    other 0        0
#> 3006  cellular   8   aug      669        2    -1        0  unknown 1        0
#> 3007  cellular  22   aug      343        5    -1        0  unknown 0        0
#> 3008   unknown  20   jun       41        7    -1        0  unknown 0        0
#> 3009  cellular  25   jan      423        1    -1        0  unknown 1        0
#> 3010  cellular   3   apr      445        1   135        3  failure 0        0
#> 3011  cellular  20   apr      224        1    -1        0  unknown 0        0
#> 3012 telephone   5   may      408        2   350        1  failure 0        0
#> 3013  cellular  20   apr      533        1    -1        0  unknown 0        0
#> 3014  cellular  14   may      444        1    -1        0  unknown 0        0
#> 3015  cellular  14   oct      181        2   500        1  failure 0        0
#> 3016  cellular  29   jul      158        2    -1        0  unknown 0        0
#> 3017   unknown  13   may      131        1    -1        0  unknown 0        0
#> 3018   unknown  21   may      588        2    -1        0  unknown 0        0
#> 3019  cellular  16   apr      232        1   335        1  failure 0        0
#> 3020  cellular   1   jun      212        1    -1        0  unknown 0        0
#> 3021   unknown  16   jun      348        1    -1        0  unknown 0        0
#> 3022  cellular  29   jan      138        2   164        4    other 0        0
#> 3023 telephone  18   may       81        4    -1        0  unknown 0        0
#> 3024  cellular  18   aug       34       14    -1        0  unknown 0        0
#> 3025   unknown  18   jun      339        2    -1        0  unknown 0        0
#> 3026  cellular  18   may       14        3   355        4    other 0        1
#> 3027  cellular   8   may      349        1    -1        0  unknown 0        0
#> 3028  cellular  19   feb       88        2    -1        0  unknown 0        0
#> 3029   unknown  23   may      211        3    -1        0  unknown 0        0
#> 3030  cellular  11   aug      139        8    -1        0  unknown 0        0
#> 3031  cellular   4   may      170        2    87        1  failure 0        0
#> 3032 telephone   7   jul      118        2    -1        0  unknown 0        0
#> 3033  cellular  17   apr      326        1   319        1  failure 0        0
#> 3034 telephone  28   oct      509        1    -1        0  unknown 1        0
#> 3035  cellular  14   apr      232        1   147        2  failure 0        0
#> 3036   unknown  27   jun      114        4    -1        0  unknown 0        1
#> 3037   unknown   3   jun       87        6    -1        0  unknown 0        0
#> 3038   unknown  12   jun      138        2    -1        0  unknown 0        0
#> 3039  cellular  12   may      131        2    -1        0  unknown 0        0
#> 3040   unknown  19   jun      170        7    -1        0  unknown 0        0
#> 3041  cellular   7   aug      187        4    -1        0  unknown 0        0
#> 3042 telephone  28   jul      426        4    -1        0  unknown 0        0
#> 3043   unknown   3   jun      126        4    -1        0  unknown 0        0
#> 3044  cellular   5   aug      159        1    -1        0  unknown 0        0
#> 3045   unknown  30   may      240        2    -1        0  unknown 0        0
#> 3046  cellular  15   jun       95        1    -1        0  unknown 1        0
#> 3047 telephone  22   jul      605        1    -1        0  unknown 0        0
#> 3048   unknown  30   may      449        1    -1        0  unknown 0        0
#> 3049   unknown  26   may       24        1    -1        0  unknown 0        0
#> 3050  cellular   7   aug      446        1    -1        0  unknown 0        0
#> 3051  cellular   2   oct       91        2    -1        0  unknown 0        0
#> 3052  cellular  15   may      193        2    -1        0  unknown 0        1
#> 3053  cellular  20   apr       15        2    -1        0  unknown 0        0
#> 3054  cellular  18   may       14        4    -1        0  unknown 0        0
#> 3055  cellular  18   may      410        1    -1        0  unknown 0        0
#> 3056   unknown  16   jun      254        1    -1        0  unknown 0        0
#> 3057  cellular  28   jul       88        9    -1        0  unknown 0        0
#> 3058  cellular  21   nov      246        2    -1        0  unknown 0        0
#> 3059   unknown   5   jun      117        2    -1        0  unknown 0        0
#> 3060  cellular  17   nov      172        3    -1        0  unknown 0        0
#> 3061  cellular  20   nov       80        1    -1        0  unknown 0        0
#> 3062  cellular  12   aug      119        4    -1        0  unknown 0        1
#> 3063 telephone  18   nov      195        3   112        8    other 0        0
#> 3064   unknown   4   jun      236        1    -1        0  unknown 0        1
#> 3065 telephone   4   aug      153        1     1        7  success 0        0
#> 3066 telephone  12   may      206        6   337        6  failure 0        0
#> 3067  cellular  28   jan      224        2    -1        0  unknown 0        0
#> 3068   unknown   6   jun       36       24    -1        0  unknown 0        0
#> 3069   unknown  27   may       74        1    -1        0  unknown 0        0
#> 3070  cellular  25   jul      720        2    -1        0  unknown 0        0
#> 3071  cellular  27   aug     1040        6    -1        0  unknown 1        0
#> 3072  cellular  16   apr      691        1    -1        0  unknown 0        0
#> 3073  cellular  11   aug      384        6    -1        0  unknown 1        0
#> 3074  cellular  18   may      644        1    -1        0  unknown 0        0
#> 3075  cellular  28   jan      207        3    -1        0  unknown 0        0
#> 3076  cellular   5   may      470        2   166        2  failure 0        0
#> 3077  cellular  13   may      863        3    -1        0  unknown 1        0
#> 3078   unknown   2   jun      227        1    -1        0  unknown 0        0
#> 3079   unknown   9   jun      123        1    -1        0  unknown 0        0
#> 3080   unknown   5   jun       85        2    -1        0  unknown 0        0
#> 3081  cellular  17   nov       64        1    -1        0  unknown 0        0
#> 3082  cellular   5   may      150        1    -1        0  unknown 0        0
#> 3083   unknown  27   may      755        1    -1        0  unknown 0        1
#> 3084  cellular  18   feb      442        2    -1        0  unknown 1        0
#> 3085   unknown   9   jun      119        1    -1        0  unknown 0        0
#> 3086  cellular   7   may      336        1    -1        0  unknown 0        0
#> 3087  cellular  22   aug      528        2    -1        0  unknown 1        0
#> 3088   unknown   4   jun       14       11    -1        0  unknown 0        1
#> 3089   unknown   2   jun       90        4    -1        0  unknown 0        0
#> 3090  cellular   3   jul      194        1    -1        0  unknown 0        1
#> 3091   unknown  12   jun       91        1    -1        0  unknown 0        0
#> 3092  cellular   7   may      243        2    -1        0  unknown 0        0
#> 3093  cellular  20   nov     1031        6    -1        0  unknown 0        0
#> 3094  cellular  15   jul      129        2    -1        0  unknown 0        0
#> 3095  cellular   2   feb      221        2   272        1  failure 0        0
#> 3096  cellular  25   jul       97        1    -1        0  unknown 0        0
#> 3097   unknown  23   may      181       16    -1        0  unknown 0        0
#> 3098  cellular  20   apr      280        4   287        3    other 0        0
#> 3099  cellular  28   jan      706        1    -1        0  unknown 0        0
#> 3100  cellular  20   apr      379        3   202        1  success 1        0
#> 3101  cellular  28   aug      210        5    -1        0  unknown 0        0
#> 3102  cellular  27   aug      105        4    -1        0  unknown 0        0
#> 3103  cellular  18   nov      854        1    -1        0  unknown 1        0
#> 3104  cellular  28   jan      196        1    -1        0  unknown 0        1
#> 3105   unknown   8   may       17        3    -1        0  unknown 0        0
#> 3106  cellular   6   aug      290        2    -1        0  unknown 0        0
#> 3107   unknown  13   may      514        5    -1        0  unknown 0        0
#> 3108  cellular  25   aug       84        4    -1        0  unknown 0        0
#> 3109  cellular  19   feb      255        2   555        6  success 1        0
#> 3110  cellular  21   nov      151        1    -1        0  unknown 0        0
#> 3111  cellular  17   nov       73        1    -1        0  unknown 0        0
#> 3112  cellular  16   apr      298        4    -1        0  unknown 1        0
#> 3113  cellular  21   jul      262        3    -1        0  unknown 0        1
#> 3114   unknown  19   may      455        1    -1        0  unknown 0        0
#> 3115  cellular  11   may      432        2    -1        0  unknown 0        0
#> 3116  cellular   4   feb      233        3    -1        0  unknown 0        0
#> 3117  cellular  19   aug      122        2    -1        0  unknown 0        0
#> 3118  cellular  23   jul       73        4    -1        0  unknown 0        0
#> 3119   unknown   8   may       11        1    -1        0  unknown 0        0
#> 3120   unknown   8   may      477        1    -1        0  unknown 0        0
#> 3121  cellular  23   sep      244        1    92        3  success 1        0
#> 3122  cellular  18   aug       64        7    -1        0  unknown 0        0
#> 3123   unknown   8   may      352        3    -1        0  unknown 0        0
#> 3124  cellular  21   nov       51        2   140       11  failure 0        0
#> 3125  cellular  14   jul      330        2    -1        0  unknown 0        0
#> 3126 telephone  18   nov       23        1    -1        0  unknown 0        0
#> 3127   unknown  16   jun      209       12    -1        0  unknown 0        0
#> 3128  cellular  20   nov      138        1    -1        0  unknown 0        0
#> 3129  cellular   7   may      155        1    -1        0  unknown 0        0
#> 3130   unknown  20   jun      165        2    -1        0  unknown 0        0
#> 3131  cellular  19   nov      180        3    -1        0  unknown 0        0
#> 3132   unknown   9   may      278        1    -1        0  unknown 0        0
#> 3133   unknown   8   may      229        2    -1        0  unknown 0        1
#> 3134   unknown  23   may      206        1    -1        0  unknown 0        0
#> 3135   unknown  13   may      518        1    -1        0  unknown 0        0
#> 3136  cellular  29   jan      225        1    -1        0  unknown 0        0
#> 3137 telephone  10   mar      152        1   348        1  failure 0        0
#> 3138  cellular  12   aug      188        1    -1        0  unknown 0        0
#> 3139   unknown  14   may      323        4    -1        0  unknown 0        0
#> 3140  cellular  25   jul      803        1    -1        0  unknown 0        1
#> 3141   unknown   5   may       22        1    -1        0  unknown 0        0
#> 3142  cellular   2   aug      428        2   336        6  failure 0        0
#> 3143  cellular  17   nov      190        1   104        1  failure 0        0
#> 3144  cellular   7   aug      390        2    -1        0  unknown 0        0
#> 3145   unknown  21   may      836       12    -1        0  unknown 0        0
#> 3146   unknown   9   may      231        2    -1        0  unknown 0        0
#> 3147   unknown  29   may      144        2    -1        0  unknown 0        0
#> 3148 telephone  18   may       57        6    -1        0  unknown 0        0
#> 3149   unknown   8   may      201        2    -1        0  unknown 0        0
#> 3150   unknown   2   jun      149        8    -1        0  unknown 0        0
#> 3151  cellular  12   may       17        1   365        2    other 0        0
#> 3152  cellular  14   apr     1594        1   148        1  failure 1        0
#> 3153   unknown  21   may      218        7    -1        0  unknown 0        0
#> 3154  cellular  25   jul      246        2    -1        0  unknown 0        0
#> 3155  cellular  11   may      161        1    -1        0  unknown 0        0
#> 3156  cellular  17   apr      609        1   303        5  failure 0        0
#> 3157  cellular  30   jul       74        2    -1        0  unknown 0        0
#> 3158  cellular  22   jul      392        2    -1        0  unknown 0        0
#> 3159  cellular   6   feb      170        1    -1        0  unknown 0        0
#> 3160  cellular  11   aug       57        2    -1        0  unknown 0        0
#> 3161  cellular  20   apr       74        2    -1        0  unknown 0        0
#> 3162  cellular  15   jul      250        4   415        2  failure 1        0
#> 3163  cellular  18   may      700        3    -1        0  unknown 1        1
#> 3164   unknown   6   may      765        1    -1        0  unknown 0        0
#> 3165   unknown  23   may      159        3    -1        0  unknown 0        0
#> 3166  cellular   8   aug      104        2    -1        0  unknown 0        0
#> 3167   unknown  29   may      828        3    -1        0  unknown 1        0
#> 3168 telephone  12   may      899        3    -1        0  unknown 0        0
#> 3169  cellular  18   nov      613        1    -1        0  unknown 0        0
#> 3170   unknown  13   may      164        1    -1        0  unknown 0        1
#> 3171  cellular  28   jan      517        2    -1        0  unknown 0        0
#> 3172   unknown  17   jun      273       27    -1        0  unknown 0        1
#> 3173  cellular   5   may      304        2   259        2  failure 0        0
#> 3174  cellular   5   jun       57        2   304        1  failure 0        0
#> 3175  cellular  12   may      112        4   369        2    other 0        0
#> 3176  cellular  16   apr      105        2    -1        0  unknown 0        0
#> 3177  cellular  13   apr      239        3    -1        0  unknown 0        0
#> 3178  cellular   2   jul      275        1    -1        0  unknown 1        0
#> 3179  cellular  19   nov      325        2    -1        0  unknown 0        0
#> 3180  cellular  21   nov      158        7    -1        0  unknown 0        0
#> 3181  cellular   8   jul      113        1    -1        0  unknown 0        0
#> 3182   unknown   9   may      185        2    -1        0  unknown 0        0
#> 3183   unknown   9   may      352        1    -1        0  unknown 0        0
#> 3184  cellular   7   may       57        4    -1        0  unknown 0        1
#> 3185   unknown  24   oct      305        1    -1        0  unknown 1        0
#> 3186  cellular  31   jul       49        2    -1        0  unknown 0        0
#> 3187   unknown   5   may      266        1    -1        0  unknown 0        0
#> 3188  cellular  25   may       91        1    -1        0  unknown 0        0
#> 3189   unknown  20   may       19       15    -1        0  unknown 0        0
#> 3190  cellular  13   may       65        2   299        3    other 0        0
#> 3191  cellular   8   jul      165        1    -1        0  unknown 0        0
#> 3192  cellular  11   aug     1015        1    -1        0  unknown 0        0
#> 3193  cellular  18   may      453        4    -1        0  unknown 0        1
#> 3194  cellular  24   jul       62        1    -1        0  unknown 0        0
#> 3195  cellular  28   jan       73        1    -1        0  unknown 0        0
#> 3196  cellular  14   may      104        1    -1        0  unknown 0        0
#> 3197   unknown  16   jun       81        4    -1        0  unknown 0        0
#> 3198   unknown   5   jun     1558        1    -1        0  unknown 1        0
#> 3199  cellular  24   aug       73        3   200        2  failure 0        0
#> 3200  cellular  26   oct      604        1    91        4  failure 1        0
#> 3201  cellular  18   aug       61        1    84        1  failure 0        0
#> 3202  cellular  31   jul      107        3    -1        0  unknown 0        0
#> 3203   unknown  27   may       67        4    -1        0  unknown 0        0
#> 3204  cellular   5   feb      192        4    -1        0  unknown 0        0
#> 3205  cellular  21   aug      163        1    -1        0  unknown 0        0
#> 3206  cellular  18   nov      722        3   175        2  failure 0        0
#> 3207   unknown  16   may       30        3    -1        0  unknown 0        0
#> 3208   unknown  15   may      146        4    -1        0  unknown 0        0
#> 3209   unknown   5   jun      172        2    -1        0  unknown 0        0
#> 3210  cellular  17   apr      473        2   339        1  failure 0        0
#> 3211   unknown  15   may      440        2    -1        0  unknown 0        0
#> 3212  cellular   8   jul      574        2    -1        0  unknown 1        1
#> 3213   unknown  27   may      305        1    -1        0  unknown 0        1
#> 3214  cellular  21   nov      304        2    -1        0  unknown 0        0
#> 3215  cellular  16   apr      472        2    -1        0  unknown 0        1
#> 3216  cellular  29   sep      245        3    -1        0  unknown 1        0
#> 3217  cellular   7   may      265        1    -1        0  unknown 0        0
#> 3218  cellular   6   sep      109        3   276        8    other 0        0
#> 3219   unknown   8   may      180        1    -1        0  unknown 0        1
#> 3220   unknown  26   may      117        1    -1        0  unknown 0        0
#> 3221  cellular   4   jun      352        2   122        2  failure 1        0
#> 3222 telephone  20   nov      713        6    -1        0  unknown 0        0
#> 3223  cellular  20   nov       88        2    -1        0  unknown 0        0
#> 3224   unknown   8   jun      198        1   651        7    other 0        0
#> 3225  cellular   7   aug      121        1    -1        0  unknown 0        1
#> 3226   unknown  29   may       52        1    -1        0  unknown 0        0
#> 3227   unknown  19   may      234       13    -1        0  unknown 0        0
#> 3228   unknown  26   may      165        5    -1        0  unknown 0        1
#> 3229   unknown  15   may       87        1    -1        0  unknown 0        0
#> 3230  cellular  21   aug      231        3    -1        0  unknown 0        0
#> 3231   unknown  28   may      629        2    -1        0  unknown 0        0
#> 3232   unknown  12   jun      614        2    -1        0  unknown 1        0
#> 3233  cellular  14   oct      133        2    -1        0  unknown 0        1
#> 3234   unknown  30   may      155        1    -1        0  unknown 0        0
#> 3235  cellular  11   may      236        1    -1        0  unknown 0        0
#> 3236  cellular   7   jul       97        3    -1        0  unknown 0        0
#> 3237  cellular  28   aug       13       21    -1        0  unknown 0        0
#> 3238  cellular  27   oct      353        1    -1        0  unknown 1        0
#> 3239  cellular  13   oct       98        1    -1        0  unknown 0        0
#> 3240  cellular  24   jul      139        5    -1        0  unknown 1        1
#> 3241  cellular  15   may      143        2   343        3  failure 0        1
#> 3242   unknown   6   jun      230        2    -1        0  unknown 0        0
#> 3243  cellular  30   jul       44        4    -1        0  unknown 0        0
#> 3244  cellular  11   may      182        2    -1        0  unknown 0        0
#> 3245  cellular  25   aug      431        5    -1        0  unknown 0        0
#> 3246   unknown   9   may      253        1    -1        0  unknown 0        0
#> 3247  cellular   8   aug      275        4    -1        0  unknown 0        0
#> 3248   unknown  14   may      160        1    -1        0  unknown 0        0
#> 3249  cellular   2   feb       64        2    -1        0  unknown 0        0
#> 3250   unknown  30   may       70        2    -1        0  unknown 0        0
#> 3251   unknown   5   jun       40        1    -1        0  unknown 0        0
#> 3252  cellular  18   aug      143        4    -1        0  unknown 0        0
#> 3253  cellular   7   may      312        1    -1        0  unknown 0        0
#> 3254  cellular  18   nov       51        4    -1        0  unknown 0        0
#> 3255  cellular  21   jul      538        1    -1        0  unknown 0        0
#> 3256   unknown  15   may       73        1    -1        0  unknown 0        0
#> 3257  cellular  19   nov      690        3    -1        0  unknown 0        0
#> 3258 telephone  17   nov       99        3    -1        0  unknown 0        0
#> 3259  cellular  28   jun      348        6    94        6  failure 0        0
#> 3260   unknown  12   may      236       10    -1        0  unknown 0        0
#> 3261  cellular  23   jul      127        8    -1        0  unknown 0        0
#> 3262   unknown  19   may       88        5    -1        0  unknown 0        0
#> 3263  cellular  17   nov      977        3    -1        0  unknown 1        0
#> 3264  cellular  14   jul      238        3    -1        0  unknown 0        0
#> 3265  cellular  13   may      231        2   362        1    other 0        0
#> 3266   unknown  12   may       38        4    -1        0  unknown 0        0
#> 3267  cellular   6   may      193        1    -1        0  unknown 0        0
#> 3268  cellular  18   nov      237        1    -1        0  unknown 0        0
#> 3269  cellular  15   jul      347        4    -1        0  unknown 0        0
#> 3270  cellular  15   may      133        1   353        5    other 0        0
#> 3271  cellular  21   jul       81        1    -1        0  unknown 0        0
#> 3272  cellular  20   aug       50        2    -1        0  unknown 0        0
#> 3273   unknown   9   jun      123        1    -1        0  unknown 0        0
#> 3274  cellular  12   aug      632        6    -1        0  unknown 0        0
#> 3275 telephone   6   may       44        1    -1        0  unknown 0        1
#> 3276   unknown  20   may      446       12    -1        0  unknown 0        0
#> 3277  cellular  17   apr      114        1   345        2  failure 0        0
#> 3278   unknown  16   jun      382        3    -1        0  unknown 0        0
#> 3279 telephone   6   may      167        3    -1        0  unknown 0        0
#> 3280  cellular  31   mar      248        1    -1        0  unknown 0        0
#> 3281  cellular  19   aug      220        4    -1        0  unknown 0        0
#> 3282  cellular  25   aug      184        7    -1        0  unknown 0        0
#> 3283  cellular   3   apr      582        2    -1        0  unknown 0        0
#> 3284   unknown  20   may       51        7    -1        0  unknown 0        0
#> 3285  cellular  18   jul       69        7    -1        0  unknown 0        0
#> 3286  cellular   5   may      632        5   287        6  success 0        0
#> 3287   unknown  16   may      242        7    -1        0  unknown 0        0
#> 3288  cellular  22   jul       67        9    -1        0  unknown 0        0
#> 3289   unknown  12   may       76        2    -1        0  unknown 0        0
#> 3290   unknown  17   jun      115        1    -1        0  unknown 0        0
#> 3291 telephone  12   may      360        2    -1        0  unknown 0        0
#> 3292  cellular   7   may      349        1   338        1  failure 0        0
#> 3293  cellular  18   nov      459        3    -1        0  unknown 0        0
#> 3294  cellular  13   may       61        1    -1        0  unknown 0        0
#> 3295  cellular  19   nov      175        1    -1        0  unknown 0        0
#> 3296  cellular  20   nov      316        1    -1        0  unknown 0        0
#> 3297  cellular   4   feb      136        4    -1        0  unknown 1        0
#> 3298   unknown   3   jul       93        1    -1        0  unknown 0        0
#> 3299  cellular   6   may       19        1    -1        0  unknown 0        0
#> 3300  cellular   2   feb      620        2    -1        0  unknown 0        0
#> 3301  cellular   6   may      285        1   288       17    other 0        0
#> 3302   unknown  16   jun       58        1    -1        0  unknown 0        0
#> 3303  cellular   3   nov      215        1    -1        0  unknown 1        0
#> 3304   unknown  20   may      522        1    -1        0  unknown 0        0
#> 3305  cellular  15   may       12       10   178        1  failure 0        0
#> 3306 telephone  11   mar       78        2    91        1  failure 0        0
#> 3307  cellular  20   nov      287        2    -1        0  unknown 0        0
#> 3308  cellular  23   jul      498        1    -1        0  unknown 0        0
#> 3309 telephone  24   jul      308        4    -1        0  unknown 0        0
#> 3310   unknown  17   jun      717        1    -1        0  unknown 0        0
#> 3311  cellular  28   jan      144        1    -1        0  unknown 0        0
#> 3312 telephone   2   feb      463        2    -1        0  unknown 0        0
#> 3313  cellular  25   aug      343        4    -1        0  unknown 0        0
#> 3314  cellular  19   nov      584        2    -1        0  unknown 0        0
#> 3315   unknown  27   jun      153        2    -1        0  unknown 0        0
#> 3316   unknown  27   jun      140        2    -1        0  unknown 0        0
#> 3317  cellular  31   jul      217        4    -1        0  unknown 0        0
#> 3318  cellular  13   may      302        1   301        1  success 1        1
#> 3319   unknown   6   may      155        2    -1        0  unknown 0        0
#> 3320  cellular  15   jul      981        1    -1        0  unknown 1        0
#> 3321  cellular  17   nov      174        1   195        1  failure 0        0
#> 3322  cellular   5   apr      144        4   374        2  success 1        0
#> 3323   unknown   7   may      477        2    -1        0  unknown 0        0
#> 3324  cellular  20   nov      128        1    -1        0  unknown 0        0
#> 3325   unknown  12   jun      117        5    -1        0  unknown 0        0
#> 3326 telephone   5   feb       13        8   238        9    other 0        0
#> 3327   unknown  28   may      299        3    -1        0  unknown 0        0
#> 3328  cellular  10   jul      804        1    -1        0  unknown 1        0
#> 3329   unknown   5   jun       81        2    -1        0  unknown 0        1
#> 3330  cellular   5   feb       96        6    -1        0  unknown 0        0
#> 3331  cellular  27   feb       58        2    -1        0  unknown 0        1
#> 3332  cellular  22   jul       81        2    -1        0  unknown 0        0
#> 3333  cellular   4   feb       79        2    -1        0  unknown 0        0
#> 3334  cellular   7   may       54        1   345        2  failure 0        0
#> 3335  cellular  14   jul      145        2    -1        0  unknown 0        0
#> 3336  cellular  19   nov       50        1    -1        0  unknown 0        0
#> 3337   unknown  18   jun      205        4    -1        0  unknown 0        0
#> 3338  cellular  18   nov      197        1    -1        0  unknown 0        0
#> 3339 telephone   4   aug      297        1    -1        0  unknown 0        1
#> 3340  cellular   8   nov      240        1    40        2    other 0        0
#> 3341  cellular  15   may       67        4   175        6  failure 0        0
#> 3342   unknown  21   may      202        6    -1        0  unknown 0        0
#> 3343   unknown  29   may      182        1    -1        0  unknown 0        0
#> 3344  cellular   7   may      178        3    -1        0  unknown 0        0
#> 3345  cellular  20   apr      129        1   322        2  failure 0        0
#> 3346  cellular   5   feb      231        1    -1        0  unknown 0        0
#> 3347   unknown  23   jun      364        2    -1        0  unknown 0        0
#> 3348   unknown  26   jun      138        3    -1        0  unknown 0        0
#> 3349   unknown   6   may      262        1    -1        0  unknown 0        0
#> 3350   unknown   6   may      150        1    -1        0  unknown 0        0
#> 3351  cellular  18   nov       93        1   113        2    other 0        0
#> 3352  cellular   7   may      186        2   295        1  failure 0        0
#> 3353  cellular  15   may      311        1   368        2  failure 1        0
#> 3354   unknown  12   jun      436        1    -1        0  unknown 0        0
#> 3355  cellular  10   jul      235        1    -1        0  unknown 0        0
#> 3356  cellular  20   nov      405        1   139        1  failure 0        0
#> 3357   unknown  28   may      582        1    -1        0  unknown 0        1
#> 3358   unknown   5   jun      103        2    -1        0  unknown 0        0
#> 3359  cellular  12   may      216        2   259        3    other 0        0
#> 3360  cellular   9   apr      162        4   295        3  failure 0        0
#> 3361   unknown  13   may      806        1    -1        0  unknown 0        0
#> 3362  cellular  29   jul      102        3    -1        0  unknown 0        0
#> 3363   unknown   6   jun       82        3    -1        0  unknown 0        0
#> 3364  cellular  15   may      641        6    -1        0  unknown 0        0
#> 3365   unknown  16   may      145        1    -1        0  unknown 0        0
#> 3366  cellular  13   aug       62        2    -1        0  unknown 0        0
#> 3367  cellular  28   jan      117        2    -1        0  unknown 0        0
#> 3368  cellular  27   apr      321        1   449        1    other 1        1
#> 3369  cellular  28   jan      156        2    -1        0  unknown 0        0
#> 3370  cellular  18   nov      276        1   195        1  failure 0        0
#> 3371 telephone  22   aug       90       11    -1        0  unknown 0        0
#> 3372   unknown  13   may      195        5    -1        0  unknown 0        0
#> 3373  cellular  21   aug      139        2    -1        0  unknown 0        0
#> 3374  cellular   9   feb      297        3    -1        0  unknown 0        0
#> 3375  cellular  25   jul       51        4    -1        0  unknown 0        0
#> 3376   unknown  20   jun       17        5    -1        0  unknown 0        0
#> 3377  cellular   9   jul       81        1    -1        0  unknown 0        0
#> 3378 telephone  19   nov      623        1   175        1    other 1        0
#> 3379  cellular   7   apr      158        2    -1        0  unknown 0        0
#> 3380   unknown  20   jun      553        2    -1        0  unknown 0        0
#> 3381   unknown   4   jun       66        4    -1        0  unknown 0        0
#> 3382  cellular   3   feb      261        1   195        4  failure 1        0
#> 3383  cellular  14   jul      244        3    -1        0  unknown 0        0
#> 3384  cellular  18   aug      199        7    -1        0  unknown 0        0
#> 3385 telephone   4   mar       92        5    -1        0  unknown 0        0
#> 3386   unknown  12   may      293        1    -1        0  unknown 0        1
#> 3387 telephone   2   feb       45        1    -1        0  unknown 0        1
#> 3388  cellular  11   may      143        3   357        1  failure 0        0
#> 3389  cellular  21   jul      369        1    -1        0  unknown 0        1
#> 3390   unknown  21   may      139        2    -1        0  unknown 0        0
#> 3391   unknown   9   may      280        1    -1        0  unknown 0        0
#> 3392  cellular   9   feb      172        5    -1        0  unknown 0        0
#> 3393  cellular  18   aug      194        2    -1        0  unknown 1        0
#> 3394  cellular  16   sep      414        1    91        5    other 1        0
#> 3395   unknown   9   may      137        2    -1        0  unknown 0        0
#> 3396  cellular  15   may       25        1   350        5    other 0        0
#> 3397  cellular  30   jul      112        5    -1        0  unknown 0        0
#> 3398   unknown  23   may      245        1    -1        0  unknown 0        0
#> 3399  cellular  22   jul      188        2    -1        0  unknown 0        1
#> 3400  cellular  16   apr      117        1    -1        0  unknown 0        0
#> 3401   unknown   9   jun      443        2    -1        0  unknown 0        0
#> 3402  cellular  13   aug      159        4    -1        0  unknown 0        0
#> 3403   unknown  20   may      267        2    -1        0  unknown 0        0
#> 3404  cellular  23   jul      638        2    -1        0  unknown 1        0
#> 3405  cellular   7   jul      112       10    -1        0  unknown 0        0
#> 3406 telephone  17   feb      202        4    -1        0  unknown 1        0
#> 3407  cellular  30   apr       70        1    84        1  failure 0        0
#> 3408   unknown  15   may      196        2    -1        0  unknown 0        0
#> 3409   unknown  23   may      541        2    -1        0  unknown 0        0
#> 3410   unknown  19   jun       96        1    -1        0  unknown 0        0
#> 3411   unknown  20   jun       94        7    -1        0  unknown 0        0
#> 3412   unknown   6   may      623        1    -1        0  unknown 0        0
#> 3413  cellular  20   aug       66        3    -1        0  unknown 0        0
#> 3414  cellular  21   jul     1134        5    -1        0  unknown 1        0
#> 3415   unknown  29   may       91        2    -1        0  unknown 0        0
#> 3416  cellular  13   may       82        5   355        4  failure 0        0
#> 3417  cellular  18   aug       29        3    -1        0  unknown 0        0
#> 3418  cellular   7   aug      122        2    -1        0  unknown 0        0
#> 3419  cellular   4   feb      387        1   251        1  failure 0        0
#> 3420  cellular  20   aug      328        2    -1        0  unknown 0        0
#> 3421   unknown  19   may      115        1    -1        0  unknown 0        0
#> 3422   unknown  18   jun      154        2    -1        0  unknown 0        0
#> 3423   unknown   3   jul      225        2    -1        0  unknown 0        0
#> 3424   unknown  11   jun       83       10    -1        0  unknown 0        0
#> 3425   unknown  28   may      130        2    -1        0  unknown 0        0
#> 3426  cellular  16   jul      122        1    -1        0  unknown 0        0
#> 3427   unknown  21   may      295        1    -1        0  unknown 0        0
#> 3428  cellular   7   jul      482        3    -1        0  unknown 0        0
#> 3429  cellular   6   may      305        1    -1        0  unknown 0        0
#> 3430 telephone   5   may       92        3    -1        0  unknown 0        0
#> 3431  cellular  29   jul       95        5    -1        0  unknown 0        0
#> 3432  cellular  31   jul       89        5    -1        0  unknown 0        0
#> 3433  cellular   4   nov       95        1    -1        0  unknown 0        0
#> 3434  cellular  13   aug      784        3    94       10  failure 1        0
#> 3435  cellular  13   aug      183        2    -1        0  unknown 0        0
#> 3436   unknown  13   jan      127        1    -1        0  unknown 0        1
#> 3437  cellular  12   aug      113        1    -1        0  unknown 0        0
#> 3438   unknown  26   may       61        1    -1        0  unknown 0        0
#> 3439   unknown  20   jun        7        3    -1        0  unknown 0        0
#> 3440   unknown   7   may      150        1    -1        0  unknown 0        0
#> 3441  cellular   3   feb      383        1    -1        0  unknown 0        1
#> 3442  cellular   6   may      215        3   280        3  failure 0        0
#> 3443  cellular  15   may      104        3    -1        0  unknown 0        1
#> 3444   unknown   9   jun       29        1   686        2  failure 0        0
#> 3445   unknown   3   jun      227        1    -1        0  unknown 0        0
#> 3446 telephone  28   jan       41        1    -1        0  unknown 0        0
#> 3447  cellular  30   jul      208        2    -1        0  unknown 0        0
#> 3448   unknown  16   may      280        1    -1        0  unknown 0        1
#> 3449  cellular   6   aug      105        6    -1        0  unknown 0        0
#> 3450   unknown  14   may      225        1    -1        0  unknown 0        0
#> 3451  cellular   9   apr      504        1    -1        0  unknown 0        0
#> 3452   unknown   9   jun       51        1    -1        0  unknown 0        0
#> 3453   unknown  29   may      253        3    -1        0  unknown 0        0
#> 3454  cellular   4   may       76        2    87        1  success 0        0
#> 3455  cellular  27   may      417        2    -1        0  unknown 1        0
#> 3456  cellular  16   jul       72        1    -1        0  unknown 0        0
#> 3457  cellular  12   aug      255        2   104        1  success 1        0
#> 3458  cellular   4   feb      542        2    -1        0  unknown 0        1
#> 3459  cellular  12   may      179        3    -1        0  unknown 0        0
#> 3460   unknown   9   may      653        1    -1        0  unknown 1        0
#> 3461   unknown  27   may      201        2    -1        0  unknown 0        0
#> 3462  cellular  29   jul       33        2    -1        0  unknown 0        0
#> 3463  cellular   9   feb       48        4    -1        0  unknown 0        0
#> 3464   unknown  19   may      109        2    -1        0  unknown 0        1
#> 3465 telephone  23   jul       18        9    -1        0  unknown 0        0
#> 3466  cellular  21   nov      159        2    -1        0  unknown 0        0
#> 3467  cellular   5   feb        9        8    -1        0  unknown 0        0
#> 3468  cellular  11   aug      119        2    -1        0  unknown 0        0
#> 3469  cellular  11   may      508        3   173        5  failure 0        0
#> 3470  cellular  27   may      207        5    -1        0  unknown 0        0
#> 3471   unknown  23   may      302        1    -1        0  unknown 0        0
#> 3472   unknown  20   jun       20        7    -1        0  unknown 0        0
#> 3473  cellular  17   apr       97        1    -1        0  unknown 0        0
#> 3474  cellular  30   jul      259        3    -1        0  unknown 0        0
#> 3475  cellular  21   nov        6        6    -1        0  unknown 0        0
#> 3476  cellular  20   aug      200        2    -1        0  unknown 0        0
#> 3477  cellular  24   jul       90        2    -1        0  unknown 0        0
#> 3478   unknown  26   may      130        1    -1        0  unknown 0        0
#> 3479   unknown   5   jun      124        2    -1        0  unknown 0        0
#> 3480  cellular  28   jan      314        1    -1        0  unknown 0        0
#> 3481   unknown   5   may      364        1    -1        0  unknown 0        0
#> 3482  cellular   8   may      158        2   350        2  failure 0        1
#> 3483  cellular   6   aug      467        2    -1        0  unknown 0        0
#> 3484  cellular  30   jul       69        9    -1        0  unknown 0        0
#> 3485 telephone  17   apr      137        1    -1        0  unknown 0        0
#> 3486  cellular  14   may       24        1   346        1  failure 0        0
#> 3487   unknown  14   may      231        1    -1        0  unknown 0        0
#> 3488  cellular  11   aug      663        3    -1        0  unknown 1        0
#> 3489  cellular   6   apr      377        3   325        1  failure 0        0
#> 3490   unknown  30   may      891        4    -1        0  unknown 1        0
#> 3491  cellular  12   aug      603        3    -1        0  unknown 0        0
#> 3492  cellular  18   jul      799        2    -1        0  unknown 1        0
#> 3493  cellular  19   nov      286        3    -1        0  unknown 0        0
#> 3494  cellular  17   apr      397        1    -1        0  unknown 0        0
#> 3495   unknown   3   jun      284        1    -1        0  unknown 0        0
#> 3496 telephone   9   aug      195        1    -1        0  unknown 0        0
#> 3497  cellular  12   may      306        1    -1        0  unknown 0        0
#> 3498  cellular   7   aug      194        6    -1        0  unknown 0        0
#> 3499  cellular  12   may      228        2   267        1  failure 1        0
#> 3500  cellular  12   oct      511        3   187        1  failure 1        0
#> 3501   unknown   6   may      183        5    -1        0  unknown 0        0
#> 3502  cellular  15   apr      636        3   330        1  failure 1        0
#> 3503  cellular  15   may      124        2   298        1  failure 0        0
#> 3504  cellular  17   nov      107        1   117        3  failure 0        0
#> 3505  cellular  14   jul      334        3    -1        0  unknown 0        0
#> 3506   unknown  20   jun       32        4    -1        0  unknown 0        0
#> 3507  cellular  29   aug      105        2    -1        0  unknown 0        0
#> 3508  cellular  10   sep      105        2    -1        0  unknown 0        0
#> 3509 telephone  12   dec      136        1    -1        0  unknown 0        0
#> 3510  cellular   7   may      101        1   349        1  failure 0        0
#> 3511   unknown  19   may      160        2    -1        0  unknown 0        0
#> 3512   unknown  20   may       81        1    -1        0  unknown 0        0
#> 3513  cellular  18   jul      320        2    -1        0  unknown 0        1
#> 3514  cellular  19   aug      133        4    -1        0  unknown 0        0
#> 3515   unknown  23   may      445        1    -1        0  unknown 0        0
#> 3516  cellular  20   apr      115        2    -1        0  unknown 0        0
#> 3517   unknown  19   jun       45        9    -1        0  unknown 0        0
#> 3518  cellular  20   aug      359        2    -1        0  unknown 0        0
#> 3519   unknown   3   jun      329        3    -1        0  unknown 0        0
#> 3520  cellular  12   may      280        2   335        3  failure 0        0
#> 3521   unknown  19   may       65        3    -1        0  unknown 0        1
#> 3522  cellular  17   nov      102        1    -1        0  unknown 0        0
#> 3523  cellular  29   jul      299        5    -1        0  unknown 0        0
#> 3524  cellular  25   aug       15       19    -1        0  unknown 0        0
#> 3525  cellular  28   aug       54        4    -1        0  unknown 0        0
#> 3526  cellular   4   jun      218        1    -1        0  unknown 0        0
#> 3527  cellular  15   may       10        5    -1        0  unknown 0        0
#> 3528  cellular   8   jul       42        1    -1        0  unknown 0        0
#> 3529  cellular   9   jul      226        2    -1        0  unknown 0        1
#> 3530  cellular  20   apr       93        3   329        7  failure 0        0
#> 3531   unknown  28   may      198        1    -1        0  unknown 0        0
#> 3532  cellular  25   aug      479        1    -1        0  unknown 1        0
#> 3533  cellular  12   apr      176        1    -1        0  unknown 1        0
#> 3534   unknown   8   jun       30        1   404        2  success 0        0
#> 3535   unknown  20   jun      211        2    -1        0  unknown 0        0
#> 3536   unknown  15   may      487        4    -1        0  unknown 0        0
#> 3537  cellular  20   nov      182        2    -1        0  unknown 0        0
#> 3538   unknown  11   jun       47        3    -1        0  unknown 0        0
#> 3539 telephone  30   oct      152        4    -1        0  unknown 0        0
#> 3540  cellular  14   jul      643        2    -1        0  unknown 0        0
#> 3541  cellular  12   aug      104        2    -1        0  unknown 0        0
#> 3542   unknown  12   may      182        2    -1        0  unknown 0        1
#> 3543   unknown  15   may      301        4    -1        0  unknown 0        0
#> 3544   unknown   6   jun       44        1    -1        0  unknown 0        0
#> 3545  cellular  13   jan      452        3    -1        0  unknown 1        0
#> 3546  cellular  16   mar      263        1   124        9    other 1        0
#> 3547  cellular   4   aug      158        1   104        2  failure 0        0
#> 3548  cellular  16   apr      445        1   148        2    other 0        0
#> 3549 telephone   5   jun      145        1    -1        0  unknown 0        0
#> 3550  cellular  21   jul      479        1    -1        0  unknown 0        1
#> 3551  cellular  21   nov      902        1   133        2    other 1        0
#> 3552   unknown   8   may      271        5    -1        0  unknown 0        0
#> 3553 telephone  20   may      351        3    -1        0  unknown 1        0
#> 3554   unknown  13   may      437        2    -1        0  unknown 0        0
#> 3555  cellular  10   feb      159        1    -1        0  unknown 1        1
#> 3556  cellular  10   jul      324        1    -1        0  unknown 0        0
#> 3557  cellular  28   aug       51        8    -1        0  unknown 0        0
#> 3558   unknown  13   may      176        3    -1        0  unknown 0        0
#> 3559  cellular   3   feb      149        3   215        1  failure 0        0
#> 3560   unknown   6   may       85        1    -1        0  unknown 0        0
#> 3561  cellular  25   aug      242        6    95        4  success 1        0
#> 3562   unknown  25   jun      249        1    -1        0  unknown 0        0
#> 3563   unknown   6   jun       92        1    -1        0  unknown 0        0
#> 3564  cellular  21   nov      133        1    -1        0  unknown 0        0
#> 3565  cellular   6   aug      203        7    -1        0  unknown 0        0
#> 3566   unknown  29   may       23       15    -1        0  unknown 0        0
#> 3567   unknown  16   jun      119        2    -1        0  unknown 0        0
#> 3568   unknown  15   may       90        3    -1        0  unknown 0        0
#> 3569  cellular   3   feb      678        1    -1        0  unknown 0        0
#> 3570   unknown   7   may      126        5    -1        0  unknown 0        0
#> 3571  cellular   8   aug      107        2    -1        0  unknown 0        0
#> 3572   unknown   8   may      200        2    -1        0  unknown 0        0
#> 3573  cellular  14   aug       36        2    -1        0  unknown 0        0
#> 3574   unknown  23   may      110        1    -1        0  unknown 0        0
#> 3575 telephone  24   jul      122       12    -1        0  unknown 0        0
#> 3576   unknown  26   may      695        4    -1        0  unknown 0        0
#> 3577  cellular  14   may      107        4   371        3  failure 0        0
#> 3578   unknown   7   may      245        2    -1        0  unknown 0        0
#> 3579  cellular  18   feb      416        2    -1        0  unknown 1        1
#> 3580  cellular  17   nov      251        2    -1        0  unknown 0        0
#> 3581  cellular   8   jul      604        1    -1        0  unknown 0        0
#> 3582  cellular  29   jan       85        2   240        1  failure 0        0
#> 3583  cellular  22   jul     1545        1    -1        0  unknown 1        0
#> 3584  cellular   2   feb      113        2    -1        0  unknown 0        0
#> 3585   unknown   6   jun      642        2    -1        0  unknown 1        0
#> 3586  cellular  11   may      154        2   340        2  failure 0        0
#> 3587 telephone  12   may      352        2   175       11    other 0        0
#> 3588   unknown  19   may      798        1    -1        0  unknown 0        0
#> 3589  cellular  12   aug      238        6    -1        0  unknown 0        0
#> 3590  cellular  28   jul      100       16    -1        0  unknown 0        0
#> 3591  cellular   7   jul       88        3    -1        0  unknown 0        0
#> 3592  cellular  12   feb      181        3    -1        0  unknown 1        0
#> 3593  cellular   7   sep      179        1   186        2  failure 0        0
#> 3594  cellular  20   nov      230        1    -1        0  unknown 0        0
#> 3595   unknown  30   may       67        2    -1        0  unknown 0        1
#> 3596  cellular  22   may      210        1    -1        0  unknown 0        0
#> 3597  cellular  22   jul      403        7    -1        0  unknown 0        0
#> 3598  cellular  17   nov      155        1    -1        0  unknown 0        0
#> 3599   unknown  20   jun       61        2    -1        0  unknown 0        0
#> 3600  cellular  22   aug      168        2    -1        0  unknown 0        0
#> 3601  cellular  17   apr      759        2    -1        0  unknown 0        0
#> 3602   unknown  19   jun       73        1    -1        0  unknown 0        0
#> 3603   unknown  16   jun      686       11    -1        0  unknown 1        0
#> 3604  cellular  14   oct      219        3   372        1  failure 0        0
#> 3605  cellular  10   jul      148        1    -1        0  unknown 0        0
#> 3606  cellular  16   apr      228        2    -1        0  unknown 0        0
#> 3607  cellular  28   aug      199        6    -1        0  unknown 0        0
#> 3608   unknown   6   jun      862       11    -1        0  unknown 1        0
#> 3609   unknown  15   may      500        1    -1        0  unknown 1        0
#> 3610  cellular  17   nov      141        3    -1        0  unknown 0        0
#> 3611  cellular   6   may      127        2   254       23    other 0        0
#> 3612  cellular  16   nov      163        1   200        1  failure 0        0
#> 3613   unknown  21   may      210        1    -1        0  unknown 0        0
#> 3614   unknown   7   may      192        1    -1        0  unknown 0        0
#> 3615 telephone  27   apr      325        1   180        7  failure 1        0
#> 3616  cellular   7   jul      242        1    -1        0  unknown 0        1
#> 3617   unknown  20   may      114        1    -1        0  unknown 0        0
#> 3618  cellular  20   nov      187        2    -1        0  unknown 0        0
#> 3619   unknown  27   may      257        1    -1        0  unknown 0        1
#> 3620 telephone   8   may      128        8   324        7    other 0        0
#> 3621  cellular  17   nov      301        1    -1        0  unknown 0        0
#> 3622  cellular  22   jul      417        1    -1        0  unknown 0        1
#> 3623   unknown  14   may      850        2    -1        0  unknown 1        0
#> 3624  cellular  28   sep      500        2   228        1  failure 0        1
#> 3625  cellular   4   aug     1486        1    -1        0  unknown 1        0
#> 3626   unknown  19   jun      266        4    -1        0  unknown 0        0
#> 3627  cellular  28   jul       36        5    -1        0  unknown 0        0
#> 3628  cellular   4   feb       93        1    -1        0  unknown 0        0
#> 3629  cellular  20   apr      155        1   154        2  failure 0        0
#> 3630  cellular  18   nov      251        2    -1        0  unknown 0        0
#> 3631  cellular  26   may      217        1    -1        0  unknown 0        1
#> 3632  cellular  11   aug      108        5    -1        0  unknown 0        0
#> 3633   unknown  20   jun       44        2    -1        0  unknown 0        0
#> 3634  cellular  20   aug      162        2    -1        0  unknown 0        0
#> 3635   unknown  28   may      106        3    -1        0  unknown 0        1
#> 3636  cellular  30   apr      439        2    -1        0  unknown 1        1
#> 3637  cellular  13   may      272        1   342        2    other 0        0
#> 3638  cellular  11   may      131        2    -1        0  unknown 0        0
#> 3639  cellular   4   feb      214        2   259        2  failure 0        1
#> 3640  cellular  22   jun      154        1   124        1    other 0        0
#> 3641  cellular   3   mar       83        1    -1        0  unknown 1        0
#> 3642  cellular  10   jul       81        6    -1        0  unknown 0        0
#> 3643   unknown   5   oct        6        1    -1        0  unknown 0        0
#> 3644   unknown   6   jun       24        1    -1        0  unknown 0        0
#> 3645  cellular   6   may       37        1    -1        0  unknown 0        0
#> 3646  cellular  26   apr      125        2   182        1  failure 0        0
#> 3647   unknown  20   jun       95        1    -1        0  unknown 0        0
#> 3648   unknown  21   may      250        2    -1        0  unknown 0        0
#> 3649  cellular  28   jul      136        2    -1        0  unknown 0        0
#> 3650  cellular  19   nov      122        2    -1        0  unknown 0        0
#> 3651   unknown  17   jun       48        2    -1        0  unknown 0        0
#> 3652  cellular  18   mar      278        2    -1        0  unknown 1        0
#> 3653  cellular  20   nov      769        4    -1        0  unknown 0        0
#> 3654  cellular  17   jul      260        1    -1        0  unknown 0        0
#> 3655  cellular  14   apr      314        1    -1        0  unknown 0        0
#> 3656   unknown   4   jun      184        2    -1        0  unknown 0        0
#> 3657   unknown  19   may      149        4    -1        0  unknown 0        0
#> 3658  cellular   9   jul      170        1    -1        0  unknown 0        0
#> 3659  cellular  29   jan       41        2   261        1  failure 0        0
#> 3660  cellular  15   apr      190        2    -1        0  unknown 0        0
#> 3661  cellular  14   may      143        1    -1        0  unknown 0        0
#> 3662   unknown  23   may       24        1    -1        0  unknown 0        0
#> 3663  cellular   3   sep      431        1   466        3  success 1        1
#> 3664  cellular   8   aug       75        2    -1        0  unknown 0        0
#> 3665  cellular   7   jul      285        1    -1        0  unknown 0        0
#> 3666  cellular  22   aug      217        5    -1        0  unknown 0        0
#> 3667   unknown  20   jun      238        3    -1        0  unknown 0        0
#> 3668  cellular  23   oct       56        4    -1        0  unknown 0        0
#> 3669   unknown  20   may      843        2    -1        0  unknown 1        0
#> 3670  cellular  24   mar      170        3    -1        0  unknown 1        0
#> 3671  cellular  18   may      201        2   293        6    other 0        0
#> 3672  cellular  30   jan      868        1    -1        0  unknown 0        0
#> 3673  cellular  25   aug     1152        6    -1        0  unknown 1        0
#> 3674   unknown  17   jun      160        4    -1        0  unknown 0        0
#> 3675  cellular  27   aug       57        6    -1        0  unknown 0        0
#> 3676  cellular   2   feb      100        1    -1        0  unknown 0        1
#> 3677   unknown  12   may       71        2    -1        0  unknown 0        0
#> 3678  cellular  29   aug      961        4    -1        0  unknown 0        0
#> 3679  cellular  11   sep      339        1    38        1  failure 0        0
#> 3680  cellular  12   may      416        4    -1        0  unknown 0        0
#> 3681  cellular  15   apr      349        1    -1        0  unknown 0        0
#> 3682  cellular  10   nov      185        1    -1        0  unknown 0        0
#> 3683   unknown  13   aug        9        1    -1        0  unknown 0        0
#> 3684  cellular  19   aug      173        3    -1        0  unknown 0        0
#> 3685   unknown  30   may      158        1    -1        0  unknown 0        0
#> 3686  cellular   8   jul      185        2    -1        0  unknown 0        0
#> 3687  cellular  15   may       14        2   344        3    other 0        0
#> 3688  cellular  31   jul       45        3    -1        0  unknown 0        0
#> 3689  cellular  29   aug      201        2    -1        0  unknown 0        0
#> 3690   unknown   2   jun      193        5    -1        0  unknown 0        0
#> 3691  cellular  17   nov      409        2    -1        0  unknown 1        0
#> 3692  cellular  27   apr      144        1    -1        0  unknown 0        0
#> 3693  cellular  17   nov      279        1    -1        0  unknown 0        0
#> 3694   unknown  13   may      180        1    -1        0  unknown 0        1
#> 3695   unknown  13   may       18        1    -1        0  unknown 0        0
#> 3696  cellular  17   dec      221        3    -1        0  unknown 1        0
#> 3697  cellular  27   aug      212       15    -1        0  unknown 0        0
#> 3698  cellular   5   aug      112        2    -1        0  unknown 0        0
#> 3699  cellular  18   may      175        1   293        5  failure 0        0
#> 3700   unknown  27   may      148        3    -1        0  unknown 0        0
#> 3701  cellular   6   jul      335        3   194        2  failure 1        0
#> 3702  cellular   9   jul       36        6    -1        0  unknown 0        0
#> 3703 telephone  31   jul      350       15    -1        0  unknown 0        0
#> 3704  cellular   6   may      182        1    90        8  failure 0        0
#> 3705   unknown  27   may       90        1    -1        0  unknown 0        1
#> 3706   unknown  30   may      498        4    -1        0  unknown 0        0
#> 3707   unknown   7   may      423        1    -1        0  unknown 0        0
#> 3708  cellular  11   aug      111        2    -1        0  unknown 0        0
#> 3709 telephone  20   nov       21        1    -1        0  unknown 0        0
#> 3710   unknown  11   jun      288        3    -1        0  unknown 0        0
#> 3711  cellular  13   aug      148        2    -1        0  unknown 1        0
#> 3712  cellular  25   jul      728        2    -1        0  unknown 1        1
#> 3713  cellular  19   aug       97        6    -1        0  unknown 0        0
#> 3714  cellular  14   may      241        2   349        2  failure 0        0
#> 3715  cellular  11   may      138        1    -1        0  unknown 0        0
#> 3716   unknown  15   may      124        2    -1        0  unknown 0        0
#> 3717  cellular  26   aug      128       12    -1        0  unknown 0        0
#> 3718   unknown  29   may      286        3    -1        0  unknown 0        0
#> 3719  cellular   7   may      115        3    -1        0  unknown 0        0
#> 3720  cellular  28   jan      458        2    -1        0  unknown 0        0
#> 3721  cellular  29   jul       75        8    -1        0  unknown 0        0
#> 3722  cellular   9   jul      389        5    -1        0  unknown 0        0
#> 3723  cellular  16   nov      238        1    -1        0  unknown 1        0
#> 3724   unknown  20   jun       45        4    -1        0  unknown 0        0
#> 3725  cellular  17   nov      153        1    -1        0  unknown 0        0
#> 3726  cellular  20   nov      303        4    -1        0  unknown 0        0
#> 3727  cellular  30   apr      124        1    28        3  failure 0        0
#> 3728   unknown   9   may      291        4    -1        0  unknown 0        0
#> 3729  cellular  30   jul      122        1    -1        0  unknown 0        0
#> 3730 telephone  13   nov       72        1    -1        0  unknown 0        0
#> 3731  cellular  14   may      247        2    -1        0  unknown 0        0
#> 3732   unknown  13   may      129        1    -1        0  unknown 0        0
#> 3733  cellular  18   aug     1364        4    -1        0  unknown 0        0
#> 3734  cellular   9   dec      390        1    -1        0  unknown 0        1
#> 3735   unknown  14   may      423        2    -1        0  unknown 0        0
#> 3736  cellular   9   feb       38        8    -1        0  unknown 0        0
#> 3737  cellular  19   nov      114        1   183        3    other 0        0
#> 3738  cellular  17   nov      158        2    -1        0  unknown 0        0
#> 3739   unknown  20   may      315        1    -1        0  unknown 0        0
#> 3740   unknown   2   jun      171        1    -1        0  unknown 0        0
#> 3741  cellular  21   nov       28        3   158        3  failure 0        0
#> 3742  cellular   8   apr      594        4   331        1  failure 0        0
#> 3743   unknown  29   may      430        1    -1        0  unknown 0        0
#> 3744   unknown  20   jun       10        4    -1        0  unknown 0        0
#> 3745  cellular   8   aug       63        2    -1        0  unknown 0        0
#> 3746   unknown   5   may      219        1    -1        0  unknown 0        0
#> 3747  cellular  20   nov      150        1    -1        0  unknown 0        0
#> 3748  cellular  12   may       78        5   292        3  failure 0        0
#> 3749  cellular   9   feb      170        2    -1        0  unknown 0        0
#> 3750  cellular   7   may       92        1    -1        0  unknown 0        0
#> 3751  cellular  21   jul       84        1    -1        0  unknown 0        0
#> 3752  cellular  29   jan      276        2    -1        0  unknown 0        0
#> 3753  cellular  13   may      119        3    -1        0  unknown 0        0
#> 3754 telephone   3   sep     2055        1    -1        0  unknown 0        0
#> 3755   unknown   6   may      185        1    -1        0  unknown 0        0
#> 3756  cellular  14   jul      227        4    -1        0  unknown 0        1
#> 3757   unknown   3   jun       94        1    -1        0  unknown 0        0
#> 3758   unknown   6   may      235        2    -1        0  unknown 0        0
#> 3759  cellular   9   feb      244        3    -1        0  unknown 0        0
#> 3760   unknown  27   jun      169        2    -1        0  unknown 0        0
#> 3761  cellular  29   jan      270        1    -1        0  unknown 0        0
#> 3762  cellular  24   sep      224        2   444        1  failure 1        0
#> 3763  cellular  16   jul      293        2    -1        0  unknown 0        0
#> 3764  cellular   4   may      174        1    -1        0  unknown 0        1
#> 3765   unknown  20   may      550        2    -1        0  unknown 0        0
#> 3766   unknown  17   jun      331        4    -1        0  unknown 0        0
#> 3767   unknown  29   may      488        1    -1        0  unknown 0        0
#> 3768  cellular  19   nov      366        3    -1        0  unknown 1        0
#> 3769   unknown  12   may       53        1    -1        0  unknown 0        1
#> 3770   unknown   6   jun       29        4    -1        0  unknown 0        0
#> 3771  cellular  23   mar      191        2    -1        0  unknown 1        1
#> 3772  cellular  15   apr      135        1    -1        0  unknown 1        0
#> 3773   unknown  12   may      101        2    -1        0  unknown 0        1
#> 3774  cellular  16   jul      186        4    -1        0  unknown 0        0
#> 3775  cellular  25   jul      335        2    -1        0  unknown 0        0
#> 3776  cellular  15   jun      108        1    -1        0  unknown 0        0
#> 3777   unknown  20   may       96        2    -1        0  unknown 0        0
#> 3778  cellular  11   aug      218        2    -1        0  unknown 0        0
#> 3779  cellular  22   apr      164        2    -1        0  unknown 0        0
#> 3780  cellular  27   may      128        4    -1        0  unknown 0        0
#> 3781  cellular   2   apr      359        3    -1        0  unknown 0        0
#> 3782  cellular  29   aug       67        4    -1        0  unknown 0        0
#> 3783  cellular  11   may      195        2   301        3  failure 0        0
#> 3784  cellular  20   nov      418        3    -1        0  unknown 0        0
#> 3785  cellular  19   aug      183       20    -1        0  unknown 0        0
#> 3786   unknown   6   jun       53        1    -1        0  unknown 0        0
#> 3787  cellular   6   aug      499        2    -1        0  unknown 0        0
#> 3788 telephone   5   feb       58        1   269        2  failure 0        0
#> 3789  cellular  29   aug      127        5    -1        0  unknown 0        0
#> 3790   unknown   9   jun      218        1    -1        0  unknown 0        0
#> 3791   unknown  29   may      455        2    -1        0  unknown 0        0
#> 3792   unknown  12   jun      160        2    -1        0  unknown 0        0
#> 3793   unknown  20   may      247        2    -1        0  unknown 0        0
#> 3794   unknown   8   may      231        4    -1        0  unknown 0        0
#> 3795   unknown   4   jun      393       11    -1        0  unknown 0        0
#> 3796   unknown  30   may      371        2    -1        0  unknown 0        0
#> 3797  cellular  17   nov      255        1    -1        0  unknown 1        0
#> 3798   unknown   2   jun      384        1    -1        0  unknown 0        0
#> 3799 telephone  17   nov      508        4    -1        0  unknown 0        0
#> 3800   unknown  12   may      252        4    -1        0  unknown 0        1
#> 3801  cellular   5   feb      128        1    -1        0  unknown 0        0
#> 3802  cellular  18   nov      273        2    96        4  failure 0        0
#> 3803 telephone  11   may       28        2   306        1  failure 0        0
#> 3804  cellular  16   jul      815        2   407        3  success 1        0
#> 3805   unknown  27   may      166        9    -1        0  unknown 0        0
#> 3806  cellular  18   jul      117        2    -1        0  unknown 0        0
#> 3807  cellular  12   may       20        8   350        9  failure 0        0
#> 3808   unknown  17   jun      135        1    -1        0  unknown 0        0
#> 3809  cellular  22   may      460        1    95        2  success 1        0
#> 3810  cellular  11   may      125        2   304        2  failure 0        0
#> 3811   unknown   2   jun      140        3    -1        0  unknown 0        0
#> 3812  cellular  13   nov      182        2    91        2  success 1        0
#> 3813   unknown   4   jun       49        1    -1        0  unknown 0        1
#> 3814  cellular   5   aug      196        1    -1        0  unknown 0        0
#> 3815  cellular  14   jul       72        3    -1        0  unknown 0        0
#> 3816  cellular  28   aug       77        4    -1        0  unknown 0        0
#> 3817  cellular  30   jul      249        3    -1        0  unknown 0        0
#> 3818  cellular  18   oct      526        1    -1        0  unknown 1        0
#> 3819  cellular  17   apr      106        1    -1        0  unknown 0        0
#> 3820  cellular  29   oct      174        2    -1        0  unknown 0        0
#> 3821   unknown  26   jun      174        8    -1        0  unknown 0        0
#> 3822  cellular  21   nov      372        1    -1        0  unknown 1        0
#> 3823  cellular   5   feb      360        1    -1        0  unknown 0        0
#> 3824  cellular  13   may      496        2   345        3  failure 1        0
#> 3825   unknown  27   may      184        1    -1        0  unknown 0        0
#> 3826   unknown  16   may      317        1    -1        0  unknown 0        0
#> 3827   unknown   8   may      209        3    -1        0  unknown 0        0
#> 3828   unknown  29   may      544        1    -1        0  unknown 0        0
#> 3829  cellular  28   jul       67        5   252        1  failure 0        0
#> 3830  cellular  20   oct      427        1    -1        0  unknown 1        0
#> 3831  cellular  19   nov       94        1   170        1    other 0        0
#> 3832  cellular  14   aug      186        1    -1        0  unknown 1        0
#> 3833  cellular  12   aug       62        2   104        2  success 0        0
#> 3834   unknown  24   jun      237        3    -1        0  unknown 0        0
#> 3835  cellular  18   may      252        1    85        6  failure 0        0
#> 3836   unknown   6   jun      188        1    -1        0  unknown 0        0
#> 3837  cellular  17   jul      354        1    -1        0  unknown 0        0
#> 3838   unknown  12   jun       67        4    -1        0  unknown 0        0
#> 3839   unknown   3   jun       54        1    -1        0  unknown 0        0
#> 3840  cellular  18   nov      295        1   124        2  failure 0        0
#> 3841   unknown   5   may      408        2    -1        0  unknown 0        0
#> 3842   unknown  20   jun       53       11    -1        0  unknown 0        0
#> 3843   unknown  19   jun      219        2    -1        0  unknown 0        0
#> 3844  cellular  22   jul      185        1    -1        0  unknown 0        0
#> 3845   unknown  13   may       94        1    -1        0  unknown 0        0
#> 3846  cellular  31   jul       90        5    -1        0  unknown 0        0
#> 3847  cellular  18   nov      107        3    -1        0  unknown 0        0
#> 3848   unknown  29   may     1185        3    -1        0  unknown 0        0
#> 3849   unknown  20   may      447        1    -1        0  unknown 0        0
#> 3850   unknown  23   may      542        2    -1        0  unknown 0        0
#> 3851  cellular  18   jun      235        3    -1        0  unknown 1        0
#> 3852  cellular  20   apr      335        1   334        3  failure 0        0
#> 3853   unknown   7   may      184        1    -1        0  unknown 0        0
#> 3854  cellular  30   jan      146        2   262        2  failure 0        0
#> 3855  cellular  30   jun       78        1    -1        0  unknown 0        0
#> 3856   unknown   5   oct       10        1    -1        0  unknown 0        0
#> 3857   unknown  12   jun       93        1    -1        0  unknown 0        0
#> 3858  cellular   2   feb      204        1    -1        0  unknown 1        0
#> 3859   unknown   4   jul      246        1    -1        0  unknown 0        1
#> 3860  cellular   6   may      451        1   350        1    other 0        0
#> 3861  cellular  27   aug      113        8    -1        0  unknown 0        0
#> 3862  cellular   4   jun       94        2    -1        0  unknown 1        0
#> 3863  cellular  17   jun      485        2   227        4  failure 1        0
#> 3864   unknown   9   jun      940        1    -1        0  unknown 1        0
#> 3865  cellular  28   jul       31        3    -1        0  unknown 0        0
#> 3866  cellular  10   feb      147        1    -1        0  unknown 1        0
#> 3867   unknown   6   may      132        2    -1        0  unknown 0        0
#> 3868  cellular  29   aug       14       15    -1        0  unknown 0        0
#> 3869  cellular   6   feb       83        1    -1        0  unknown 0        0
#> 3870  cellular  20   nov      121        1    -1        0  unknown 0        0
#> 3871  cellular  21   nov      240        3    -1        0  unknown 0        0
#> 3872  cellular  29   jan      821        1    -1        0  unknown 0        0
#> 3873  cellular  27   jul      235        1   287        1  failure 0        0
#> 3874   unknown  21   may      161        4    -1        0  unknown 0        0
#> 3875   unknown  13   may      209        2    -1        0  unknown 0        0
#> 3876   unknown  21   may      923        3    -1        0  unknown 1        0
#> 3877   unknown  19   jun      202        2    -1        0  unknown 0        0
#> 3878  cellular  28   jan      158        2   153       12  failure 0        0
#> 3879  cellular  29   jan       87        2    -1        0  unknown 0        0
#> 3880  cellular   6   aug       81        3    -1        0  unknown 0        0
#> 3881  cellular   8   aug      150        2    -1        0  unknown 0        0
#> 3882 telephone   1   apr      216        3   370        1  failure 1        0
#> 3883  cellular  21   jul      553        1    -1        0  unknown 1        0
#> 3884  cellular  27   feb       32        4   225        3  failure 0        0
#> 3885  cellular   2   apr       80        1    -1        0  unknown 0        0
#> 3886  cellular  16   jul      464        1    -1        0  unknown 0        0
#> 3887   unknown   8   sep        9        1    -1        0  unknown 0        0
#> 3888  cellular   2   feb      102        1   264        1  failure 0        0
#> 3889  cellular  17   nov       57        1    -1        0  unknown 0        0
#> 3890  cellular  25   jul       49        1    -1        0  unknown 0        0
#> 3891  cellular  11   jul      184        2    -1        0  unknown 0        0
#> 3892  cellular  14   aug       85        1    -1        0  unknown 0        0
#> 3893  cellular  19   aug      130        2    -1        0  unknown 0        0
#> 3894  cellular  18   may       97        1   370        1  failure 0        1
#> 3895  cellular  15   may      551        1   371        2  failure 1        0
#> 3896  cellular   6   may      114        1   287        8  failure 0        0
#> 3897   unknown  11   jun      240        9    -1        0  unknown 0        1
#> 3898  cellular  11   may        7       11   360        2    other 0        0
#> 3899   unknown  16   may      335        1    -1        0  unknown 0        0
#> 3900  cellular   7   aug      124        2    -1        0  unknown 0        0
#> 3901  cellular   9   jul       71        6    -1        0  unknown 0        0
#> 3902  cellular  15   may       54        5    -1        0  unknown 0        0
#> 3903  cellular  22   aug      239        2    -1        0  unknown 0        0
#> 3904   unknown  19   jun      211        2    -1        0  unknown 0        0
#> 3905   unknown  27   may      290        1    -1        0  unknown 0        1
#> 3906  cellular  22   sep      173        1    -1        0  unknown 0        0
#> 3907   unknown  17   jun      156        4    -1        0  unknown 0        0
#> 3908  cellular  17   nov       83        1    -1        0  unknown 0        0
#> 3909   unknown  27   jun      422        6    -1        0  unknown 1        1
#> 3910 telephone  14   jul       81        2    -1        0  unknown 0        0
#> 3911  cellular   5   may      145        1   337        4  failure 0        0
#> 3912  cellular  21   aug      183        8    -1        0  unknown 0        0
#> 3913   unknown  20   may      177        1    -1        0  unknown 0        0
#> 3914  cellular   4   mar      194        2   181        3  failure 0        0
#> 3915  cellular   3   feb      118        1    -1        0  unknown 0        0
#> 3916  cellular   5   feb      188        1   247        4    other 0        1
#> 3917   unknown  13   may      213        1    -1        0  unknown 0        0
#> 3918   unknown   5   jun      396        1    -1        0  unknown 0        0
#> 3919   unknown   5   jun      817        2    -1        0  unknown 1        0
#> 3920  cellular  29   jan      244        3    -1        0  unknown 0        0
#> 3921  cellular  27   aug       33        2    -1        0  unknown 0        0
#> 3922   unknown  23   may      183        1    -1        0  unknown 0        0
#> 3923  cellular   6   aug      273        2    -1        0  unknown 0        0
#> 3924  cellular  21   nov      459        3    -1        0  unknown 1        0
#> 3925   unknown  30   may     1044        5    -1        0  unknown 1        0
#> 3926  cellular  20   apr      334        1    -1        0  unknown 0        0
#> 3927  cellular   5   may      173        1   274        3  failure 0        0
#> 3928  cellular  29   jul       54       16    -1        0  unknown 0        0
#> 3929   unknown   3   jun      196        1    -1        0  unknown 0        1
#> 3930  cellular  18   aug      127        4    -1        0  unknown 0        0
#> 3931   unknown  16   jun       64        1    -1        0  unknown 0        0
#> 3932   unknown  21   may      373        3    -1        0  unknown 0        0
#> 3933   unknown  30   may       60        1    -1        0  unknown 0        0
#> 3934  cellular  22   aug      671        2    -1        0  unknown 1        0
#> 3935   unknown  28   may      216        1    -1        0  unknown 0        0
#> 3936  cellular  28   aug      114        7    -1        0  unknown 0        0
#> 3937   unknown  30   may      246        1    -1        0  unknown 0        0
#> 3938  cellular  29   aug       47       20    -1        0  unknown 0        0
#> 3939  cellular  16   feb      223        7    -1        0  unknown 0        0
#> 3940  cellular   2   jun       74        2    -1        0  unknown 0        0
#> 3941   unknown  19   jun      922        2    -1        0  unknown 1        0
#> 3942   unknown  14   may      746        1    -1        0  unknown 0        0
#> 3943   unknown   8   may      337        4    -1        0  unknown 0        0
#> 3944  cellular  13   may       88        2    -1        0  unknown 0        0
#> 3945  cellular  28   aug      169        1    -1        0  unknown 0        0
#> 3946   unknown  23   may      106        3    -1        0  unknown 0        0
#> 3947  cellular   8   jul      173        1    -1        0  unknown 0        0
#> 3948  cellular   6   feb       67        2   207        2  failure 0        0
#> 3949 telephone  31   jul       19        2    -1        0  unknown 0        0
#> 3950  cellular   6   may      116        2    -1        0  unknown 0        0
#> 3951  cellular  12   aug      293        1   104        1  success 1        0
#> 3952  cellular  15   may       20        6   291        2    other 0        0
#> 3953  cellular  15   may     1237        2   361        2  failure 0        0
#> 3954  cellular  21   jul      396        2    -1        0  unknown 0        0
#> 3955  cellular  20   oct       92        1   336        1  failure 0        0
#> 3956   unknown  15   may      153        1    -1        0  unknown 0        0
#> 3957   unknown  14   may      146        4    -1        0  unknown 0        0
#> 3958 telephone   6   sep      113        5    97        3    other 0        0
#> 3959 telephone   6   oct      541        1   204        3  failure 0        0
#> 3960   unknown   6   may      174        2    -1        0  unknown 0        1
#> 3961 telephone  20   nov       90        2    -1        0  unknown 0        0
#> 3962 telephone  31   jul       91        2    -1        0  unknown 0        0
#> 3963  cellular  17   apr       71        2   317        1  failure 0        0
#> 3964  cellular  17   nov      525        3    -1        0  unknown 1        0
#> 3965   unknown   9   may      162        5    -1        0  unknown 0        0
#> 3966  cellular   4   feb      324        1    -1        0  unknown 0        1
#> 3967  cellular  20   nov      239        1    -1        0  unknown 0        0
#> 3968  cellular  25   oct      275        1    -1        0  unknown 0        0
#> 3969  cellular  17   apr      125        4    -1        0  unknown 0        0
#> 3970  cellular  25   aug       73        2    -1        0  unknown 0        0
#> 3971 telephone   4   may       77        2    -1        0  unknown 0        0
#> 3972  cellular   7   may      273        4    -1        0  unknown 0        1
#> 3973   unknown  12   may      103        8    -1        0  unknown 0        0
#> 3974  cellular  21   jul      638        3    -1        0  unknown 1        0
#> 3975   unknown  14   may      142        3    -1        0  unknown 0        1
#> 3976   unknown  26   jun     3183        2    -1        0  unknown 1        1
#> 3977  cellular  17   nov       79        1   129        2  failure 0        0
#> 3978   unknown  16   may      111       11    -1        0  unknown 0        0
#> 3979  cellular  18   aug      111        2    -1        0  unknown 0        0
#> 3980   unknown   9   may      115        1    -1        0  unknown 0        0
#> 3981  cellular  16   jul      303        1    -1        0  unknown 0        0
#> 3982   unknown  27   may      299        1    -1        0  unknown 0        1
#> 3983  cellular  21   nov       89        4    -1        0  unknown 0        0
#> 3984  cellular  18   nov       63        2    -1        0  unknown 0        0
#> 3985  cellular  20   nov     1816        1    -1        0  unknown 0        0
#> 3986  cellular  27   may      242        1   212        1  success 1        0
#> 3987  cellular  13   may      954        2   293        4  success 1        0
#> 3988  cellular  22   jun      271        2    -1        0  unknown 0        0
#> 3989  cellular  17   jul      674        3    -1        0  unknown 0        0
#> 3990  cellular  25   may      111        1    -1        0  unknown 0        0
#> 3991   unknown  19   may      144        2    -1        0  unknown 0        0
#> 3992   unknown   9   jun      422        1    -1        0  unknown 0        0
#> 3993  cellular  13   aug      733        6    -1        0  unknown 0        0
#> 3994  cellular  15   may       11        8    -1        0  unknown 0        0
#> 3995  cellular  25   sep       74        1    -1        0  unknown 0        0
#> 3996   unknown   7   may      245        1    -1        0  unknown 0        0
#> 3997  cellular  12   may      268        3    -1        0  unknown 0        0
#> 3998  cellular  28   jan      918        1    93        1  success 1        0
#> 3999  cellular   5   mar      119        1    -1        0  unknown 0        0
#> 4000  cellular  14   may       17        7   287       13    other 0        0
#> 4001   unknown   6   jun      326        1    -1        0  unknown 0        0
#> 4002  cellular  13   aug      138        2    69        3  failure 0        1
#> 4003  cellular  27   jan      142        1   238        3    other 1        0
#> 4004 telephone  27   aug       29       28    -1        0  unknown 0        0
#> 4005  cellular  26   may      147        1    40        1  failure 0        1
#> 4006  cellular  30   jan      385        3   197        1    other 0        0
#> 4007  cellular  10   jul      901        1    -1        0  unknown 1        0
#> 4008   unknown  14   may      129        2    -1        0  unknown 0        0
#> 4009   unknown   2   jun       45        1    -1        0  unknown 0        0
#> 4010  cellular   4   feb      206        2   188        6  failure 0        0
#> 4011  cellular   2   feb       70        3   265        4    other 0        0
#> 4012   unknown  11   jun      399        8    -1        0  unknown 0        0
#> 4013  cellular  21   nov      273        5    -1        0  unknown 0        0
#> 4014   unknown  29   may      148        1    -1        0  unknown 0        0
#> 4015  cellular  20   apr      222        5    -1        0  unknown 0        0
#> 4016   unknown  28   may      138        1    -1        0  unknown 0        0
#> 4017  cellular  30   jul       50       20    -1        0  unknown 0        0
#> 4018   unknown  28   may      102        2    -1        0  unknown 0        0
#> 4019  cellular  15   mar      144        2   124        1  failure 0        0
#> 4020  cellular  13   may      157        1   299        3  failure 0        0
#> 4021  cellular  18   nov      120        2   187        2  failure 0        0
#> 4022  cellular  20   nov       22        5    -1        0  unknown 0        0
#> 4023  cellular   8   oct      135        2    91       13  failure 0        0
#> 4024   unknown  12   may       72        2    -1        0  unknown 0        0
#> 4025  cellular  13   may      394        1    -1        0  unknown 1        0
#> 4026  cellular   4   jun      194        1    -1        0  unknown 1        0
#> 4027  cellular   3   dec      154        1    97        2  failure 1        0
#> 4028   unknown  28   may       45        1    -1        0  unknown 0        0
#> 4029   unknown  23   may      178        2    -1        0  unknown 0        0
#> 4030  cellular  31   jul      150        4    -1        0  unknown 0        0
#> 4031   unknown  12   jun      394        1    -1        0  unknown 0        0
#> 4032  cellular  25   jul      335        1    -1        0  unknown 0        1
#> 4033  cellular  30   jul      444        2    -1        0  unknown 0        0
#> 4034  cellular  18   may       90        2    -1        0  unknown 0        0
#> 4035  cellular  16   jul      298        2    -1        0  unknown 0        0
#> 4036   unknown  18   jun      367        1    -1        0  unknown 0        0
#> 4037 telephone  31   jul      182        6    -1        0  unknown 0        0
#> 4038  cellular  17   nov       57        1    -1        0  unknown 0        0
#> 4039   unknown  16   may      207        1    -1        0  unknown 0        0
#> 4040   unknown  16   may      132        1    -1        0  unknown 0        0
#> 4041   unknown  19   jun       78        1    -1        0  unknown 0        0
#> 4042  cellular   3   feb      337        4    -1        0  unknown 0        1
#> 4043   unknown  29   may      154        1    -1        0  unknown 0        0
#> 4044  cellular   8   aug      112        2    -1        0  unknown 0        0
#> 4045  cellular  15   jul      820        4    -1        0  unknown 1        0
#> 4046   unknown   5   jun      247        1    -1        0  unknown 0        0
#> 4047   unknown   6   may      102        1    -1        0  unknown 0        0
#> 4048   unknown   9   may      530        2    -1        0  unknown 0        0
#> 4049  cellular   6   may      379        2   169        1  failure 0        0
#> 4050  cellular   2   feb      114        1   208        1  failure 0        0
#> 4051  cellular  18   nov      160        2    -1        0  unknown 0        0
#> 4052  cellular  21   aug      152        2    -1        0  unknown 0        0
#> 4053   unknown  18   jun       74        1    -1        0  unknown 0        0
#> 4054  cellular  13   aug      275       12    -1        0  unknown 0        0
#> 4055   unknown  16   jun      140        2    -1        0  unknown 0        0
#> 4056  cellular  21   aug      310        2    -1        0  unknown 0        0
#> 4057  cellular  21   nov      758        1    -1        0  unknown 1        0
#> 4058  cellular  15   jul     1083        2    -1        0  unknown 0        0
#> 4059  cellular  19   nov       47        1   133        1  failure 0        0
#> 4060  cellular   7   aug      181        2    -1        0  unknown 0        0
#> 4061  cellular  16   jul      401        1    -1        0  unknown 0        0
#> 4062  cellular  17   nov       78        1    -1        0  unknown 0        0
#> 4063  cellular  14   may      146        1   370        1  failure 0        0
#> 4064  cellular  18   may       12        2    -1        0  unknown 0        1
#> 4065  cellular   7   may      228        1    -1        0  unknown 0        0
#> 4066   unknown  30   may       57        1    -1        0  unknown 0        0
#> 4067  cellular  27   apr       96        2    -1        0  unknown 0        0
#> 4068  cellular   6   aug       84        4    -1        0  unknown 0        0
#> 4069   unknown  20   jun       22       12    -1        0  unknown 0        0
#> 4070  cellular  12   may       54        2   371        1  failure 0        0
#> 4071   unknown   4   jun      407        1    -1        0  unknown 0        0
#> 4072  cellular  30   apr       82        6    -1        0  unknown 0        0
#> 4073  cellular  14   apr      259        1    -1        0  unknown 0        1
#> 4074  cellular  30   jan      164        1    -1        0  unknown 0        0
#> 4075  cellular  15   jul      462        1    -1        0  unknown 0        0
#> 4076  cellular   9   feb      616        5    -1        0  unknown 0        0
#> 4077   unknown  15   may      118        4    -1        0  unknown 0        0
#> 4078   unknown   8   may       75        4    -1        0  unknown 0        0
#> 4079  cellular   9   feb      171        3   277        4    other 0        0
#> 4080  cellular  14   may       16        6   351        1  failure 0        1
#> 4081   unknown  13   may      945        2    -1        0  unknown 1        0
#> 4082  cellular   7   jul       49        6    -1        0  unknown 0        0
#> 4083  cellular  14   aug      114        3    -1        0  unknown 0        0
#> 4084  cellular   6   apr       90       10    -1        0  unknown 0        0
#> 4085  cellular  22   aug      205        4    -1        0  unknown 0        0
#> 4086   unknown   6   sep       11        1   490        5    other 0        0
#> 4087  cellular  19   nov      146        2    -1        0  unknown 0        0
#> 4088  cellular  25   aug      272        4    -1        0  unknown 0        0
#> 4089  cellular   9   feb      168        2   203        7  failure 0        0
#> 4090  cellular  13   may      109        1    -1        0  unknown 0        0
#> 4091   unknown  28   may      199        1    -1        0  unknown 0        0
#> 4092  cellular  15   may       60        1   343        7  failure 0        0
#> 4093  cellular  13   may       75        2    -1        0  unknown 0        0
#> 4094   unknown  14   sep        6        1   838        3    other 0        0
#> 4095  cellular  15   jul      924        4    -1        0  unknown 0        0
#> 4096 telephone  29   aug       59        2    -1        0  unknown 0        0
#> 4097  cellular  30   jul      278        3    -1        0  unknown 0        0
#> 4098  cellular   5   may      205        2    -1        0  unknown 0        0
#> 4099  cellular  17   nov      353        1    -1        0  unknown 0        0
#> 4100  cellular  14   oct      246        2   420        2    other 1        1
#> 4101  cellular   6   may      422        1   363        1  failure 0        0
#> 4102  cellular  10   sep      199        4    -1        0  unknown 0        1
#> 4103   unknown  11   jun      305       10    -1        0  unknown 0        0
#> 4104   unknown  30   may      637        2    -1        0  unknown 0        0
#> 4105   unknown  13   may      264        3    -1        0  unknown 0        1
#> 4106  cellular  22   jul       87        3    -1        0  unknown 0        0
#> 4107  cellular  23   mar      248        4    -1        0  unknown 1        0
#> 4108  cellular   7   may      209        2    -1        0  unknown 0        0
#> 4109 telephone  20   apr       24        1   152        3  failure 0        0
#> 4110   unknown  19   may      182        2    -1        0  unknown 0        0
#> 4111  cellular  25   jul      188        6    -1        0  unknown 0        0
#> 4112  cellular  26   feb      152        1    -1        0  unknown 1        0
#> 4113   unknown  19   may      187        3    -1        0  unknown 0        0
#> 4114   unknown   6   may      337        1    -1        0  unknown 0        0
#> 4115 telephone  13   may       53        7    -1        0  unknown 0        0
#> 4116  cellular  26   aug      168        4    -1        0  unknown 0        0
#> 4117  cellular  23   jul      416        4    -1        0  unknown 1        0
#> 4118  cellular  30   jan       11        4    -1        0  unknown 0        0
#> 4119  cellular   8   aug      219        2    -1        0  unknown 0        0
#> 4120  cellular  19   oct      534        1    -1        0  unknown 0        0
#> 4121  cellular   8   jul      283        1    -1        0  unknown 0        0
#> 4122  cellular  20   aug      160        4    -1        0  unknown 0        0
#> 4123   unknown  13   may      214        1    -1        0  unknown 0        0
#> 4124  cellular   8   jul      249        3    -1        0  unknown 0        0
#> 4125  cellular   1   jun      295        1    -1        0  unknown 1        0
#> 4126   unknown  13   may      431        1    -1        0  unknown 0        0
#> 4127  cellular  30   jul      239        4    -1        0  unknown 0        0
#> 4128   unknown   9   jun      119        3    -1        0  unknown 0        0
#> 4129  cellular  29   jan      553        2    -1        0  unknown 0        0
#> 4130  cellular  18   may      140        1    -1        0  unknown 0        0
#> 4131   unknown  14   may       89        7    -1        0  unknown 0        0
#> 4132  cellular  14   may      112        1   370        1  failure 0        0
#> 4133   unknown  20   jun      218        1    -1        0  unknown 0        0
#> 4134   unknown  19   may      135        1    -1        0  unknown 0        0
#> 4135  cellular  31   mar      237        3    -1        0  unknown 1        0
#> 4136  cellular  10   mar      164        1    -1        0  unknown 0        0
#> 4137  cellular   7   aug      228        6    -1        0  unknown 0        0
#> 4138   unknown   9   may      237        3    -1        0  unknown 0        0
#> 4139   unknown  21   may      396        1    -1        0  unknown 0        0
#> 4140  cellular   8   aug      197        2    -1        0  unknown 0        0
#> 4141 telephone  24   jul      258        1    -1        0  unknown 0        0
#> 4142   unknown  20   jun       14       25    -1        0  unknown 0        0
#> 4143   unknown  24   jun      351        3    -1        0  unknown 0        0
#> 4144   unknown  23   may       37        1    -1        0  unknown 0        0
#> 4145  cellular  28   aug      142        5    -1        0  unknown 0        0
#> 4146   unknown   9   jun      249        2    -1        0  unknown 0        0
#> 4147 telephone  17   nov       69        1    -1        0  unknown 0        0
#> 4148 telephone  17   apr      318        2   332        6    other 0        0
#> 4149   unknown  24   feb      174        1   267        2    other 0        0
#> 4150   unknown  20   may      246        3    -1        0  unknown 0        0
#> 4151   unknown   9   may     1713        1    -1        0  unknown 0        1
#> 4152  cellular  26   aug      119        3    -1        0  unknown 0        0
#> 4153  cellular  18   oct      102        3    96        3  success 0        0
#> 4154  cellular   5   may      345        1    -1        0  unknown 0        1
#> 4155   unknown  12   may      149        6    -1        0  unknown 0        0
#> 4156   unknown   9   jun       78        2    -1        0  unknown 0        0
#> 4157  cellular  21   jul      936        4    -1        0  unknown 0        0
#> 4158  cellular  19   nov      198        1    -1        0  unknown 0        0
#> 4159   unknown  29   may      179        1    -1        0  unknown 0        0
#> 4160   unknown   5   jun      486        2    -1        0  unknown 0        0
#> 4161  cellular  17   jul       72        1    -1        0  unknown 0        1
#> 4162   unknown  19   jun      818        1    -1        0  unknown 0        0
#> 4163  cellular  21   nov      209        5    -1        0  unknown 0        0
#> 4164 telephone   5   jun      800        2    -1        0  unknown 0        0
#> 4165  cellular   3   feb      213        2    -1        0  unknown 0        0
#> 4166   unknown  15   may      191        1    -1        0  unknown 0        0
#> 4167  cellular  12   nov       90        3    93        6  success 1        0
#> 4168  cellular   4   aug      491        1    -1        0  unknown 0        0
#> 4169  cellular  17   apr      422        1    -1        0  unknown 0        0
#> 4170  cellular  20   nov      298        2   112        2    other 0        0
#> 4171  cellular   3   sep      167        1    93        3  success 0        1
#> 4172  cellular   4   feb     1294        2    -1        0  unknown 1        0
#> 4173  cellular  29   jan      131        2   206        6    other 0        0
#> 4174  cellular  17   jul      207        2    -1        0  unknown 0        0
#> 4175  cellular  10   jul      214        1    -1        0  unknown 0        0
#> 4176  cellular  18   nov       54        1    -1        0  unknown 0        0
#> 4177  cellular  18   aug       43        5    -1        0  unknown 0        0
#> 4178  cellular  15   may      229        5   268        4  failure 0        0
#> 4179  cellular  16   apr      693        2    -1        0  unknown 0        0
#> 4180  cellular   5   feb      215        1    80        1    other 0        0
#> 4181  cellular  15   may       50        1   352        1  failure 0        1
#> 4182   unknown  30   may       62        2    -1        0  unknown 0        0
#> 4183   unknown   6   may      160        3    -1        0  unknown 0        0
#> 4184  cellular  15   may       53        3    -1        0  unknown 0        0
#> 4185  cellular   7   oct      371        1   495        1  failure 1        0
#> 4186  cellular  19   nov      577        1    -1        0  unknown 0        0
#> 4187  cellular  10   nov      134        1    92        8  success 0        0
#> 4188  cellular   7   aug       99        4    -1        0  unknown 0        0
#> 4189   unknown  30   may      224        2    -1        0  unknown 0        0
#> 4190 telephone  31   jul       15        2    -1        0  unknown 0        0
#> 4191   unknown  29   may      609        1    -1        0  unknown 0        0
#> 4192  cellular   8   may      247        1   261        4  failure 0        0
#> 4193   unknown  16   may       24        1    -1        0  unknown 0        1
#> 4194   unknown   6   may      124        1    -1        0  unknown 0        0
#> 4195  cellular   9   jul      134        1    -1        0  unknown 0        0
#> 4196   unknown  12   jun      583        1    -1        0  unknown 0        0
#> 4197  cellular  30   jul       61        3    -1        0  unknown 0        0
#> 4198  cellular   4   may      238        3    -1        0  unknown 0        1
#> 4199 telephone   4   may       47        1    -1        0  unknown 0        0
#> 4200  cellular  28   aug      965        4    -1        0  unknown 1        0
#> 4201   unknown   2   jun       83        1    -1        0  unknown 0        0
#> 4202   unknown   5   may      203        1    -1        0  unknown 0        0
#> 4203  cellular  12   may      706        3    -1        0  unknown 0        0
#> 4204  cellular  22   aug      123        2    -1        0  unknown 0        0
#> 4205  cellular  26   aug      196        2    -1        0  unknown 0        0
#> 4206  cellular  25   jul      302        1    -1        0  unknown 0        0
#> 4207  cellular  31   jul        5        3    -1        0  unknown 0        0
#> 4208  cellular  22   jun      269        1   104        1  success 1        0
#> 4209  cellular  18   nov      286        1    -1        0  unknown 0        0
#> 4210  cellular  25   aug       87        5    -1        0  unknown 0        0
#> 4211  cellular  17   apr      108        1    -1        0  unknown 0        0
#> 4212   unknown   6   may      114        1    -1        0  unknown 0        0
#> 4213  cellular  15   may      176        1    -1        0  unknown 0        1
#> 4214  cellular  29   jan      259        1    -1        0  unknown 0        0
#> 4215  cellular  13   aug       73        2    -1        0  unknown 0        0
#> 4216   unknown   6   jun       84        2    -1        0  unknown 0        0
#> 4217   unknown  26   may       66        3    -1        0  unknown 0        0
#> 4218   unknown   2   jun       55       25    -1        0  unknown 0        0
#> 4219  cellular  16   apr      370        3   282        2  failure 0        0
#> 4220   unknown   8   may      123        2    -1        0  unknown 0        0
#> 4221  cellular  25   aug      425        6    -1        0  unknown 0        0
#> 4222   unknown  13   may       83        7    -1        0  unknown 0        0
#> 4223  cellular   7   aug      217        1    99        7  success 1        1
#> 4224  cellular  18   aug       96       11    -1        0  unknown 0        0
#> 4225   unknown  20   jun       70        5    -1        0  unknown 0        0
#> 4226  cellular  18   aug      101        1    -1        0  unknown 0        0
#> 4227   unknown  27   may       27        2    -1        0  unknown 0        0
#> 4228  cellular  14   sep      211        1   216        7  success 1        0
#> 4229  cellular  14   may      225        1   364        1  failure 0        0
#> 4230  cellular  14   jul      119        2    -1        0  unknown 0        0
#> 4231  cellular   6   may      686        2    -1        0  unknown 1        0
#> 4232  cellular  11   may      254        1    -1        0  unknown 0        0
#> 4233  cellular   2   mar      105        1   182        1  failure 0        0
#> 4234   unknown  20   jun      534        3    -1        0  unknown 0        1
#> 4235  cellular   5   aug      229        2    -1        0  unknown 0        0
#> 4236  cellular  17   jul      544        1    -1        0  unknown 0        0
#> 4237  cellular  21   nov       73        2    -1        0  unknown 0        0
#> 4238  cellular   7   aug       67        6    -1        0  unknown 0        0
#> 4239   unknown  11   jun      136        1    -1        0  unknown 0        0
#> 4240  cellular  11   may      188        1    -1        0  unknown 0        0
#> 4241  cellular   5   feb      388        1    -1        0  unknown 0        0
#> 4242  cellular   9   jul       93        1    -1        0  unknown 0        0
#> 4243  cellular  31   jul      183        2    -1        0  unknown 0        0
#> 4244  cellular  17   nov       57        1    -1        0  unknown 0        0
#> 4245  cellular  29   jul      271        1    -1        0  unknown 0        0
#> 4246  cellular  31   jul      305        6    -1        0  unknown 0        0
#> 4247  cellular  18   jul      652        2    -1        0  unknown 0        1
#> 4248   unknown  12   may      163        4    -1        0  unknown 0        1
#> 4249   unknown  17   jun      585        2    -1        0  unknown 0        0
#> 4250   unknown   8   may      183        3    -1        0  unknown 0        0
#> 4251  cellular  12   aug      238        1    -1        0  unknown 0        0
#> 4252  cellular  25   aug       78        4    -1        0  unknown 0        0
#> 4253  cellular  16   apr      804        2   262        5  failure 0        0
#> 4254   unknown   6   jun      361        1    -1        0  unknown 0        0
#> 4255  cellular   4   aug      114        2    -1        0  unknown 0        0
#> 4256  cellular   2   sep      121        3   100        5    other 1        0
#> 4257 telephone  19   jun      177        2    -1        0  unknown 0        1
#> 4258   unknown  17   jun      107        1    -1        0  unknown 0        0
#> 4259   unknown  28   may       87        1    -1        0  unknown 0        0
#> 4260  cellular  24   jul      631        1    -1        0  unknown 0        0
#> 4261  cellular  12   aug      144        4    -1        0  unknown 0        0
#> 4262  cellular  17   nov       50        1    -1        0  unknown 0        0
#> 4263  cellular  29   jan      205        1    -1        0  unknown 0        1
#> 4264   unknown   6   jun      219        1    -1        0  unknown 0        0
#> 4265   unknown   2   jun      197        1    -1        0  unknown 0        0
#> 4266  cellular   9   feb       90        2    -1        0  unknown 0        0
#> 4267 telephone  17   jul      517        5    -1        0  unknown 0        0
#> 4268  cellular   8   aug      459        2    -1        0  unknown 1        0
#> 4269  cellular   9   jul      196        1    -1        0  unknown 0        0
#> 4270  cellular  28   jul       87        5    -1        0  unknown 0        0
#> 4271  cellular   7   aug       64        2    -1        0  unknown 0        0
#> 4272  cellular  17   aug      219        1    84        2  failure 0        0
#> 4273  cellular  20   nov      159        1    -1        0  unknown 0        0
#> 4274  cellular  12   aug      192        1    -1        0  unknown 0        0
#> 4275   unknown  21   may      151        1    -1        0  unknown 0        0
#> 4276  cellular   4   aug       91        1     1        6    other 0        0
#> 4277  cellular  12   aug      179        6    -1        0  unknown 0        0
#> 4278  cellular  15   may       54        4    -1        0  unknown 0        0
#> 4279  cellular   8   jul       69        1    -1        0  unknown 0        0
#> 4280  cellular  21   jul      106        3    -1        0  unknown 0        0
#> 4281   unknown  30   may      370        3    -1        0  unknown 0        0
#> 4282   unknown  28   may      180        2    -1        0  unknown 0        0
#> 4283  cellular  25   aug       81        4    -1        0  unknown 0        0
#> 4284  cellular  25   aug      342        5    -1        0  unknown 0        0
#> 4285   unknown  21   may      132        1    -1        0  unknown 0        0
#> 4286  cellular   6   feb       80        2   268        1  failure 0        0
#> 4287  cellular  18   nov       95        1    -1        0  unknown 0        0
#> 4288   unknown  14   may      554        1    -1        0  unknown 0        0
#> 4289  cellular  20   apr      267        2   294        3  failure 0        0
#> 4290 telephone   4   feb       82        3    -1        0  unknown 0        0
#> 4291  cellular  12   may      214        2    -1        0  unknown 0        0
#> 4292 telephone  18   aug      212        2    -1        0  unknown 0        0
#> 4293  cellular  18   jul      127       10    -1        0  unknown 0        0
#> 4294 telephone  20   nov       42        1    -1        0  unknown 0        0
#> 4295 telephone  21   nov       39        9    -1        0  unknown 0        0
#> 4296  cellular   7   aug      219        2    -1        0  unknown 0        0
#> 4297  cellular  10   jul      270        2    -1        0  unknown 0        0
#> 4298 telephone  27   oct      376        1    81        3  failure 0        0
#> 4299   unknown   6   may      289        1    -1        0  unknown 0        0
#> 4300   unknown   4   jun      128        1    -1        0  unknown 0        0
#> 4301  cellular  17   nov       78        2   193        2  failure 0        0
#> 4302  cellular   7   jul      250        1    -1        0  unknown 0        0
#> 4303  cellular  17   apr      875        2    -1        0  unknown 1        0
#> 4304   unknown  23   may      148        2    -1        0  unknown 0        0
#> 4305  cellular   7   may      556        3    -1        0  unknown 0        0
#> 4306  cellular  31   jul       81        6    -1        0  unknown 0        0
#> 4307  cellular   7   may      556        1    -1        0  unknown 0        1
#> 4308  cellular  22   may      106        1   101        2  failure 0        0
#> 4309  cellular  15   may      250        1    -1        0  unknown 0        0
#> 4310  cellular  19   nov      135        4    -1        0  unknown 0        0
#> 4311  cellular  18   may      827        2    -1        0  unknown 1        1
#> 4312   unknown  20   may      314        2    -1        0  unknown 0        0
#> 4313  cellular  15   may      144        2   352        1    other 0        1
#> 4314  cellular   8   may      428        3    -1        0  unknown 0        0
#> 4315  cellular  14   aug      141        2    -1        0  unknown 0        0
#> 4316  cellular  31   jul       84        2    -1        0  unknown 0        0
#> 4317  cellular   9   feb       20        2   256        1  failure 0        0
#> 4318  cellular  26   aug       95        6    -1        0  unknown 0        0
#> 4319  cellular   6   aug      209        3    -1        0  unknown 0        0
#> 4320   unknown  16   jun       87        3    -1        0  unknown 0        0
#> 4321   unknown   7   may      328        2    -1        0  unknown 0        0
#> 4322   unknown  26   sep        6        1    -1        0  unknown 0        0
#> 4323   unknown  11   jun      184        2    -1        0  unknown 0        0
#> 4324  cellular  21   aug      946        4    -1        0  unknown 1        0
#> 4325   unknown  16   jun       87        6    -1        0  unknown 0        0
#> 4326  cellular  11   aug      545        2    -1        0  unknown 1        0
#> 4327  cellular  11   may      210        1    -1        0  unknown 0        0
#> 4328  cellular  28   jun      281        3   186        6    other 1        0
#> 4329  cellular  29   jul      316        2    -1        0  unknown 0        0
#> 4330   unknown  29   may      565        1    -1        0  unknown 0        0
#> 4331   unknown  20   jun      199        4    -1        0  unknown 0        0
#> 4332  cellular  12   oct      187        1    91       12  success 1        1
#> 4333  cellular   2   feb      131        1    -1        0  unknown 0        0
#> 4334  cellular   8   may      475        3    -1        0  unknown 0        0
#> 4335  cellular  30   apr      160        1    -1        0  unknown 0        0
#> 4336  cellular  21   jul      168        5    -1        0  unknown 0        0
#> 4337   unknown   6   may      371        2    -1        0  unknown 0        0
#> 4338  cellular  14   jul      122        2    -1        0  unknown 0        0
#> 4339  cellular  21   jul       54        2    -1        0  unknown 0        0
#> 4340  cellular   3   apr      125        1    -1        0  unknown 0        0
#> 4341   unknown  12   may       68        2    -1        0  unknown 0        0
#> 4342 telephone  30   apr       37        2    -1        0  unknown 0        0
#> 4343  cellular   7   jul       92        1    -1        0  unknown 0        1
#> 4344  cellular  27   mar      101        1    -1        0  unknown 0        0
#> 4345   unknown  26   may      372       14    -1        0  unknown 0        0
#> 4346  cellular  14   may       67        7   177        1    other 0        0
#> 4347  cellular  29   jul      327        6    -1        0  unknown 0        0
#> 4348  cellular   2   jul      272        1    -1        0  unknown 1        0
#> 4349   unknown   4   jun       84        2    -1        0  unknown 0        0
#> 4350  cellular  14   may       91        1   356        2    other 0        0
#> 4351   unknown  20   jun       39        3    -1        0  unknown 0        0
#> 4352  cellular  15   may      181        1    -1        0  unknown 0        0
#> 4353  cellular  20   apr       72        3   341        1    other 0        0
#> 4354  cellular   8   jul      175        1    -1        0  unknown 0        0
#> 4355   unknown   6   jun      136        6    -1        0  unknown 0        0
#> 4356  cellular   4   feb     1226        1    -1        0  unknown 1        0
#> 4357   unknown   7   may     1521        1    -1        0  unknown 0        0
#> 4358  cellular  18   may       58        6    -1        0  unknown 0        1
#> 4359  cellular  11   aug      345        3    -1        0  unknown 0        0
#> 4360  cellular   4   jul      425        2    -1        0  unknown 0        0
#> 4361  cellular  24   nov      190        3    91       11  failure 0        0
#> 4362  cellular  22   jul      118        1    -1        0  unknown 0        0
#> 4363   unknown  25   jun      157        1    -1        0  unknown 0        0
#> 4364   unknown   3   jun       94       18    -1        0  unknown 0        0
#> 4365   unknown   5   may      148        2    -1        0  unknown 0        0
#> 4366  cellular  11   aug      120        4    -1        0  unknown 0        0
#> 4367  cellular  20   apr      237        3   150        3  failure 0        0
#> 4368  cellular  29   jul      165       23    -1        0  unknown 0        1
#> 4369   unknown  29   may       70        2    -1        0  unknown 0        0
#> 4370  cellular  11   mar      103        3    -1        0  unknown 0        0
#> 4371  cellular   4   may      275        3    -1        0  unknown 0        0
#> 4372 telephone  29   jul        7        5    -1        0  unknown 0        0
#> 4373  cellular  21   apr      204        1    -1        0  unknown 1        0
#> 4374   unknown  26   may      128        5    -1        0  unknown 0        0
#> 4375  cellular  20   apr       54        1   273        3  failure 0        0
#> 4376  cellular   8   jul      362        1    -1        0  unknown 0        1
#> 4377   unknown  20   may      186        4    -1        0  unknown 0        0
#> 4378  cellular  30   apr      555        2    -1        0  unknown 1        0
#> 4379  cellular  12   aug      411        1    -1        0  unknown 1        0
#> 4380  cellular   5   feb      210        2   274        6  failure 0        0
#> 4381   unknown   9   jun      183        2    -1        0  unknown 0        0
#> 4382  cellular   8   aug      334        5    -1        0  unknown 0        0
#> 4383 telephone  29   jul      259       12    -1        0  unknown 0        0
#> 4384  cellular  14   jul      135        2    -1        0  unknown 0        0
#> 4385   unknown   6   may      145        1    -1        0  unknown 0        0
#> 4386  cellular  25   feb      318        1   388        1  success 1        0
#> 4387  cellular  28   jan      123        2    -1        0  unknown 0        0
#> 4388  cellular   7   jul      107        5    -1        0  unknown 0        0
#> 4389  cellular  19   aug      120        6    -1        0  unknown 0        0
#> 4390   unknown   5   may      212        1    -1        0  unknown 0        0
#> 4391   unknown  13   may       53        1    -1        0  unknown 0        0
#> 4392  cellular  19   aug       83        2    -1        0  unknown 0        0
#> 4393   unknown  17   jun      110        2    -1        0  unknown 0        0
#> 4394  cellular  21   nov       14        7    -1        0  unknown 0        0
#> 4395  cellular  18   nov      180        1   186        6  failure 0        0
#> 4396 telephone  21   nov       33        1    -1        0  unknown 0        0
#> 4397   unknown  29   may      153        1    -1        0  unknown 0        0
#> 4398   unknown   8   may      139        1    -1        0  unknown 0        0
#> 4399  cellular  17   nov      709        2    -1        0  unknown 1        0
#> 4400   unknown  21   may      359        1    -1        0  unknown 0        0
#> 4401   unknown   4   jun      126        2    -1        0  unknown 0        0
#> 4402  cellular  21   aug      299        4    -1        0  unknown 0        0
#> 4403  cellular   9   feb       41        3    -1        0  unknown 0        0
#> 4404  cellular  20   apr      462        1   648        1  failure 1        0
#> 4405  cellular  12   may      296        1    -1        0  unknown 0        0
#> 4406   unknown   6   may      190        1    -1        0  unknown 0        0
#> 4407  cellular  28   jul       57        5    -1        0  unknown 0        0
#> 4408  cellular   5   feb      134        2   203        1  success 0        1
#> 4409  cellular  21   nov       62        2   136        3  failure 0        0
#> 4410   unknown  18   jun       48       10    -1        0  unknown 0        0
#> 4411   unknown   9   jun      302        1    -1        0  unknown 0        0
#> 4412  cellular   6   may      550        1    -1        0  unknown 1        1
#> 4413  cellular  22   aug      197        5    -1        0  unknown 0        0
#> 4414  cellular  20   apr      386        2   234        4  failure 0        0
#> 4415  cellular  30   apr      184        2    -1        0  unknown 0        0
#> 4416  cellular  29   jan      653        3    -1        0  unknown 0        0
#> 4417   unknown   5   may       92        2    -1        0  unknown 0        0
#> 4418  cellular  19   nov      101        1    -1        0  unknown 0        0
#> 4419   unknown   9   may      338        4    -1        0  unknown 0        1
#> 4420  cellular   7   may       84        1   343        1    other 0        0
#> 4421  cellular   2   feb       82        2    -1        0  unknown 0        0
#> 4422   unknown  23   may      411        3    -1        0  unknown 0        1
#> 4423  cellular  23   jul      495        1    -1        0  unknown 0        0
#> 4424  cellular  28   aug      308        6    -1        0  unknown 0        0
#> 4425  cellular  30   apr      437        1    80        1  success 1        0
#> 4426   unknown  26   may      272        6    -1        0  unknown 0        0
#> 4427  cellular  23   jul      244        1    -1        0  unknown 0        0
#> 4428   unknown  15   may      302        8    -1        0  unknown 0        0
#> 4429   unknown  30   jun      266        3    -1        0  unknown 0        0
#> 4430  cellular  19   aug      104        2    -1        0  unknown 0        0
#> 4431  cellular  30   apr      204        1    -1        0  unknown 0        0
#> 4432  cellular  22   jul      654        2    -1        0  unknown 1        0
#> 4433  cellular   6   may      297        1    -1        0  unknown 0        0
#> 4434  cellular   9   jul      313        1    -1        0  unknown 0        0
#> 4435  cellular  13   aug      106        2    -1        0  unknown 0        0
#> 4436  cellular  12   aug      582        1    -1        0  unknown 1        0
#> 4437 telephone  28   jul       27       17    -1        0  unknown 0        0
#> 4438   unknown  28   may      249        2    -1        0  unknown 0        0
#> 4439  cellular  15   may      157        2   351        5  failure 0        1
#> 4440  cellular  15   may      463        1   175        4  failure 0        0
#> 4441 telephone   4   feb      429        1    -1        0  unknown 1        0
#> 4442   unknown  23   may      597        6    -1        0  unknown 1        0
#> 4443 telephone   3   feb     1776        2    -1        0  unknown 1        0
#> 4444  cellular  13   aug      726        1    -1        0  unknown 0        0
#> 4445  cellular  29   aug      155        2    -1        0  unknown 0        0
#> 4446   unknown  23   may      588        3    -1        0  unknown 1        0
#> 4447  cellular  24   jul      247        2    -1        0  unknown 0        0
#> 4448 telephone  21   nov        8        5   137        1  failure 0        0
#> 4449  cellular  29   jan      103        1    -1        0  unknown 0        0
#> 4450  cellular   6   aug      163        2    -1        0  unknown 0        0
#> 4451  cellular  29   jan       91        1   223        3  failure 0        0
#> 4452   unknown  27   may      127        1    -1        0  unknown 0        0
#> 4453  cellular  18   nov      658        3   169        2  failure 0        0
#> 4454  cellular  12   aug       56        2    -1        0  unknown 0        0
#> 4455  cellular  27   aug       77        6    -1        0  unknown 0        0
#> 4456  cellular   8   may      122        1   368        2  failure 0        0
#> 4457  cellular  20   aug      156       12    -1        0  unknown 0        0
#> 4458  cellular   5   feb      293        6    -1        0  unknown 0        0
#> 4459  cellular   2   feb       75        1   208        1  failure 0        0
#> 4460  cellular  15   jul       63        2    -1        0  unknown 0        0
#> 4461   unknown  18   jun      103        1    -1        0  unknown 0        0
#> 4462 telephone  17   aug      122        1   109        1    other 0        0
#> 4463  cellular  14   may      480        2    -1        0  unknown 0        0
#> 4464  cellular  29   jul      171       13    -1        0  unknown 0        0
#> 4465  cellular  20   nov       59        2    -1        0  unknown 0        0
#> 4466  cellular  18   jul      115        1    -1        0  unknown 0        0
#> 4467  cellular  11   aug      734        4    -1        0  unknown 1        0
#> 4468  cellular  14   jul      244        7    -1        0  unknown 0        0
#> 4469  cellular  18   jul       85        1    -1        0  unknown 0        0
#> 4470  cellular   5   feb      129        4    -1        0  unknown 0        0
#> 4471  cellular   7   may       98        1   170        2  failure 0        0
#> 4472  cellular  15   feb      308        1    94        4  success 1        0
#> 4473  cellular  17   apr       74        2    -1        0  unknown 0        0
#> 4474  cellular  14   may      116        4   365        1  failure 0        0
#> 4475  cellular  30   jul      106        4    -1        0  unknown 0        0
#> 4476   unknown  28   may      310        2    -1        0  unknown 0        0
#> 4477   unknown  16   jun      750        2    -1        0  unknown 1        0
#> 4478 telephone  12   aug      701        1    -1        0  unknown 0        0
#> 4479   unknown  23   may      209        3    -1        0  unknown 0        0
#> 4480   unknown  30   may      293        6    -1        0  unknown 0        0
#> 4481  cellular   6   jul      270        3    -1        0  unknown 1        0
#> 4482  cellular  19   aug      112        7    -1        0  unknown 0        0
#> 4483   unknown   3   jul      116        1    -1        0  unknown 0        0
#> 4484  cellular   6   aug       83        3    -1        0  unknown 0        0
#> 4485  cellular  28   aug       67        3   280        4  failure 0        0
#> 4486  cellular   4   may      922        4    -1        0  unknown 1        0
#> 4487  cellular  31   jul       73        1    -1        0  unknown 0        0
#> 4488  cellular  13   oct      169        1   134        1    other 0        0
#> 4489  cellular  19   nov      902        2    -1        0  unknown 0        0
#> 4490  cellular  14   may       57        4    -1        0  unknown 0        0
#> 4491  cellular  17   dec      221        1    -1        0  unknown 0        0
#> 4492  cellular   8   aug       87        2    -1        0  unknown 0        0
#> 4493  cellular   9   aug      628        1   182        2  failure 1        0
#> 4494  cellular  15   apr      431        2    -1        0  unknown 0        0
#> 4495  cellular   6   aug      356        1   364        1    other 1        0
#> 4496  cellular  29   aug       35       14    -1        0  unknown 0        0
#> 4497  cellular  11   aug      201        1   103        1  failure 0        0
#> 4498  cellular  16   apr      792        2    -1        0  unknown 0        0
#> 4499  cellular   8   may      478        1    -1        0  unknown 0        0
#> 4500  cellular   1   jun      781        1    -1        0  unknown 1        0
#> 4501  cellular  17   jun      544        1    -1        0  unknown 1        0
#> 4502  cellular  31   jul      155        3    -1        0  unknown 0        0
#> 4503  cellular   2   feb      226        2    -1        0  unknown 0        0
#> 4504   unknown   2   jun      251        4    -1        0  unknown 0        0
#> 4505  cellular   8   jul      143        1    -1        0  unknown 0        0
#> 4506   unknown   2   jun      133        1    -1        0  unknown 0        0
#> 4507 telephone  12   may      422        2    -1        0  unknown 0        0
#> 4508  cellular  22   jul       71        2    -1        0  unknown 0        0
#> 4509   unknown  26   may      304        4    -1        0  unknown 0        0
#> 4510   unknown  20   may      264        1    -1        0  unknown 0        0
#> 4511  cellular  11   jul      230        1    -1        0  unknown 0        0
#> 4512  cellular  11   aug      117        3    -1        0  unknown 0        0
#> 4513   unknown  29   may      242        1    -1        0  unknown 0        0
#> 4514   unknown  21   may      339        1    -1        0  unknown 0        0
#> 4515  cellular  10   mar      217        1   184        7    other 0        0
#> 4516  cellular  20   aug      209        2    -1        0  unknown 0        0
#> 4517  cellular  31   jul       13       11    -1        0  unknown 0        0
#> 4518  cellular   4   feb      161        4   212        3  failure 0        0
#> 4519 telephone  12   may      246        2    -1        0  unknown 0        0
#> 4520  cellular  31   jul      110        4    -1        0  unknown 0        0
#> 4521  cellular   3   feb      489        2   271        2  success 0        0
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