Introduction to rbin

Aravind Hebbali

2020-05-14

Introduction

Binning is the process of transforming numerical or continuous data into categorical data. It is a common data pre-processing step of the model building process.

rbin has the following features:

Manual Binning

For manual binning, you need to specify the cut points for the bins. rbin follows the left closed and right open interval ([0,1) = {x | 0 ≤ x < 1}) for creating bins. The number of cut points you specify is one less than the number of bins you want to create i.e. if you want to create 10 bins, you need to specify only 9 cut points as shown in the below example. The accompanying RStudio addin, rbinAddin() can be used to iteratively bin the data and to enforce monotonic increasing/decreasing trend.

After finalizing the bins, you can use rbin_create() to create the dummy variables.

Bins

Plot

Dummy Variables

bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
rbin_create(mbank, age, bins)
#>      age           job  marital education default balance housing loan
#> 1     34    technician  married  tertiary      no     297     yes   no
#> 2     49      services  married secondary      no     180     yes  yes
#> 3     38        admin.   single secondary      no     262      no   no
#> 4     47      services  married secondary      no     367     yes   no
#> 5     51 self-employed   single secondary      no    1640     yes   no
#> 6     40    unemployed  married secondary      no    3382     yes   no
#> 7     58       retired  married secondary      no    1227      no   no
#> 8     32    unemployed  married   primary      no     309     yes   no
#> 9     46   blue-collar  married secondary      no     922     yes   no
#> 10    32      services  married  tertiary      no       0      no   no
#> 11    32      services  married secondary      no     414     yes   no
#> 12    50   blue-collar  married   primary      no       0      no   no
#> 13    41    management  married  tertiary      no    2226      no   no
#> 14    38      services divorced   primary      no       0     yes   no
#> 15    31 self-employed  married  tertiary     yes     147     yes   no
#> 16    42        admin.   single secondary      no     283     yes   no
#> 17    56       retired  married   primary      no      -1      no   no
#> 18    54    management divorced   unknown      no     901      no   no
#> 19    42    management  married secondary      no     372     yes   no
#> 20    58      services  married secondary      no     627      no   no
#> 21    51        admin.  married  tertiary      no      26     yes   no
#> 22    44    management  married secondary      no     438     yes   no
#> 23    51    management   single   unknown      no    -461     yes   no
#> 24    41    management  married  tertiary      no    -195      no  yes
#> 25    57    technician  married secondary      no   16063     yes   no
#> 26    32    management   single  tertiary      no    3097     yes   no
#> 27    32    management  married  tertiary      no    1232      no   no
#> 28    45    management  married  tertiary      no    4693      no  yes
#> 29    56  entrepreneur  married secondary      no     196      no   no
#> 30    38    technician  married secondary      no       0     yes   no
#> 31    54 self-employed  married  tertiary      no     990      no   no
#> 32    53    unemployed   single   primary      no     183      no   no
#> 33    36    management   single  tertiary      no     219      no   no
#> 34    37   blue-collar  married secondary      no     -97     yes   no
#> 35    31      services   single secondary      no     222     yes   no
#> 36    42    technician  married secondary      no     234      no   no
#> 37    34      services   single   primary      no      25     yes  yes
#> 38    37    technician  married secondary      no    1762      no   no
#> 39    59   blue-collar  married   primary      no      80     yes   no
#> 40    54    management  married   primary     yes       0     yes  yes
#> 41    54   blue-collar  married   primary      no    1357     yes  yes
#> 42    59        admin.  married secondary      no    -198     yes  yes
#> 43    33    management   single  tertiary      no    2059      no   no
#> 44    24      services   single secondary      no     258     yes   no
#> 45    29    technician   single  tertiary      no    2269     yes   no
#> 46    49   blue-collar  married secondary      no       0      no   no
#> 47    37    technician  married secondary      no      77     yes  yes
#> 48    28   blue-collar  married   primary      no     254     yes   no
#> 49    82       retired  married   primary      no     103      no   no
#> 50    57   blue-collar  married   primary      no     452     yes   no
#> 51    39    technician   single   unknown      no   45248     yes   no
#> 52    39    management   single  tertiary      no       0      no   no
#> 53    33    technician  married secondary      no     620      no   no
#> 54    32   blue-collar  married secondary      no    2263      no   no
#> 55    24   blue-collar   single secondary      no    8594     yes   no
#> 56    52    technician  married secondary      no     306      no   no
#> 57    32    management   single  tertiary      no   10281      no   no
#> 58    33    technician   single  tertiary      no     469      no   no
#> 59    31    management   single  tertiary      no      86      no   no
#> 60    42    management  married  tertiary      no     477     yes   no
#> 61    27   blue-collar  married   primary      no       1     yes   no
#> 62    32    technician  married secondary      no       0     yes  yes
#> 63    30    management   single  tertiary      no       0     yes   no
#> 64    42        admin. divorced secondary      no    -172     yes  yes
#> 65    43   blue-collar  married secondary      no    2706     yes  yes
#> 66    27    technician   single  tertiary      no     808     yes   no
#> 67    57    technician divorced secondary      no     164      no   no
#> 68    32    unemployed   single secondary      no     331     yes   no
#> 69    31        admin.   single secondary      no    1374     yes   no
#> 70    36   blue-collar  married   primary      no       0     yes   no
#> 71    31    management  married secondary      no     625     yes   no
#> 72    39   blue-collar  married secondary      no     747     yes  yes
#> 73    42      services  married   primary      no     124     yes   no
#> 74    68       retired  married   primary      no       0      no   no
#> 75    56    technician  married  tertiary      no     787      no  yes
#> 76    46    technician divorced  tertiary      no     405     yes   no
#> 77    35        admin.  married  tertiary      no    -272      no  yes
#> 78    50      services  married secondary      no   57435     yes   no
#> 79    50   blue-collar  married   primary      no     167      no   no
#> 80    60     housemaid divorced secondary      no    2063      no   no
#> 81    32    technician  married  tertiary      no       0     yes   no
#> 82    30        admin.   single secondary      no     255      no   no
#> 83    48      services   single   primary      no     204     yes   no
#> 84    30        admin.   single secondary      no     648      no   no
#> 85    31   blue-collar  married   primary      no      33     yes   no
#> 86    45   blue-collar  married secondary      no     430      no  yes
#> 87    35   blue-collar  married secondary      no     260     yes   no
#> 88    26        admin.   single secondary      no       0     yes   no
#> 89    32        admin.  married secondary      no    1604      no  yes
#> 90    50    technician  married secondary      no    -568     yes  yes
#> 91    34    technician  married secondary      no     966     yes   no
#> 92    29   blue-collar  married   unknown      no     356     yes   no
#> 93    29   blue-collar  married secondary      no    2378     yes  yes
#> 94    75       retired divorced   primary      no     852      no   no
#> 95    72       retired  married   primary      no    1388      no   no
#> 96    48   blue-collar  married secondary      no    1230     yes  yes
#> 97    37    management  married  tertiary      no    9895     yes   no
#> 98    34    technician   single secondary      no   27446     yes   no
#> 99    44    management  married   primary      no    1880     yes   no
#> 100   35      services  married secondary      no       0     yes   no
#> 101   28       student  married  tertiary      no     803     yes   no
#> 102   25   blue-collar   single secondary      no     158     yes  yes
#> 103   51   blue-collar  married secondary      no     328      no   no
#> 104   44    unemployed divorced secondary      no     522      no   no
#> 105   47   blue-collar  married   primary      no     550     yes   no
#> 106   59       retired divorced secondary      no     602      no   no
#> 107   38   blue-collar  married   primary      no     467     yes   no
#> 108   39    management   single  tertiary      no    1682     yes   no
#> 109   43    technician divorced secondary      no     305     yes   no
#> 110   45    management divorced  tertiary      no   24598     yes   no
#> 111   24   blue-collar   single   primary      no    2129     yes  yes
#> 112   24 self-employed   single  tertiary      no     931     yes   no
#> 113   69    technician  married secondary      no    9064      no   no
#> 114   37   blue-collar   single   unknown      no    2188      no   no
#> 115   29    technician   single  tertiary      no    -803     yes  yes
#> 116   51   blue-collar  married   primary      no     -11      no   no
#> 117   26       student   single secondary      no    5296      no   no
#> 118   53        admin. divorced  tertiary      no     122      no   no
#> 119   41      services  married secondary      no    6687     yes   no
#> 120   42   blue-collar  married secondary      no     902     yes   no
#> 121   25  entrepreneur  married  tertiary      no      30     yes   no
#> 122   39    technician   single secondary      no    1048     yes  yes
#> 123   50      services  married secondary      no    1687      no   no
#> 124   55   blue-collar  married   primary      no     771      no   no
#> 125   34        admin.   single secondary      no     663     yes   no
#> 126   31    technician divorced  tertiary      no    2287     yes   no
#> 127   32    technician   single secondary     yes      -1      no   no
#> 128   56   blue-collar  married secondary      no    1686      no   no
#> 129   51   blue-collar  married secondary      no    1779     yes   no
#> 130   25   blue-collar  married secondary      no     316     yes  yes
#> 131   33    management divorced  tertiary      no     312     yes  yes
#> 132   54    management  married secondary     yes    5249     yes   no
#> 133   34  entrepreneur  married secondary      no       2     yes  yes
#> 134   39    technician   single secondary      no     175      no  yes
#> 135   45    technician  married secondary      no     406     yes   no
#> 136   43   blue-collar  married   primary      no    -454     yes   no
#> 137   54    technician divorced secondary      no     -11     yes   no
#> 138   34      services divorced secondary      no      27     yes   no
#> 139   45    technician  married secondary      no    3395     yes   no
#> 140   38      services divorced secondary      no      49     yes   no
#> 141   33   blue-collar divorced secondary      no       1      no   no
#> 142   27       student   single  tertiary      no      24     yes   no
#> 143   53    management divorced  tertiary      no    2894     yes   no
#> 144   32        admin.   single secondary      no    6042     yes   no
#> 145   37   blue-collar   single  tertiary      no     481      no   no
#> 146   51   blue-collar  married   primary      no    7098      no   no
#> 147   55       retired  married secondary      no     123      no   no
#> 148   61       retired  married secondary      no     280     yes   no
#> 149   41    technician  married  tertiary      no     139      no   no
#> 150   39   blue-collar  married secondary      no    1042     yes   no
#> 151   34   blue-collar   single secondary      no    1423     yes   no
#> 152   37    management  married  tertiary      no     591     yes   no
#> 153   30    management  married  tertiary      no    1235      no   no
#> 154   54    unemployed divorced secondary      no    3721     yes   no
#> 155   47    technician divorced secondary      no    1851     yes   no
#> 156   32    unemployed  married  tertiary      no     283     yes   no
#> 157   42        admin.   single secondary      no    2095     yes   no
#> 158   52   blue-collar divorced   primary      no     -97     yes  yes
#> 159   83       retired   single   primary      no    3349      no   no
#> 160   42    technician   single secondary      no       0     yes   no
#> 161   38    management   single  tertiary      no    3141      no   no
#> 162   56    unemployed  married secondary      no    -246      no  yes
#> 163   52    management divorced  tertiary      no       0      no   no
#> 164   56      services divorced   unknown      no    1877     yes   no
#> 165   55    technician  married secondary      no       0     yes  yes
#> 166   56    technician divorced secondary      no    3450      no   no
#> 167   29    technician   single  tertiary      no     673     yes   no
#> 168   73       retired  married   primary      no     542      no   no
#> 169   62     housemaid  married secondary      no       2      no   no
#> 170   56    management  married  tertiary      no    -762     yes  yes
#> 171   36    technician  married   primary      no    1653     yes  yes
#> 172   32   blue-collar  married   primary      no      50     yes   no
#> 173   48    management  married  tertiary      no   14530     yes  yes
#> 174   31        admin.   single secondary      no     358     yes   no
#> 175   26   blue-collar   single secondary      no    3145      no   no
#> 176   27   blue-collar   single secondary      no    1311     yes   no
#> 177   56      services  married   primary      no     486      no  yes
#> 178   31    management   single  tertiary      no      34      no   no
#> 179   36   blue-collar  married secondary      no       0      no   no
#> 180   53    technician  married   unknown      no    6921     yes   no
#> 181   39   blue-collar  married secondary      no      98      no   no
#> 182   82       retired divorced   primary      no     928      no   no
#> 183   30    technician  married secondary      no     671      no   no
#> 184   31    technician  married secondary      no     535      no   no
#> 185   47 self-employed  married  tertiary      no     -80     yes   no
#> 186   58    unemployed  married   primary      no    3884      no   no
#> 187   55    management  married  tertiary      no    1402     yes   no
#> 188   25        admin.   single secondary      no     425      no   no
#> 189   31   blue-collar   single secondary      no    -161      no   no
#> 190   53    technician  married secondary      no    2647     yes   no
#> 191   43   blue-collar  married   primary      no     517     yes   no
#> 192   56  entrepreneur  married  tertiary      no      40      no  yes
#> 193   51    technician  married secondary      no    8758      no   no
#> 194   34        admin.  married secondary      no     764      no   no
#> 195   45    management  married secondary      no     446      no   no
#> 196   60   blue-collar  married   primary      no       5      no   no
#> 197   46    management   single  tertiary      no    6651      no   no
#> 198   40  entrepreneur  married secondary      no       0     yes   no
#> 199   53    management  married  tertiary      no     913     yes   no
#> 200   57        admin.  married   unknown      no     596      no   no
#> 201   25   blue-collar   single   primary      no    -221     yes   no
#> 202   31    unemployed divorced  tertiary      no     756      no   no
#> 203   64       retired  married secondary      no    1612      no   no
#> 204   37        admin.  married secondary      no    1314     yes   no
#> 205   30        admin.   single secondary      no    1009     yes   no
#> 206   37        admin.   single secondary      no     781      no   no
#> 207   48   blue-collar  married secondary      no    5078     yes   no
#> 208   48   blue-collar  married   primary      no       8      no   no
#> 209   50      services  married secondary      no    1134      no   no
#> 210   38        admin.  married secondary      no     689     yes   no
#> 211   43 self-employed  married secondary      no     634     yes   no
#> 212   31    technician   single secondary      no       9      no   no
#> 213   48    management  married  tertiary      no    1147      no   no
#> 214   40        admin.   single secondary      no     963     yes   no
#> 215   63  entrepreneur  married secondary      no    3904      no   no
#> 216   41    management  married  tertiary      no      23      no   no
#> 217   23      services   single secondary      no     665     yes   no
#> 218   29    management   single  tertiary      no     536      no   no
#> 219   52   blue-collar   single  tertiary     yes    -517      no  yes
#> 220   44  entrepreneur  married secondary     yes    -848     yes   no
#> 221   39    technician  married secondary      no     375     yes  yes
#> 222   49   blue-collar  married   primary      no     371     yes   no
#> 223   34        admin.  married secondary      no      95     yes   no
#> 224   33    technician  married  tertiary      no     148      no   no
#> 225   51   blue-collar divorced   primary      no     886      no   no
#> 226   24    management   single  tertiary      no       1      no   no
#> 227   34      services  married secondary      no     142     yes   no
#> 228   50   blue-collar  married   primary      no     506     yes   no
#> 229   44   blue-collar  married secondary      no     129     yes  yes
#> 230   57   blue-collar divorced   primary      no    1299      no   no
#> 231   26       student   single   unknown      no      19      no   no
#> 232   29   blue-collar  married   primary      no     163     yes  yes
#> 233   50   blue-collar  married   primary      no       0      no   no
#> 234   52    management  married secondary      no    4096     yes   no
#> 235   31        admin.  married secondary      no       0     yes  yes
#> 236   32   blue-collar   single   primary      no      33      no   no
#> 237   33    technician   single secondary      no       0      no   no
#> 238   33        admin.   single secondary      no    1779     yes   no
#> 239   41    unemployed divorced  tertiary      no    -198     yes   no
#> 240   28    technician  married  tertiary      no     107     yes   no
#> 241   41  entrepreneur   single   primary      no    7264      no  yes
#> 242   32   blue-collar  married   primary      no     289     yes   no
#> 243   48      services  married   unknown      no    1155     yes   no
#> 244   45 self-employed divorced  tertiary      no     963     yes   no
#> 245   39   blue-collar  married secondary      no       0     yes   no
#> 246   36        admin. divorced secondary      no     -37     yes   no
#> 247   60       retired  married secondary      no    3932     yes   no
#> 248   42        admin.   single secondary      no    -247     yes  yes
#> 249   34   blue-collar   single   primary      no     505     yes   no
#> 250   40    management divorced  tertiary      no     205      no   no
#> 251   26     housemaid   single secondary      no      93      no   no
#> 252   42      services  married secondary      no    1545     yes   no
#> 253   47    management  married  tertiary      no    1147      no   no
#> 254   35   blue-collar  married secondary      no     765     yes   no
#> 255   24       student   single secondary      no     822      no   no
#> 256   42    management divorced  tertiary      no     461     yes   no
#> 257   53      services  married secondary      no      76     yes   no
#> 258   44    technician divorced secondary      no     316     yes   no
#> 259   44 self-employed   single  tertiary      no      97     yes   no
#> 260   43   blue-collar  married   primary      no     -41      no   no
#> 261   28   blue-collar   single   primary      no    2340     yes   no
#> 262   53      services  married   primary      no    2618     yes   no
#> 263   23       student   single secondary      no    1062      no   no
#> 264   32      services  married secondary      no     206     yes  yes
#> 265   27   blue-collar  married secondary      no     191     yes   no
#> 266   55    technician   single secondary      no      11      no   no
#> 267   48        admin.  married   unknown      no       0     yes   no
#> 268   32   blue-collar  married   primary      no     827     yes   no
#> 269   45   blue-collar  married   primary      no     351     yes   no
#> 270   38    technician  married secondary      no      54     yes  yes
#> 271   53   blue-collar divorced   primary      no      -1     yes   no
#> 272   26    technician   single secondary      no     941      no  yes
#> 273   34  entrepreneur  married secondary      no     223      no  yes
#> 274   31    management   single  tertiary      no      53     yes   no
#> 275   45  entrepreneur divorced  tertiary      no       0     yes   no
#> 276   56    management divorced  tertiary      no     310      no   no
#> 277   38   blue-collar  married   primary      no     635     yes   no
#> 278   39    management   single  tertiary      no     668      no   no
#> 279   26      services   single secondary      no    1700     yes   no
#> 280   35       student divorced   primary      no    2755     yes   no
#> 281   30    management   single  tertiary      no       0      no   no
#> 282   41      services divorced secondary      no      83      no   no
#> 283   47  entrepreneur  married secondary      no       0      no   no
#> 284   38      services  married   unknown      no   10189     yes   no
#> 285   61    management  married  tertiary      no    5157      no   no
#> 286   35   blue-collar  married   primary      no    4366     yes   no
#> 287   30   blue-collar  married secondary     yes     -18      no   no
#> 288   35    technician  married secondary      no     561     yes   no
#> 289   35    technician  married secondary      no    -255     yes   no
#> 290   32   blue-collar  married   primary      no     391     yes   no
#> 291   40      services  married secondary      no    9374     yes   no
#> 292   30      services   single secondary      no     695     yes   no
#> 293   21       student   single secondary      no      71      no   no
#> 294   38    technician  married secondary      no       0      no   no
#> 295   54  entrepreneur divorced  tertiary      no   20527      no   no
#> 296   35   blue-collar   single secondary      no     219     yes  yes
#> 297   45   blue-collar  married   primary      no     491     yes  yes
#> 298   37    technician   single secondary      no    -272      no  yes
#> 299   42  entrepreneur  married  tertiary      no     859      no   no
#> 300   34        admin.  married secondary      no     -33     yes  yes
#> 301   38     housemaid  married secondary      no    1508      no  yes
#> 302   36    management  married  tertiary      no     918      no   no
#> 303   30    technician  married  tertiary      no     606     yes   no
#> 304   44    technician divorced secondary      no     414     yes  yes
#> 305   50   blue-collar  married secondary      no     325     yes   no
#> 306   42        admin.   single secondary      no     734     yes   no
#> 307   64       retired  married   primary      no      43      no   no
#> 308   31  entrepreneur  married  tertiary      no       0     yes   no
#> 309   35  entrepreneur  married  tertiary      no       0      no   no
#> 310   58    management divorced  tertiary      no    4256      no   no
#> 311   44    management  married  tertiary      no     474     yes  yes
#> 312   79       retired divorced   primary      no     336      no   no
#> 313   37        admin. divorced secondary      no       0     yes  yes
#> 314   36      services   single secondary      no    9713     yes   no
#> 315   57       retired  married  tertiary      no    4451      no  yes
#> 316   32    technician   single secondary      no    -138      no   no
#> 317   26    unemployed   single secondary      no     771      no   no
#> 318   25      services   single secondary      no     333      no  yes
#> 319   39        admin.  married secondary      no     563     yes   no
#> 320   40   blue-collar  married secondary      no    4795     yes   no
#> 321   50   blue-collar  married   primary      no     157      no   no
#> 322   38    technician   single  tertiary      no     178     yes   no
#> 323   31    management   single  tertiary      no       0      no   no
#> 324   45   blue-collar  married   primary      no       0     yes   no
#> 325   57    management divorced  tertiary      no     236      no   no
#> 326   30    management   single  tertiary      no     536      no   no
#> 327   36        admin.  married secondary      no    3308      no  yes
#> 328   32   blue-collar   single secondary      no    1211     yes   no
#> 329   41        admin.  married secondary      no    1705      no   no
#> 330   59     housemaid  married   primary      no       5      no  yes
#> 331   58    unemployed  married   primary      no    4967      no   no
#> 332   26        admin.  married secondary      no     284      no   no
#> 333   50   blue-collar divorced   primary      no     -19     yes   no
#> 334   38   blue-collar  married   primary      no     168     yes  yes
#> 335   36        admin.   single secondary      no     148     yes   no
#> 336   28    technician   single  tertiary      no     386      no   no
#> 337   52  entrepreneur  married secondary      no    3332     yes  yes
#> 338   35     housemaid  married   primary      no       0      no   no
#> 339   35   blue-collar  married   primary      no       0     yes   no
#> 340   39    technician  married secondary      no    2765     yes  yes
#> 341   53    technician  married secondary      no    3398      no  yes
#> 342   52  entrepreneur  married secondary      no     330      no  yes
#> 343   41   blue-collar  married secondary      no    2152     yes   no
#> 344   50    technician  married secondary      no    8001      no   no
#> 345   57 self-employed  married secondary      no    2109      no   no
#> 346   56    management  married  tertiary      no      79      no   no
#> 347   34    management   single  tertiary      no    -578     yes   no
#> 348   41   blue-collar  married secondary      no     449     yes  yes
#> 349   54    management divorced  tertiary      no    5253     yes  yes
#> 350   66     housemaid divorced   primary      no    3701      no   no
#> 351   28    management  married  tertiary      no     395      no   no
#> 352   22       student   single secondary      no     722     yes   no
#> 353   50    technician  married secondary      no       4      no   no
#> 354   35    management   single  tertiary      no       0     yes   no
#> 355   37  entrepreneur  married  tertiary      no    7944      no   no
#> 356   30    management   single  tertiary      no      59     yes  yes
#> 357   38        admin.   single secondary      no     221     yes   no
#> 358   36   blue-collar  married secondary      no     330     yes   no
#> 359   43    management   single  tertiary      no    3872     yes   no
#> 360   42   blue-collar  married secondary      no    3052     yes   no
#> 361   28   blue-collar   single secondary      no     362     yes   no
#> 362   37    management  married  tertiary      no    5355      no   no
#> 363   39    management  married  tertiary      no     285     yes   no
#> 364   34      services   single   primary      no    3648     yes   no
#> 365   55    unemployed  married  tertiary      no    4809     yes   no
#> 366   37  entrepreneur  married  tertiary      no     298      no   no
#> 367   29    technician   single  tertiary      no    1185     yes   no
#> 368   34    technician  married secondary      no       2     yes   no
#> 369   42      services   single secondary      no     838     yes   no
#> 370   32        admin.  married secondary      no     552     yes   no
#> 371   32   blue-collar  married secondary      no    2561     yes   no
#> 372   34   blue-collar  married   primary      no     351      no  yes
#> 373   39   blue-collar  married secondary      no     161     yes   no
#> 374   35   blue-collar  married   primary      no    -167     yes   no
#> 375   55       retired  married secondary      no    3948      no   no
#> 376   31        admin.  married secondary      no     -36     yes  yes
#> 377   59       retired  married secondary      no     374      no   no
#> 378   34    management  married  tertiary      no     362     yes   no
#> 379   53      services   single secondary      no    1162     yes   no
#> 380   38   blue-collar  married secondary      no       0      no   no
#> 381   41    management  married  tertiary      no    5936      no   no
#> 382   46   blue-collar  married secondary      no     853      no   no
#> 383   31        admin.  married secondary      no       2     yes  yes
#> 384   27      services   single secondary      no     814     yes   no
#> 385   51   blue-collar  married   primary      no       0      no   no
#> 386   40    technician divorced secondary      no      16     yes   no
#> 387   49    management  married  tertiary      no     865      no   no
#> 388   39     housemaid  married secondary      no    1444      no   no
#> 389   50   blue-collar  married secondary      no     278      no   no
#> 390   45    management  married  tertiary      no      77     yes   no
#> 391   46   blue-collar  married secondary      no     265     yes   no
#> 392   39   blue-collar  married   primary      no     541     yes   no
#> 393   61 self-employed divorced  tertiary      no   52587      no   no
#> 394   37    technician   single secondary      no     -59     yes   no
#> 395   38    technician  married   unknown      no      90     yes  yes
#> 396   32    management  married  tertiary      no    1660     yes   no
#> 397   51        admin.  married secondary      no     924     yes   no
#> 398   38    technician   single secondary      no     553     yes   no
#> 399   39     housemaid  married secondary      no       0     yes   no
#> 400   42    management  married  tertiary      no      36      no   no
#> 401   43 self-employed  married secondary      no    5317      no   no
#> 402   38    technician   single secondary      no      61     yes   no
#> 403   49    management divorced secondary      no    1598     yes   no
#> 404   58       retired  married   primary      no    4007      no   no
#> 405   39   blue-collar   single   primary      no    1537      no  yes
#> 406   50    management  married  tertiary      no     782      no   no
#> 407   28    management  married  tertiary      no      12     yes   no
#> 408   51   blue-collar  married secondary      no      51      no  yes
#> 409   47    technician  married secondary      no      72      no   no
#> 410   30        admin.   single  tertiary      no       5      no  yes
#> 411   55    technician divorced secondary      no     852      no   no
#> 412   40    management   single  tertiary      no    -222     yes   no
#> 413   33    technician   single  tertiary      no     129     yes   no
#> 414   31    technician   single   unknown      no     694     yes   no
#> 415   33    technician  married  tertiary      no     145     yes   no
#> 416   58       retired  married   unknown      no     928      no   no
#> 417   48  entrepreneur  married secondary      no      86     yes   no
#> 418   28        admin.   single   unknown      no     731     yes   no
#> 419   38    unemployed   single secondary      no    7159      no   no
#> 420   44   blue-collar  married secondary      no     294     yes   no
#> 421   31    management  married  tertiary      no    1126      no   no
#> 422   46       unknown  married   unknown      no    2911      no   no
#> 423   32    management   single  tertiary      no    1804     yes   no
#> 424   36    management   single   unknown      no     601      no   no
#> 425   47     housemaid  married  tertiary      no    1692     yes   no
#> 426   29    unemployed   single  tertiary      no    1311      no   no
#> 427   35    management   single   unknown      no     342      no  yes
#> 428   43  entrepreneur  married  tertiary      no     210      no   no
#> 429   34    management  married  tertiary      no    1770     yes   no
#> 430   30    technician   single secondary      no    1416      no   no
#> 431   59      services  married   primary      no     196     yes   no
#> 432   50    management divorced  tertiary      no     405      no   no
#> 433   35   blue-collar  married secondary      no     463     yes   no
#> 434   37        admin.   single secondary      no     192     yes   no
#> 435   45   blue-collar  married   primary      no     487     yes   no
#> 436   54        admin. divorced secondary      no    -288     yes   no
#> 437   64    management  married  tertiary      no    3951      no   no
#> 438   48    management  married  tertiary      no       0      no  yes
#> 439   62    unemployed  married   primary      no     532      no   no
#> 440   53   blue-collar  married   primary      no    1388      no   no
#> 441   59   blue-collar  married secondary      no       0      no   no
#> 442   43        admin.   single secondary      no     445     yes   no
#> 443   48    management  married  tertiary      no       2      no   no
#> 444   40    management  married  tertiary      no   -1212     yes   no
#> 445   46   blue-collar  married   primary      no    5164     yes   no
#> 446   36      services   single secondary      no     616     yes  yes
#> 447   36    technician  married  tertiary      no     571     yes  yes
#> 448   29      services  married secondary      no     182     yes   no
#> 449   29       student   single secondary      no    1093     yes   no
#> 450   39   blue-collar divorced  tertiary      no     382      no   no
#> 451   38 self-employed  married secondary      no     173      no   no
#> 452   55   blue-collar  married secondary      no     176      no  yes
#> 453   30    management  married  tertiary      no     367      no   no
#> 454   33    technician   single  tertiary      no     231     yes   no
#> 455   42    technician  married secondary      no     233      no   no
#> 456   29    management  married  tertiary      no     318     yes   no
#> 457   43    unemployed  married   primary      no       9     yes  yes
#> 458   46    management   single  tertiary      no     502      no   no
#> 459   32   blue-collar   single secondary      no     259     yes   no
#> 460   33      services  married secondary      no    1631     yes   no
#> 461   55    technician  married   primary      no     284      no   no
#> 462   36    management  married  tertiary      no       0     yes   no
#> 463   47  entrepreneur  married   unknown      no    1481     yes   no
#> 464   45 self-employed  married secondary      no    3080      no   no
#> 465   30    management   single secondary      no     135      no   no
#> 466   41    management  married  tertiary      no    5883      no   no
#> 467   75       retired divorced   primary      no    3881     yes   no
#> 468   43    technician divorced secondary      no    1648      no   no
#> 469   46     housemaid  married secondary      no     271     yes   no
#> 470   23      services   single secondary      no      75     yes   no
#> 471   35    technician   single  tertiary      no     354     yes   no
#> 472   30        admin.  married   primary      no      40     yes  yes
#> 473   48    unemployed   single   primary      no      63      no   no
#> 474   32      services   single secondary      no     459     yes   no
#> 475   49      services  married secondary      no       0      no   no
#> 476   37   blue-collar  married secondary      no     223     yes   no
#> 477   35      services  married secondary      no      74     yes   no
#> 478   58    management  married   primary      no    2769     yes   no
#> 479   53    technician  married  tertiary      no    4323     yes   no
#> 480   44    technician  married  tertiary      no    4580     yes   no
#> 481   42        admin.  married   primary      no    -306     yes   no
#> 482   43    technician  married  tertiary      no    2643      no   no
#> 483   53  entrepreneur  married   primary      no    -257     yes  yes
#> 484   28    technician   single secondary      no     441      no  yes
#> 485   27   blue-collar   single secondary     yes      -2     yes  yes
#> 486   54    technician  married secondary      no   10185      no   no
#> 487   33        admin.  married secondary      no    2374     yes   no
#> 488   69       retired  married  tertiary      no     473      no   no
#> 489   39    management   single  tertiary      no    3281      no   no
#> 490   50    technician  married secondary      no     423      no   no
#> 491   52    technician  married secondary      no    1373      no   no
#> 492   60       retired  married  tertiary      no    2557     yes   no
#> 493   57    technician  married secondary      no    3858      no   no
#> 494   42    technician  married secondary      no     334     yes   no
#> 495   52   blue-collar divorced   primary      no    1250      no   no
#> 496   40    technician  married secondary      no     657     yes   no
#> 497   32    technician  married secondary      no    1951     yes   no
#> 498   37        admin.   single secondary      no     515     yes   no
#> 499   36    management   single  tertiary      no     181     yes   no
#> 500   60       retired  married secondary      no    -222      no   no
#> 501   31      services   single secondary     yes      68     yes   no
#> 502   39   blue-collar   single secondary      no       0     yes   no
#> 503   49      services   single secondary      no    3061     yes   no
#> 504   39    management  married  tertiary      no     691     yes  yes
#> 505   45     housemaid divorced   primary      no     544      no   no
#> 506   34   blue-collar  married secondary      no     355     yes   no
#> 507   53        admin.  married   primary      no    6280      no   no
#> 508   38    technician   single secondary      no     227      no   no
#> 509   28        admin.   single secondary      no     419     yes   no
#> 510   53     housemaid  married   primary     yes     945      no   no
#> 511   27   blue-collar   single secondary      no     940     yes   no
#> 512   30    technician   single secondary      no    2567      no   no
#> 513   33    management  married secondary      no      56     yes   no
#> 514   37    technician   single  tertiary      no    1609      no  yes
#> 515   30    management   single  tertiary      no     364      no   no
#> 516   53   blue-collar  married   primary      no    -864     yes   no
#> 517   27    management   single  tertiary      no    1137     yes   no
#> 518   37   blue-collar  married secondary      no     374     yes   no
#> 519   27    management   single  tertiary      no    2786      no   no
#> 520   40   blue-collar   single   primary      no     366     yes  yes
#> 521   76     housemaid  married   primary      no    1483      no   no
#> 522   32   blue-collar  married secondary      no    1779     yes   no
#> 523   52        admin.  married secondary      no     722      no   no
#> 524   45        admin.   single secondary      no     341     yes  yes
#> 525   34    management divorced  tertiary      no     157     yes   no
#> 526   43    management   single  tertiary      no     776      no   no
#> 527   38        admin.  married secondary      no     505     yes  yes
#> 528   60     housemaid  married   primary      no     182      no   no
#> 529   33   blue-collar   single secondary      no     498      no   no
#> 530   29    management  married  tertiary      no     991      no   no
#> 531   41    technician  married secondary      no    2851      no   no
#> 532   38   blue-collar  married   primary      no    1807      no   no
#> 533   40   blue-collar  married   primary      no    -310     yes  yes
#> 534   41  entrepreneur divorced  tertiary      no    -413     yes   no
#> 535   45        admin.  married secondary      no    -405      no   no
#> 536   31    unemployed   single secondary      no     315      no   no
#> 537   33    technician  married secondary      no     575      no  yes
#> 538   30      services  married secondary      no       0     yes   no
#> 539   40     housemaid  married secondary      no     116      no   no
#> 540   49        admin.  married secondary      no     635      no   no
#> 541   31      services  married secondary      no    2050     yes   no
#> 542   33      services   single   unknown      no     523     yes   no
#> 543   47    technician divorced secondary      no      84      no   no
#> 544   35        admin. divorced secondary      no    3636      no  yes
#> 545   42      services  married secondary      no    3465     yes  yes
#> 546   47     housemaid  married secondary      no    1765      no   no
#> 547   30 self-employed   single secondary      no     635      no  yes
#> 548   51   blue-collar  married   primary      no     653     yes  yes
#> 549   30      services   single secondary      no     631     yes   no
#> 550   56    management  married  tertiary      no     586      no   no
#> 551   37   blue-collar  married secondary      no    1407     yes   no
#> 552   55        admin. divorced secondary      no    3524     yes   no
#> 553   32    management   single  tertiary      no     112     yes   no
#> 554   52    management  married  tertiary      no    6873     yes   no
#> 555   43     housemaid divorced   primary      no       0      no   no
#> 556   47        admin.   single secondary      no    3696      no   no
#> 557   58  entrepreneur  married secondary      no     670     yes   no
#> 558   37    unemployed  married  tertiary      no    7620      no   no
#> 559   32    unemployed   single secondary      no    2706      no   no
#> 560   50    management  married secondary      no       5      no   no
#> 561   42        admin. divorced secondary      no     936      no   no
#> 562   32    technician   single  tertiary      no    1454     yes   no
#> 563   33    technician   single secondary      no    1500      no   no
#> 564   30        admin.   single  tertiary      no     305      no   no
#> 565   38  entrepreneur   single secondary      no    2543      no   no
#> 566   32    technician  married secondary      no    1242     yes   no
#> 567   28    management   single  tertiary      no     492      no   no
#> 568   50    unemployed  married secondary      no    3357      no   no
#> 569   27       student   single  tertiary      no    1390      no   no
#> 570   41        admin.  married secondary      no   16517      no   no
#> 571   54      services divorced secondary      no    2398     yes   no
#> 572   39    technician  married secondary     yes    -183     yes   no
#> 573   34        admin.  married secondary      no     635     yes   no
#> 574   37      services  married secondary      no    1616     yes   no
#> 575   20       student   single secondary      no     602     yes   no
#> 576   53       retired divorced secondary      no     797      no   no
#> 577   30      services   single secondary      no     677     yes   no
#> 578   29  entrepreneur   single  tertiary      no     430      no  yes
#> 579   47    technician  married   primary      no     434     yes  yes
#> 580   44    management  married  tertiary      no   12392     yes   no
#> 581   26     housemaid  married secondary      no    -759     yes   no
#> 582   31   blue-collar  married   primary      no     295     yes   no
#> 583   37    management  married  tertiary      no       0      no   no
#> 584   63       retired  married   primary      no   12067      no   no
#> 585   37    management   single  tertiary      no    8066      no   no
#> 586   27        admin.  married secondary      no     249     yes   no
#> 587   26    management   single  tertiary      no      55      no  yes
#> 588   30    technician  married  tertiary      no       0      no   no
#> 589   50   blue-collar  married   primary      no      65     yes   no
#> 590   34   blue-collar divorced secondary      no    1614     yes   no
#> 591   39   blue-collar divorced secondary      no     412      no   no
#> 592   54    management divorced  tertiary      no    5475      no   no
#> 593   32   blue-collar   single secondary      no    2137      no   no
#> 594   50   blue-collar  married   primary      no      89     yes   no
#> 595   27       student   single  tertiary      no    1134      no   no
#> 596   32    technician  married secondary      no     221     yes   no
#> 597   29       student   single secondary      no      48      no   no
#> 598   58       unknown  married secondary      no     208      no   no
#> 599   34      services   single  tertiary      no      88      no   no
#> 600   50    technician  married secondary      no    1616     yes  yes
#> 601   31    technician   single  tertiary      no    -167     yes   no
#> 602   58    management divorced  tertiary      no   26254     yes   no
#> 603   34   blue-collar  married secondary      no    1298     yes   no
#> 604   58   blue-collar divorced   primary      no     820     yes   no
#> 605   38  entrepreneur divorced secondary      no      36      no   no
#> 606   59    technician  married secondary      no    2342      no  yes
#> 607   40    unemployed  married secondary      no    1872      no   no
#> 608   35      services  married secondary      no     528      no   no
#> 609   32    technician  married secondary      no      79     yes   no
#> 610   32     housemaid divorced secondary      no    -613     yes   no
#> 611   29        admin.   single secondary      no     260     yes   no
#> 612   53    management divorced  tertiary      no    6388     yes   no
#> 613   44    technician  married secondary      no     398     yes   no
#> 614   36        admin.  married secondary      no     313     yes   no
#> 615   38    technician  married secondary      no    5115     yes   no
#> 616   46   blue-collar  married   primary      no     -29     yes   no
#> 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
#>        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