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We are happy to introduce the rbin package, a set of tools for binning/discretization of data, designed keeping in mind beginner/intermediate R users. It comes with two RStudio addins for interactive binning.

### Installation

```# Install release version from CRAN
install.packages("rbin")

# Install development version from GitHub
# install.packages("devtools")

rbin includes two RStudio addins for manually binning data. Below is a demo:

Read on to learn more about the features of rbin, or see the rbin website for detailed documentation on using the package.

### Introduction

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

• manual binning using shiny app
• equal length binning method
• winsorized binning method
• quantile binning method
• combine levels of categorical data
• create dummy variables based on binning method
• calculates weight of evidence (WOE), entropy and information value (IV)
• provides summary information about binning process

### Manual Binning

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

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

#### Bins

```bins <- rbin_manual(mbank, y, age, c(29, 31, 34, 36, 39, 42, 46, 51, 56))
bins
## Binning Summary
## ---------------------------
## Method               Manual
## Response             y
## Predictor            age
## Bins                 10
## Count                4521
## Goods                517
## Entropy              0.5
## Information Value    0.12
##
##
##    cut_point bin_count good bad          woe           iv   entropy
## 1       < 29       410   71 339 -0.483686036 2.547353e-02 0.6649069
## 2       < 31       313   41 272 -0.154776266 1.760055e-03 0.5601482
## 3       < 34       567   55 512  0.183985174 3.953685e-03 0.4594187
## 4       < 36       396   45 351  0.007117468 4.425063e-06 0.5107878
## 5       < 39       519   47 472  0.259825118 7.008270e-03 0.4383322
## 6       < 42       431   33 398  0.442938178 1.575567e-02 0.3899626
## 7       < 46       449   47 402  0.099298221 9.423907e-04 0.4836486
## 8       < 51       521   40 481  0.439981550 1.881380e-02 0.3907140
## 9       < 56       445   49 396  0.042587647 1.756117e-04 0.5002548
## 10     >= 56       470   89 381 -0.592843261 4.564428e-02 0.7001343```

#### Plot

`plot(bins)`

#### Dummy Variables

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