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    <h1>Pre-process data</h1>
    <small class="dont-index">Source: <a href='https://github.com/ModelOriented/fairmodels/blob/master/R/pre_process_data.R'><code>R/pre_process_data.R</code></a></small>
    <div class="hidden name"><code>pre_process_data.Rd</code></div>
    </div>

    <div class="ref-description">
    <p>Function aggregates all pre-processing algorithms for bias mitigation. User passes unified arguments and specifies type to receive transformed <code>data.frame</code></p>
    </div>

    <pre class="usage"><span class='fu'>pre_process_data</span>(<span class='no'>data</span>, <span class='no'>protected</span>, <span class='no'>y</span>, <span class='kw'>type</span> <span class='kw'>=</span> <span class='st'>"resample_uniform"</span>, <span class='no'>...</span>)</pre>

    <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
    <table class="ref-arguments">
    <colgroup><col class="name" /><col class="desc" /></colgroup>
    <tr>
      <th>data</th>
      <td><p><code>data.frame</code></p></td>
    </tr>
    <tr>
      <th>protected</th>
      <td><p>factor, protected attribute (sensitive variable) containing information about gender, race etc...</p></td>
    </tr>
    <tr>
      <th>y</th>
      <td><p>numeric, numeric values of predicted variable. 1 should denote favorable outcome.</p></td>
    </tr>
    <tr>
      <th>type</th>
      <td><p>character, type of pre-processing algorithm to be used, one of:</p><ul>
<li><p>resample_uniform</p></li>
<li><p>resample_preferential</p></li>
<li><p>reweight</p></li>
<li><p>disparate_impact_remover</p></li>
</ul></td>
    </tr>
    <tr>
      <th>...</th>
      <td><p>other parameters passed to pre-processing algorithms</p></td>
    </tr>
    </table>

    <h2 class="hasAnchor" id="value"><a class="anchor" href="#value"></a>Value</h2>

    <p>modified data (<code>data.frame</code>). In case of type = 'reweight' data has feature `_weights_` containing weights that need to be passed to model.
In other cases data is ready to be passed as training data to a model.</p>

    <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
    <pre class="examples"><div class='input'><span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='st'>"german"</span>)

<span class='fu'>pre_process_data</span>(<span class='no'>german</span>,
                 <span class='no'>german</span>$<span class='no'>Sex</span>,
                 <span class='fu'><a href='https://rdrr.io/r/base/numeric.html'>as.numeric</a></span>(<span class='no'>german</span>$<span class='no'>Risk</span>)-<span class='fl'>1</span>,
                 <span class='kw'>type</span> <span class='kw'>=</span> <span class='st'>"disparate_impact_remover"</span>,
                 <span class='kw'>features_to_transform</span> <span class='kw'>=</span> <span class='st'>'Age'</span>)</div><div class='output co'>#&gt;      Risk    Sex Job Housing Saving.accounts Checking.account Credit.amount
#&gt; 1    good   male   2     own       not_known           little          1169
#&gt; 2     bad female   2     own          little         moderate          5951
#&gt; 3    good   male   1     own          little        not_known          2096
#&gt; 4    good   male   2    free          little           little          7882
#&gt; 5     bad   male   2    free          little           little          4870
#&gt; 6    good   male   1    free       not_known        not_known          9055
#&gt; 7    good   male   2     own      quite rich        not_known          2835
#&gt; 8    good   male   3    rent          little         moderate          6948
#&gt; 9    good   male   1     own            rich        not_known          3059
#&gt; 10    bad   male   3     own          little         moderate          5234
#&gt; 11    bad female   2    rent          little         moderate          1295
#&gt; 12    bad female   2    rent          little           little          4308
#&gt; 13   good female   2     own          little         moderate          1567
#&gt; 14    bad   male   1     own          little           little          1199
#&gt; 15   good female   2    rent          little           little          1403
#&gt; 16    bad female   1     own        moderate           little          1282
#&gt; 17   good   male   2     own       not_known        not_known          2424
#&gt; 18   good   male   2     own       not_known           little          8072
#&gt; 19    bad female   3    free          little         moderate         12579
#&gt; 20   good   male   2     own      quite rich        not_known          3430
#&gt; 21   good   male   2     own          little        not_known          2134
#&gt; 22   good   male   2    rent      quite rich           little          2647
#&gt; 23   good   male   1    rent          little           little          2241
#&gt; 24   good   male   2     own        moderate         moderate          1804
#&gt; 25   good   male   2     own       not_known        not_known          2069
#&gt; 26   good   male   1     own          little           little          1374
#&gt; 27   good   male   1     own          little        not_known           426
#&gt; 28   good female   2    rent            rich             rich           409
#&gt; 29   good   male   2     own          little         moderate          2415
#&gt; 30    bad   male   2     own          little           little          6836
#&gt; 31   good   male   2     own            rich         moderate          1913
#&gt; 32   good   male   2     own          little           little          4020
#&gt; 33   good   male   2     own        moderate         moderate          5866
#&gt; 34   good   male   1    rent       not_known        not_known          1264
#&gt; 35   good female   3     own          little             rich          1474
#&gt; 36    bad   male   1     own          little         moderate          4746
#&gt; 37   good   male   2    free          little        not_known          6110
#&gt; 38    bad   male   2     own          little             rich          2100
#&gt; 39   good   male   2     own          little             rich          1225
#&gt; 40   good   male   2     own          little         moderate           458
#&gt; 41   good   male   3     own      quite rich        not_known          2333
#&gt; 42   good   male   2     own      quite rich         moderate          1158
#&gt; 43   good   male   1     own          little         moderate          6204
#&gt; 44   good   male   2    rent        moderate           little          6187
#&gt; 45    bad female   1    free          little           little          6143
#&gt; 46   good female   3     own          little        not_known          1393
#&gt; 47   good   male   2     own      quite rich        not_known          2299
#&gt; 48   good female   0    rent      quite rich           little          1352
#&gt; 49   good   male   1     own          little        not_known          7228
#&gt; 50   good female   2     own        moderate        not_known          2073
#&gt; 51   good   male   1     own       not_known         moderate          2333
#&gt; 52   good   male   3     own          little         moderate          5965
#&gt; 53   good   male   2     own          little        not_known          1262
#&gt; 54   good   male   2     own       not_known        not_known          3378
#&gt; 55    bad   male   2    free          little         moderate          2225
#&gt; 56   good   male   1     own       not_known        not_known           783
#&gt; 57    bad   male   3     own       not_known         moderate          6468
#&gt; 58   good female   2     own          little        not_known          9566
#&gt; 59   good female   3     own          little             rich          1961
#&gt; 60    bad female   1    rent          little           little          6229
#&gt; 61   good   male   2     own          little         moderate          1391
#&gt; 62   good   male   2     own       not_known         moderate          1537
#&gt; 63    bad   male   3    free          little         moderate          1953
#&gt; 64    bad   male   2     own          little         moderate         14421
#&gt; 65   good female   2     own          little        not_known          3181
#&gt; 66   good   male   2     own       not_known        not_known          5190
#&gt; 67   good female   2     own          little        not_known          2171
#&gt; 68   good   male   2     own            rich         moderate          1007
#&gt; 69    bad   male   2    free          little        not_known          1819
#&gt; 70   good female   2     own       not_known        not_known          2394
#&gt; 71   good female   2     own          little        not_known          8133
#&gt; 72   good   male   1    rent       not_known        not_known           730
#&gt; 73   good   male   3    free          little           little          1164
#&gt; 74   good female   1     own          little         moderate          5954
#&gt; 75    bad   male   3     own       not_known           little          1977
#&gt; 76   good   male   3    free          little           little          1526
#&gt; 77    bad   male   2     own          little           little          3965
#&gt; 78   good   male   2     own          little         moderate          4771
#&gt; 79   good   male   1     own       not_known        not_known          9436
#&gt; 80   good   male   2     own          little         moderate          3832
#&gt; 81    bad female   2     own       not_known        not_known          5943
#&gt; 82   good   male   2     own      quite rich        not_known          1213
#&gt; 83   good female   1    rent        moderate        not_known          1568
#&gt; 84   good female   1     own          little           little          1755
#&gt; 85   good   male   1     own          little           little          2315
#&gt; 86   good female   3     own          little        not_known          1412
#&gt; 87   good female   2     own          little         moderate          1295
#&gt; 88    bad   male   2    free        moderate         moderate         12612
#&gt; 89   good   male   3     own        moderate           little          2249
#&gt; 90    bad   male   2     own          little           little          1108
#&gt; 91   good   male   2     own          little        not_known           618
#&gt; 92   good   male   2     own          little           little          1409
#&gt; 93    bad female   1     own       not_known        not_known           797
#&gt; 94   good   male   2    rent       not_known             rich          3617
#&gt; 95   good   male   2     own            rich         moderate          1318
#&gt; 96    bad   male   2    rent          little         moderate         15945
#&gt; 97   good female   2     own       not_known        not_known          2012
#&gt; 98   good   male   2     own        moderate         moderate          2622
#&gt; 99   good   male   2     own          little         moderate          2337
#&gt; 100  good   male   3    rent       not_known         moderate          7057
#&gt; 101  good   male   1    rent        moderate        not_known          1469
#&gt; 102  good   male   2    rent          little         moderate          2323
#&gt; 103  good female   2     own          little        not_known           932
#&gt; 104  good   male   2    rent          little         moderate          1919
#&gt; 105  good   male   2    rent       not_known        not_known          2445
#&gt; 106   bad   male   3     own          little         moderate         11938
#&gt; 107   bad   male   3     own          little        not_known          6458
#&gt; 108  good   male   2     own          little         moderate          6078
#&gt; 109  good female   2     own       not_known           little          7721
#&gt; 110  good   male   2     own      quite rich         moderate          1410
#&gt; 111  good   male   2     own        moderate         moderate          1449
#&gt; 112  good female   2    rent          little             rich           392
#&gt; 113  good   male   1    rent          little         moderate          6260
#&gt; 114   bad female   2     own          little        not_known          7855
#&gt; 115  good   male   2     own      quite rich           little          1680
#&gt; 116  good   male   2     own       not_known        not_known          3578
#&gt; 117   bad female   3     own       not_known           little          7174
#&gt; 118  good female   2    rent       not_known           little          2132
#&gt; 119   bad female   2     own      quite rich           little          4281
#&gt; 120  good   male   3     own      quite rich         moderate          2366
#&gt; 121   bad female   2     own          little           little          1835
#&gt; 122  good female   3    rent          little        not_known          3868
#&gt; 123  good   male   1    rent          little        not_known          1768
#&gt; 124  good   male   2    free          little             rich           781
#&gt; 125   bad female   2    rent       not_known         moderate          1924
#&gt; 126  good   male   2     own          little           little          2121
#&gt; 127  good   male   1     own          little           little           701
#&gt; 128   bad   male   2     own          little         moderate           639
#&gt; 129  good   male   3     own          little         moderate          1860
#&gt; 130   bad female   2     own          little           little          3499
#&gt; 131  good female   2     own       not_known         moderate          8487
#&gt; 132   bad   male   2     own          little           little          6887
#&gt; 133  good   male   1     own          little        not_known          2708
#&gt; 134  good   male   2    free          little        not_known          1984
#&gt; 135  good female   2     own        moderate        not_known         10144
#&gt; 136  good female   2     own       not_known        not_known          1240
#&gt; 137  good   male   2     own            rich        not_known          8613
#&gt; 138   bad   male   1     own      quite rich         moderate           766
#&gt; 139  good   male   2     own       not_known         moderate          2728
#&gt; 140  good female   1    rent          little             rich          1881
#&gt; 141  good   male   0     own            rich             rich           709
#&gt; 142  good female   3     own          little         moderate          4795
#&gt; 143  good   male   3     own          little           little          3416
#&gt; 144   bad   male   2     own          little           little          2462
#&gt; 145  good female   2     own          little        not_known          2288
#&gt; 146  good   male   2     own        moderate         moderate          3566
#&gt; 147  good female   2     own          little           little           860
#&gt; 148  good female   2     own        moderate        not_known           682
#&gt; 149  good   male   2     own          little           little          5371
#&gt; 150  good   male   2     own            rich        not_known          1582
#&gt; 151  good   male   2    free        moderate        not_known          1346
#&gt; 152  good   male   2     own          little        not_known          1924
#&gt; 153  good   male   2     own          little             rich          5848
#&gt; 154  good female   2    rent            rich         moderate          7758
#&gt; 155  good   male   3    rent        moderate         moderate          6967
#&gt; 156   bad female   2    rent          little           little          1282
#&gt; 157  good   male   2     own        moderate           little          1288
#&gt; 158  good   male   1     own          little           little           339
#&gt; 159  good   male   2     own        moderate         moderate          3512
#&gt; 160  good   male   1     own       not_known        not_known          1898
#&gt; 161  good   male   2     own        moderate        not_known          2872
#&gt; 162  good female   2     own          little        not_known          1055
#&gt; 163  good   male   2     own      quite rich        not_known          1262
#&gt; 164  good   male   3    free          little         moderate          7308
#&gt; 165  good   male   2     own      quite rich        not_known           909
#&gt; 166  good   male   2     own      quite rich        not_known          2978
#&gt; 167   bad female   2     own          little           little          1131
#&gt; 168  good female   2     own            rich         moderate          1577
#&gt; 169  good female   2    rent          little        not_known          3972
#&gt; 170   bad   male   2     own          little         moderate          1935
#&gt; 171   bad   male   2    rent          little           little           950
#&gt; 172  good female   2     own          little        not_known           763
#&gt; 173   bad female   3     own          little         moderate          2064
#&gt; 174  good   male   2     own          little         moderate          1414
#&gt; 175   bad   male   2     own          little           little          3414
#&gt; 176   bad female   3     own       not_known        not_known          7485
#&gt; 177  good   male   2     own          little           little          2577
#&gt; 178  good   male   2     own      quite rich           little           338
#&gt; 179  good   male   3    rent          little        not_known          1963
#&gt; 180  good   male   2     own          little           little           571
#&gt; 181   bad   male   2     own          little        not_known          9572
#&gt; 182   bad   male   3     own          little         moderate          4455
#&gt; 183   bad   male   1     own       not_known           little          1647
#&gt; 184  good   male   2     own            rich        not_known          3777
#&gt; 185   bad   male   2     own          little         moderate           884
#&gt; 186  good   male   2     own          little        not_known          1360
#&gt; 187   bad female   3    free          little         moderate          5129
#&gt; 188  good   male   0    free          little         moderate          1175
#&gt; 189   bad   male   2     own        moderate           little           674
#&gt; 190  good female   2     own          little         moderate          3244
#&gt; 191   bad   male   3     own            rich        not_known          4591
#&gt; 192   bad   male   1    free        moderate         moderate          3844
#&gt; 193   bad   male   2     own          little         moderate          3915
#&gt; 194  good   male   2    rent          little        not_known          2108
#&gt; 195   bad   male   2    rent        moderate         moderate          3031
#&gt; 196   bad female   3     own          little         moderate          1501
#&gt; 197  good female   2     own          little        not_known          1382
#&gt; 198   bad female   2    rent        moderate         moderate           951
#&gt; 199  good   male   2    free       not_known         moderate          2760
#&gt; 200   bad   male   3     own          little         moderate          4297
#&gt; 201  good   male   2     own      quite rich        not_known           936
#&gt; 202  good   male   1     own          little           little          1168
#&gt; 203  good   male   2     own          little        not_known          5117
#&gt; 204   bad   male   2    rent          little           little           902
#&gt; 205  good   male   1     own          little        not_known          1495
#&gt; 206  good   male   3    free          little           little         10623
#&gt; 207  good   male   2     own          little        not_known          1935
#&gt; 208  good   male   2     own          little         moderate          1424
#&gt; 209  good   male   1     own          little           little          6568
#&gt; 210  good   male   2     own            rich        not_known          1413
#&gt; 211  good   male   2     own       not_known        not_known          3074
#&gt; 212  good female   1     own       not_known        not_known          3835
#&gt; 213   bad   male   2     own          little           little          5293
#&gt; 214   bad   male   3     own          little             rich          1908
#&gt; 215  good   male   2     own       not_known        not_known          3342
#&gt; 216  good female   1     own       not_known         moderate           932
#&gt; 217  good   male   2     own          little           little          3104
#&gt; 218  good   male   2     own          little             rich          3913
#&gt; 219  good   male   1    rent          little           little          3021
#&gt; 220  good female   2     own          little        not_known          1364
#&gt; 221  good   male   1     own          little         moderate           625
#&gt; 222  good female   2    rent       not_known           little          1200
#&gt; 223  good   male   2     own          little        not_known           707
#&gt; 224  good   male   2     own       not_known        not_known          2978
#&gt; 225  good   male   2     own          little        not_known          4657
#&gt; 226  good   male   2     own          little        not_known          2613
#&gt; 227   bad   male   2     own            rich         moderate         10961
#&gt; 228   bad   male   3    free          little           little          7865
#&gt; 229   bad   male   2     own          little        not_known          1478
#&gt; 230  good   male   2    free          little           little          3149
#&gt; 231   bad   male   2     own          little             rich          4210
#&gt; 232  good   male   1    free      quite rich        not_known          2507
#&gt; 233  good   male   2     own        moderate        not_known          2141
#&gt; 234  good   male   1     own          little         moderate           866
#&gt; 235  good   male   1     own          little        not_known          1544
#&gt; 236   bad   male   3     own          little           little          1823
#&gt; 237   bad   male   0     own       not_known         moderate         14555
#&gt; 238   bad   male   1    rent        moderate         moderate          2767
#&gt; 239  good female   2     own          little        not_known          1291
#&gt; 240  good   male   2     own          little           little          2522
#&gt; 241   bad female   2     own       not_known           little           915
#&gt; 242  good   male   2     own          little        not_known          1595
#&gt; 243   bad   male   2    free          little           little          4605
#&gt; 244  good female   2     own          little        not_known          1185
#&gt; 245  good female   1     own      quite rich        not_known          3447
#&gt; 246  good   male   2     own          little        not_known          1258
#&gt; 247  good   male   2     own          little        not_known           717
#&gt; 248  good   male   2    rent        moderate        not_known          1204
#&gt; 249  good   male   2     own          little             rich          1925
#&gt; 250   bad female   2    rent          little        not_known           433
#&gt; 251  good female   1     own            rich           little           666
#&gt; 252  good female   1     own          little             rich          2251
#&gt; 253   bad female   2     own          little         moderate          2150
#&gt; 254  good   male   2     own        moderate        not_known          4151
#&gt; 255  good   male   2     own       not_known         moderate          2030
#&gt; 256  good   male   1     own       not_known         moderate          7418
#&gt; 257  good   male   1     own          little        not_known          2684
#&gt; 258   bad   male   2    free          little           little          2149
#&gt; 259  good female   2     own        moderate        not_known          3812
#&gt; 260  good female   1     own        moderate        not_known          1154
#&gt; 261  good   male   2     own          little           little          1657
#&gt; 262  good female   2     own          little           little          1603
#&gt; 263  good   male   3    free          little           little          5302
#&gt; 264  good female   1    free          little        not_known          2748
#&gt; 265  good   male   1     own          little        not_known          1231
#&gt; 266   bad   male   2     own          little         moderate           802
#&gt; 267  good   male   2     own       not_known        not_known          6304
#&gt; 268  good female   2     own          little        not_known          1533
#&gt; 269   bad   male   3     own          little           little          8978
#&gt; 270  good   male   2     own       not_known        not_known           999
#&gt; 271  good   male   2     own       not_known        not_known          2662
#&gt; 272  good female   2    rent      quite rich        not_known          1402
#&gt; 273  good   male   3    free       not_known         moderate         12169
#&gt; 274   bad   male   2     own          little         moderate          3060
#&gt; 275   bad   male   1     own          little           little         11998
#&gt; 276  good   male   2     own          little        not_known          2697
#&gt; 277  good female   2     own          little        not_known          2404
#&gt; 278  good   male   1     own       not_known           little          1262
#&gt; 279   bad female   2     own          little        not_known          4611
#&gt; 280  good   male   3    rent        moderate        not_known          1901
#&gt; 281  good   male   2    rent            rich        not_known          3368
#&gt; 282  good   male   2     own          little        not_known          1574
#&gt; 283  good   male   1     own       not_known             rich          1445
#&gt; 284  good   male   2     own       not_known        not_known          1520
#&gt; 285  good   male   2     own        moderate         moderate          3878
#&gt; 286  good female   1     own          little           little         10722
#&gt; 287  good   male   2     own          little           little          4788
#&gt; 288  good   male   3    free        moderate         moderate          7582
#&gt; 289  good female   2     own          little         moderate          1092
#&gt; 290   bad   male   2     own          little           little          1024
#&gt; 291  good   male   2     own          little        not_known          1076
#&gt; 292   bad   male   3    rent          little         moderate          9398
#&gt; 293  good female   3    free          little           little          6419
#&gt; 294  good   male   2    free          little             rich          4796
#&gt; 295  good   male   3     own       not_known        not_known          7629
#&gt; 296   bad female   2     own          little         moderate          9960
#&gt; 297  good female   2    rent       not_known        not_known          4675
#&gt; 298  good   male   1     own       not_known        not_known          1287
#&gt; 299  good   male   2     own          little        not_known          2515
#&gt; 300  good   male   2     own            rich         moderate          2745
#&gt; 301  good female   0     own          little        not_known           672
#&gt; 302   bad female   2     own          little         moderate          3804
#&gt; 303   bad   male   1     own       not_known             rich          1344
#&gt; 304  good   male   2     own          little           little          1038
#&gt; 305   bad   male   2    free      quite rich        not_known         10127
#&gt; 306  good   male   2     own            rich        not_known          1543
#&gt; 307  good female   1    rent       not_known        not_known          4811
#&gt; 308   bad   male   1     own        moderate           little           727
#&gt; 309   bad female   2     own          little         moderate          1237
#&gt; 310  good   male   1    rent          little         moderate           276
#&gt; 311  good   male   0    free       not_known         moderate          5381
#&gt; 312  good   male   2     own        moderate        not_known          5511
#&gt; 313  good female   2     own          little             rich          3749
#&gt; 314   bad   male   1     own          little         moderate           685
#&gt; 315  good   male   1     own       not_known             rich          1494
#&gt; 316   bad   male   2     own          little           little          2746
#&gt; 317  good   male   1     own          little           little           708
#&gt; 318  good female   1     own       not_known         moderate          4351
#&gt; 319  good   male   2     own          little        not_known           701
#&gt; 320  good female   1     own          little           little          3643
#&gt; 321   bad   male   3     own          little         moderate          4249
#&gt; 322   bad   male   2     own          little           little          1938
#&gt; 323  good   male   3    free          little           little          2910
#&gt; 324  good   male   2     own            rich           little          2659
#&gt; 325  good female   2     own          little        not_known          1028
#&gt; 326  good   male   1     own          little           little          3398
#&gt; 327  good   male   2    rent       not_known        not_known          5801
#&gt; 328  good female   2     own            rich        not_known          1525
#&gt; 329  good   male   2     own          little             rich          4473
#&gt; 330  good   male   2     own          little         moderate          1068
#&gt; 331  good   male   3    free          little           little          6615
#&gt; 332   bad female   2     own        moderate        not_known          1864
#&gt; 333   bad female   3     own        moderate         moderate          7408
#&gt; 334   bad female   1    rent        moderate        not_known         11590
#&gt; 335   bad   male   2    rent          little           little          4110
#&gt; 336   bad   male   3    rent          little           little          3384
#&gt; 337  good female   1     own          little         moderate          2101
#&gt; 338   bad female   2    rent       not_known           little          1275
#&gt; 339  good   male   2     own          little           little          4169
#&gt; 340  good   male   1     own          little         moderate          1521
#&gt; 341  good female   2    free          little         moderate          5743
#&gt; 342  good female   1    rent          little           little          3599
#&gt; 343  good   male   2    rent      quite rich         moderate          3213
#&gt; 344  good   male   3     own          little         moderate          4439
#&gt; 345  good   male   1     own          little             rich          3949
#&gt; 346  good female   1     own          little        not_known          1459
#&gt; 347  good   male   2     own          little         moderate           882
#&gt; 348  good female   0    rent      quite rich         moderate          3758
#&gt; 349  good   male   1     own        moderate        not_known          1743
#&gt; 350   bad   male   2    free            rich         moderate          1136
#&gt; 351  good female   2    rent          little        not_known          1236
#&gt; 352   bad female   2     own          little         moderate           959
#&gt; 353  good   male   3     own       not_known        not_known          3229
#&gt; 354   bad   male   2    rent          little           little          6199
#&gt; 355  good   male   2    free      quite rich        not_known           727
#&gt; 356   bad   male   1     own          little         moderate          1246
#&gt; 357  good   male   2     own       not_known        not_known          2331
#&gt; 358   bad   male   3     own          little        not_known          4463
#&gt; 359  good   male   2     own          little        not_known           776
#&gt; 360   bad female   2    rent          little           little          2406
#&gt; 361  good   male   2    free       not_known         moderate          1239
#&gt; 362  good   male   3     own       not_known             rich          3399
#&gt; 363  good female   2     own          little             rich          2247
#&gt; 364  good   male   2    rent          little        not_known          1766
#&gt; 365   bad   male   0     own          little           little          2473
#&gt; 366  good   male   2     own          little        not_known          1542
#&gt; 367  good   male   2     own          little        not_known          3850
#&gt; 368  good female   2    rent          little           little          3650
#&gt; 369   bad   male   2     own          little           little          3446
#&gt; 370  good female   2    rent          little         moderate          3001
#&gt; 371  good   male   2     own       not_known        not_known          3079
#&gt; 372  good   male   2     own          little        not_known          6070
#&gt; 373  good female   2    rent          little        not_known          2146
#&gt; 374  good   male   3    free       not_known        not_known         13756
#&gt; 375   bad female   3    free        moderate         moderate         14782
#&gt; 376   bad female   2    rent          little           little          7685
#&gt; 377  good   male   2     own          little        not_known          2320
#&gt; 378  good   male   2    free       not_known        not_known           846
#&gt; 379   bad   male   3    free          little         moderate         14318
#&gt; 380  good female   1     own        moderate        not_known           362
#&gt; 381  good   male   2     own       not_known           little          2212
#&gt; 382   bad female   3    free          little         moderate         12976
#&gt; 383  good female   2    rent       not_known        not_known          1283
#&gt; 384  good   male   2     own          little             rich          1330
#&gt; 385  good   male   1     own        moderate        not_known          4272
#&gt; 386  good female   2     own          little        not_known          2238
#&gt; 387  good female   2    rent       not_known        not_known          1126
#&gt; 388  good   male   3     own          little         moderate          7374
#&gt; 389  good   male   2     own      quite rich         moderate          2326
#&gt; 390  good female   2     own          little        not_known          1449
#&gt; 391  good   male   3     own          little        not_known          1820
#&gt; 392  good female   1    rent            rich         moderate           983
#&gt; 393  good   male   3    free          little           little          3249
#&gt; 394  good female   2     own          little           little          1957
#&gt; 395  good   male   3     own          little        not_known          2406
#&gt; 396  good   male   2    rent        moderate         moderate         11760
#&gt; 397  good female   3    free          little           little          2578
#&gt; 398  good   male   2     own          little           little          2348
#&gt; 399   bad   male   2    rent          little         moderate          1223
#&gt; 400  good female   1     own            rich        not_known          1516
#&gt; 401  good   male   2     own          little        not_known          1473
#&gt; 402  good   male   2     own       not_known         moderate          1887
#&gt; 403   bad   male   2     own          little        not_known          8648
#&gt; 404  good   male   1     own          little        not_known           802
#&gt; 405  good   male   2     own       not_known         moderate          2899
#&gt; 406   bad   male   2     own          little         moderate          2039
#&gt; 407  good   male   2     own       not_known        not_known          2197
#&gt; 408  good   male   2     own          little           little          1053
#&gt; 409  good   male   3     own      quite rich        not_known          3235
#&gt; 410   bad   male   2     own      quite rich             rich           939
#&gt; 411  good female   2     own          little         moderate          1967
#&gt; 412  good   male   3     own          little        not_known          7253
#&gt; 413   bad   male   3     own          little        not_known          2292
#&gt; 414  good   male   1    rent      quite rich        not_known          1597
#&gt; 415   bad female   2     own       not_known           little          1381
#&gt; 416  good   male   2     own          little        not_known          5842
#&gt; 417   bad   male   1     own          little           little          2579
#&gt; 418  good female   2    rent       not_known           little          8471
#&gt; 419  good female   3     own      quite rich        not_known          2782
#&gt; 420   bad female   2     own       not_known         moderate          1042
#&gt; 421  good female   2    rent            rich        not_known          3186
#&gt; 422  good   male   2     own       not_known         moderate          2028
#&gt; 423  good   male   1     own          little         moderate           958
#&gt; 424  good   male   3     own        moderate        not_known          1591
#&gt; 425   bad female   2     own       not_known         moderate          2762
#&gt; 426  good   male   2    rent          little         moderate          2779
#&gt; 427  good   male   2     own          little        not_known          2743
#&gt; 428  good   male   2     own            rich        not_known          1149
#&gt; 429  good   male   2     own          little        not_known          1313
#&gt; 430   bad female   0    free          little           little          1190
#&gt; 431  good   male   1     own          little        not_known          3448
#&gt; 432   bad   male   3     own          little         moderate         11328
#&gt; 433  good   male   3    free          little           little          1872
#&gt; 434  good   male   2     own          little        not_known          2058
#&gt; 435  good   male   2     own          little           little          2136
#&gt; 436   bad   male   2     own       not_known         moderate          1484
#&gt; 437  good   male   1    rent      quite rich        not_known           660
#&gt; 438  good female   2     own            rich        not_known          1287
#&gt; 439  good   male   0     own          little           little          3394
#&gt; 440   bad female   0     own          little             rich           609
#&gt; 441  good   male   3     own          little        not_known          1884
#&gt; 442  good female   2     own          little           little          1620
#&gt; 443  good   male   2     own          little         moderate          2629
#&gt; 444   bad   male   1     own          little        not_known           719
#&gt; 445   bad female   3     own          little         moderate          5096
#&gt; 446  good female   1    rent       not_known        not_known          1244
#&gt; 447   bad female   2     own          little           little          1842
#&gt; 448  good   male   2     own          little         moderate          2576
#&gt; 449  good female   3     own       not_known             rich          1424
#&gt; 450   bad   male   2     own            rich         moderate          1512
#&gt; 451  good   male   3     own       not_known        not_known         11054
#&gt; 452  good female   2     own          little        not_known           518
#&gt; 453  good   male   2     own          little        not_known          2759
#&gt; 454  good   male   3     own          little        not_known          2670
#&gt; 455   bad   male   2     own          little           little          4817
#&gt; 456  good female   3     own          little        not_known          2679
#&gt; 457  good   male   2    rent          little           little          3905
#&gt; 458   bad   male   2    free          little           little          3386
#&gt; 459  good female   2     own          little           little           343
#&gt; 460  good   male   2     own          little        not_known          4594
#&gt; 461  good   male   2     own          little           little          3620
#&gt; 462  good   male   2     own          little           little          1721
#&gt; 463  good female   3    rent          little         moderate          3017
#&gt; 464  good   male   2     own       not_known         moderate           754
#&gt; 465  good   male   2     own          little        not_known          1950
#&gt; 466  good   male   2     own          little           little          2924
#&gt; 467   bad female   1    rent          little           little          1659
#&gt; 468  good   male   2     own       not_known        not_known          7238
#&gt; 469  good female   2     own          little        not_known          2764
#&gt; 470  good   male   1     own          little        not_known          4679
#&gt; 471   bad   male   2    rent        moderate         moderate          3092
#&gt; 472   bad female   2     own          little           little           448
#&gt; 473   bad   male   1     own          little           little           654
#&gt; 474  good   male   3     own       not_known        not_known          1238
#&gt; 475   bad   male   2     own          little         moderate          1245
#&gt; 476   bad female   2    rent          little           little          3114
#&gt; 477  good   male   2     own      quite rich        not_known          2569
#&gt; 478  good   male   2     own          little             rich          5152
#&gt; 479  good   male   1     own        moderate         moderate          1037
#&gt; 480  good   male   2     own          little           little          1478
#&gt; 481  good female   1     own          little         moderate          3573
#&gt; 482  good   male   2     own          little         moderate          1201
#&gt; 483  good female   2    rent            rich           little          3622
#&gt; 484  good female   2     own            rich        not_known           960
#&gt; 485  good   male   2     own      quite rich        not_known          1163
#&gt; 486   bad   male   3     own          little         moderate          1209
#&gt; 487  good   male   2     own          little        not_known          3077
#&gt; 488  good female   2    free          little        not_known          3757
#&gt; 489  good   male   1    rent        moderate        not_known          1418
#&gt; 490  good   male   2    rent          little        not_known          3518
#&gt; 491  good   male   2     own          little        not_known          1934
#&gt; 492   bad female   3    free          little         moderate          8318
#&gt; 493  good female   2     own        moderate        not_known          1237
#&gt; 494  good   male   2     own       not_known         moderate           368
#&gt; 495  good   male   1    rent          little           little          2122
#&gt; 496   bad   male   2     own       not_known           little          2996
#&gt; 497   bad   male   3    rent        moderate         moderate          9034
#&gt; 498  good   male   2     own          little        not_known          1585
#&gt; 499  good   male   1     own          little         moderate          1301
#&gt; 500  good   male   2     own        moderate             rich          1323
#&gt; 501   bad female   2     own          little           little          3123
#&gt; 502  good   male   2    free          little           little          5493
#&gt; 503  good   male   2     own        moderate             rich          1126
#&gt; 504   bad   male   2     own        moderate         moderate          1216
#&gt; 505   bad female   2    rent          little           little          1207
#&gt; 506   bad   male   1     own       not_known        not_known          1309
#&gt; 507  good   male   2     own      quite rich             rich          2360
#&gt; 508   bad   male   3     own        moderate         moderate          6850
#&gt; 509  good   male   2     own          little        not_known          1413
#&gt; 510  good   male   3     own        moderate        not_known          8588
#&gt; 511   bad   male   2     own          little           little           759
#&gt; 512  good   male   3    free          little        not_known          4686
#&gt; 513  good   male   2    rent          little             rich          2687
#&gt; 514  good   male   2    rent          little         moderate           585
#&gt; 515  good   male   2     own       not_known        not_known          2255
#&gt; 516  good female   2     own          little           little           609
#&gt; 517  good   male   1     own          little           little          1361
#&gt; 518   bad female   2    rent          little        not_known          7127
#&gt; 519  good   male   2     own        moderate           little          1203
#&gt; 520  good   male   2    free       not_known        not_known           700
#&gt; 521  good   male   2    free          little        not_known          5507
#&gt; 522   bad female   2     own          little           little          3190
#&gt; 523   bad   male   2    free          little           little          7119
#&gt; 524  good female   2     own        moderate        not_known          3488
#&gt; 525  good female   1     own          little         moderate          1113
#&gt; 526  good   male   2     own          little         moderate          7966
#&gt; 527  good female   2     own        moderate        not_known          1532
#&gt; 528  good   male   1     own          little        not_known          1503
#&gt; 529   bad   male   2    rent          little           little          2302
#&gt; 530  good   male   1     own          little           little           662
#&gt; 531  good   male   2     own          little         moderate          2273
#&gt; 532   bad female   2    rent        moderate         moderate          2631
#&gt; 533  good   male   2    rent          little        not_known          1503
#&gt; 534  good   male   2     own        moderate        not_known          1311
#&gt; 535  good   male   2     own       not_known        not_known          3105
#&gt; 536   bad   male   2    rent          little             rich          2319
#&gt; 537  good female   3     own       not_known           little          1374
#&gt; 538  good female   2     own          little         moderate          3612
#&gt; 539   bad   male   3    free          little           little          7763
#&gt; 540  good female   1     own          little             rich          3049
#&gt; 541   bad   male   2    rent          little         moderate          1534
#&gt; 542  good   male   2    free          little        not_known          2032
#&gt; 543   bad   male   2     own       not_known           little          6350
#&gt; 544   bad   male   1     own          little             rich          2864
#&gt; 545  good   male   1     own          little        not_known          1255
#&gt; 546   bad   male   2    free          little           little          1333
#&gt; 547  good female   2     own          little        not_known          2022
#&gt; 548  good   male   2     own          little        not_known          1552
#&gt; 549   bad female   1     own          little           little           626
#&gt; 550  good   male   2    free       not_known        not_known          8858
#&gt; 551  good female   2     own       not_known        not_known           996
#&gt; 552  good   male   1     own      quite rich        not_known          1750
#&gt; 553   bad   male   2     own          little           little          6999
#&gt; 554  good   male   2     own        moderate         moderate          1995
#&gt; 555  good female   3     own          little         moderate          1199
#&gt; 556   bad   male   2     own          little         moderate          1331
#&gt; 557   bad female   2     own        moderate         moderate          2278
#&gt; 558   bad female   2     own       not_known        not_known          5003
#&gt; 559   bad   male   2     own          little           little          3552
#&gt; 560   bad   male   1     own          little         moderate          1928
#&gt; 561  good   male   2    free       not_known           little          2964
#&gt; 562   bad   male   1    rent          little           little          1546
#&gt; 563  good female   2     own          little             rich           683
#&gt; 564   bad   male   2    free       not_known         moderate         12389
#&gt; 565  good   male   3     own       not_known         moderate          4712
#&gt; 566  good female   2    rent        moderate         moderate          1553
#&gt; 567   bad   male   2     own          little           little          1372
#&gt; 568  good   male   2     own            rich        not_known          2578
#&gt; 569  good   male   2     own       not_known         moderate          3979
#&gt; 570   bad female   2     own          little           little          6758
#&gt; 571   bad female   1    rent          little           little          3234
#&gt; 572  good   male   2     own          little        not_known          5954
#&gt; 573  good female   3    rent       not_known        not_known          5433
#&gt; 574  good female   1     own          little           little           806
#&gt; 575  good   male   1     own          little         moderate          1082
#&gt; 576  good female   2     own          little        not_known          2788
#&gt; 577  good female   2     own          little         moderate          2930
#&gt; 578  good female   2     own       not_known        not_known          1927
#&gt; 579   bad   male   2     own          little         moderate          2820
#&gt; 580  good   male   1     own          little        not_known           937
#&gt; 581   bad   male   2     own          little         moderate          1056
#&gt; 582  good   male   1     own          little         moderate          3124
#&gt; 583  good female   2    rent          little        not_known          1388
#&gt; 584   bad   male   1    rent          little         moderate          2384
#&gt; 585  good female   3    free       not_known        not_known          2133
#&gt; 586   bad female   2    rent          little           little          2039
#&gt; 587  good   male   2    rent          little           little          2799
#&gt; 588  good   male   1     own          little           little          1289
#&gt; 589   bad   male   1     own          little           little          1217
#&gt; 590   bad   male   2     own          little           little          2246
#&gt; 591  good female   1     own          little           little           385
#&gt; 592  good female   2    rent       not_known         moderate          1965
#&gt; 593  good female   1     own            rich        not_known          1572
#&gt; 594   bad female   1    rent          little         moderate          2718
#&gt; 595   bad   male   3     own       not_known           little          1358
#&gt; 596   bad female   1     own        moderate         moderate           931
#&gt; 597   bad female   2    rent          little           little          1442
#&gt; 598   bad   male   1     own          little         moderate          4241
#&gt; 599   bad   male   2     own          little        not_known          2775
#&gt; 600  good   male   2    free          little        not_known          3863
#&gt; 601  good female   2     own          little         moderate          2329
#&gt; 602   bad female   2     own          little         moderate           918
#&gt; 603   bad female   1    free          little         moderate          1837
#&gt; 604   bad female   3     own          little        not_known          3349
#&gt; 605  good female   2     own          little             rich          1275
#&gt; 606  good   male   2     own      quite rich           little          2828
#&gt; 607  good   male   3     own          little        not_known          4526
#&gt; 608   bad female   2    free        moderate         moderate          2671
#&gt; 609  good   male   2     own          little        not_known          2051
#&gt; 610  good   male   2    free       not_known        not_known          1300
#&gt; 611   bad female   2     own        moderate           little           741
#&gt; 612   bad female   1    free        moderate             rich          1240
#&gt; 613  good female   2     own            rich           little          3357
#&gt; 614  good female   2    rent          little           little          3632
#&gt; 615   bad female   2     own          little        not_known          1808
#&gt; 616  good   male   3     own       not_known         moderate         12204
#&gt; 617  good   male   3    free       not_known         moderate          9157
#&gt; 618  good   male   2    rent          little           little          3676
#&gt; 619   bad female   2    rent        moderate         moderate          3441
#&gt; 620  good   male   1     own          little        not_known           640
#&gt; 621  good   male   2     own          little         moderate          3652
#&gt; 622   bad   male   2     own          little        not_known          1530
#&gt; 623   bad   male   2     own       not_known        not_known          3914
#&gt; 624  good female   2    rent          little           little          1858
#&gt; 625   bad   male   2    free          little           little          2600
#&gt; 626  good   male   2     own       not_known        not_known          1979
#&gt; 627  good   male   2     own          little             rich          2116
#&gt; 628   bad   male   2     own        moderate         moderate          1437
#&gt; 629  good   male   2     own      quite rich        not_known          4042
#&gt; 630  good   male   1     own       not_known        not_known          3832
#&gt; 631  good female   2     own          little           little          3660
#&gt; 632   bad   male   2     own          little           little          1553
#&gt; 633  good   male   2     own       not_known         moderate          1444
#&gt; 634   bad female   2    rent          little        not_known          1980
#&gt; 635   bad female   1     own          little         moderate          1355
#&gt; 636  good   male   2     own          little        not_known          1393
#&gt; 637  good female   2     own      quite rich        not_known          1376
#&gt; 638  good   male   2     own          little        not_known         15653
#&gt; 639  good female   2     own          little        not_known          1493
#&gt; 640   bad   male   2     own          little           little          4370
#&gt; 641   bad female   0     own          little           little           750
#&gt; 642  good   male   1     own          little         moderate          1308
#&gt; 643   bad   male   3     own        moderate        not_known          4623
#&gt; 644  good   male   2     own          little        not_known          1851
#&gt; 645  good   male   3     own          little           little          1880
#&gt; 646   bad   male   2    rent       not_known        not_known          7980
#&gt; 647  good   male   2     own          little           little          4583
#&gt; 648   bad female   2     own      quite rich        not_known          1386
#&gt; 649   bad   male   2    free          little             rich           947
#&gt; 650   bad   male   1    rent          little           little           684
#&gt; 651  good   male   3    free          little           little          7476
#&gt; 652   bad   male   1     own          little         moderate          1922
#&gt; 653   bad   male   2     own          little           little          2303
#&gt; 654   bad   male   3     own        moderate         moderate          8086
#&gt; 655  good   male   2     own          little        not_known          2346
#&gt; 656  good   male   2    free          little           little          3973
#&gt; 657   bad   male   1     own          little         moderate           888
#&gt; 658  good   male   2     own       not_known        not_known         10222
#&gt; 659  good female   2     own          little         moderate          4221
#&gt; 660  good   male   2     own          little         moderate          6361
#&gt; 661  good   male   2    rent          little             rich          1297
#&gt; 662   bad   male   2     own       not_known           little           900
#&gt; 663  good   male   2     own          little        not_known          2241
#&gt; 664  good   male   3     own          little         moderate          1050
#&gt; 665  good female   1     own          little             rich          1047
#&gt; 666  good   male   3     own          little        not_known          6314
#&gt; 667  good   male   2     own            rich         moderate          3496
#&gt; 668  good female   2     own          little        not_known          3609
#&gt; 669   bad   male   2    rent          little           little          4843
#&gt; 670  good   male   2     own          little             rich          3017
#&gt; 671  good   male   1     own        moderate        not_known          4139
#&gt; 672  good   male   2     own        moderate        not_known          5742
#&gt; 673  good   male   3     own          little        not_known         10366
#&gt; 674  good   male   2     own      quite rich        not_known          2080
#&gt; 675   bad   male   1     own      quite rich        not_known          2580
#&gt; 676  good female   3    rent          little        not_known          4530
#&gt; 677  good   male   2     own          little        not_known          5150
#&gt; 678   bad   male   2     own        moderate         moderate          5595
#&gt; 679  good   male   1    rent          little           little          2384
#&gt; 680  good female   2     own          little        not_known          1453
#&gt; 681  good female   2     own          little        not_known          1538
#&gt; 682  good   male   2    free       not_known        not_known          2279
#&gt; 683  good   male   2     own          little        not_known          1478
#&gt; 684  good   male   2    free          little        not_known          5103
#&gt; 685  good   male   1     own        moderate         moderate          9857
#&gt; 686  good   male   2    free       not_known        not_known          6527
#&gt; 687  good   male   2     own       not_known             rich          1347
#&gt; 688  good   male   2    free        moderate         moderate          2862
#&gt; 689  good   male   2     own        moderate        not_known          2753
#&gt; 690  good   male   2     own            rich           little          3651
#&gt; 691  good   male   2     own          little           little           975
#&gt; 692  good female   1     own        moderate         moderate          2631
#&gt; 693  good   male   2     own        moderate         moderate          2896
#&gt; 694  good   male   1     own       not_known           little          4716
#&gt; 695  good   male   2     own          little        not_known          2284
#&gt; 696  good   male   2    rent      quite rich        not_known          1236
#&gt; 697  good   male   2     own          little         moderate          1103
#&gt; 698  good female   0     own          little        not_known           926
#&gt; 699  good   male   2     own          little        not_known          1800
#&gt; 700  good   male   3    rent          little             rich          1905
#&gt; 701   bad female   1    rent      quite rich        not_known          1123
#&gt; 702   bad   male   2    free          little           little          6331
#&gt; 703  good female   2    free        moderate             rich          1377
#&gt; 704  good   male   2     own        moderate         moderate          2503
#&gt; 705  good female   2     own          little         moderate          2528
#&gt; 706  good female   2    free      quite rich        not_known          5324
#&gt; 707   bad   male   2     own        moderate         moderate          6560
#&gt; 708   bad female   2    rent          little         moderate          2969
#&gt; 709  good female   2     own          little         moderate          1206
#&gt; 710  good   male   1     own          little         moderate          2118
#&gt; 711  good   male   3     own      quite rich        not_known           629
#&gt; 712   bad female   2    free          little           little          1198
#&gt; 713  good   male   3     own       not_known        not_known          2476
#&gt; 714  good   male   1     own          little           little          1138
#&gt; 715   bad   male   3     own          little         moderate         14027
#&gt; 716  good   male   2     own       not_known        not_known          7596
#&gt; 717  good   male   2     own       not_known        not_known          3077
#&gt; 718  good   male   3    free          little        not_known          1505
#&gt; 719  good   male   2     own       not_known             rich          3148
#&gt; 720  good   male   2     own        moderate         moderate          6148
#&gt; 721   bad   male   3     own          little             rich          1337
#&gt; 722   bad female   2    rent            rich         moderate           433
#&gt; 723   bad female   1     own          little           little          1228
#&gt; 724  good female   1     own      quite rich         moderate           790
#&gt; 725   bad female   2    rent          little        not_known          2570
#&gt; 726  good female   1     own            rich        not_known           250
#&gt; 727  good   male   1     own      quite rich        not_known          1316
#&gt; 728   bad female   2    rent          little           little          1882
#&gt; 729   bad female   2    rent          little         moderate          6416
#&gt; 730  good   male   2     own            rich             rich          1275
#&gt; 731  good   male   2     own          little         moderate          6403
#&gt; 732   bad   male   1    rent          little           little          1987
#&gt; 733  good female   1     own          little         moderate           760
#&gt; 734  good female   2    rent            rich        not_known          2603
#&gt; 735  good female   2     own          little        not_known          3380
#&gt; 736  good female   0     own       not_known         moderate          3990
#&gt; 737   bad female   3    rent          little         moderate         11560
#&gt; 738  good   male   1     own        moderate           little          4380
#&gt; 739  good   male   3     own          little        not_known          6761
#&gt; 740   bad female   1    rent        moderate         moderate          4280
#&gt; 741  good   male   2     own        moderate           little          2325
#&gt; 742  good   male   1     own          little         moderate          1048
#&gt; 743  good   male   2     own       not_known        not_known          3160
#&gt; 744  good   male   2     own      quite rich           little          2483
#&gt; 745  good   male   3     own       not_known           little         14179
#&gt; 746  good   male   1     own          little           little          1797
#&gt; 747  good female   2    rent          little           little          2511
#&gt; 748   bad female   1     own          little           little          1274
#&gt; 749  good   male   2     own       not_known        not_known          5248
#&gt; 750  good   male   2     own          little        not_known          3029
#&gt; 751  good female   2     own          little           little           428
#&gt; 752   bad female   1     own          little           little           976
#&gt; 753  good female   1    rent        moderate         moderate           841
#&gt; 754  good female   2     own          little        not_known          5771
#&gt; 755   bad   male   2    free            rich        not_known          1555
#&gt; 756   bad female   2    rent       not_known           little          1285
#&gt; 757  good   male   0     own          little             rich          1299
#&gt; 758   bad   male   2    free       not_known             rich          1271
#&gt; 759  good   male   2     own          little        not_known          1393
#&gt; 760   bad   male   2     own          little           little           691
#&gt; 761  good female   2     own       not_known        not_known          5045
#&gt; 762   bad female   2    rent          little           little          2124
#&gt; 763  good   male   1     own          little           little          2214
#&gt; 764   bad   male   3    free       not_known        not_known         12680
#&gt; 765  good   male   2     own        moderate        not_known          2463
#&gt; 766  good   male   1     own          little         moderate          1155
#&gt; 767   bad   male   1     own          little           little          3108
#&gt; 768  good female   2    rent       not_known        not_known          2901
#&gt; 769  good   male   2    rent          little         moderate          3617
#&gt; 770  good   male   1     own          little        not_known          1655
#&gt; 771  good female   2    rent       not_known           little          2812
#&gt; 772   bad female   3     own          little           little          8065
#&gt; 773  good   male   3     own          little        not_known          3275
#&gt; 774  good   male   2     own        moderate        not_known          2223
#&gt; 775  good   male   0    free      quite rich             rich          1480
#&gt; 776   bad female   2    rent       not_known           little          1371
#&gt; 777  good   male   2     own          little        not_known          3535
#&gt; 778  good female   2     own          little           little          3509
#&gt; 779  good   male   3     own            rich        not_known          5711
#&gt; 780  good female   2     own          little         moderate          3872
#&gt; 781   bad   male   2     own          little         moderate          4933
#&gt; 782  good   male   2     own            rich        not_known          1940
#&gt; 783  good   male   1     own          little         moderate          1410
#&gt; 784   bad female   1     own        moderate         moderate           836
#&gt; 785  good   male   3     own       not_known         moderate          6468
#&gt; 786  good   male   1     own            rich         moderate          1941
#&gt; 787  good   male   2     own      quite rich        not_known          2675
#&gt; 788  good   male   2     own       not_known        not_known          2751
#&gt; 789   bad   male   2    free          little         moderate          6224
#&gt; 790   bad   male   2     own          little           little          5998
#&gt; 791   bad female   2     own          little         moderate          1188
#&gt; 792  good   male   3     own       not_known        not_known          6313
#&gt; 793  good   male   2     own       not_known        not_known          1221
#&gt; 794  good   male   2    free          little             rich          2892
#&gt; 795  good   male   2    rent      quite rich        not_known          3062
#&gt; 796  good female   2    rent        moderate        not_known          2301
#&gt; 797   bad   male   2    free       not_known           little          7511
#&gt; 798  good female   1    rent          little        not_known          1258
#&gt; 799  good   male   2     own       not_known        not_known           717
#&gt; 800  good   male   0     own       not_known         moderate          1549
#&gt; 801  good   male   2    free          little        not_known          1597
#&gt; 802  good female   1    rent          little         moderate          1795
#&gt; 803  good female   2     own          little           little          4272
#&gt; 804  good   male   2     own       not_known        not_known           976
#&gt; 805  good female   0    rent       not_known         moderate          7472
#&gt; 806   bad   male   2     own          little           little          9271
#&gt; 807  good   male   1     own          little         moderate           590
#&gt; 808  good   male   2     own       not_known        not_known           930
#&gt; 809  good   male   3    free          little         moderate          9283
#&gt; 810   bad female   0    rent          little         moderate          1778
#&gt; 811  good   male   2     own          little         moderate           907
#&gt; 812  good   male   1     own          little         moderate           484
#&gt; 813   bad   male   2     own          little           little          9629
#&gt; 814   bad   male   2     own          little           little          3051
#&gt; 815   bad   male   2    free          little           little          3931
#&gt; 816  good female   2    rent          little         moderate          7432
#&gt; 817  good   male   2     own      quite rich        not_known          1338
#&gt; 818  good female   2    rent          little        not_known          1554
#&gt; 819  good   male   3     own          little           little         15857
#&gt; 820   bad   male   2     own          little           little          1345
#&gt; 821  good   male   2     own          little        not_known          1101
#&gt; 822  good   male   2     own          little             rich          3016
#&gt; 823   bad   male   2     own          little           little          2712
#&gt; 824  good   male   1     own          little           little           731
#&gt; 825  good   male   3     own          little        not_known          3780
#&gt; 826  good   male   2     own          little           little          1602
#&gt; 827   bad female   2    rent          little           little          3966
#&gt; 828   bad   male   2     own          little        not_known          4165
#&gt; 829   bad   male   2    free       not_known           little          8335
#&gt; 830  good   male   2    free       not_known         moderate          6681
#&gt; 831  good   male   2     own      quite rich        not_known          2375
#&gt; 832   bad female   2    rent          little           little          1216
#&gt; 833   bad   male   2    rent          little           little         11816
#&gt; 834  good female   2     own       not_known         moderate          5084
#&gt; 835   bad female   1     own          little             rich          2327
#&gt; 836   bad   male   2     own          little           little          1082
#&gt; 837  good female   2     own       not_known        not_known           886
#&gt; 838  good female   1    rent          little        not_known           601
#&gt; 839  good   male   2     own          little           little          2957
#&gt; 840  good   male   2     own          little        not_known          2611
#&gt; 841   bad   male   2     own          little           little          5179
#&gt; 842  good   male   1     own          little        not_known          2993
#&gt; 843   bad female   2     own          little        not_known          1943
#&gt; 844  good   male   2     own          little        not_known          1559
#&gt; 845  good   male   2     own          little        not_known          3422
#&gt; 846  good   male   2     own       not_known         moderate          3976
#&gt; 847   bad   male   2    rent       not_known        not_known          6761
#&gt; 848  good   male   2     own          little        not_known          1249
#&gt; 849  good   male   2     own          little           little          1364
#&gt; 850   bad   male   1     own          little           little           709
#&gt; 851   bad   male   2    rent          little           little          2235
#&gt; 852  good   male   2     own       not_known        not_known          4042
#&gt; 853  good   male   2    free          little        not_known          1471
#&gt; 854   bad   male   1    free          little           little          1442
#&gt; 855  good   male   2     own          little        not_known         10875
#&gt; 856  good   male   2     own        moderate        not_known          1474
#&gt; 857  good female   2     own       not_known        not_known           894
#&gt; 858  good   male   2    free          little        not_known          3343
#&gt; 859   bad female   2     own          little           little          3959
#&gt; 860  good   male   2    rent        moderate        not_known          3577
#&gt; 861  good   male   2     own            rich        not_known          5804
#&gt; 862   bad   male   2     own          little        not_known          2169
#&gt; 863   bad female   2     own          little           little          2439
#&gt; 864  good   male   1     own            rich        not_known          4526
#&gt; 865   bad   male   1    rent          little        not_known          2210
#&gt; 866  good female   2    rent      quite rich        not_known          2221
#&gt; 867  good female   2     own          little           little          2389
#&gt; 868  good   male   2     own          little        not_known          3331
#&gt; 869  good   male   2     own       not_known        not_known          7409
#&gt; 870  good female   2    rent          little           little           652
#&gt; 871  good female   2     own      quite rich        not_known          7678
#&gt; 872  good   male   2     own          little             rich          1343
#&gt; 873  good   male   2     own        moderate           little          1382
#&gt; 874  good female   2     own       not_known        not_known           874
#&gt; 875  good   male   1     own          little           little          3590
#&gt; 876  good female   2     own            rich         moderate          1322
#&gt; 877  good   male   3    free          little           little          1940
#&gt; 878  good   male   2     own          little        not_known          3595
#&gt; 879   bad   male   3    free          little           little          1422
#&gt; 880  good   male   2     own       not_known        not_known          6742
#&gt; 881  good   male   3     own          little        not_known          7814
#&gt; 882  good   male   2    free       not_known        not_known          9277
#&gt; 883  good   male   2     own       not_known         moderate          2181
#&gt; 884  good female   0     own          little        not_known          1098
#&gt; 885   bad   male   2     own          little         moderate          4057
#&gt; 886   bad female   2     own          little           little           795
#&gt; 887  good   male   2     own       not_known         moderate          2825
#&gt; 888   bad   male   2     own          little         moderate         15672
#&gt; 889  good   male   3     own          little        not_known          6614
#&gt; 890  good   male   2    rent       not_known        not_known          7824
#&gt; 891  good   male   3     own          little           little          2442
#&gt; 892  good   male   2     own          little        not_known          1829
#&gt; 893  good   male   1     own          little           little          2171
#&gt; 894  good   male   2     own          little         moderate          5800
#&gt; 895  good   male   2     own       not_known        not_known          1169
#&gt; 896  good   male   3     own       not_known        not_known          8947
#&gt; 897  good female   3    rent          little           little          2606
#&gt; 898  good female   2     own            rich        not_known          1592
#&gt; 899  good female   1    rent       not_known        not_known          2186
#&gt; 900   bad   male   2     own          little           little          4153
#&gt; 901   bad   male   2    rent          little           little          2625
#&gt; 902  good   male   2     own       not_known        not_known          3485
#&gt; 903  good   male   2    free       not_known        not_known         10477
#&gt; 904  good   male   2    rent       not_known        not_known          1386
#&gt; 905  good   male   3     own          little        not_known          1278
#&gt; 906  good   male   3    rent          little           little          1107
#&gt; 907  good   male   1     own       not_known           little          3763
#&gt; 908  good   male   2     own       not_known         moderate          3711
#&gt; 909  good female   1     own          little        not_known          3594
#&gt; 910  good female   1     own       not_known         moderate          3195
#&gt; 911  good female   2     own          little        not_known          4454
#&gt; 912   bad female   1     own          little         moderate          4736
#&gt; 913  good female   2     own       not_known         moderate          2991
#&gt; 914  good   male   2     own            rich        not_known          2142
#&gt; 915   bad   male   2    rent          little           little          3161
#&gt; 916   bad female   3     own          little         moderate         18424
#&gt; 917  good   male   2     own        moderate        not_known          2848
#&gt; 918   bad   male   3     own          little           little         14896
#&gt; 919   bad   male   2     own        moderate           little          2359
#&gt; 920   bad   male   3    rent          little           little          3345
#&gt; 921  good female   2     own          little        not_known          1817
#&gt; 922  good   male   3     own      quite rich        not_known         12749
#&gt; 923   bad female   2    rent          little           little          1366
#&gt; 924  good   male   2    rent          little         moderate          2002
#&gt; 925   bad   male   2     own          little           little          6872
#&gt; 926   bad   male   2     own          little           little           697
#&gt; 927  good female   2    rent          little           little          1049
#&gt; 928   bad   male   2    free          little           little         10297
#&gt; 929  good   male   2     own       not_known        not_known          1867
#&gt; 930  good   male   1     own          little           little          1344
#&gt; 931  good   male   1     own          little           little          1747
#&gt; 932   bad female   2     own          little         moderate          1670
#&gt; 933  good   male   2     own          little        not_known          1224
#&gt; 934  good   male   2     own      quite rich        not_known           522
#&gt; 935  good female   2     own          little           little          1498
#&gt; 936   bad   male   3     own        moderate         moderate          1919
#&gt; 937   bad female   1     own          little             rich           745
#&gt; 938  good   male   3    rent          little         moderate          2063
#&gt; 939   bad   male   2    free          little         moderate          6288
#&gt; 940  good   male   3     own       not_known        not_known          6842
#&gt; 941  good   male   3     own       not_known        not_known          3527
#&gt; 942  good   male   1     own          little        not_known          1546
#&gt; 943  good   male   2     own       not_known        not_known           929
#&gt; 944  good   male   1     own          little        not_known          1455
#&gt; 945  good female   2    rent          little           little          1845
#&gt; 946  good female   2     own      quite rich         moderate          8358
#&gt; 947   bad   male   2    free      quite rich           little          3349
#&gt; 948  good   male   3     own       not_known        not_known          2859
#&gt; 949   bad   male   1     own          little        not_known          1533
#&gt; 950   bad   male   2     own        moderate        not_known          3621
#&gt; 951  good   male   0     own          little         moderate          3590
#&gt; 952   bad   male   2     own          little           little          2145
#&gt; 953   bad female   2    rent      quite rich         moderate          4113
#&gt; 954   bad female   3     own          little        not_known         10974
#&gt; 955  good female   2     own          little           little          1893
#&gt; 956  good female   3    rent            rich           little          1231
#&gt; 957  good   male   1     own       not_known             rich          3656
#&gt; 958  good   male   1     own          little         moderate          1154
#&gt; 959   bad   male   1     own          little           little          4006
#&gt; 960  good   male   2    free        moderate         moderate          3069
#&gt; 961  good   male   2    rent          little        not_known          1740
#&gt; 962  good   male   2     own          little         moderate          2353
#&gt; 963  good   male   2     own       not_known        not_known          3556
#&gt; 964   bad   male   2     own      quite rich        not_known          2397
#&gt; 965  good   male   1     own          little         moderate           454
#&gt; 966  good female   2     own       not_known         moderate          1715
#&gt; 967   bad   male   1     own      quite rich         moderate          2520
#&gt; 968  good female   3    rent          little        not_known          3568
#&gt; 969  good   male   2    rent       not_known        not_known          7166
#&gt; 970  good   male   1     own          little           little          3939
#&gt; 971  good   male   2     own        moderate         moderate          1514
#&gt; 972  good   male   1     own          little        not_known          7393
#&gt; 973   bad female   0    rent          little           little          1193
#&gt; 974   bad   male   2    rent          little           little          7297
#&gt; 975  good female   2     own          little        not_known          2831
#&gt; 976  good female   1     own      quite rich             rich          1258
#&gt; 977  good female   2     own          little         moderate           753
#&gt; 978  good   male   2     own       not_known         moderate          2427
#&gt; 979   bad   male   1     own          little        not_known          2538
#&gt; 980   bad   male   2    rent        moderate         moderate          1264
#&gt; 981   bad   male   2     own          little         moderate          8386
#&gt; 982   bad   male   3    rent          little        not_known          4844
#&gt; 983  good female   3     own        moderate             rich          2923
#&gt; 984   bad   male   2     own          little           little          8229
#&gt; 985  good   male   1     own          little        not_known          2028
#&gt; 986  good female   2    rent          little           little          1433
#&gt; 987  good   male   2     own          little             rich          6289
#&gt; 988  good female   2     own        moderate        not_known          1409
#&gt; 989  good   male   3    free          little           little          6579
#&gt; 990  good   male   1     own          little         moderate          1743
#&gt; 991  good   male   1     own       not_known        not_known          3565
#&gt; 992  good   male   1     own        moderate        not_known          1569
#&gt; 993  good   male   1    rent       not_known           little          1936
#&gt; 994  good   male   3     own          little           little          3959
#&gt; 995  good   male   2     own       not_known        not_known          2390
#&gt; 996  good female   1     own          little        not_known          1736
#&gt; 997  good   male   3     own          little           little          3857
#&gt; 998  good   male   2     own          little        not_known           804
#&gt; 999   bad   male   2    free          little           little          1845
#&gt; 1000 good   male   2     own        moderate         moderate          4576
#&gt;      Duration             Purpose      Age
#&gt; 1           6            radio/TV 64.50000
#&gt; 2          48            radio/TV 24.00000
#&gt; 3          12           education 49.50000
#&gt; 4          42 furniture/equipment 43.00000
#&gt; 5          24                 car 54.50000
#&gt; 6          36           education 32.29592
#&gt; 7          24 furniture/equipment 54.50000
#&gt; 8          36                 car 32.29592
#&gt; 9          12            radio/TV 60.00000
#&gt; 10         30                 car 26.50000
#&gt; 11         12                 car 28.50000
#&gt; 12         48            business 26.50000
#&gt; 13         12            radio/TV 24.00000
#&gt; 14         24                 car 60.00000
#&gt; 15         15                 car 31.50000
#&gt; 16         24            radio/TV 35.50000
#&gt; 17         24            radio/TV 54.50000
#&gt; 18         30            business 24.18367
#&gt; 19         24                 car 45.50000
#&gt; 20         24            radio/TV 28.50000
#&gt; 21          9                 car 47.50000
#&gt; 22          6            radio/TV 41.50000
#&gt; 23         10                 car 47.50000
#&gt; 24         12                 car 41.50000
#&gt; 25         10 furniture/equipment 24.50000
#&gt; 26          6 furniture/equipment 34.00000
#&gt; 27          6            radio/TV 37.00000
#&gt; 28         12            radio/TV 44.00000
#&gt; 29          7            radio/TV 31.50000
#&gt; 30         60            business 64.50000
#&gt; 31         18            business 34.00000
#&gt; 32         24 furniture/equipment 26.00000
#&gt; 33         18                 car 27.50000
#&gt; 34         12            business 57.00000
#&gt; 35         12 furniture/equipment 36.00000
#&gt; 36         45            radio/TV 24.18367
#&gt; 37         48           education 28.50000
#&gt; 38         18            radio/TV 34.50000
#&gt; 39         10 domestic appliances 34.50000
#&gt; 40          9            radio/TV 24.00000
#&gt; 41         30            radio/TV 27.50000
#&gt; 42         12            radio/TV 24.50000
#&gt; 43         18             repairs 41.50000
#&gt; 44         30                 car 24.00000
#&gt; 45         48                 car 60.00000
#&gt; 46         11                 car 38.00000
#&gt; 47         36            radio/TV 37.00000
#&gt; 48          6                 car 25.50000
#&gt; 49         11                 car 37.00000
#&gt; 50         12            radio/TV 31.50000
#&gt; 51         24 furniture/equipment 27.00000
#&gt; 52         27                 car 27.50000
#&gt; 53         12            radio/TV 24.18367
#&gt; 54         18                 car 28.50000
#&gt; 55         36                 car 57.00000
#&gt; 56          6                 car 24.50000
#&gt; 57         12            radio/TV 52.08163
#&gt; 58         36            radio/TV 34.50000
#&gt; 59         18                 car 25.50000
#&gt; 60         36 furniture/equipment 25.50000
#&gt; 61          9            business 26.00000
#&gt; 62         15            radio/TV 49.50000
#&gt; 63         36            business 60.00000
#&gt; 64         48            business 24.18367
#&gt; 65         24            radio/TV 29.50000
#&gt; 66         27             repairs 47.50000
#&gt; 67         12            radio/TV 32.63265
#&gt; 68         12                 car 22.00000
#&gt; 69         36           education 34.50000
#&gt; 70         36            radio/TV 28.50000
#&gt; 71         36                 car 34.00000
#&gt; 72          7            radio/TV 44.00000
#&gt; 73          8     vacation/others 52.08163
#&gt; 74         42            business 43.00000
#&gt; 75         36           education 37.50000
#&gt; 76         12                 car 64.50000
#&gt; 77         42            radio/TV 31.50000
#&gt; 78         11            radio/TV 52.08163
#&gt; 79         54                 car 37.00000
#&gt; 80         30 furniture/equipment 22.00000
#&gt; 81         24            radio/TV 45.50000
#&gt; 82         15            radio/TV 45.50000
#&gt; 83         18            business 26.50000
#&gt; 84         24     vacation/others 60.00000
#&gt; 85         10            radio/TV 52.08163
#&gt; 86         12            business 32.63265
#&gt; 87         18 furniture/equipment 30.36735
#&gt; 88         36           education 45.50000
#&gt; 89         18                 car 27.50000
#&gt; 90         12             repairs 26.50000
#&gt; 91         12            radio/TV 57.00000
#&gt; 92         12                 car 54.50000
#&gt; 93         12            radio/TV 36.00000
#&gt; 94         24 furniture/equipment 19.50000
#&gt; 95         12                 car 54.50000
#&gt; 96         54            business 57.00000
#&gt; 97         12           education 60.00000
#&gt; 98         18            business 31.50000
#&gt; 99         36            radio/TV 34.00000
#&gt; 100        20                 car 34.00000
#&gt; 101        24                 car 38.00000
#&gt; 102        36            radio/TV 24.00000
#&gt; 103         6            radio/TV 26.50000
#&gt; 104         9 furniture/equipment 32.29592
#&gt; 105        12                 car 24.50000
#&gt; 106        24     vacation/others 37.00000
#&gt; 107        18                 car 37.00000
#&gt; 108        12                 car 29.50000
#&gt; 109        24 furniture/equipment 34.00000
#&gt; 110        14            business 32.29592
#&gt; 111         6            business 28.50000
#&gt; 112        15           education 25.50000
#&gt; 113        18                 car 26.50000
#&gt; 114        36                 car 28.50000
#&gt; 115        12            radio/TV 32.29592
#&gt; 116        48            radio/TV 45.50000
#&gt; 117        42            radio/TV 34.00000
#&gt; 118        10 furniture/equipment 30.36735
#&gt; 119        33 furniture/equipment 25.50000
#&gt; 120        12                 car 34.00000
#&gt; 121        21            radio/TV 28.50000
#&gt; 122        24                 car 43.00000
#&gt; 123        12 furniture/equipment 24.00000
#&gt; 124        10                 car 64.50000
#&gt; 125        18 furniture/equipment 30.36735
#&gt; 126        12                 car 27.50000
#&gt; 127        12            radio/TV 37.50000
#&gt; 128        12             repairs 27.50000
#&gt; 129        12                 car 31.50000
#&gt; 130        12                 car 32.63265
#&gt; 131        48                 car 26.50000
#&gt; 132        36           education 27.00000
#&gt; 133        15 furniture/equipment 26.00000
#&gt; 134        18 furniture/equipment 45.50000
#&gt; 135        60            radio/TV 22.50000
#&gt; 136        12            radio/TV 40.50000
#&gt; 137        27                 car 26.00000
#&gt; 138        12            radio/TV 64.50000
#&gt; 139        15            radio/TV 32.29592
#&gt; 140        12            radio/TV 45.50000
#&gt; 141         6                 car 26.00000
#&gt; 142        36            radio/TV 34.00000
#&gt; 143        27            radio/TV 26.00000
#&gt; 144        18 furniture/equipment 22.00000
#&gt; 145        21 furniture/equipment 25.50000
#&gt; 146        48            business 27.50000
#&gt; 147         6                 car 41.50000
#&gt; 148        12                 car 52.08163
#&gt; 149        36 furniture/equipment 26.50000
#&gt; 150        18            radio/TV 44.00000
#&gt; 151         6            radio/TV 39.50000
#&gt; 152        10            radio/TV 35.50000
#&gt; 153        36            radio/TV 24.00000
#&gt; 154        24                 car 32.63265
#&gt; 155        24            business 34.00000
#&gt; 156        12 furniture/equipment 22.00000
#&gt; 157         9             repairs 47.50000
#&gt; 158        12           education 43.00000
#&gt; 159        24                 car 35.50000
#&gt; 160         6            radio/TV 31.50000
#&gt; 161        24            radio/TV 34.00000
#&gt; 162        18                 car 34.00000
#&gt; 163        15 domestic appliances 34.00000
#&gt; 164        10                 car 75.00000
#&gt; 165        36                 car 34.00000
#&gt; 166         6 furniture/equipment 29.50000
#&gt; 167        18 furniture/equipment 36.00000
#&gt; 168        11 furniture/equipment 22.00000
#&gt; 169        24 furniture/equipment 28.50000
#&gt; 170        24            business 28.50000
#&gt; 171        15                 car 30.36735
#&gt; 172        12 furniture/equipment 29.50000
#&gt; 173        24 furniture/equipment 37.50000
#&gt; 174         8            radio/TV 30.36735
#&gt; 175        21           education 24.50000
#&gt; 176        30                 car 52.08163
#&gt; 177        12 furniture/equipment 39.50000
#&gt; 178         6            radio/TV 52.08163
#&gt; 179        12            radio/TV 28.50000
#&gt; 180        21                 car 64.50000
#&gt; 181        36            business 26.50000
#&gt; 182        36            business 27.50000
#&gt; 183        21                 car 37.50000
#&gt; 184        24 furniture/equipment 49.50000
#&gt; 185        18                 car 34.00000
#&gt; 186        15            radio/TV 28.50000
#&gt; 187         9                 car 75.00000
#&gt; 188        16                 car 75.00000
#&gt; 189        12            radio/TV 19.50000
#&gt; 190        18 furniture/equipment 36.00000
#&gt; 191        24            business 54.50000
#&gt; 192        48            business 31.50000
#&gt; 193        27            business 34.00000
#&gt; 194         6            radio/TV 27.00000
#&gt; 195        45            radio/TV 21.00000
#&gt; 196         9           education 37.50000
#&gt; 197         6            radio/TV 31.50000
#&gt; 198        12 furniture/equipment 30.36735
#&gt; 199        24                 car 34.00000
#&gt; 200        18 furniture/equipment 37.50000
#&gt; 201         9           education 52.08163
#&gt; 202        12                 car 26.00000
#&gt; 203        27            business 24.50000
#&gt; 204        12           education 21.00000
#&gt; 205        12                 car 35.50000
#&gt; 206        30                 car 35.50000
#&gt; 207        12 furniture/equipment 40.50000
#&gt; 208        12 domestic appliances 24.50000
#&gt; 209        24            business 21.00000
#&gt; 210        12                 car 57.00000
#&gt; 211         9            radio/TV 30.36735
#&gt; 212        36            radio/TV 47.50000
#&gt; 213        27            business 49.50000
#&gt; 214        30            business 64.50000
#&gt; 215        36            radio/TV 52.08163
#&gt; 216         6           education 41.50000
#&gt; 217        18            business 28.50000
#&gt; 218        36            radio/TV 22.50000
#&gt; 219        24 furniture/equipment 24.00000
#&gt; 220        10                 car 64.50000
#&gt; 221        12            radio/TV 24.50000
#&gt; 222        12           education 25.50000
#&gt; 223        12            radio/TV 27.50000
#&gt; 224        24            business 29.50000
#&gt; 225        15                 car 27.50000
#&gt; 226        36             repairs 26.00000
#&gt; 227        48            radio/TV 26.00000
#&gt; 228        12 furniture/equipment 54.50000
#&gt; 229         9            radio/TV 22.00000
#&gt; 230        24 furniture/equipment 22.00000
#&gt; 231        36            radio/TV 24.50000
#&gt; 232         9                 car 52.08163
#&gt; 233        12            radio/TV 32.29592
#&gt; 234        18            radio/TV 24.18367
#&gt; 235         4            radio/TV 39.50000
#&gt; 236        24            radio/TV 27.50000
#&gt; 237         6                 car 22.50000
#&gt; 238        21            business 60.00000
#&gt; 239        12            radio/TV 38.00000
#&gt; 240        30            radio/TV 37.00000
#&gt; 241        24                 car 32.63265
#&gt; 242         6            radio/TV 52.08163
#&gt; 243        48                 car 24.00000
#&gt; 244        12            business 30.36735
#&gt; 245        12           education 38.00000
#&gt; 246        24            business 24.18367
#&gt; 247        12            radio/TV 52.08163
#&gt; 248         6                 car 32.29592
#&gt; 249        24 furniture/equipment 24.50000
#&gt; 250        18            radio/TV 24.00000
#&gt; 251         6                 car 41.50000
#&gt; 252        12 furniture/equipment 47.50000
#&gt; 253        30                 car 26.50000
#&gt; 254        24 furniture/equipment 32.29592
#&gt; 255         9 furniture/equipment 24.00000
#&gt; 256        60            radio/TV 26.00000
#&gt; 257        24            radio/TV 32.29592
#&gt; 258        12            radio/TV 27.00000
#&gt; 259        15                 car 25.50000
#&gt; 260        11            radio/TV 57.00000
#&gt; 261        12 furniture/equipment 26.00000
#&gt; 262        24            radio/TV 54.50000
#&gt; 263        18                 car 34.00000
#&gt; 264        12           education 57.00000
#&gt; 265        10                 car 29.50000
#&gt; 266        15            radio/TV 34.50000
#&gt; 267        36            business 34.00000
#&gt; 268        24            radio/TV 40.50000
#&gt; 269        14                 car 43.00000
#&gt; 270        24            radio/TV 24.18367
#&gt; 271        18                 car 29.50000
#&gt; 272        12 furniture/equipment 40.50000
#&gt; 273        48                 car 34.00000
#&gt; 274        48            radio/TV 26.50000
#&gt; 275        30             repairs 31.50000
#&gt; 276         9            radio/TV 29.50000
#&gt; 277        18            radio/TV 29.50000
#&gt; 278        12 furniture/equipment 49.50000
#&gt; 279         6 furniture/equipment 35.50000
#&gt; 280        24            radio/TV 27.00000
#&gt; 281        15                 car 22.50000
#&gt; 282        12 furniture/equipment 49.50000
#&gt; 283        18            radio/TV 49.50000
#&gt; 284        15 furniture/equipment 64.50000
#&gt; 285        24                 car 34.50000
#&gt; 286        47                 car 38.00000
#&gt; 287        48                 car 24.50000
#&gt; 288        48     vacation/others 28.50000
#&gt; 289        12            radio/TV 49.50000
#&gt; 290        24            radio/TV 47.50000
#&gt; 291        12            business 24.50000
#&gt; 292        36                 car 26.50000
#&gt; 293        24                 car 45.50000
#&gt; 294        42                 car 57.00000
#&gt; 295        48            business 44.00000
#&gt; 296        48 furniture/equipment 29.50000
#&gt; 297        12                 car 22.00000
#&gt; 298        10                 car 43.00000
#&gt; 299        18 furniture/equipment 40.50000
#&gt; 300        21 furniture/equipment 29.50000
#&gt; 301         6                 car 54.50000
#&gt; 302        36            radio/TV 44.00000
#&gt; 303        24                 car 34.50000
#&gt; 304        10                 car 49.50000
#&gt; 305        48                 car 41.50000
#&gt; 306         6 furniture/equipment 30.36735
#&gt; 307        30                 car 26.50000
#&gt; 308        12            radio/TV 30.36735
#&gt; 309         8 furniture/equipment 26.50000
#&gt; 310         9                 car 22.00000
#&gt; 311        48     vacation/others 37.50000
#&gt; 312        24 furniture/equipment 24.18367
#&gt; 313        24 furniture/equipment 29.50000
#&gt; 314        12                 car 24.18367
#&gt; 315         4                 car 27.00000
#&gt; 316        36 furniture/equipment 28.50000
#&gt; 317        12 furniture/equipment 35.50000
#&gt; 318        24 furniture/equipment 49.50000
#&gt; 319        12           education 29.50000
#&gt; 320        15 furniture/equipment 30.36735
#&gt; 321        30                 car 26.50000
#&gt; 322        24            radio/TV 29.50000
#&gt; 323        24                 car 31.50000
#&gt; 324        18 furniture/equipment 26.50000
#&gt; 325        18                 car 39.50000
#&gt; 326         8                 car 37.00000
#&gt; 327        12 furniture/equipment 49.50000
#&gt; 328        24                 car 37.50000
#&gt; 329        36            radio/TV 28.50000
#&gt; 330         6            radio/TV 26.50000
#&gt; 331        24                 car 75.00000
#&gt; 332        18           education 34.00000
#&gt; 333        60                 car 26.50000
#&gt; 334        48                 car 26.50000
#&gt; 335        24 furniture/equipment 22.50000
#&gt; 336         6 furniture/equipment 41.50000
#&gt; 337        13            radio/TV 25.50000
#&gt; 338        15 domestic appliances 26.50000
#&gt; 339        24 furniture/equipment 26.50000
#&gt; 340        10 furniture/equipment 28.50000
#&gt; 341        24           education 26.50000
#&gt; 342        21 furniture/equipment 29.50000
#&gt; 343        18            radio/TV 24.18367
#&gt; 344        18            business 30.36735
#&gt; 345        10                 car 34.50000
#&gt; 346        15            radio/TV 44.00000
#&gt; 347        13            radio/TV 22.50000
#&gt; 348        24            radio/TV 25.50000
#&gt; 349         6            business 31.50000
#&gt; 350         9           education 29.50000
#&gt; 351         9 domestic appliances 25.50000
#&gt; 352         9 furniture/equipment 32.63265
#&gt; 353        18                 car 35.50000
#&gt; 354        12            radio/TV 26.50000
#&gt; 355        10           education 44.00000
#&gt; 356        24                 car 22.50000
#&gt; 357        12            radio/TV 49.50000
#&gt; 358        36            radio/TV 24.50000
#&gt; 359        12            radio/TV 26.50000
#&gt; 360        30 furniture/equipment 25.50000
#&gt; 361        18           education 60.00000
#&gt; 362        12            radio/TV 34.50000
#&gt; 363        12                 car 39.50000
#&gt; 364         6 furniture/equipment 21.00000
#&gt; 365        18 furniture/equipment 24.18367
#&gt; 366        12            business 34.00000
#&gt; 367        18                 car 26.00000
#&gt; 368        18 furniture/equipment 24.00000
#&gt; 369        36 furniture/equipment 39.50000
#&gt; 370        18 furniture/equipment 43.00000
#&gt; 371        36                 car 34.00000
#&gt; 372        18            radio/TV 30.36735
#&gt; 373        10 furniture/equipment 25.50000
#&gt; 374        60                 car 64.50000
#&gt; 375        60     vacation/others 60.00000
#&gt; 376        48            business 40.50000
#&gt; 377        18            radio/TV 31.50000
#&gt; 378         7            radio/TV 34.00000
#&gt; 379        36                 car 57.00000
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#&gt; 886        12           education 52.08163
#&gt; 887        24            business 31.50000
#&gt; 888        48            business 22.50000
#&gt; 889        36                 car 31.50000
#&gt; 890        28                 car 37.50000
#&gt; 891        27            business 40.50000
#&gt; 892        15            radio/TV 44.00000
#&gt; 893        12                 car 35.50000
#&gt; 894        36                 car 31.50000
#&gt; 895        18            radio/TV 27.00000
#&gt; 896        36                 car 28.50000
#&gt; 897        21            radio/TV 31.50000
#&gt; 898        12 furniture/equipment 38.00000
#&gt; 899        15 furniture/equipment 36.00000
#&gt; 900        18 furniture/equipment 39.50000
#&gt; 901        16                 car 40.50000
#&gt; 902        20                 car 41.50000
#&gt; 903        36                 car 39.50000
#&gt; 904        15            radio/TV 37.50000
#&gt; 905        24            radio/TV 34.00000
#&gt; 906        12            radio/TV 19.50000
#&gt; 907        21                 car 24.00000
#&gt; 908        36           education 26.00000
#&gt; 909        15                 car 47.50000
#&gt; 910         9                 car 36.00000
#&gt; 911        36            radio/TV 37.50000
#&gt; 912        24 furniture/equipment 28.50000
#&gt; 913        30            radio/TV 28.50000
#&gt; 914        11            business 26.50000
#&gt; 915        24            business 28.50000
#&gt; 916        48     vacation/others 35.50000
#&gt; 917        10                 car 29.50000
#&gt; 918         6                 car 75.00000
#&gt; 919        24 furniture/equipment 30.36735
#&gt; 920        24 furniture/equipment 37.00000
#&gt; 921        18 furniture/equipment 31.50000
#&gt; 922        48            radio/TV 34.50000
#&gt; 923         9            radio/TV 24.00000
#&gt; 924        12                 car 27.50000
#&gt; 925        24 furniture/equipment 57.00000
#&gt; 926        12                 car 44.00000
#&gt; 927        18 furniture/equipment 22.50000
#&gt; 928        48                 car 37.00000
#&gt; 929        30            radio/TV 57.00000
#&gt; 930        12                 car 40.50000
#&gt; 931        24 furniture/equipment 24.00000
#&gt; 932         9            radio/TV 24.00000
#&gt; 933         9                 car 27.50000
#&gt; 934        12            radio/TV 39.50000
#&gt; 935        12            radio/TV 25.50000
#&gt; 936        30            radio/TV 27.50000
#&gt; 937         9            radio/TV 31.50000
#&gt; 938         6            radio/TV 27.50000
#&gt; 939        60           education 39.50000
#&gt; 940        24                 car 44.00000
#&gt; 941        12                 car 43.00000
#&gt; 942        10                 car 28.50000
#&gt; 943        24 furniture/equipment 28.50000
#&gt; 944         4                 car 39.50000
#&gt; 945        15 furniture/equipment 47.50000
#&gt; 946        48                 car 34.00000
#&gt; 947        24 furniture/equipment 27.50000
#&gt; 948        12                 car 35.50000
#&gt; 949        18 furniture/equipment 40.50000
#&gt; 950        24            radio/TV 28.50000
#&gt; 951        18            business 37.50000
#&gt; 952        36            business 24.00000
#&gt; 953        24                 car 31.50000
#&gt; 954        36 furniture/equipment 29.50000
#&gt; 955        12                 car 32.63265
#&gt; 956        24            radio/TV 57.00000
#&gt; 957        30            radio/TV 49.50000
#&gt; 958         9            radio/TV 34.50000
#&gt; 959        28                 car 43.00000
#&gt; 960        24 furniture/equipment 27.50000
#&gt; 961         6            radio/TV 27.50000
#&gt; 962        21                 car 45.50000
#&gt; 963        15                 car 27.00000
#&gt; 964        24            radio/TV 32.29592
#&gt; 965         6             repairs 22.00000
#&gt; 966        30            radio/TV 29.50000
#&gt; 967        27            radio/TV 22.50000
#&gt; 968        15            radio/TV 54.50000
#&gt; 969        42            radio/TV 27.00000
#&gt; 970        11                 car 37.50000
#&gt; 971        15             repairs 22.00000
#&gt; 972        24                 car 40.50000
#&gt; 973        24                 car 32.63265
#&gt; 974        60            business 34.00000
#&gt; 975        30            radio/TV 36.00000
#&gt; 976        24            radio/TV 57.00000
#&gt; 977         6            radio/TV 64.50000
#&gt; 978        18            business 39.50000
#&gt; 979        24                 car 45.50000
#&gt; 980        15                 car 24.18367
#&gt; 981        30 furniture/equipment 49.50000
#&gt; 982        48            business 30.36735
#&gt; 983        21                 car 31.50000
#&gt; 984        36                 car 24.50000
#&gt; 985        24 furniture/equipment 27.50000
#&gt; 986        15 furniture/equipment 28.50000
#&gt; 987        42            business 30.36735
#&gt; 988        13            radio/TV 64.50000
#&gt; 989        24                 car 27.00000
#&gt; 990        24            radio/TV 47.50000
#&gt; 991        12           education 34.50000
#&gt; 992        15            radio/TV 31.50000
#&gt; 993        18            radio/TV 22.50000
#&gt; 994        36 furniture/equipment 27.50000
#&gt; 995        12                 car 49.50000
#&gt; 996        12 furniture/equipment 34.50000
#&gt; 997        30                 car 37.50000
#&gt; 998        12            radio/TV 35.50000
#&gt; 999        45            radio/TV 22.50000
#&gt; 1000       45                 car 26.00000</div></pre>
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