Crop Classification With Recommendation System.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7bee9b73",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2822305c",
   "metadata": {},
   "source": [
    "# Importing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b6f8884",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        N    P    K  temperature   humidity        ph    rainfall        label\n",
      "0      90   42   43    20.879744  82.002744  6.502985  202.935536         rice\n",
      "1      85   58   41    21.770462  80.319644  7.038096  226.655537         rice\n",
      "2      60   55   44    23.004459  82.320763  7.840207  263.964248         rice\n",
      "3      74   35   40    26.491096  80.158363  6.980401  242.864034         rice\n",
      "4      78   42   42    20.130175  81.604873  7.628473  262.717340         rice\n",
      "5      69   37   42    23.058049  83.370118  7.073454  251.055000         rice\n",
      "6      69   55   38    22.708838  82.639414  5.700806  271.324860         rice\n",
      "7      94   53   40    20.277744  82.894086  5.718627  241.974195         rice\n",
      "8      89   54   38    24.515881  83.535216  6.685346  230.446236         rice\n",
      "9      68   58   38    23.223974  83.033227  6.336254  221.209196         rice\n",
      "10     91   53   40    26.527235  81.417538  5.386168  264.614870         rice\n",
      "11     90   46   42    23.978982  81.450616  7.502834  250.083234         rice\n",
      "12     78   58   44    26.800796  80.886848  5.108682  284.436457         rice\n",
      "13     93   56   36    24.014976  82.056872  6.984354  185.277339         rice\n",
      "14     94   50   37    25.665852  80.663850  6.948020  209.586971         rice\n",
      "15     60   48   39    24.282094  80.300256  7.042299  231.086335         rice\n",
      "16     85   38   41    21.587118  82.788371  6.249051  276.655246         rice\n",
      "17     91   35   39    23.793920  80.418180  6.970860  206.261186         rice\n",
      "18     77   38   36    21.865252  80.192301  5.953933  224.555017         rice\n",
      "19     88   35   40    23.579436  83.587603  5.853932  291.298662         rice\n",
      "20     89   45   36    21.325042  80.474764  6.442475  185.497473         rice\n",
      "21     76   40   43    25.157455  83.117135  5.070176  231.384316         rice\n",
      "22     67   59   41    21.947667  80.973842  6.012633  213.356092         rice\n",
      "23     83   41   43    21.052536  82.678395  6.254028  233.107582         rice\n",
      "24     98   47   37    23.483813  81.332651  7.375483  224.058116         rice\n",
      "25     66   53   41    25.075635  80.523891  7.778915  257.003887         rice\n",
      "26     97   59   43    26.359272  84.044036  6.286500  271.358614         rice\n",
      "27     97   50   41    24.529227  80.544986  7.070960  260.263403         rice\n",
      "28     60   49   44    20.775761  84.497744  6.244841  240.081065         rice\n",
      "29     84   51   35    22.301574  80.644165  6.043305  197.979121         rice\n",
      "30     73   57   41    21.446540  84.943760  5.824709  272.201720         rice\n",
      "31     92   35   40    22.179319  80.331272  6.357389  200.088279         rice\n",
      "32     85   37   39    24.527837  82.736856  6.364135  224.675723         rice\n",
      "33     98   53   38    20.267076  81.638952  5.014507  270.441727         rice\n",
      "34     88   54   44    25.735429  83.882662  6.149411  233.132137         rice\n",
      "35     95   55   42    26.795339  82.148087  5.950661  193.347399         rice\n",
      "36     99   57   35    26.757542  81.177340  5.960370  272.299906         rice\n",
      "37     95   39   36    23.863305  83.152508  5.561399  285.249365         rice\n",
      "38     60   43   44    21.019447  82.952217  7.416245  298.401847         rice\n",
      "39     63   44   41    24.172988  83.728757  5.583370  257.034355         rice\n",
      "40     62   42   36    22.781338  82.067191  6.430010  248.718323         rice\n",
      "41     64   45   43    25.629801  83.528423  5.534878  209.900198         rice\n",
      "42     83   60   36    25.597049  80.145093  6.903986  200.834898         rice\n",
      "43     82   40   40    23.830675  84.813601  6.271479  298.560117         rice\n",
      "44     85   52   45    26.313555  82.366990  7.224286  265.535594         rice\n",
      "45     91   35   38    24.897282  80.525861  6.134287  183.679321         rice\n",
      "46     76   49   42    24.958779  84.479634  5.206373  196.956001         rice\n",
      "47     74   39   38    23.241135  84.592018  7.782051  233.045345         rice\n",
      "48     79   43   39    21.666283  80.709606  7.062779  210.814209         rice\n",
      "49     88   55   45    24.635449  80.413630  7.730368  253.720278         rice\n",
      "50     60   36   43    23.431219  83.063101  5.286204  219.904835         rice\n",
      "51     76   60   39    20.045414  80.347756  6.766240  208.581016         rice\n",
      "52     93   56   42    23.857240  82.225730  7.382763  195.094831         rice\n",
      "53     65   60   43    21.971994  81.899182  5.658169  227.363701         rice\n",
      "54     95   52   36    26.229169  83.836258  5.543360  286.508373         rice\n",
      "55     75   38   39    23.446768  84.793524  6.215110  283.933847         rice\n",
      "56     74   54   38    25.655535  83.470211  7.120273  217.378858         rice\n",
      "57     91   36   45    24.443455  82.454326  5.950648  267.976195         rice\n",
      "58     71   46   40    20.280194  82.123542  7.236705  191.953574         rice\n",
      "59     99   55   35    21.723831  80.238990  6.501698  277.962619         rice\n",
      "60     72   40   38    20.414470  82.208026  7.592491  245.151130         rice\n",
      "61     83   58   45    25.755286  83.518271  5.875346  245.662680         rice\n",
      "62     93   58   38    20.615214  83.773456  6.932400  279.545172         rice\n",
      "63     70   36   42    21.841069  80.728864  6.946210  202.383832         rice\n",
      "64     76   47   42    20.083696  83.291147  5.739175  263.637218         rice\n",
      "65     99   41   36    24.458021  82.748356  6.738652  182.561632         rice\n",
      "66     99   54   37    21.143475  80.335029  5.594820  198.673094         rice\n",
      "67     86   59   35    25.787206  82.111240  6.946636  243.512041         rice\n",
      "68     69   46   41    23.641248  80.285979  5.012140  263.110330         rice\n",
      "69     91   56   37    23.431916  80.568878  6.363472  269.503916         rice\n",
      "70     61   52   41    24.976695  83.891805  6.880431  204.800185         rice\n",
      "71     67   45   38    22.727910  82.170688  7.300411  260.887506         rice\n",
      "72     79   42   37    24.873007  82.840226  6.587919  295.609449         rice\n",
      "73     78   43   42    21.323763  83.003205  7.283737  192.319754         rice\n",
      "74     75   54   36    26.294655  84.569193  7.023936  257.491491         rice\n",
      "75     97   36   45    22.228698  81.858729  6.939084  278.079179         rice\n",
      "76     67   47   44    26.730724  81.785968  7.868475  280.404439         rice\n",
      "77     73   35   38    24.889212  81.979271  5.005307  185.946143         rice\n",
      "78     77   36   37    26.884449  81.460337  6.136132  194.576656         rice\n",
      "79     81   41   38    22.678461  83.728744  7.524080  200.913316         rice\n",
      "80     68   57   43    26.088679  80.379799  5.706943  182.904350         rice\n",
      "81     72   45   35    25.429775  82.946826  5.758506  195.357454         rice\n",
      "82     61   53   43    26.403232  81.056355  6.349606  223.367188         rice\n",
      "83     67   43   39    26.043720  84.969072  5.999969  186.753677         rice\n",
      "84     67   58   39    25.282722  80.543728  5.453592  220.115671         rice\n",
      "85     66   60   38    22.085766  83.470383  6.372576  231.736496         rice\n",
      "86     82   43   38    23.286172  81.433216  5.105588  242.317063         rice\n",
      "87     84   50   44    25.485920  81.406335  5.935344  182.654936         rice\n",
      "88     81   53   42    23.675754  81.035693  5.177823  233.703497         rice\n",
      "89     91   50   40    20.824771  84.134188  6.462392  230.224222         rice\n",
      "90     93   53   38    26.929951  81.914112  7.069172  290.679378         rice\n",
      "91     90   44   38    23.835095  83.883871  7.473134  241.201351         rice\n",
      "92     81   45   35    26.528728  80.122675  6.158377  218.916357         rice\n",
      "93     78   40   38    26.464283  83.856427  7.549874  248.225649         rice\n",
      "94     60   51   36    22.696578  82.810889  6.028322  256.996476         rice\n",
      "95     88   46   42    22.683191  83.463583  6.604993  194.265172         rice\n",
      "96     93   47   37    21.533463  82.140041  6.500343  295.924880         rice\n",
      "97     60   55   45    21.408658  83.329319  5.935745  287.576694         rice\n",
      "98     78   35   44    26.543481  84.673536  7.072656  183.622266         rice\n",
      "99     65   37   40    23.359054  83.595123  5.333323  188.413665         rice\n",
      "100    71   54   16    22.613600  63.690706  5.749914   87.759539        maize\n",
      "101    61   44   17    26.100184  71.574769  6.931757  102.266244        maize\n",
      "102    80   43   16    23.558821  71.593514  6.657965   66.719955        maize\n",
      "103    73   58   21    19.972160  57.682729  6.596061   60.651715        maize\n",
      "104    61   38   20    18.478913  62.695039  5.970458   65.438354        maize\n",
      "105    68   41   16    21.776893  57.808406  6.158831  102.086169        maize\n",
      "106    93   41   17    25.621717  66.504155  6.047907  105.465470        maize\n",
      "107    89   60   19    25.191924  66.690290  5.913665   78.066396        maize\n",
      "108    76   44   17    20.416831  62.554248  5.855442   65.277985        maize\n",
      "109    67   60   25    24.921622  66.786274  5.750255  109.216228        maize\n",
      "110    70   44   19    23.316891  73.454154  5.852607   94.297128        maize\n",
      "111    90   49   21    24.840167  68.358457  6.472523   74.054749        maize\n",
      "112    62   52   16    22.275267  58.840159  6.967058   63.870206        maize\n",
      "113    92   44   16    18.877514  65.768161  6.082974   94.761894        maize\n",
      "114    66   54   21    25.190087  60.200169  5.919046   72.123756        maize\n",
      "115    63   58   22    18.254054  55.282204  6.204748   63.723582        maize\n",
      "116    70   47   17    24.612912  70.416244  6.600827  104.162615        maize\n",
      "117    61   41   17    25.142061  65.261851  6.021902   76.684560        maize\n",
      "118    66   53   19    23.093481  60.115938  6.033550   65.497307        maize\n",
      "119    74   55   19    18.050337  62.893670  6.288868   84.236135        maize\n",
      "120    77   57   21    24.932158  73.804353  6.550564   79.740787        maize\n",
      "121    99   50   15    18.147101  71.094453  5.573286   88.077537        maize\n",
      "122    74   56   22    18.283622  66.659528  6.829199   80.975733        maize\n",
      "123    83   45   21    18.833445  58.750820  5.716223   79.753290        maize\n",
      "124   100   48   16    25.718958  67.221907  5.549902   74.514908        maize\n",
      "125    79   51   16    25.337977  68.498360  6.586245   96.463802        maize\n",
      "126    94   39   18    23.891146  57.487758  5.893093  102.830194        maize\n",
      "127    75   49   15    21.535741  71.509060  5.918264  102.485293        maize\n",
      "128    78   48   22    23.089749  63.104596  5.588651   70.434736        maize\n",
      "129    87   54   20    25.617074  63.471176  6.576418  108.830376        maize\n",
      "130    87   35   25    21.445269  63.162155  6.178056   65.889512        maize\n",
      "131    63   43   19    18.518168  55.531281  6.641906   90.988051        maize\n",
      "132    84   57   25    22.535105  67.992575  6.489040   64.408660        maize\n",
      "133    64   35   23    23.020383  61.894720  5.680361   63.038434        maize\n",
      "134    60   46   22    24.893646  65.614188  6.625404   87.929808        maize\n",
      "135    98   44   21    25.771751  74.089114  6.524478  107.493192        maize\n",
      "136    75   56   18    19.398517  62.357506  5.696205   60.951975        maize\n",
      "137    86   55   21    21.541562  59.640242  6.803932  109.751538        maize\n",
      "138    98   35   18    23.797461  74.829137  6.252798   91.763372        maize\n",
      "139    76   57   18    18.980273  74.526008  6.092726   94.262494        maize\n",
      "140    99   56   17    24.108592  73.131123  6.234330   71.075622        maize\n",
      "141    60   44   23    24.794708  70.045567  5.722580   76.728601        maize\n",
      "142    74   48   17    21.631628  60.277664  6.430616   69.218031        maize\n",
      "143    89   60   17    25.375488  57.210256  5.983953  101.700431        maize\n",
      "144    69   51   23    22.217382  72.854628  6.801639  106.621316        maize\n",
      "145    96   46   22    20.583140  69.001286  6.499936   66.293904        maize\n",
      "146    61   60   15    24.875028  68.742483  6.265564   91.260567        maize\n",
      "147    74   58   18    20.037282  56.356068  6.727303  109.024141        maize\n",
      "148    74   43   23    25.952633  61.890822  6.325235   99.579812        maize\n",
      "149    63   43   17    19.288899  65.470508  6.807488   71.319531        maize\n",
      "150    99   36   20    20.579819  65.345839  6.671086   78.346045        maize\n",
      "151    77   36   23    24.714175  56.734265  6.648725   88.453619        maize\n",
      "152    87   60   23    20.273171  63.912819  6.439072   62.503519        maize\n",
      "153    60   38   17    18.419330  64.235803  6.474477   76.413124        maize\n",
      "154    94   54   17    23.391282  61.744272  5.871648  107.319813        maize\n",
      "155    95   38   22    19.849394  61.245001  5.730617  100.768925        maize\n",
      "156    84   44   21    21.869274  61.910449  5.850440  107.268193        maize\n",
      "157    77   58   19    22.805603  56.507689  5.791650  101.595279        maize\n",
      "158    66   44   20    19.078147  69.022986  6.740001   80.725159        maize\n",
      "159    63   35   16    22.027210  65.355499  6.272418   83.732801        maize\n",
      "160    79   45   20    23.805462  59.245380  5.715209   89.962201        maize\n",
      "161    72   60   25    18.525108  69.027623  5.773455   88.102344        maize\n",
      "162    67   51   24    23.502979  61.320261  5.584171   64.777914        maize\n",
      "163    86   36   24    26.549864  72.891873  5.787268   73.336361        maize\n",
      "164    76   48   18    19.295634  69.634812  5.775978   83.210306        maize\n",
      "165    75   53   18    20.688999  59.437534  6.864794  103.651438        maize\n",
      "166    81   45   23    19.326661  68.034493  6.192360   84.229692        maize\n",
      "167    73   45   21    24.605322  73.588685  6.636803   96.591953        maize\n",
      "168    71   35   24    22.273736  59.521932  5.826427   67.967048        maize\n",
      "169    96   54   22    25.701967  61.334504  6.960358   83.207113        maize\n",
      "170    99   39   18    19.201294  68.305790  6.112751   87.850924        maize\n",
      "171    62   48   20    21.701814  60.474705  6.708447   95.713885        maize\n",
      "172    86   37   16    20.517168  59.212355  5.561511   67.610137        maize\n",
      "173    94   50   19    23.303553  73.625484  5.873242   97.590813        maize\n",
      "174    76   39   24    24.254745  55.647099  6.995844   64.238455        maize\n",
      "175    77   52   17    24.863749  65.742005  5.714800   75.822705        maize\n",
      "176    74   39   23    22.626511  65.774729  6.780736   88.172510        maize\n",
      "177    81   49   20    18.041855  60.614943  5.513698  104.232162        maize\n",
      "178    63   42   21    23.262376  72.331255  5.798424   67.102251        maize\n",
      "179    99   38   21    22.883309  71.597224  6.352472   67.727773        maize\n",
      "180    90   52   25    25.974824  69.363857  6.822587  103.223421        maize\n",
      "181    68   40   19    26.143840  66.205699  6.655426  107.236137        maize\n",
      "182    60   57   24    18.661162  61.553272  6.121294   75.032477        maize\n",
      "183    71   52   18    25.107874  55.977328  5.790770   78.160777        maize\n",
      "184    61   59   17    23.338446  59.245806  6.474443  105.008314        maize\n",
      "185    88   38   15    25.082397  65.921958  6.455117   62.491908        maize\n",
      "186    65   60   22    25.367684  72.520546  6.606984  107.912411        maize\n",
      "187    78   37   22    25.342171  63.318020  6.330554   74.520820        maize\n",
      "188    78   58   15    25.009334  67.816568  6.528631   62.913595        maize\n",
      "189    92   60   23    18.667467  71.516474  5.721667   69.932933        maize\n",
      "190    79   59   17    20.379997  63.738500  6.644205  108.505442        maize\n",
      "191    91   55   15    18.093002  72.610242  6.376651   78.961595        maize\n",
      "192    76   51   18    26.169859  71.962466  6.247040   79.849254        maize\n",
      "193    87   48   25    18.653967  61.378797  6.656730   93.620392        maize\n",
      "194    71   60   22    26.074701  59.371476  6.204802   85.756924        maize\n",
      "195    90   57   24    18.928519  72.800861  6.158860   82.341629        maize\n",
      "196    67   35   22    23.305468  63.246480  6.385684  108.760300        maize\n",
      "197    60   54   19    18.748267  62.498785  6.417820   70.234016        maize\n",
      "198    83   58   23    19.742133  59.662631  6.381202   65.508614        maize\n",
      "199    83   57   19    25.730444  70.747393  6.877869   98.737713        maize\n",
      "200    40   72   77    17.024985  16.988612  7.485996   88.551231     chickpea\n",
      "201    23   72   84    19.020613  17.131591  6.920251   79.926981     chickpea\n",
      "202    39   58   85    17.887765  15.405897  5.996932   68.549329     chickpea\n",
      "203    22   72   85    18.868056  15.658092  6.391174   88.510490     chickpea\n",
      "204    36   67   77    18.369526  19.563810  7.152811   79.263577     chickpea\n",
      "205    32   73   81    20.450786  15.403121  5.988993   92.683737     chickpea\n",
      "206    58   70   84    20.654320  16.608208  6.231049   74.663112     chickpea\n",
      "207    59   70   84    17.334868  18.749270  7.550808   82.617347     chickpea\n",
      "208    42   62   75    18.179123  18.904269  7.010571   81.849975     chickpea\n",
      "209    28   74   81    18.012723  18.309681  8.753795   81.985688     chickpea\n",
      "210    58   66   79    20.993736  19.334704  8.718193   93.552801     chickpea\n",
      "211    43   66   79    19.462340  15.225390  7.976608   74.585651     chickpea\n",
      "212    58   63   81    19.813445  14.697653  6.515500   78.965147     chickpea\n",
      "213    23   62   85    18.974248  19.516122  8.490127   80.710875     chickpea\n",
      "214    27   62   77    18.197370  14.710705  6.576416   70.181852     chickpea\n",
      "215    28   72   84    18.729631  19.181973  6.481783   71.580102     chickpea\n",
      "216    50   56   76    20.995022  19.860130  7.966605   73.507340     chickpea\n",
      "217    39   71   84    20.281559  16.395352  8.140825   82.523397     chickpea\n",
      "218    25   78   76    17.480426  15.755940  7.228963   66.969806     chickpea\n",
      "219    31   70   77    20.888187  14.323138  6.492546   90.462283     chickpea\n",
      "220    26   80   83    17.084985  16.145658  7.528600   71.310073     chickpea\n",
      "221    25   68   77    20.093406  15.112796  7.701446   85.749049     chickpea\n",
      "222    31   78   76    17.572121  14.999275  8.519976   89.310507     chickpea\n",
      "223    60   68   83    19.120652  18.434758  6.620901   85.529502     chickpea\n",
      "224    59   62   83    18.576659  19.220082  8.104396   72.949404     chickpea\n",
      "225    22   67   78    17.166064  14.424575  6.204091   72.326675     chickpea\n",
      "226    36   65   80    18.287201  16.679216  6.051091   74.874456     chickpea\n",
      "227    59   60   84    19.030253  18.667256  7.690962   94.709920     chickpea\n",
      "228    54   77   85    17.141861  17.066243  7.829211   83.746067     chickpea\n",
      "229    43   68   81    17.478094  17.932540  6.761600   78.920602     chickpea\n",
      "230    28   76   82    20.566019  14.258040  6.654425   83.759371     chickpea\n",
      "231    42   79   85    17.223852  15.820693  6.129534   76.575810     chickpea\n",
      "232    32   60   83    19.691417  19.442254  8.829273   91.760716     chickpea\n",
      "233    22   78   76    17.848517  19.091729  8.621663   76.324707     chickpea\n",
      "234    31   79   75    18.820225  16.107479  8.204862   89.731194     chickpea\n",
      "235    28   58   81    17.475010  16.543148  6.180427   93.350343     chickpea\n",
      "236    57   58   77    18.726494  17.584064  7.978997   81.201765     chickpea\n",
      "237    49   55   78    18.655801  16.177727  7.863114   81.707693     chickpea\n",
      "238    46   76   77    18.235675  19.685385  6.967843   83.748793     chickpea\n",
      "239    54   61   77    18.811981  15.216182  6.206582   77.542942     chickpea\n",
      "240    38   60   76    18.650541  17.808524  8.868741   77.927987     chickpea\n",
      "241    59   55   79    20.367204  16.895743  8.766129   82.254558     chickpea\n",
      "242    36   76   75    18.381204  16.638052  8.736338   70.520567     chickpea\n",
      "243    57   68   81    17.170126  17.304577  8.081095   72.786242     chickpea\n",
      "244    35   66   81    19.371011  15.774581  6.138244   85.248199     chickpea\n",
      "245    35   64   78    17.928459  14.273280  7.496645   85.373788     chickpea\n",
      "246    52   60   79    19.453399  18.234907  8.380185   75.631757     chickpea\n",
      "247    27   76   83    19.128294  14.922415  6.289614   89.618578     chickpea\n",
      "248    57   60   84    19.103428  17.261845  6.586777   75.491012     chickpea\n",
      "249    52   68   78    17.485041  16.960706  6.896552   86.050780     chickpea\n",
      "250    43   79   79    19.407517  18.980305  7.806748   80.250646     chickpea\n",
      "251    44   74   85    20.186494  19.637200  7.150681   78.260396     chickpea\n",
      "252    24   55   78    17.302879  15.154059  6.649196   75.577904     chickpea\n",
      "253    29   77   75    17.503611  15.480832  7.778592   72.944667     chickpea\n",
      "254    20   60   78    18.172350  14.700860  6.358740   90.776071     chickpea\n",
      "255    56   67   78    17.574456  16.718266  8.255451   77.818914     chickpea\n",
      "256    37   66   85    20.931753  18.912954  6.456148   78.069108     chickpea\n",
      "257    49   71   76    19.710983  17.638794  6.613072   85.579254     chickpea\n",
      "258    59   69   80    19.079377  17.867549  8.165359   69.406191     chickpea\n",
      "259    20   79   77    18.549886  16.025427  7.648675   76.325652     chickpea\n",
      "260    24   56   85    18.199036  17.413332  6.545889   80.640540     chickpea\n",
      "261    51   72   75    18.888525  14.994511  7.104225   80.111338     chickpea\n",
      "262    57   73   85    18.493112  14.721150  7.358100   91.945954     chickpea\n",
      "263    22   64   82    19.489743  17.172603  6.474025   87.513128     chickpea\n",
      "264    52   73   79    17.257695  18.749440  7.840339   94.002872     chickpea\n",
      "265    29   75   75    19.624163  18.714832  7.064790   88.458569     chickpea\n",
      "266    44   59   78    20.675265  19.853890  7.599033   84.783440     chickpea\n",
      "267    41   69   82    20.023815  16.632945  6.715587   68.978065     chickpea\n",
      "268    52   56   85    20.118745  14.442283  6.817124   88.681686     chickpea\n",
      "269    34   76   80    20.656918  15.845726  7.985417   65.238111     chickpea\n",
      "270    42   74   83    19.258256  14.280419  7.545258   65.780420     chickpea\n",
      "271    34   71   79    17.927806  15.856229  7.728998   74.638728     chickpea\n",
      "272    27   73   79    19.162883  15.835007  7.354973   82.697668     chickpea\n",
      "273    30   70   79    20.269423  19.969789  7.313122   69.644492     chickpea\n",
      "274    57   57   75    17.091042  18.251421  7.785039   87.274449     chickpea\n",
      "275    27   79   82    17.065793  17.540241  6.307005   70.871506     chickpea\n",
      "276    32   71   85    20.627675  14.440089  6.403982   92.066303     chickpea\n",
      "277    31   76   82    20.824845  17.850571  7.599280   79.205092     chickpea\n",
      "278    33   75   84    19.462104  18.728320  7.217018   68.814051     chickpea\n",
      "279    47   80   77    17.182484  16.428918  7.561108   72.850173     chickpea\n",
      "280    54   62   80    17.489117  16.390554  7.489545   79.457583     chickpea\n",
      "281    47   79   78    17.483954  14.760145  6.609697   65.113656     chickpea\n",
      "282    35   57   83    19.483168  17.445346  7.476801   80.498629     chickpea\n",
      "283    53   73   77    19.713597  18.096657  7.325451   73.644765     chickpea\n",
      "284    45   61   78    19.486493  16.062401  6.489389   81.528427     chickpea\n",
      "285    37   78   79    19.952648  14.826331  7.786366   88.681031     chickpea\n",
      "286    30   75   81    19.417897  16.804722  6.408438   68.495119     chickpea\n",
      "287    37   55   82    19.455918  18.022359  8.423874   78.449106     chickpea\n",
      "288    53   65   76    20.191378  16.419983  8.719961   77.337954     chickpea\n",
      "289    22   60   85    18.839291  14.740719  7.811998   94.781896     chickpea\n",
      "290    60   61   78    20.712193  19.836433  6.317153   94.036599     chickpea\n",
      "291    42   67   77    18.994244  15.936294  7.114405   78.697072     chickpea\n",
      "292    39   76   76    19.968375  15.573244  8.135901   69.157591     chickpea\n",
      "293    35   63   76    17.815645  17.607566  7.714153   90.820976     chickpea\n",
      "294    30   65   82    20.714244  15.278241  7.103798   76.778887     chickpea\n",
      "295    57   56   78    17.341502  18.756263  8.861480   67.954543     chickpea\n",
      "296    48   65   78    17.437327  14.338474  7.861128   73.092670     chickpea\n",
      "297    36   56   83    18.897802  19.761829  7.452671   69.095125     chickpea\n",
      "298    40   58   75    18.591908  14.779596  7.168096   89.609825     chickpea\n",
      "299    49   69   82    18.315615  15.361435  7.263119   81.787105     chickpea\n",
      "300    13   60   25    17.136928  20.595417  5.685972  128.256862  kidneybeans\n",
      "301    25   70   16    19.634743  18.907056  5.759237  106.359818  kidneybeans\n",
      "302    31   55   22    22.913502  21.339531  5.873172  109.225556  kidneybeans\n",
      "303    40   64   16    16.433403  24.240459  5.926677  140.371781  kidneybeans\n",
      "304     2   61   20    22.139747  23.022511  5.955617   76.641283  kidneybeans\n",
      "305    26   65   22    17.848066  18.776220  5.949949  143.098417  kidneybeans\n",
      "306    17   57   21    19.883940  20.315641  5.789214   60.919748  kidneybeans\n",
      "307    26   80   18    19.325096  23.333479  5.581022  104.778395  kidneybeans\n",
      "308    17   59   17    18.416700  23.428299  5.689858  132.980105  kidneybeans\n",
      "309    27   59   22    21.811676  23.205912  5.794159  130.060809  kidneybeans\n",
      "310    28   58   24    19.727025  18.281730  5.748190  143.763089  kidneybeans\n",
      "311    25   57   19    17.154330  19.870707  5.566523   87.996697  kidneybeans\n",
      "312    28   80   17    19.622078  18.671709  5.809420  144.156745  kidneybeans\n",
      "313    25   60   22    21.631491  21.179197  5.887263  134.364995  kidneybeans\n",
      "314    12   78   23    16.065228  18.724797  5.998125   88.066388  kidneybeans\n",
      "315     6   77   25    20.611622  24.363141  5.792745   69.638339  kidneybeans\n",
      "316    22   79   17    21.424511  20.396597  5.912290  116.520692  kidneybeans\n",
      "317    27   80   15    19.070962  21.210923  5.788387   86.219176  kidneybeans\n",
      "318    10   55   23    21.188532  19.634386  5.728233  137.194863  kidneybeans\n",
      "319    23   65   20    23.042910  22.426110  5.833940  108.368432  kidneybeans\n",
      "320    19   78   16    20.653758  23.105386  5.967533   67.717689  kidneybeans\n",
      "321    19   65   25    18.095510  18.293184  5.625096  144.790232  kidneybeans\n",
      "322    22   70   19    18.237757  21.076433  5.515615   69.449516  kidneybeans\n",
      "323    37   64   22    17.481897  18.825197  5.954665  121.940137  kidneybeans\n",
      "324    11   71   17    19.919179  21.473242  5.746448   82.685544  kidneybeans\n",
      "325    18   79   20    20.275147  23.235360  5.877348  139.752154  kidneybeans\n",
      "326    21   63   17    15.773702  19.230316  5.979974  108.344141  kidneybeans\n",
      "327    24   80   22    16.711706  19.176514  5.635994   96.772858  kidneybeans\n",
      "328    34   60   22    17.661482  18.153028  5.635232  100.671176  kidneybeans\n",
      "329    16   75   21    18.506928  23.616701  5.679224   87.051329  kidneybeans\n",
      "330    17   77   23    24.513248  20.815276  5.670063   64.194979  kidneybeans\n",
      "331    37   72   18    18.876150  24.540383  5.724242  105.412051  kidneybeans\n",
      "332    40   73   20    21.593430  20.318712  5.811314   61.138720  kidneybeans\n",
      "333     9   77   17    20.123733  24.452026  5.783425  106.158201  kidneybeans\n",
      "334     1   62   23    15.435461  18.374779  5.607808  139.030203  kidneybeans\n",
      "335    33   59   22    22.642369  21.593961  5.947000  122.388601  kidneybeans\n",
      "336    23   59   19    21.985608  24.873048  5.852047  129.565060  kidneybeans\n",
      "337     6   62   22    20.530527  18.092240  5.824091  120.450929  kidneybeans\n",
      "338    25   63   20    15.786014  21.145441  5.502999   95.170281  kidneybeans\n",
      "339     7   79   23    19.636535  19.687511  5.821650   96.658889  kidneybeans\n",
      "340     8   72   17    20.573412  19.752022  5.711439   87.878692  kidneybeans\n",
      "341    27   64   15    20.160805  24.842076  5.514927  138.236212  kidneybeans\n",
      "342    28   66   23    21.539892  24.253862  5.996161  120.691304  kidneybeans\n",
      "343    32   57   18    15.538348  23.755602  5.695423  107.385059  kidneybeans\n",
      "344    27   56   22    19.918531  20.700998  5.833011  108.643454  kidneybeans\n",
      "345    17   77   24    20.769522  18.931469  5.568457  109.019371  kidneybeans\n",
      "346     0   65   15    23.461683  23.221976  5.645436   95.842534  kidneybeans\n",
      "347    13   72   21    24.321166  21.027867  5.821194   60.275525  kidneybeans\n",
      "348    34   60   23    20.125741  24.969699  5.659255  100.049718  kidneybeans\n",
      "349     9   80   19    21.806196  18.570866  5.945466  125.097269  kidneybeans\n",
      "350    11   72   20    19.522262  24.926072  5.951177  113.334026  kidneybeans\n",
      "351     3   67   24    17.000676  19.907905  5.520880  103.292641  kidneybeans\n",
      "352    35   69   23    16.787915  24.968818  5.578410   75.453280  kidneybeans\n",
      "353     3   77   25    24.849062  22.894646  5.608165   62.212922  kidneybeans\n",
      "354    23   62   19    16.517835  20.455560  5.609435   98.777942  kidneybeans\n",
      "355    22   71   17    18.153002  19.386021  5.509295  107.690796  kidneybeans\n",
      "356    31   79   25    23.188644  22.310455  5.902033   63.382088  kidneybeans\n",
      "357    34   59   18    23.380026  21.988794  5.744118   87.668987  kidneybeans\n",
      "358    12   63   17    18.358923  19.377034  5.717143  138.414764  kidneybeans\n",
      "359    27   56   20    19.259754  20.513470  5.542690   94.953353  kidneybeans\n",
      "360     7   63   24    22.954582  24.035531  5.858618  107.731539  kidneybeans\n",
      "361    24   67   22    20.120043  22.898456  5.618844  104.625215  kidneybeans\n",
      "362    11   71   24    21.140114  22.718235  5.606620  141.605672  kidneybeans\n",
      "363    37   74   15    24.923601  18.225908  5.582178   62.708917  kidneybeans\n",
      "364    25   76   24    15.330426  24.915067  5.565035  135.331558  kidneybeans\n",
      "365    34   66   17    18.810973  21.278330  5.889615  125.084915  kidneybeans\n",
      "366    20   69   15    23.442607  22.772559  5.934136  107.413725  kidneybeans\n",
      "367    37   65   16    22.835202  18.972675  5.683548   63.592767  kidneybeans\n",
      "368    18   74   15    24.903582  22.275127  5.708366  146.472724  kidneybeans\n",
      "369     4   67   25    23.787096  24.356793  5.948164  119.640441  kidneybeans\n",
      "370    37   56   25    22.055923  19.603793  5.774755  126.726537  kidneybeans\n",
      "371     5   59   15    18.874930  20.182383  5.972292  134.181172  kidneybeans\n",
      "372    11   61   21    18.623288  23.024103  5.532101  135.337803  kidneybeans\n",
      "373    22   80   20    23.008847  18.868810  5.669561  100.118612  kidneybeans\n",
      "374    12   61   19    19.331626  24.139950  5.655727   68.512534  kidneybeans\n",
      "375     5   74   21    16.244692  21.357939  5.591704   66.970533  kidneybeans\n",
      "376    27   69   22    17.916523  24.908147  5.932323   69.146810  kidneybeans\n",
      "377    31   75   18    15.467893  21.437807  5.824208   88.887961  kidneybeans\n",
      "378    36   68   20    17.061045  23.772015  5.864430   81.834205  kidneybeans\n",
      "379     5   65   16    21.327760  18.485229  5.866744  109.101326  kidneybeans\n",
      "380    32   79   15    23.909101  20.746193  5.706199   81.602112  kidneybeans\n",
      "381    11   78   22    23.897568  22.743790  5.940547  112.661643  kidneybeans\n",
      "382     0   55   22    22.986669  20.579406  5.916779  143.858494  kidneybeans\n",
      "383    14   59   15    21.351357  22.912449  5.779090  146.454865  kidneybeans\n",
      "384    29   68   23    24.163844  19.279078  5.827380  116.732432  kidneybeans\n",
      "385    32   68   19    24.628350  18.183252  5.514234  149.744103  kidneybeans\n",
      "386    17   64   17    21.022132  24.938963  5.662699  124.611847  kidneybeans\n",
      "387    13   69   19    17.308445  20.017309  5.863904  115.199245  kidneybeans\n",
      "388    14   67   22    23.825767  24.754851  5.624690   84.641436  kidneybeans\n",
      "389     9   69   20    19.306073  23.963628  5.591561  129.344933  kidneybeans\n",
      "390    20   73   22    16.037686  22.331959  5.976313  130.390080  kidneybeans\n",
      "391    40   78   20    19.185728  20.833983  5.669236   80.152934  kidneybeans\n",
      "392    27   72   23    19.928895  21.799921  5.961934   64.026408  kidneybeans\n",
      "393    14   67   15    19.563765  24.673851  5.690066  139.292100  kidneybeans\n",
      "394     7   56   18    18.313575  24.329916  5.698371   76.141539  kidneybeans\n",
      "395    27   65   18    20.109938  23.223238  5.595032   73.363865  kidneybeans\n",
      "396    30   63   16    23.605066  21.905396  5.525905  100.597873  kidneybeans\n",
      "397    37   70   25    19.731369  24.894874  5.819404   84.063541  kidneybeans\n",
      "398    27   63   19    20.934099  21.189301  5.562202  133.191442  kidneybeans\n",
      "399    22   60   24    18.782263  20.247683  5.630665  104.257072  kidneybeans\n",
      "400     3   72   24    36.512684  57.928872  6.031608  122.653969   pigeonpeas\n",
      "401    40   59   23    36.891637  62.731782  5.269085  163.726655   pigeonpeas\n",
      "402    33   73   23    29.235405  59.389676  5.985793  103.330180   pigeonpeas\n",
      "403    27   57   24    27.335349  43.357960  6.091863  142.330368   pigeonpeas\n",
      "404    10   79   18    21.064368  55.469859  5.624731  184.622671   pigeonpeas\n",
      "405    30   75   25    30.332766  42.352499  6.446092  149.299952   pigeonpeas\n",
      "406    40   70   20    31.801303  45.031862  5.623490  147.036144   pigeonpeas\n",
      "407    38   55   19    33.181842  38.231847  5.864623  198.829881   pigeonpeas\n",
      "408    35   58   20    29.385386  63.477420  5.761703   90.054227   pigeonpeas\n",
      "409    38   61   21    30.273750  67.386808  4.696519  127.776713   pigeonpeas\n",
      "410    33   58   24    35.457905  68.758105  5.269504  108.633305   pigeonpeas\n",
      "411    16   56   17    33.800200  40.032624  7.445445  176.616589   pigeonpeas\n",
      "412    31   72   17    28.691805  49.472254  5.833032   96.362229   pigeonpeas\n",
      "413    16   80   20    31.240217  56.673691  7.339321  122.014673   pigeonpeas\n",
      "414    27   72   17    28.980394  57.232652  6.347929  120.743566   pigeonpeas\n",
      "415    40   62   19    27.321989  34.137371  4.697751   96.515240   pigeonpeas\n",
      "416    18   58   16    21.476078  38.800237  4.962661  180.382234   pigeonpeas\n",
      "417     3   68   16    18.319104  34.697766  4.964888  107.472161   pigeonpeas\n",
      "418    26   67   24    36.977944  37.739929  5.642813  161.481296   pigeonpeas\n",
      "419    16   70   20    24.804676  40.124275  5.609396  121.563912   pigeonpeas\n",
      "420    24   63   19    19.347944  55.968055  4.681576  194.592115   pigeonpeas\n",
      "421     9   76   25    28.883021  50.123238  5.709512  179.215587   pigeonpeas\n",
      "422    16   55   19    19.543141  47.191883  6.413544  192.437219   pigeonpeas\n",
      "423    28   75   21    24.774195  50.546211  6.007508  114.282139   pigeonpeas\n",
      "424    16   71   24    18.331248  38.409755  4.946370  139.648332   pigeonpeas\n",
      "425    24   70   21    19.147290  45.373376  5.517208  132.774822   pigeonpeas\n",
      "426    38   72   21    28.234161  49.442135  5.902103  186.500858   pigeonpeas\n",
      "427     9   66   21    30.118121  34.133078  5.719890  157.085823   pigeonpeas\n",
      "428    34   56   17    33.412686  35.429100  4.548202  139.670254   pigeonpeas\n",
      "429     1   76   19    24.185532  46.687468  6.669529  177.337800   pigeonpeas\n",
      "430     6   69   19    26.886307  41.696179  4.750929   94.467480   pigeonpeas\n",
      "431    26   73   21    31.331708  57.974292  4.946264  161.782023   pigeonpeas\n",
      "432    27   61   18    33.307118  67.077808  5.266227  108.509017   pigeonpeas\n",
      "433    27   71   23    23.453790  46.487148  7.109598  150.871220   pigeonpeas\n",
      "434    36   61   21    34.538239  39.044689  5.617008  168.594832   pigeonpeas\n",
      "435    17   73   18    19.501122  34.510866  5.632353  197.375265   pigeonpeas\n",
      "436    26   72   22    28.767949  37.577921  4.674942   91.720849   pigeonpeas\n",
      "437    17   64   16    30.977587  32.249142  7.161798  180.716828   pigeonpeas\n",
      "438    14   74   19    18.397591  36.826393  6.624966   93.123306   pigeonpeas\n",
      "439    39   60   15    35.093574  30.986855  5.004075  116.910691   pigeonpeas\n",
      "440     6   66   15    34.931742  30.400468  6.345806  159.264983   pigeonpeas\n",
      "441     8   59   18    29.505230  35.720325  6.216814  187.896185   pigeonpeas\n",
      "442     2   67   18    34.519348  47.529800  5.921667  129.006461   pigeonpeas\n",
      "443     1   76   17    28.434307  52.100108  6.012719  147.041482   pigeonpeas\n",
      "444    16   73   19    18.416456  34.805410  4.684079  163.274747   pigeonpeas\n",
      "445    23   75   25    31.075090  47.198477  7.077170   91.312564   pigeonpeas\n",
      "446    32   70   20    20.893427  46.248565  6.208843  195.569787   pigeonpeas\n",
      "447    28   59   22    30.906078  52.799130  7.051816  170.991983   pigeonpeas\n",
      "448     5   62   23    27.934828  66.454571  4.722222  145.372880   pigeonpeas\n",
      "449    36   67   25    35.951766  36.527808  6.418063  136.045675   pigeonpeas\n",
      "450     1   66   23    19.543172  56.928314  4.803564  173.168657   pigeonpeas\n",
      "451    24   73   20    19.637362  32.315289  4.608695  176.413409   pigeonpeas\n",
      "452    17   67   18    31.219275  56.468689  5.611511  129.202865   pigeonpeas\n",
      "453     5   55   18    33.508764  45.709761  7.322098  126.673812   pigeonpeas\n",
      "454     5   56   24    24.807102  45.011100  5.023115  188.492864   pigeonpeas\n",
      "455    37   77   17    36.209705  31.945506  5.617123  191.065853   pigeonpeas\n",
      "456    13   73   20    30.504209  35.488860  5.391560  162.592772   pigeonpeas\n",
      "457     6   63   23    26.016303  49.947047  5.906597  160.333745   pigeonpeas\n",
      "458    16   77   22    31.484693  35.639561  6.574210  100.546816   pigeonpeas\n",
      "459    25   64   20    33.151226  32.459745  4.807777  105.038027   pigeonpeas\n",
      "460    34   75   24    23.502228  51.290195  4.760038  192.302399   pigeonpeas\n",
      "461    20   77   23    34.872487  38.837860  5.180272  148.250279   pigeonpeas\n",
      "462    35   80   25    28.092690  44.933220  4.895927  197.114401   pigeonpeas\n",
      "463    14   75   24    24.547578  57.341448  6.436160  118.360656   pigeonpeas\n",
      "464    36   80   21    33.647696  48.414901  7.066087  100.467328   pigeonpeas\n",
      "465     7   77   18    20.559126  60.548807  6.655918  191.089511   pigeonpeas\n",
      "466    29   78   25    19.959917  59.331578  5.982855  195.787103   pigeonpeas\n",
      "467    30   60   21    28.876676  62.490121  5.457871  182.268818   pigeonpeas\n",
      "468    20   74   16    36.043537  43.614441  4.759490  159.893865   pigeonpeas\n",
      "469    19   57   23    23.673433  47.287969  7.342410  141.125072   pigeonpeas\n",
      "470     3   60   19    25.746794  40.719259  4.820788  100.779163   pigeonpeas\n",
      "471     5   77   19    31.085650  66.688330  6.242052  175.930327   pigeonpeas\n",
      "472     5   68   20    18.729877  61.331862  5.001039  139.871004   pigeonpeas\n",
      "473    37   73   21    29.503048  63.465134  5.560225  189.520892   pigeonpeas\n",
      "474     9   59   24    20.435178  39.372526  4.747352  137.227966   pigeonpeas\n",
      "475    20   72   15    36.004158  56.013344  7.313517  134.859647   pigeonpeas\n",
      "476    31   56   23    31.468462  35.394540  5.661826  174.572400   pigeonpeas\n",
      "477     0   70   21    36.300497  56.030213  4.672437  101.607399   pigeonpeas\n",
      "478    21   74   15    29.490967  67.106044  6.471862  153.250451   pigeonpeas\n",
      "479    13   67   18    30.575304  34.755912  5.384763  177.576430   pigeonpeas\n",
      "480    27   74   20    24.694877  59.966692  5.859813   91.957924   pigeonpeas\n",
      "481    29   72   24    23.174096  36.678471  6.962386  162.593126   pigeonpeas\n",
      "482     5   68   20    19.043805  33.106951  6.121667  155.370562   pigeonpeas\n",
      "483    39   57   19    29.323796  45.932484  6.421748  165.411337   pigeonpeas\n",
      "484    22   62   16    34.645541  54.323425  4.828936  180.901000   pigeonpeas\n",
      "485    18   55   23    21.998983  56.310068  6.985720  136.827431   pigeonpeas\n",
      "486    39   77   21    22.997744  60.242186  4.603563  159.689339   pigeonpeas\n",
      "487    13   75   20    30.559924  35.290065  6.979540  178.899861   pigeonpeas\n",
      "488    27   71   24    31.464179  48.176315  7.064973  165.405354   pigeonpeas\n",
      "489    26   64   22    25.950586  40.582273  5.165165  109.182118   pigeonpeas\n",
      "490    23   55   16    21.011424  69.691413  5.111489  185.203911   pigeonpeas\n",
      "491     4   69   19    19.251001  47.703518  5.374359  149.063196   pigeonpeas\n",
      "492    20   67   19    19.244628  50.544953  5.671419  180.646528   pigeonpeas\n",
      "493     7   74   17    22.472532  62.565325  5.667420   96.747070   pigeonpeas\n",
      "494    17   64   18    36.750875  58.257991  6.079385  124.602815   pigeonpeas\n",
      "495    35   71   17    29.892866  66.353751  6.931925  198.140300   pigeonpeas\n",
      "496    11   72   22    29.377356  44.822946  6.842744  172.401680   pigeonpeas\n",
      "497    20   60   22    29.650529  42.898332  6.876573  186.922605   pigeonpeas\n",
      "498    10   71   18    19.542849  66.347773  6.151029  173.110698   pigeonpeas\n",
      "499    33   61   24    20.046118  48.939056  4.567446  122.456420   pigeonpeas\n",
      "500     3   49   18    27.910952  64.709306  3.692864   32.678919    mothbeans\n",
      "501    22   59   23    27.322206  51.278688  4.371746   36.503791    mothbeans\n",
      "502    36   58   25    28.660242  59.318912  8.399136   36.926297    mothbeans\n",
      "503     4   43   18    29.029553  61.093875  8.840656   72.980166    mothbeans\n",
      "504    29   54   16    27.780315  54.650300  8.153023   32.050253    mothbeans\n",
      "505    32   43   22    31.999286  54.107746  5.270749   71.626670    mothbeans\n",
      "506    14   55   15    27.335809  55.277559  8.050304   73.447753    mothbeans\n",
      "507     5   35   20    28.929526  53.570147  9.679241   66.356341    mothbeans\n",
      "508    25   57   24    27.654722  58.599863  6.974978   36.942550    mothbeans\n",
      "509    11   53   24    28.523967  55.772644  7.393899   61.329356    mothbeans\n",
      "510    40   49   17    31.022159  45.892395  6.687275   53.567833    mothbeans\n",
      "511    38   56   25    25.740953  45.384971  7.881186   67.434882    mothbeans\n",
      "512    27   43   23    31.704475  56.854201  5.875334   44.943174    mothbeans\n",
      "513    24   38   22    24.478765  58.516639  8.202706   34.969333    mothbeans\n",
      "514    23   45   21    31.465113  51.799394  8.985348   74.443307    mothbeans\n",
      "515    29   57   20    25.609734  50.733007  5.877075   53.392495    mothbeans\n",
      "516    31   35   23    30.302605  47.182836  7.707595   68.040398    mothbeans\n",
      "517     0   55   25    28.174894  43.667230  4.524172   45.781728    mothbeans\n",
      "518     7   45   22    25.506346  44.830255  9.926212   74.326351    mothbeans\n",
      "519    17   58   25    31.128968  43.587888  6.455593   32.767429    mothbeans\n",
      "520    11   44   17    26.340433  55.591604  8.016211   35.105120    mothbeans\n",
      "521    22   49   22    28.234947  61.562052  3.711059   72.666664    mothbeans\n",
      "522     9   51   19    27.044535  49.326096  5.490911   48.252078    mothbeans\n",
      "523    28   48   15    25.161254  55.254358  9.254089   40.897328    mothbeans\n",
      "524    26   50   19    27.317912  51.669211  6.005243   32.559196    mothbeans\n",
      "525    36   56   20    25.412377  49.664743  7.437078   31.874170    mothbeans\n",
      "526     8   60   18    31.216300  46.018682  3.808429   53.120528    mothbeans\n",
      "527    24   37   21    30.573999  58.226868  5.818219   62.748038    mothbeans\n",
      "528    22   43   24    25.425170  53.220827  4.523636   46.193746    mothbeans\n",
      "529    36   43   24    27.094006  43.653054  3.510404   41.537495    mothbeans\n",
      "530    22   44   24    24.309351  56.329383  6.030447   58.995363    mothbeans\n",
      "531    17   43   22    30.061426  45.900677  5.498341   41.055092    mothbeans\n",
      "532     8   45   15    28.095690  60.983538  4.611364   33.841108    mothbeans\n",
      "533     7   56   23    26.339088  40.009334  5.545219   55.504292    mothbeans\n",
      "534    36   57   16    28.614091  57.142188  8.292876   57.028917    mothbeans\n",
      "535    11   45   19    28.700121  44.359648  3.828031   44.116221    mothbeans\n",
      "536     6   36   22    24.216103  59.792363  8.869533   42.247835    mothbeans\n",
      "537    17   57   20    28.506779  45.200945  3.793575   66.176146    mothbeans\n",
      "538     4   47   20    25.979490  64.955854  4.193189   72.192458    mothbeans\n",
      "539     9   49   16    30.884827  41.365618  7.661537   55.053805    mothbeans\n",
      "540    25   51   24    25.504242  61.668524  9.392695   65.079815    mothbeans\n",
      "541    36   44   21    25.125289  51.331894  4.516154   38.486790    mothbeans\n",
      "542    21   38   20    27.105080  63.567914  5.794290   62.202796    mothbeans\n",
      "543    37   57   20    31.100625  44.820692  7.354287   70.799345    mothbeans\n",
      "544    32   48   18    26.457078  56.402263  5.993514   64.161677    mothbeans\n",
      "545    29   44   20    30.041323  63.562230  8.620108   31.831924    mothbeans\n",
      "546    25   51   18    27.777995  54.821308  9.459493   50.284387    mothbeans\n",
      "547    10   44   24    30.992569  43.021514  8.034413   58.276007    mothbeans\n",
      "548    23   35   18    26.490833  47.365348  5.414493   36.993628    mothbeans\n",
      "549     9   60   23    31.969879  57.173770  6.276004   64.255204    mothbeans\n",
      "550     3   58   21    25.361405  46.826528  9.160692   55.605232    mothbeans\n",
      "551    22   42   22    25.542491  56.966408  7.887659   48.467970    mothbeans\n",
      "552    12   39   21    28.993191  62.859482  8.183845   70.471304    mothbeans\n",
      "553    39   36   22    29.343174  60.503209  9.072011   34.033355    mothbeans\n",
      "554    32   41   16    28.636189  61.394513  7.702287   68.548779    mothbeans\n",
      "555    30   41   15    24.832066  44.170850  5.885097   52.081089    mothbeans\n",
      "556    19   36   22    25.446891  58.553636  6.164963   57.048266    mothbeans\n",
      "557     4   46   15    31.012749  62.403925  3.504752   63.771924    mothbeans\n",
      "558    21   39   20    27.061797  52.300317  7.388007   60.745835    mothbeans\n",
      "559    35   57   25    27.095629  42.262062  8.340398   71.127104    mothbeans\n",
      "560    22   55   24    28.568006  57.306360  8.660780   64.530276    mothbeans\n",
      "561    35   51   17    28.799292  49.842134  3.558823   40.855347    mothbeans\n",
      "562    17   56   17    27.942937  45.413936  5.956585   69.662900    mothbeans\n",
      "563    28   57   17    30.477577  61.582453  9.416003   61.866339    mothbeans\n",
      "564    22   36   16    30.581395  50.771481  8.184229   64.585596    mothbeans\n",
      "565    11   41   19    26.859113  41.814208  5.131779   44.138271    mothbeans\n",
      "566    38   38   18    26.310518  61.187491  6.294130   35.734038    mothbeans\n",
      "567    23   37   24    28.778334  44.225260  7.991902   33.958257    mothbeans\n",
      "568    25   35   20    28.902454  43.353657  8.923096   71.900186    mothbeans\n",
      "569    40   45   20    29.376875  57.696229  6.878498   38.343035    mothbeans\n",
      "570    23   58   19    24.170932  58.252046  5.243635   59.189534    mothbeans\n",
      "571     2   56   23    26.653330  59.790234  7.550091   36.918526    mothbeans\n",
      "572     3   56   17    28.199121  53.505676  8.709292   52.135805    mothbeans\n",
      "573    26   51   25    28.764890  52.627415  7.792508   55.216067    mothbeans\n",
      "574    39   42   20    29.349971  61.253539  8.055909   40.828407    mothbeans\n",
      "575    27   59   20    28.009374  52.609500  4.397699   36.012030    mothbeans\n",
      "576    24   45   19    26.858519  48.824639  5.952385   34.742646    mothbeans\n",
      "577     7   40   17    31.212394  40.926049  8.532079   53.787700    mothbeans\n",
      "578    15   45   23    24.204226  61.433787  7.224194   46.020396    mothbeans\n",
      "579    26   52   23    29.988354  49.603848  4.931891   52.929296    mothbeans\n",
      "580    20   45   16    29.939649  54.618135  4.626212   45.436699    mothbeans\n",
      "581    34   54   24    31.211930  41.559344  5.026004   68.801418    mothbeans\n",
      "582    19   51   25    26.804744  48.239914  3.525366   43.878020    mothbeans\n",
      "583    29   41   21    31.493981  62.849169  8.869797   64.568076    mothbeans\n",
      "584    20   50   22    30.996947  46.426937  9.406888   38.315979    mothbeans\n",
      "585    11   40   23    29.612531  63.047491  5.804286   50.197827    mothbeans\n",
      "586    15   54   15    29.976043  57.031844  8.354958   44.860529    mothbeans\n",
      "587    35   55   22    30.888831  52.626968  8.634930   55.519324    mothbeans\n",
      "588     9   59   25    30.393213  60.162995  7.699201   35.374932    mothbeans\n",
      "589    40   45   18    30.436837  55.205220  5.261286   30.920140    mothbeans\n",
      "590    35   38   19    25.326888  63.181803  9.112772   32.711293    mothbeans\n",
      "591    14   58   17    30.536843  59.966647  4.605701   33.489190    mothbeans\n",
      "592    40   55   18    30.382579  40.592607  7.115994   47.954065    mothbeans\n",
      "593    18   36   23    24.018254  53.766234  7.214079   35.034044    mothbeans\n",
      "594    35   52   15    28.698413  61.147544  9.935091   65.675918    mothbeans\n",
      "595     4   59   22    29.337434  49.003231  8.914075   42.440543    mothbeans\n",
      "596    22   51   16    27.965837  61.349001  8.639586   70.104721    mothbeans\n",
      "597    33   47   17    24.868040  48.275320  8.621514   63.918765    mothbeans\n",
      "598     2   51   17    25.876823  45.963419  5.838509   38.532547    mothbeans\n",
      "599    16   51   21    31.019636  49.976752  3.532009   32.812965    mothbeans\n",
      "600    19   55   20    27.433294  87.805077  7.185301   54.733676     mungbean\n",
      "601     8   54   20    28.334043  80.772760  7.034214   38.797641     mungbean\n",
      "602    36   55   20    27.014704  84.342627  6.635969   55.296354     mungbean\n",
      "603    10   56   16    28.174327  81.045548  6.828187   36.357207     mungbean\n",
      "604    22   56   17    29.878881  87.327612  6.890780   44.752159     mungbean\n",
      "605     9   57   24    29.892328  89.715033  7.165121   42.994990     mungbean\n",
      "606    34   59   23    28.562122  83.248559  6.935804   56.482652     mungbean\n",
      "607    31   51   25    27.535929  85.570190  7.196774   53.018992     mungbean\n",
      "608     0   49   18    29.683617  87.935981  6.990095   41.824902     mungbean\n",
      "609    21   39   20    28.144485  82.119305  7.064782   46.756901     mungbean\n",
      "610    28   35   22    29.530376  86.733460  7.156563   59.872321     mungbean\n",
      "611    17   52   17    27.883529  86.451476  6.364967   44.644071     mungbean\n",
      "612    24   42   23    28.224713  82.359162  6.428054   44.012066     mungbean\n",
      "613    28   46   16    29.008124  84.960894  6.664188   45.910114     mungbean\n",
      "614    21   38   21    29.755389  86.451933  6.637677   37.546027     mungbean\n",
      "615    34   60   25    29.784167  85.169070  6.793856   40.778728     mungbean\n",
      "616    19   53   22    27.864013  80.451314  6.852885   42.830539     mungbean\n",
      "617    31   58   15    27.110265  84.967717  7.121571   51.526174     mungbean\n",
      "618    19   35   24    27.110304  83.642741  6.883308   49.119646     mungbean\n",
      "619    24   53   17    28.954512  89.078661  6.421271   57.659014     mungbean\n",
      "620    13   47   20    29.217800  87.937242  6.544502   43.138663     mungbean\n",
      "621    31   53   16    28.742010  85.816759  6.452006   48.545986     mungbean\n",
      "622    28   45   23    29.650212  80.298683  6.489259   56.762784     mungbean\n",
      "623    31   37   21    27.239250  86.404241  6.713411   37.312369     mungbean\n",
      "624    33   60   15    28.951724  81.670853  6.510841   56.511033     mungbean\n",
      "625    34   45   21    28.188371  82.606297  6.287380   37.011104     mungbean\n",
      "626    13   57   25    28.300415  86.206816  6.863086   50.473339     mungbean\n",
      "627    33   57   17    27.896361  88.717823  6.784153   57.798634     mungbean\n",
      "628    32   57   22    28.689985  87.504368  6.769416   44.565984     mungbean\n",
      "629    23   59   25    27.826262  88.731002  6.320768   56.688338     mungbean\n",
      "630    35   41   18    28.705627  81.592007  6.705009   59.870654     mungbean\n",
      "631     6   48   24    28.636281  84.614311  6.790736   48.483193     mungbean\n",
      "632    29   36   25    28.285115  88.439398  7.130279   48.566902     mungbean\n",
      "633     4   36   22    27.608874  86.133164  7.012740   43.800411     mungbean\n",
      "634    10   59   22    28.609011  86.994958  7.155685   36.946170     mungbean\n",
      "635    14   48   21    29.245990  84.800841  6.991242   53.432289     mungbean\n",
      "636     8   50   21    28.629112  89.114806  6.218924   50.499132     mungbean\n",
      "637    20   40   15    29.573295  88.075055  7.199495   45.044671     mungbean\n",
      "638    36   43   22    27.826843  87.166791  6.389882   58.372498     mungbean\n",
      "639    14   57   15    29.875702  83.147963  6.623438   40.120442     mungbean\n",
      "640    11   60   23    27.336844  88.502291  7.033013   51.098026     mungbean\n",
      "641    10   59   15    29.830404  89.304283  6.324005   58.866871     mungbean\n",
      "642     7   60   25    28.275317  82.760208  6.397637   56.049954     mungbean\n",
      "643     2   47   15    29.868601  85.991279  6.401456   58.413941     mungbean\n",
      "644    20   45   22    29.588816  89.993969  6.904587   54.961213     mungbean\n",
      "645     2   39   15    28.072196  82.911647  6.478557   49.618653     mungbean\n",
      "646    27   40   24    27.840265  89.996156  7.063022   52.846260     mungbean\n",
      "647    35   48   15    27.108181  87.451267  6.981758   55.037240     mungbean\n",
      "648     4   59   25    27.685151  81.942686  6.227134   54.622433     mungbean\n",
      "649     1   48   24    29.345946  85.604726  6.232837   59.036300     mungbean\n",
      "650    36   43   21    28.363194  84.859361  7.140438   52.930311     mungbean\n",
      "651    11   46   24    27.652802  89.806506  6.459252   56.525580     mungbean\n",
      "652    34   47   19    27.313728  85.448152  6.568795   53.152231     mungbean\n",
      "653    21   44   18    27.069100  86.899341  7.128511   50.467461     mungbean\n",
      "654    17   58   20    28.066428  85.916255  6.429379   39.238310     mungbean\n",
      "655    25   40   21    27.733291  81.139030  6.248901   44.175809     mungbean\n",
      "656     2   38   18    27.536329  89.929082  6.619891   45.485919     mungbean\n",
      "657     9   48   20    29.664616  84.281876  6.377569   56.095420     mungbean\n",
      "658    37   49   25    29.914544  85.853844  6.415460   41.390815     mungbean\n",
      "659    36   38   15    28.363639  87.598107  6.320662   57.995244     mungbean\n",
      "660    40   58   15    29.464160  87.608900  6.978400   43.154115     mungbean\n",
      "661    30   44   16    29.730130  82.891664  6.442336   50.915113     mungbean\n",
      "662     1   59   23    27.468530  87.176490  7.184399   43.784210     mungbean\n",
      "663     9   48   22    27.770763  87.099795  6.402926   49.508126     mungbean\n",
      "664    14   41   17    29.129395  88.483126  7.085982   36.450128     mungbean\n",
      "665    35   52   19    27.106068  89.895933  6.698574   37.456806     mungbean\n",
      "666    31   48   17    28.880789  86.942068  6.594739   53.797325     mungbean\n",
      "667     4   41   20    28.147209  83.800151  6.647966   37.448005     mungbean\n",
      "668    30   37   25    29.891291  80.144872  7.120032   54.796013     mungbean\n",
      "669     9   35   20    27.415035  80.980047  6.913809   40.531732     mungbean\n",
      "670    20   41   20    29.273086  89.487502  7.073048   50.924655     mungbean\n",
      "671    37   50   23    29.652969  88.485874  6.530471   56.019132     mungbean\n",
      "672    34   35   21    28.445250  82.676395  6.684381   58.187132     mungbean\n",
      "673    14   37   15    27.962357  83.975868  6.581351   48.936695     mungbean\n",
      "674    23   39   22    29.256493  81.979522  6.864839   42.024833     mungbean\n",
      "675     5   45   21    28.362914  88.009893  6.487124   43.051301     mungbean\n",
      "676    22   37   20    27.627495  86.493669  6.605733   39.261376     mungbean\n",
      "677    40   51   17    28.660863  86.121946  6.860603   50.015343     mungbean\n",
      "678    27   56   20    29.211422  87.114978  6.418743   51.538482     mungbean\n",
      "679    31   40   22    29.408894  86.160635  6.365514   53.354870     mungbean\n",
      "680    38   36   21    28.029526  84.884573  6.556373   36.120429     mungbean\n",
      "681     6   37   17    28.086572  80.350059  6.760694   38.144768     mungbean\n",
      "682     6   47   18    29.161746  80.280381  6.715277   40.165460     mungbean\n",
      "683    24   44   17    29.859691  80.034996  6.666381   50.664875     mungbean\n",
      "684    25   59   19    29.066315  83.686920  6.626630   43.951837     mungbean\n",
      "685    32   56   21    27.385390  88.666640  6.702772   58.299331     mungbean\n",
      "686     8   45   18    27.930349  85.420587  7.011031   43.250956     mungbean\n",
      "687    19   39   17    29.280862  81.800924  6.890156   44.474274     mungbean\n",
      "688    39   37   15    28.997315  83.789115  6.821747   59.844992     mungbean\n",
      "689    33   37   19    27.926786  86.554320  7.183190   43.482619     mungbean\n",
      "690    26   54   17    28.547414  88.957045  6.272588   49.489725     mungbean\n",
      "691    21   51   15    29.364884  89.188695  6.679127   48.301593     mungbean\n",
      "692    22   54   20    28.561498  83.638022  6.689825   41.013132     mungbean\n",
      "693    29   45   16    28.436835  87.913327  6.583382   43.120633     mungbean\n",
      "694     4   40   21    28.797281  80.457444  6.725551   44.300705     mungbean\n",
      "695    10   37   22    28.727527  89.127604  7.069748   58.529743     mungbean\n",
      "696     4   44   19    27.956397  83.527060  6.921994   43.257268     mungbean\n",
      "697    20   45   17    28.174587  83.696593  6.770955   37.246465     mungbean\n",
      "698    23   45   23    28.776535  86.691340  6.983130   56.124432     mungbean\n",
      "699    25   48   21    28.438097  83.489914  6.267684   52.554700     mungbean\n",
      "700    56   79   15    29.484400  63.199153  7.454532   71.890907    blackgram\n",
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      "736    21   78   19    27.161591  66.760172  6.920090   69.851123    blackgram\n",
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      "790    33   77   21    30.329922  65.629719  7.012855   71.646313    blackgram\n",
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      "794    29   70   15    30.334997  63.547189  6.872594   74.166991    blackgram\n",
      "795    58   73   16    33.369844  65.677182  6.874142   64.895175    blackgram\n",
      "796    55   77   22    31.434506  62.993035  7.760618   64.776515    blackgram\n",
      "797    42   79   23    27.716783  63.291034  6.781842   68.565080    blackgram\n",
      "798    44   77   21    32.639187  61.300905  7.326980   61.838761    blackgram\n",
      "799    38   62   25    32.747739  67.779546  7.453975   63.377844    blackgram\n",
      "800    32   76   15    28.051536  63.498022  7.604110   43.357954       lentil\n",
      "801    13   61   22    19.440843  63.277715  7.728832   46.831301       lentil\n",
      "802    38   60   20    29.848231  60.638726  7.491217   46.804526       lentil\n",
      "803    11   74   17    21.363838  69.923759  6.633865   46.635286       lentil\n",
      "804    37   71   16    26.286639  68.519667  7.324863   46.138330       lentil\n",
      "805    29   71   18    22.175000  62.138738  6.410441   53.466226       lentil\n",
      "806     2   72   18    26.575975  60.978766  7.836720   50.891107       lentil\n",
      "807     6   59   21    26.589725  66.140077  6.139216   50.909945       lentil\n",
      "808    13   64   20    19.134577  62.575269  6.590571   36.469470       lentil\n",
      "809     8   58   17    28.752731  69.156401  7.286050   35.154262       lentil\n",
      "810     6   77   20    25.787463  60.281630  6.058306   49.143372       lentil\n",
      "811     2   75   22    23.892719  61.787794  6.658605   52.557301       lentil\n",
      "812     3   69   23    28.674088  63.188330  7.299361   42.960186       lentil\n",
      "813    27   80   24    28.420628  61.773363  7.815211   49.023668       lentil\n",
      "814    39   78   15    21.354995  62.601363  5.925392   41.782198       lentil\n",
      "815    40   79   17    21.126956  63.187385  6.403684   38.718345       lentil\n",
      "816    37   62   22    24.020379  61.623133  7.397546   49.781026       lentil\n",
      "817    31   60   24    25.404744  65.856754  7.722336   51.920573       lentil\n",
      "818    22   67   22    29.030176  64.491666  7.475927   54.939377       lentil\n",
      "819     3   78   18    20.213682  68.652577  6.887130   50.897330       lentil\n",
      "820     4   80   16    29.195855  68.019657  7.441977   44.932619       lentil\n",
      "821    13   61   24    18.297836  69.689762  7.629910   49.391115       lentil\n",
      "822    12   66   20    27.414350  63.417860  7.336117   44.431775       lentil\n",
      "823     4   61   21    24.840640  60.091166  6.750205   48.777904       lentil\n",
      "824     9   60   21    29.944139  67.313231  7.521780   40.371137       lentil\n",
      "825    18   66   22    25.879903  67.551090  6.347379   47.896452       lentil\n",
      "826    32   56   18    20.046771  65.843953  7.135252   46.053331       lentil\n",
      "827     6   72   15    22.994520  66.708972  7.670178   54.490442       lentil\n",
      "828    15   77   20    25.131636  66.926424  7.399749   49.040156       lentil\n",
      "829     0   65   24    28.495844  62.446162  7.841496   53.145310       lentil\n",
      "830    30   79   22    18.287661  69.485151  6.254217   48.604494       lentil\n",
      "831     3   63   16    24.380419  61.184582  6.868882   53.139467       lentil\n",
      "832     2   78   23    21.318521  66.439346  7.320515   45.426168       lentil\n",
      "833    10   78   18    18.541418  62.706376  6.296977   44.078197       lentil\n",
      "834    14   67   25    25.287106  60.859935  7.241152   49.373700       lentil\n",
      "835    39   65   23    25.434598  69.126134  7.685959   41.026829       lentil\n",
      "836    19   72   15    28.836010  69.761129  6.890760   44.085625       lentil\n",
      "837    18   57   21    27.376596  63.939278  6.155916   49.473718       lentil\n",
      "838    31   58   15    28.318869  60.194614  6.167855   45.365213       lentil\n",
      "839    28   58   25    27.481865  62.048150  6.861640   37.811240       lentil\n",
      "840     5   65   19    18.280722  68.103654  6.978362   48.802533       lentil\n",
      "841    16   65   19    27.612050  69.297862  7.043160   42.723744       lentil\n",
      "842    34   65   19    23.439747  63.220117  5.942392   45.402773       lentil\n",
      "843    14   69   19    20.956285  63.681288  7.239455   52.398812       lentil\n",
      "844    22   55   16    23.793715  68.032092  6.516318   49.739221       lentil\n",
      "845    24   61   17    22.637142  65.445449  6.233269   38.304111       lentil\n",
      "846     2   79   15    21.535779  65.472277  7.505284   35.751076       lentil\n",
      "847    26   63   17    29.878546  65.730852  6.950301   44.956548       lentil\n",
      "848    27   61   15    25.265329  67.100046  6.958055   48.339412       lentil\n",
      "849    24   70   16    25.178853  68.933073  6.548035   35.034848       lentil\n",
      "850    13   74   25    24.121926  61.095335  6.461619   44.236293       lentil\n",
      "851     6   64   23    23.335652  67.404607  7.065264   36.186787       lentil\n",
      "852    12   58   23    21.746001  63.395032  6.765091   50.433061       lentil\n",
      "853    32   79   22    27.601955  63.461707  5.916454   54.378142       lentil\n",
      "854     6   68   18    24.388717  62.504531  6.711341   47.260525       lentil\n",
      "855    10   79   20    24.982875  66.895409  6.379881   38.213706       lentil\n",
      "856    38   77   22    28.234829  69.315996  6.313284   35.368314       lentil\n",
      "857    17   74   17    26.030270  69.558631  7.393211   37.113958       lentil\n",
      "858    26   68   24    28.048496  64.076919  7.504931   37.158250       lentil\n",
      "859    23   75   17    24.874255  64.002139  7.198076   48.281375       lentil\n",
      "860    32   78   22    23.970814  62.355576  7.007038   53.409060       lentil\n",
      "861    19   79   19    20.060040  67.762526  6.677263   42.895091       lentil\n",
      "862    22   60   18    19.592210  61.286334  6.743980   41.770489       lentil\n",
      "863    28   69   16    29.770131  66.293270  6.547362   35.696741       lentil\n",
      "864     1   67   21    27.521354  60.536577  6.551578   48.064913       lentil\n",
      "865    12   67   23    25.628962  63.149098  6.585020   45.496840       lentil\n",
      "866    36   67   20    20.390783  60.475289  6.924042   53.315086       lentil\n",
      "867    28   70   21    25.390384  60.498966  7.437374   39.183745       lentil\n",
      "868    12   71   19    24.910796  60.713674  7.142611   42.197404       lentil\n",
      "869    22   68   16    27.704968  63.209150  7.746724   37.461607       lentil\n",
      "870    26   66   22    18.064861  65.103435  6.300479   51.549228       lentil\n",
      "871    16   65   16    18.130278  62.458516  6.078724   50.612852       lentil\n",
      "872    14   59   22    23.827235  67.898153  6.766607   46.907251       lentil\n",
      "873    33   59   19    23.193053  62.747108  7.641024   49.552133       lentil\n",
      "874    21   63   17    25.089661  68.175431  6.559682   41.454866       lentil\n",
      "875     0   69   21    25.869282  61.883211  7.072923   36.682840       lentil\n",
      "876    10   75   17    18.439660  68.053950  7.732195   39.009921       lentil\n",
      "877    30   61   18    27.149111  67.026643  6.157783   52.508127       lentil\n",
      "878     0   74   17    23.333759  64.505158  7.240988   47.015107       lentil\n",
      "879    35   74   22    26.723001  62.968418  6.898906   42.872749       lentil\n",
      "880     7   63   24    19.557508  64.452683  6.818681   53.046694       lentil\n",
      "881     9   56   17    26.137083  66.772921  6.261938   46.482807       lentil\n",
      "882    14   74   15    27.999903  65.576534  6.493037   49.940431       lentil\n",
      "883    14   76   20    29.059412  62.106524  7.042475   36.501137       lentil\n",
      "884    36   65   16    25.712698  64.112333  7.692014   50.170678       lentil\n",
      "885    28   67   21    21.797926  63.730861  6.250994   46.623702       lentil\n",
      "886    28   79   16    24.706264  60.268542  6.052185   53.124429       lentil\n",
      "887    40   61   22    20.949818  65.810876  7.002216   44.239130       lentil\n",
      "888    10   70   19    24.849184  68.980884  7.272428   41.610805       lentil\n",
      "889    12   80   19    21.910410  65.216625  5.962001   36.102114       lentil\n",
      "890    37   77   20    25.933820  68.705330  7.080506   51.023728       lentil\n",
      "891     0   67   22    29.821121  69.407321  6.593798   51.564611       lentil\n",
      "892     7   73   25    27.521856  63.132153  7.288057   45.208411       lentil\n",
      "893    10   56   18    27.996279  68.642859  7.327110   46.105852       lentil\n",
      "894    39   70   15    20.767748  63.901642  6.366356   47.927155       lentil\n",
      "895    26   56   22    23.052764  60.424786  7.011121   52.602853       lentil\n",
      "896     9   77   17    21.658458  63.583371  6.280726   38.076594       lentil\n",
      "897     4   59   19    26.250703  67.627797  7.621495   40.810630       lentil\n",
      "898    34   73   15    20.971953  63.831799  7.630424   53.102079       lentil\n",
      "899    33   77   15    23.897364  66.321020  7.802212   40.745368       lentil\n",
      "900     2   24   38    24.559816  91.635362  5.922936  111.968462  pomegranate\n",
      "901     6   18   37    19.656901  89.937010  5.937650  108.045893  pomegranate\n",
      "902     8   26   36    18.783596  87.402477  6.804781  102.518476  pomegranate\n",
      "903    37   18   39    24.146963  94.511066  6.424671  110.231663  pomegranate\n",
      "904     0   27   38    22.445813  89.901470  6.738016  109.390600  pomegranate\n",
      "905    31   25   38    24.962732  92.405014  6.497367  109.416919  pomegranate\n",
      "906    21   21   38    22.552606  89.325949  6.327674  104.895564  pomegranate\n",
      "907     6   30   40    22.770356  91.454985  6.361374  106.965920  pomegranate\n",
      "908    25   27   41    19.200904  94.276596  6.923509  108.042355  pomegranate\n",
      "909    15   11   38    23.128082  92.683284  6.630646  109.393016  pomegranate\n",
      "910    14    5   36    24.926391  85.190981  5.832526  104.769380  pomegranate\n",
      "911    16   10   41    24.774645  85.636087  6.738994  105.759581  pomegranate\n",
      "912    36    7   37    19.867118  86.355902  5.782436  108.316886  pomegranate\n",
      "913     4   20   41    24.266013  93.797406  6.537043  104.537511  pomegranate\n",
      "914    29   22   40    23.626002  89.732667  6.145104  107.683687  pomegranate\n",
      "915    16   15   42    19.678321  89.089357  6.890784  108.546863  pomegranate\n",
      "916    18   27   41    22.365094  92.308824  7.175344  104.821633  pomegranate\n",
      "917    11   18   42    21.579369  94.882677  5.938529  102.859338  pomegranate\n",
      "918     5   15   38    18.262332  88.167791  5.709380  108.075673  pomegranate\n",
      "919    18   23   44    23.710281  89.617942  6.184400  105.649991  pomegranate\n",
      "920     9    8   40    22.487201  89.922488  6.553510  111.663158  pomegranate\n",
      "921    40   27   45    21.660250  94.793974  5.885638  112.434969  pomegranate\n",
      "922    22   23   44    20.130372  89.315051  6.143875  107.341691  pomegranate\n",
      "923     9   16   39    18.411644  91.119272  6.101199  105.183498  pomegranate\n",
      "924    12   29   40    19.682912  89.752730  6.594037  111.281855  pomegranate\n",
      "925     0   17   42    23.202426  91.194427  6.859841  109.094632  pomegranate\n",
      "926     2   21   44    18.921572  87.312903  6.568934  102.801327  pomegranate\n",
      "927    28    6   40    22.106214  91.340396  6.769856  106.870480  pomegranate\n",
      "928     8   23   44    18.474124  89.689197  7.130838  108.475851  pomegranate\n",
      "929    29   16   36    19.810694  88.929443  5.740338  102.860084  pomegranate\n",
      "930    17   18   43    24.488084  90.836872  5.843005  103.196934  pomegranate\n",
      "931    34   21   42    18.759277  89.934576  6.648687  111.019674  pomegranate\n",
      "932    21   23   42    19.541281  90.297518  6.902751  104.373988  pomegranate\n",
      "933    25   17   40    18.912512  87.749385  6.608024  111.280052  pomegranate\n",
      "934     8   25   36    19.913305  94.950314  6.828522  104.027706  pomegranate\n",
      "935    26   18   42    19.726205  89.649342  6.910375  108.228728  pomegranate\n",
      "936     4   19   42    23.831859  87.840346  6.306606  111.223272  pomegranate\n",
      "937    36   24   41    24.944676  94.257027  7.009180  103.879935  pomegranate\n",
      "938     5   24   40    24.692258  93.870301  6.297908  104.673545  pomegranate\n",
      "939    19   17   39    24.724856  85.560832  6.728599  111.278758  pomegranate\n",
      "940    39   30   38    20.126449  87.596296  6.965157  108.065579  pomegranate\n",
      "941     5   29   44    21.024329  93.056950  5.578096  104.784701  pomegranate\n",
      "942     4   24   43    22.404235  88.150834  7.199504  109.869520  pomegranate\n",
      "943    38   21   35    20.336911  89.380038  5.841367  110.965314  pomegranate\n",
      "944    37   11   36    24.247796  85.560333  6.710143  106.921603  pomegranate\n",
      "945     9   25   41    24.815301  91.908430  5.972715  109.285342  pomegranate\n",
      "946    29   22   43    19.663298  87.951581  5.561852  106.038081  pomegranate\n",
      "947     5   21   38    22.433780  90.339656  6.107055  112.459697  pomegranate\n",
      "948    22   26   38    22.920523  85.129122  6.988035  110.243784  pomegranate\n",
      "949     4   18   37    22.918432  85.406950  7.131475  106.281771  pomegranate\n",
      "950    21    6   41    24.882445  89.396862  7.086948  107.195171  pomegranate\n",
      "951    29   21   45    23.409815  93.132770  6.749260  105.224074  pomegranate\n",
      "952    23    5   44    21.207254  94.263047  7.163005  107.566080  pomegranate\n",
      "953    13    7   43    18.202304  91.122822  7.013482  109.662397  pomegranate\n",
      "954     5   13   37    22.343757  89.787035  5.648244  103.318307  pomegranate\n",
      "955    27   24   41    24.327701  90.882928  6.610251  110.460646  pomegranate\n",
      "956     7   23   35    19.750885  88.716912  7.054314  102.553804  pomegranate\n",
      "957    12   20   39    19.861736  86.197409  6.026999  111.021793  pomegranate\n",
      "958     4   19   43    18.071330  93.145549  5.779427  106.360202  pomegranate\n",
      "959     3    9   45    23.891626  89.618502  6.535244  104.617522  pomegranate\n",
      "960     1   27   36    23.985988  93.342366  5.684995  104.991282  pomegranate\n",
      "961    23   30   44    20.938929  85.429129  6.124761  103.029594  pomegranate\n",
      "962    24   21   42    20.822107  87.228157  6.999014  109.442993  pomegranate\n",
      "963    13   30   37    20.864749  91.617936  6.277149  106.868564  pomegranate\n",
      "964    40   11   44    24.458400  86.108746  6.322396  111.377969  pomegranate\n",
      "965    21    9   40    24.511477  90.644987  5.956402  105.620995  pomegranate\n",
      "966     3   27   44    24.568112  92.030092  6.591303  110.963389  pomegranate\n",
      "967    40   29   42    24.632287  89.015745  7.104095  110.695618  pomegranate\n",
      "968    14   25   40    20.073865  90.978197  6.407872  103.708405  pomegranate\n",
      "969    38   14   37    21.805231  94.636129  6.658403  102.648885  pomegranate\n",
      "970    34    9   36    22.812265  86.342338  6.276039  110.443229  pomegranate\n",
      "971    32   14   37    22.730313  88.485679  6.825256  104.684324  pomegranate\n",
      "972    18   21   35    23.280123  94.943305  6.368561  111.138210  pomegranate\n",
      "973     8   23   38    19.301063  87.177517  7.005411  105.476659  pomegranate\n",
      "974    15    6   41    19.008707  88.837681  6.897368  108.679398  pomegranate\n",
      "975     0    5   36    24.351938  90.886124  6.152907  105.529185  pomegranate\n",
      "976    22    9   44    24.722355  88.876513  5.744362  112.192652  pomegranate\n",
      "977    14    8   43    21.925139  94.464853  7.051655  111.716202  pomegranate\n",
      "978    31   11   45    24.839544  86.887381  6.034613  107.643577  pomegranate\n",
      "979    39   17   45    18.096911  90.421774  6.924491  104.881890  pomegranate\n",
      "980    10    5   42    20.241049  91.087068  6.887006  109.253773  pomegranate\n",
      "981     8   28   38    23.225940  94.429714  6.844402  105.691786  pomegranate\n",
      "982    32   13   42    23.501282  92.975275  5.786058  106.619050  pomegranate\n",
      "983    18    9   40    19.446231  89.021270  5.627186  106.160683  pomegranate\n",
      "984    20   27   41    20.513435  92.516759  5.700089  110.576402  pomegranate\n",
      "985    39   25   36    18.902230  94.998975  5.567805  107.610321  pomegranate\n",
      "986    20    7   45    18.905923  89.241268  6.077886  112.475094  pomegranate\n",
      "987    11   10   45    22.630452  88.455772  6.397996  109.035760  pomegranate\n",
      "988    40   18   43    19.386038  86.790585  5.767373  109.913098  pomegranate\n",
      "989     3   26   39    24.383190  91.194316  7.079973  103.601211  pomegranate\n",
      "990     9   16   36    23.779890  92.933869  5.893332  106.977723  pomegranate\n",
      "991    30   20   38    22.598902  93.163439  7.058223  110.093290  pomegranate\n",
      "992    40    9   41    24.377668  85.401712  5.782707  106.128338  pomegranate\n",
      "993    40   30   35    20.892733  91.077770  6.269664  104.440708  pomegranate\n",
      "994    32   25   35    18.099032  85.707863  5.892914  107.005098  pomegranate\n",
      "995    33   23   45    20.002190  85.836182  7.116539  112.337046  pomegranate\n",
      "996     4   14   41    19.851393  89.807323  6.430163  102.818636  pomegranate\n",
      "997    13   17   45    21.254336  92.650589  7.159521  106.278467  pomegranate\n",
      "998    39   24   39    23.653741  93.326575  6.431266  109.807618  pomegranate\n",
      "999     8   28   37    23.884048  86.206138  6.082572  108.312179  pomegranate\n",
      "1000   91   94   46    29.367924  76.249001  6.149934   92.828409       banana\n",
      "1001  105   95   50    27.333690  83.676752  5.849076  101.049479       banana\n",
      "1002  108   92   53    27.400536  82.962213  6.276800  104.937800       banana\n",
      "1003   86   76   54    29.315908  80.115857  5.926825   90.109781       banana\n",
      "1004   80   77   49    26.054330  79.396545  5.519088  113.229737       banana\n",
      "1005   93   94   53    25.866324  84.423793  6.079179  114.535750       banana\n",
      "1006   90   92   55    27.009321  80.185468  6.134656   97.325317       banana\n",
      "1007  108   89   53    29.550548  78.067628  5.808498   99.344822       banana\n",
      "1008  108   88   55    26.288460  83.390039  5.891458  113.872980       banana\n",
      "1009  105   77   52    29.162266  76.161516  5.816622  100.007568       banana\n",
      "1010  118   88   52    28.650039  82.687525  5.843163   98.750844       banana\n",
      "1011  101   87   54    29.073111  76.500452  6.376757  100.169264       banana\n",
      "1012   95   75   50    28.081661  75.264298  5.623616  118.276189       banana\n",
      "1013  106   85   53    27.199460  78.808607  5.915055   99.724308       banana\n",
      "1014   86   95   49    28.054841  78.046029  6.458715  108.395718       banana\n",
      "1015   83   79   55    25.147480  83.346882  5.565029   98.666794       banana\n",
      "1016   85   95   47    25.940190  78.342210  6.211833  119.847970       banana\n",
      "1017  109   79   45    27.667528  79.685428  6.490074  108.664640       banana\n",
      "1018  100   76   45    25.567030  75.940677  5.590236  102.786772       banana\n",
      "1019  117   86   48    28.695620  82.541958  6.225225  116.161684       banana\n",
      "1020  114   94   53    26.335449  76.853201  6.190757  118.685826       banana\n",
      "1021  110   78   50    25.937302  78.898644  5.915569   98.217475       banana\n",
      "1022   94   70   48    25.136865  84.883944  6.195152   91.464425       banana\n",
      "1023   80   71   47    27.505277  80.797840  6.156373  105.077699       banana\n",
      "1024  114   79   51    26.210092  82.344295  6.313197  112.070003       banana\n",
      "1025   88   78   45    29.104035  79.195886  6.324270   92.078358       banana\n",
      "1026  112   73   48    29.244064  77.320172  5.707489   90.667279       banana\n",
      "1027  117   76   47    25.562022  77.382290  6.119216   93.102472       banana\n",
      "1028  111   87   48    26.398551  81.360289  5.571401   98.167520       banana\n",
      "1029   89   83   47    28.095776  77.795868  5.631272  109.540861       banana\n",
      "1030   93   91   47    27.847679  83.311108  6.101242  117.287891       banana\n",
      "1031   92   81   52    27.393416  81.465483  6.438137   94.311021       banana\n",
      "1032  105   74   45    25.145176  81.382041  6.098369  119.218154       banana\n",
      "1033  102   71   48    28.654563  79.286937  5.695268  102.463378       banana\n",
      "1034   94   91   51    29.160934  76.674842  5.618094  109.575944       banana\n",
      "1035  116   71   47    27.572781  82.063888  6.435786   91.342765       banana\n",
      "1036  117   79   49    25.409099  82.362081  6.176644  112.979480       banana\n",
      "1037  119   72   55    25.990695  83.339831  6.220644  112.077715       banana\n",
      "1038   99   73   53    26.290390  81.060038  5.871702  118.673037       banana\n",
      "1039   91   84   52    29.148272  78.710248  6.390742  117.536781       banana\n",
      "1040   80   90   47    26.597436  79.358989  6.210845  107.394472       banana\n",
      "1041  101   70   48    25.360592  75.031933  6.012697  116.553145       banana\n",
      "1042  108   89   53    29.120369  80.180807  5.908770  112.398206       banana\n",
      "1043  100   80   52    27.539114  77.256299  6.049802  110.326212       banana\n",
      "1044  109   91   53    29.667273  83.510142  6.010096  110.251110       banana\n",
      "1045   82   78   46    25.058022  84.973237  5.738679  110.440880       banana\n",
      "1046  106   70   55    25.868248  78.523999  5.740555  116.301956       banana\n",
      "1047   90   86   52    25.850370  81.955805  5.793260  119.085617       banana\n",
      "1048   83   95   50    26.516823  77.799136  5.509471  108.854751       banana\n",
      "1049  119   90   48    28.667251  79.592425  5.986442  118.258344       banana\n",
      "1050  107   72   45    28.149389  81.544489  5.790768   91.405084       banana\n",
      "1051  116   81   55    26.423133  83.699504  5.915546   95.123221       banana\n",
      "1052  101   75   50    26.593864  81.407403  6.242528  109.982555       banana\n",
      "1053   93   81   50    27.718225  76.578532  6.036079  102.209984       banana\n",
      "1054   95   75   45    28.983334  82.959582  5.829899  109.022564       banana\n",
      "1055  107   71   55    29.420179  83.967545  6.088064  117.229079       banana\n",
      "1056   83   94   47    27.398723  81.105234  6.469371  112.135538       banana\n",
      "1057  102   73   54    26.402023  84.410076  5.720727  111.016226       banana\n",
      "1058   86   79   45    27.812515  82.692854  5.807664   99.209615       banana\n",
      "1059  117   86   53    25.196402  83.558299  5.703382  115.858608       banana\n",
      "1060  111   79   53    28.311933  75.773638  6.165001  119.695765       banana\n",
      "1061   95   74   50    25.901131  80.471527  6.002482  110.103230       banana\n",
      "1062   91   75   55    27.486130  76.112398  6.212369  109.276885       banana\n",
      "1063   93   83   46    29.382540  83.504237  5.765309  109.248665       banana\n",
      "1064   92   85   51    29.221186  81.081836  5.740765  108.861647       banana\n",
      "1065  104   80   54    27.090622  81.335069  5.879119  110.133118       banana\n",
      "1066  103   72   51    26.126434  81.813650  6.099479  104.481286       banana\n",
      "1067   92   75   45    29.012077  77.951925  5.674403   90.434954       banana\n",
      "1068   93   85   49    27.967991  79.286257  5.694244  119.476556       banana\n",
      "1069  120   87   52    28.076445  76.055221  5.905495  118.992357       banana\n",
      "1070  108   72   46    25.162782  84.978492  6.110845   90.945546       banana\n",
      "1071  105   88   54    25.787498  84.511942  6.020445  114.200546       banana\n",
      "1072   98   79   50    25.341198  84.473213  6.435917   91.064934       banana\n",
      "1073  111   88   55    29.447954  78.349715  5.505394   96.450426       banana\n",
      "1074   97   74   45    26.475226  78.518338  5.677720  113.116109       banana\n",
      "1075   95   82   48    27.394896  83.311720  5.719015   92.781336       banana\n",
      "1076   89   91   55    25.083474  80.261731  6.275572   94.329615       banana\n",
      "1077   89   85   55    26.671984  76.485417  6.275385   91.733586       banana\n",
      "1078  118   88   51    25.449262  79.492220  6.201912  100.661917       banana\n",
      "1079  101   92   45    28.227767  80.643038  5.758054   98.004030       banana\n",
      "1080   99   92   47    28.127951  77.482471  6.323934  103.504540       banana\n",
      "1081   82   77   46    28.947047  82.188900  5.901101   95.830164       banana\n",
      "1082   90   86   55    27.962368  84.154036  5.644487   97.559867       banana\n",
      "1083   95   88   52    28.003160  78.900860  6.235462   94.681803       banana\n",
      "1084  104   73   46    29.140092  80.119023  6.282362   90.451429       banana\n",
      "1085  102   73   52    27.912210  83.363077  6.356091   90.242115       banana\n",
      "1086  100   74   52    25.434805  81.539778  5.837258   96.478004       banana\n",
      "1087   94   89   48    28.559810  84.516023  5.653438  111.084303       banana\n",
      "1088   99   70   46    26.595808  82.995567  5.727470  100.512334       banana\n",
      "1089  112   87   48    27.197116  77.397063  6.200111   99.469505       banana\n",
      "1090  117   82   45    25.293915  79.291222  5.614471  105.422025       banana\n",
      "1091   96   86   51    29.908885  76.987408  6.257370   91.999647       banana\n",
      "1092  113   85   45    27.949725  76.637134  6.037431  109.092163       banana\n",
      "1093  105   93   46    25.010185  78.762609  5.760458  108.369051       banana\n",
      "1094   85   89   51    29.211449  84.701899  6.158164  108.550144       banana\n",
      "1095  108   94   47    27.359116  84.546250  6.387431   90.812505       banana\n",
      "1096   92   81   52    28.010680  76.528081  5.891414  103.704078       banana\n",
      "1097  110   71   54    28.672089  82.207936  5.725419   94.379875       banana\n",
      "1098   82   75   55    27.345851  78.487383  6.281070   92.155243       banana\n",
      "1099  117   81   53    29.507046  78.205856  5.507642   98.125658       banana\n",
      "1100    2   40   27    29.737700  47.548852  5.954627   90.095869        mango\n",
      "1101   39   24   31    33.556956  53.729798  4.757115   98.675276        mango\n",
      "1102   21   26   27    27.003155  47.675254  5.699587   95.851183        mango\n",
      "1103   25   22   25    33.561502  45.535566  5.977414   95.705259        mango\n",
      "1104    0   21   32    35.898556  54.259642  6.430139   92.197217        mango\n",
      "1105   20   19   35    34.177198  50.621616  6.113935   98.006880        mango\n",
      "1106   19   21   34    30.015926  53.192124  5.074273   97.728432        mango\n",
      "1107   18   17   31    31.745921  45.161279  5.667508   93.754416        mango\n",
      "1108   11   36   33    35.990097  52.227805  5.978634   95.371348        mango\n",
      "1109   30   28   30    31.866414  52.193316  5.064613   98.467686        mango\n",
      "1110   18   19   27    27.755187  52.346058  4.772386   94.112133        mango\n",
      "1111   23   23   27    34.724132  51.427178  5.161149   97.312581        mango\n",
      "1112   37   30   34    27.539075  53.635495  6.797779   99.354082        mango\n",
      "1113   11   27   30    27.696378  48.562249  6.394743   89.856465        mango\n",
      "1114   12   19   31    27.253734  52.663197  5.566704   91.873125        mango\n",
      "1115    3   28   33    30.337239  48.887048  5.755050   94.428505        mango\n",
      "1116   37   38   32    31.857449  45.531063  5.417341   91.558458        mango\n",
      "1117   26   37   30    35.399863  49.459626  6.166174   97.410540        mango\n",
      "1118   14   18   30    29.807472  52.137979  5.191265   95.746061        mango\n",
      "1119   40   16   35    34.164389  54.164823  4.954740   98.333511        mango\n",
      "1120    4   20   25    28.932702  47.940540  5.664587   99.983424        mango\n",
      "1121   36   25   33    27.983928  53.330189  5.548585   99.614657        mango\n",
      "1122   30   17   31    31.204782  54.499605  6.804437   94.629547        mango\n",
      "1123   28   37   28    32.134097  50.525591  6.097870   98.633337        mango\n",
      "1124   38   15   30    28.918620  48.139745  5.075505   97.013316        mango\n",
      "1125   12   37   30    31.097791  47.411967  4.546466   90.286243        mango\n",
      "1126   38   19   31    34.738239  49.088643  5.855119   90.650222        mango\n",
      "1127    8   33   29    29.980805  49.486133  6.442393   91.822716        mango\n",
      "1128   15   27   28    33.803987  46.128661  4.507524   90.825492        mango\n",
      "1129   34   16   25    30.072026  50.960405  6.107296   92.096098        mango\n",
      "1130   11   36   31    27.920633  51.779659  6.475449  100.258567        mango\n",
      "1131   33   29   34    31.409488  49.217291  6.832980   92.997394        mango\n",
      "1132   12   31   26    35.787774  51.941903  5.395276  100.216061        mango\n",
      "1133   12   34   28    33.361401  45.022364  6.135269   98.815965        mango\n",
      "1134    5   16   31    35.960546  48.696778  4.555689   98.006442        mango\n",
      "1135    1   30   29    28.333333  51.395865  6.434198   91.672418        mango\n",
      "1136   16   35   31    32.276520  50.193688  5.316876   95.994871        mango\n",
      "1137   35   18   26    31.994905  50.848813  5.279389   97.387415        mango\n",
      "1138    4   40   26    27.582589  48.569162  6.720042   95.844564        mango\n",
      "1139    9   29   34    29.384716  45.887447  5.727423  100.812466        mango\n",
      "1140    2   38   33    32.386975  53.232824  4.691396   90.216332        mango\n",
      "1141   26   32   32    30.914715  49.929639  6.810186   90.140478        mango\n",
      "1142   34   38   31    35.377756  45.581100  6.454045   97.415864        mango\n",
      "1143    5   32   33    32.323622  52.589677  5.842764   93.367188        mango\n",
      "1144   31   29   26    28.223734  47.405191  5.024125   97.768323        mango\n",
      "1145   34   34   35    27.274332  47.168081  6.422711   95.257992        mango\n",
      "1146   36   19   32    27.107108  50.708810  4.942950   92.372389        mango\n",
      "1147    7   17   26    34.892267  48.756134  6.414527   91.630745        mango\n",
      "1148   38   15   27    33.746269  48.503876  6.777788   92.264392        mango\n",
      "1149    5   19   25    27.351106  54.439451  6.441328   96.277925        mango\n",
      "1150   37   36   26    32.893002  52.613240  4.650536   94.491614        mango\n",
      "1151   21   31   32    35.385987  51.426642  5.254532   90.296439        mango\n",
      "1152   37   36   27    27.552974  47.908591  5.910635   90.403327        mango\n",
      "1153   23   23   30    32.821411  47.455538  4.755274   90.891731        mango\n",
      "1154   36   26   26    30.172941  51.084590  6.814630   95.234443        mango\n",
      "1155   24   33   35    29.263829  54.822579  5.342866  100.758623        mango\n",
      "1156   26   18   30    32.060972  51.084942  6.336235   96.598165        mango\n",
      "1157   22   17   26    28.698181  47.718757  4.754435   99.642454        mango\n",
      "1158   11   34   32    29.143050  49.409833  6.831707   97.551555        mango\n",
      "1159   29   35   28    28.347161  53.539031  6.967418   90.402604        mango\n",
      "1160   22   28   26    27.672562  45.416920  4.947683   92.849915        mango\n",
      "1161   23   24   32    28.121809  46.168886  5.630620   93.302474        mango\n",
      "1162    1   35   34    30.793757  46.695368  6.273398   92.213186        mango\n",
      "1163    2   24   34    28.894094  54.807502  6.472775   94.763230        mango\n",
      "1164   39   37   25    33.330248  45.611436  6.953247   98.285830        mango\n",
      "1165   15   36   27    27.789125  53.968867  5.643710   91.011530        mango\n",
      "1166    3   18   31    31.653334  48.206627  6.392314   91.097456        mango\n",
      "1167    8   38   32    29.751508  46.737233  4.981817   91.405983        mango\n",
      "1168   33   31   34    31.329956  50.222876  5.421265   89.782162        mango\n",
      "1169   14   29   32    35.636273  48.970478  6.942520   97.519520        mango\n",
      "1170   18   20   26    31.665247  51.985946  5.435841   89.980243        mango\n",
      "1171    9   21   32    32.269353  53.560928  5.870116   95.940354        mango\n",
      "1172   20   30   27    27.810056  51.594455  4.749104   95.898986        mango\n",
      "1173    9   38   25    34.585615  50.340353  5.497947  100.306072        mango\n",
      "1174   26   24   34    31.271810  52.238102  6.811291   89.744090        mango\n",
      "1175   31   36   29    33.936799  52.721703  6.460543   97.461192        mango\n",
      "1176   14   18   35    31.091542  47.020584  4.791147   91.466643        mango\n",
      "1177   40   16   35    31.893563  49.024501  6.484152   89.593715        mango\n",
      "1178   28   27   34    32.454653  50.696938  6.526654   95.048716        mango\n",
      "1179    0   17   30    35.474783  47.972305  6.279134   97.790725        mango\n",
      "1180    1   29   29    27.329614  49.303472  6.052026   93.531974        mango\n",
      "1181    2   36   31    30.902252  49.959555  5.731719   91.775226        mango\n",
      "1182   12   27   26    29.093823  45.566106  5.323072   96.235200        mango\n",
      "1183    7   28   35    30.020862  46.783938  4.669108   96.637210        mango\n",
      "1184    0   36   26    34.130722  51.257862  5.101206   96.388080        mango\n",
      "1185   26   35   31    33.446199  53.059805  5.339557   98.050894        mango\n",
      "1186   27   21   30    35.391546  52.488231  5.061082   91.228811        mango\n",
      "1187   22   38   31    31.533564  53.060093  5.821106   98.570250        mango\n",
      "1188   22   18   31    30.764552  47.937915  5.956027   90.385035        mango\n",
      "1189   28   23   28    30.018213  50.098318  5.676033   96.087451        mango\n",
      "1190    7   31   27    31.328637  47.593196  6.524114   94.673447        mango\n",
      "1191   29   34   26    33.880048  54.394160  6.273954   89.291476        mango\n",
      "1192    8   37   33    28.078027  54.964053  6.128168   97.453736        mango\n",
      "1193   39   16   27    35.538450  52.946419  4.934965   91.545604        mango\n",
      "1194   40   24   25    28.705952  50.440301  5.445008   95.894644        mango\n",
      "1195   19   38   26    31.484517  48.779263  4.525722   93.172220        mango\n",
      "1196   21   21   30    27.698193  51.415932  5.403908  100.772070        mango\n",
      "1197   22   18   33    30.412358  52.481006  6.621624   93.923759        mango\n",
      "1198   31   20   30    32.177520  54.013527  6.207496   91.887661        mango\n",
      "1199   18   26   31    32.611261  47.749165  5.418475   91.101908        mango\n",
      "1200   24  130  195    29.996772  81.541566  6.112306   67.125345       grapes\n",
      "1201   13  144  204    30.728040  82.426141  6.092242   68.381355       grapes\n",
      "1202   22  123  205    32.445778  83.885049  5.896343   68.739325       grapes\n",
      "1203   36  125  196    37.465668  80.659687  6.155261   66.838723       grapes\n",
      "1204   24  131  196    22.032962  83.743728  5.732454   65.344408       grapes\n",
      "1205    2  123  198    39.648519  82.210799  6.253035   70.399061       grapes\n",
      "1206   35  140  197    16.775573  82.752419  6.106191   66.762855       grapes\n",
      "1207   11  122  195    12.141907  83.568125  5.647202   69.631220       grapes\n",
      "1208    6  123  203    12.756796  81.624974  6.130310   66.778446       grapes\n",
      "1209   17  134  204    39.040720  80.183933  6.499605   73.884670       grapes\n",
      "1210   25  130  197    39.707722  82.685935  5.554832   74.915062       grapes\n",
      "1211   27  145  205     9.467960  82.293355  5.800243   66.027652       grapes\n",
      "1212    9  122  201    29.587484  80.919344  5.570291   68.064173       grapes\n",
      "1213   16  139  203    17.828037  80.960934  6.275641   65.847488       grapes\n",
      "1214   32  141  204     8.825675  82.897537  5.536646   67.235765       grapes\n",
      "1215   22  138  195    27.834871  83.514450  6.208197   73.028828       grapes\n",
      "1216   31  144  202    11.021054  80.555572  5.870601   68.239632       grapes\n",
      "1217    3  136  205    17.586294  80.848066  6.334771   71.406545       grapes\n",
      "1218   28  122  197    19.893639  82.733664  5.856575   69.662568       grapes\n",
      "1219    4  136  204    29.937076  81.777135  5.898944   65.522793       grapes\n",
      "1220   39  145  201    36.731266  80.589319  5.775600   72.242308       grapes\n",
      "1221   38  132  197    20.420948  81.541850  5.931102   66.930657       grapes\n",
      "1222   36  133  198    25.519397  83.983517  6.228645   69.172812       grapes\n",
      "1223   25  121  201    30.507348  82.717756  5.594241   70.082004       grapes\n",
      "1224   15  125  199    18.426994  80.556259  5.569230   69.757343       grapes\n",
      "1225   24  140  205    12.087022  83.593987  5.932029   68.668134       grapes\n",
      "1226   13  132  203    23.601154  82.483370  6.423217   73.239018       grapes\n",
      "1227    5  126  197    12.800004  81.208764  6.417501   67.104394       grapes\n",
      "1228   30  120  200    38.060995  82.247296  6.234904   65.701482       grapes\n",
      "1229   23  142  197    39.065555  82.038130  6.000574   69.307729       grapes\n",
      "1230   26  135  203    33.783729  81.163143  5.685103   74.535573       grapes\n",
      "1231    7  126  203    16.762017  82.003356  5.662140   73.287128       grapes\n",
      "1232   32  139  198    35.893075  82.668507  6.358187   66.539466       grapes\n",
      "1233    9  141  202    21.012454  81.179319  6.119495   66.384483       grapes\n",
      "1234   20  142  196    10.898759  80.016394  6.207601   68.694204       grapes\n",
      "1235   32  129  201    16.362519  83.004716  6.487546   71.556655       grapes\n",
      "1236    3  134  199    20.283702  81.322357  5.817178   71.066112       grapes\n",
      "1237   38  138  204    25.111085  83.254476  6.325480   73.010268       grapes\n",
      "1238   14  131  198    33.464116  83.867430  5.562791   67.922043       grapes\n",
      "1239   20  122  204    11.797647  80.863254  6.487370   65.069625       grapes\n",
      "1240   40  126  201    11.363009  80.031000  6.116983   71.182894       grapes\n",
      "1241   36  128  204    25.235423  80.687005  5.695793   67.038409       grapes\n",
      "1242   11  132  197    15.990507  81.239666  5.734317   74.401989       grapes\n",
      "1243    0  137  195    22.435902  80.186121  6.329500   65.397317       grapes\n",
      "1244   19  123  200    34.760861  81.035448  6.167014   65.704300       grapes\n",
      "1245   31  136  197    31.110473  83.340110  5.653776   71.430016       grapes\n",
      "1246    4  134  200    28.578288  80.956290  5.840256   73.342321       grapes\n",
      "1247   39  139  201    41.186649  81.017834  5.539981   68.688959       grapes\n",
      "1248    8  127  196    27.027661  83.170939  5.833302   70.956660       grapes\n",
      "1249   39  138  203    21.193393  82.330983  6.399434   74.628349       grapes\n",
      "1250   32  120  204    10.380048  83.445181  6.138959   67.391738       grapes\n",
      "1251   12  142  203    31.311598  82.564070  5.972851   65.010953       grapes\n",
      "1252    8  133  195    20.466578  80.975980  6.456080   71.298139       grapes\n",
      "1253    8  139  199    29.369477  81.539964  6.336427   66.134428       grapes\n",
      "1254   21  134  202    10.723025  80.021306  6.425420   65.298211       grapes\n",
      "1255   40  140  195    14.978470  80.499799  6.294396   71.634374       grapes\n",
      "1256   39  127  202    15.324665  81.672160  6.477768   71.601030       grapes\n",
      "1257   19  120  195    18.739322  81.121092  5.931538   73.558080       grapes\n",
      "1258   21  139  201    19.364255  83.360940  5.980599   67.150947       grapes\n",
      "1259   17  136  195    41.207336  81.610510  6.389783   65.902275       grapes\n",
      "1260   33  139  203    33.342145  82.510346  5.693287   70.680986       grapes\n",
      "1261   22  133  201    23.819957  80.122116  6.002996   67.273986       grapes\n",
      "1262   32  130  196    40.660123  81.249960  6.372960   74.030301       grapes\n",
      "1263   37  135  205    11.827682  80.282719  5.510925   74.102251       grapes\n",
      "1264   15  140  195    13.285043  83.541938  5.699453   65.800060       grapes\n",
      "1265   39  132  196    35.830891  83.325601  5.778594   73.679849       grapes\n",
      "1266   40  121  199    26.181597  81.038863  6.315586   66.059117       grapes\n",
      "1267   40  132  202    24.575584  80.706958  5.971813   69.706113       grapes\n",
      "1268   29  142  203    29.672291  83.714990  5.891196   66.484904       grapes\n",
      "1269   32  121  199    39.371026  81.253539  6.129813   74.081017       grapes\n",
      "1270    6  140  205    17.665584  82.929034  6.313086   69.867126       grapes\n",
      "1271    8  120  196    24.066794  82.663967  6.053663   69.818558       grapes\n",
      "1272   34  133  202    15.314135  80.097114  5.804799   74.821447       grapes\n",
      "1273   35  135  199    21.774667  80.549426  6.400720   69.396304       grapes\n",
      "1274   16  145  199    26.916248  80.768389  5.953966   69.309272       grapes\n",
      "1275    8  136  201    41.656030  82.221182  5.609256   74.196648       grapes\n",
      "1276   25  129  195    17.986678  81.177121  5.777271   72.371277       grapes\n",
      "1277   16  130  201    29.120338  82.790929  5.682395   68.850305       grapes\n",
      "1278   39  129  203    34.389225  83.183928  5.863997   71.030016       grapes\n",
      "1279   38  135  203    41.361063  82.797830  6.444373   69.921075       grapes\n",
      "1280   33  120  205    35.121583  82.268908  5.550832   69.715185       grapes\n",
      "1281   35  125  204    19.649177  80.152158  6.107742   73.695296       grapes\n",
      "1282    1  132  200    16.278528  82.942701  5.620746   66.574628       grapes\n",
      "1283   39  140  203    21.119036  80.633992  6.349876   69.277798       grapes\n",
      "1284   28  145  202    19.207771  82.904284  6.484323   66.831137       grapes\n",
      "1285    6  128  200    25.963084  82.578136  5.838748   70.317826       grapes\n",
      "1286    6  139  199    25.673850  81.621213  6.290998   74.109194       grapes\n",
      "1287   29  122  196    41.948657  81.155952  5.638328   73.068630       grapes\n",
      "1288   37  144  197    11.189943  80.808431  6.415556   66.342349       grapes\n",
      "1289   38  120  197    17.543830  82.947033  6.323723   73.770637       grapes\n",
      "1290   38  141  198    13.058097  80.282980  5.757010   70.756336       grapes\n",
      "1291   14  121  203     9.724458  83.747656  6.158689   74.464111       grapes\n",
      "1292    6  125  204    27.920049  82.932624  5.733540   69.920928       grapes\n",
      "1293   32  138  197     9.535586  80.731127  5.908724   69.441152       grapes\n",
      "1294   11  124  204    13.429886  80.066340  6.361141   71.400430       grapes\n",
      "1295   23  138  200     9.851243  80.226317  5.965379   68.428024       grapes\n",
      "1296   40  143  201    24.972561  82.728287  6.476758   66.700163       grapes\n",
      "1297    6  142  202    27.237083  82.945733  6.224543   70.425089       grapes\n",
      "1298   37  124  195    18.706791  83.479529  6.209928   66.596449       grapes\n",
      "1299   35  134  204     9.949929  82.551390  5.841138   66.008176       grapes\n",
      "1300  119   25   51    26.473302  80.922544  6.283818   53.657426   watermelon\n",
      "1301  119   19   55    25.187800  83.446217  6.818261   46.874209   watermelon\n",
      "1302  105   30   50    25.299547  81.775276  6.376201   57.041471   watermelon\n",
      "1303  114    8   50    24.746313  88.308663  6.581588   57.958261   watermelon\n",
      "1304   93   22   52    26.587407  81.325632  6.932740   41.875400   watermelon\n",
      "1305   80   26   55    24.534426  88.989272  6.140099   49.116187   watermelon\n",
      "1306   85   27   45    26.071376  88.728566  6.467096   57.796528   watermelon\n",
      "1307   85   22   53    25.965342  89.770767  6.849472   59.463386   watermelon\n",
      "1308   82   22   45    26.223380  85.348660  6.512196   54.601593   watermelon\n",
      "1309  118   13   54    24.413119  89.815740  6.039585   44.078435   watermelon\n",
      "1310   83   25   53    26.491953  80.046782  6.057697   57.727992   watermelon\n",
      "1311   86   15   47    24.043558  84.184068  6.423899   53.789300   watermelon\n",
      "1312  101   10   47    25.542169  83.318834  6.936998   57.573432   watermelon\n",
      "1313  119    9   50    26.745507  83.919590  6.251287   40.794305   watermelon\n",
      "1314  104   17   46    25.713143  80.229728  6.190016   43.089618   watermelon\n",
      "1315   95   12   51    25.764843  84.172700  6.681607   44.220669   watermelon\n",
      "1316  102   14   52    26.794899  89.648152  6.510760   57.740918   watermelon\n",
      "1317  109   21   55    24.900460  89.735242  6.770278   57.449421   watermelon\n",
      "1318   81   18   50    26.807506  88.228750  6.429788   58.798891   watermelon\n",
      "1319  103   17   51    25.111892  80.026213  6.209888   44.206570   watermelon\n",
      "1320  105   14   50    26.214884  87.688398  6.419052   59.655908   watermelon\n",
      "1321   97    8   52    24.910323  86.971900  6.237862   49.485757   watermelon\n",
      "1322  120   19   49    25.794489  84.268307  6.762472   56.452292   watermelon\n",
      "1323   95   16   55    25.269312  87.550551  6.612848   40.126504   watermelon\n",
      "1324   83   29   52    25.764027  87.593113  6.704689   46.051227   watermelon\n",
      "1325   83    9   45    25.854836  89.131640  6.049610   46.851770   watermelon\n",
      "1326   91   21   50    24.335282  81.440304  6.762030   48.321136   watermelon\n",
      "1327  116    5   54    25.376013  80.993135  6.653987   57.230285   watermelon\n",
      "1328  112   28   54    24.860946  85.053186  6.738031   55.295635   watermelon\n",
      "1329   88   29   51    24.718855  88.945683  6.095690   48.459786   watermelon\n",
      "1330  118   15   45    24.214957  84.205770  6.538006   48.011385   watermelon\n",
      "1331   92   21   48    25.816922  82.043255  6.377427   54.829634   watermelon\n",
      "1332  106   14   45    24.470185  84.163902  6.417012   57.267730   watermelon\n",
      "1333   99    5   47    24.130788  84.844946  6.649087   51.194702   watermelon\n",
      "1334   98    8   51    26.179346  86.522581  6.259336   49.430510   watermelon\n",
      "1335  108   22   46    26.176687  86.729520  6.121169   53.334850   watermelon\n",
      "1336  119    7   55    26.038677  84.637838  6.031424   44.399338   watermelon\n",
      "1337  117   27   48    26.532593  82.390540  6.835268   54.306608   watermelon\n",
      "1338  109   10   53    26.819387  87.827460  6.551750   46.061938   watermelon\n",
      "1339   80   16   46    25.504055  81.402974  6.940236   48.478333   watermelon\n",
      "1340  100   18   52    26.202345  80.382665  6.876067   56.479418   watermelon\n",
      "1341   91    7   53    25.137359  89.282727  6.457217   43.528975   watermelon\n",
      "1342   86    6   53    25.920302  83.472026  6.921848   42.106815   watermelon\n",
      "1343  107    5   52    26.663461  89.984052  6.881426   57.408472   watermelon\n",
      "1344  103   16   49    24.067315  81.640753  6.915717   51.752124   watermelon\n",
      "1345  101   20   48    24.677416  82.754114  6.206247   57.057094   watermelon\n",
      "1346   85   25   47    26.114404  87.640811  6.295425   58.481608   watermelon\n",
      "1347   84    7   51    26.815305  87.656945  6.399669   55.740736   watermelon\n",
      "1348  102   28   54    25.156231  80.275251  6.862157   55.495415   watermelon\n",
      "1349   98   25   52    25.280137  83.153937  6.224066   49.294566   watermelon\n",
      "1350   97   25   50    26.220060  80.901270  6.093815   49.085539   watermelon\n",
      "1351   90   16   45    24.920933  80.617508  6.291540   50.557108   watermelon\n",
      "1352   95   12   46    26.216676  81.010094  6.322817   54.654236   watermelon\n",
      "1353   82   23   49    26.813836  87.219869  6.873284   51.704978   watermelon\n",
      "1354   82   25   51    24.313350  87.474091  6.074210   48.112484   watermelon\n",
      "1355  110   28   46    24.291050  88.045413  6.498896   51.260464   watermelon\n",
      "1356  118   21   51    24.429989  86.339048  6.678805   48.582418   watermelon\n",
      "1357  120   20   45    25.665760  88.698423  6.114129   54.227225   watermelon\n",
      "1358   91    7   52    25.078037  83.462305  6.405054   56.399629   watermelon\n",
      "1359   81    6   55    24.889105  85.870591  6.110143   51.706991   watermelon\n",
      "1360  101   13   54    25.429009  82.914818  6.828983   56.341446   watermelon\n",
      "1361  101   17   55    24.371182  87.126913  6.451500   44.639077   watermelon\n",
      "1362  111    6   53    26.493065  88.591431  6.313513   46.063822   watermelon\n",
      "1363  107   10   49    25.832029  89.004817  6.755192   45.246906   watermelon\n",
      "1364  115   11   46    24.415927  89.396555  6.623167   40.321619   watermelon\n",
      "1365   84   25   52    24.371902  81.251482  6.125324   44.208996   watermelon\n",
      "1366  120    7   47    24.247825  83.036879  6.653868   54.765762   watermelon\n",
      "1367   91   12   46    24.644585  85.499382  6.343943   48.312190   watermelon\n",
      "1368   89   22   52    24.896811  86.107829  6.217301   53.146262   watermelon\n",
      "1369  113   19   46    25.418640  81.121230  6.286388   49.523207   watermelon\n",
      "1370   97   22   50    26.260287  86.145859  6.769894   58.978788   watermelon\n",
      "1371  117   30   50    24.901239  87.207729  6.744966   46.592073   watermelon\n",
      "1372   90   14   52    24.847408  89.204546  6.391858   59.679272   watermelon\n",
      "1373  104   23   47    26.982128  86.700683  6.770434   42.912922   watermelon\n",
      "1374   81   16   45    26.904357  86.254262  6.727468   59.759800   watermelon\n",
      "1375   88    5   47    25.864755  86.674680  6.662245   41.165548   watermelon\n",
      "1376   92    7   45    26.706078  81.141495  6.944640   51.510336   watermelon\n",
      "1377   81   18   50    26.440195  80.919343  6.507111   47.818476   watermelon\n",
      "1378  111    5   55    26.283443  84.424789  6.520663   50.786697   watermelon\n",
      "1379  108   23   51    26.843661  83.850400  6.106501   40.228644   watermelon\n",
      "1380  113   30   50    26.039672  83.986244  6.277484   43.877123   watermelon\n",
      "1381   83   10   53    24.929948  85.008024  6.195142   48.758595   watermelon\n",
      "1382  101   11   51    25.507370  84.243402  6.792036   44.206900   watermelon\n",
      "1383  114   21   55    25.443839  87.939231  6.472756   57.515497   watermelon\n",
      "1384   99    6   45    26.125889  86.550794  6.000976   40.712101   watermelon\n",
      "1385   92   20   55    25.104748  87.526762  6.587791   59.265194   watermelon\n",
      "1386   92    7   48    26.275206  86.632496  6.956509   54.387485   watermelon\n",
      "1387   91   24   55    26.270616  83.091945  6.259087   46.768375   watermelon\n",
      "1388  110   21   54    26.736908  87.824302  6.747538   47.464470   watermelon\n",
      "1389  112   25   51    25.047469  85.566728  6.932537   56.724967   watermelon\n",
      "1390   89   25   54    24.693689  85.569676  6.353107   48.993908   watermelon\n",
      "1391  100   10   53    24.543570  84.608083  6.211749   42.006603   watermelon\n",
      "1392   83   22   54    25.897623  81.966648  6.277245   54.499601   watermelon\n",
      "1393   95   14   50    26.633312  84.317568  6.560444   56.318662   watermelon\n",
      "1394  119   30   49    25.357947  80.458463  6.903020   47.720782   watermelon\n",
      "1395   97   12   47    25.287846  89.636679  6.765095   58.286977   watermelon\n",
      "1396  110    7   45    26.638386  84.695469  6.189214   48.324286   watermelon\n",
      "1397   96   18   50    25.331045  84.305338  6.904242   41.532187   watermelon\n",
      "1398   83   23   55    26.897502  83.892415  6.463271   43.971937   watermelon\n",
      "1399  120   24   47    26.986037  89.413849  6.260839   58.548767   watermelon\n",
      "1400  115   17   55    27.578269  94.118782  6.776533   28.082532    muskmelon\n",
      "1401  114   27   48    27.820548  93.035552  6.528404   26.324055    muskmelon\n",
      "1402  101   25   52    29.099104  94.222378  6.750146   22.524973    muskmelon\n",
      "1403  118   18   52    28.049436  90.831307  6.562833   20.762230    muskmelon\n",
      "1404   95   26   45    29.916906  94.556956  6.117530   28.160572    muskmelon\n",
      "1405   81   25   49    29.868958  93.251032  6.076460   26.262430    muskmelon\n",
      "1406  117   24   53    29.172209  92.214052  6.293486   21.302905    muskmelon\n",
      "1407  114   30   51    29.249085  90.069981  6.069172   25.934965    muskmelon\n",
      "1408  113    6   52    27.763172  90.355676  6.740984   25.216091    muskmelon\n",
      "1409  108   26   52    28.826290  94.267653  6.201798   26.238385    muskmelon\n",
      "1410   81   30   48    28.523797  92.096884  6.041027   29.866814    muskmelon\n",
      "1411  115    9   52    29.067851  90.976855  6.019372   29.119474    muskmelon\n",
      "1412   83    7   45    29.084179  90.738919  6.704104   25.330142    muskmelon\n",
      "1413   84   21   55    28.470907  94.794532  6.494251   21.084841    muskmelon\n",
      "1414  109   26   45    28.279737  90.389712  6.224535   21.589925    muskmelon\n",
      "1415   95   27   55    28.472126  91.213221  6.160414   20.886204    muskmelon\n",
      "1416  119    5   55    29.688467  94.301116  6.168758   26.839248    muskmelon\n",
      "1417  110   14   51    27.024151  91.667376  6.085445   21.260350    muskmelon\n",
      "1418   82   18   48    29.095883  94.167484  6.159051   26.705813    muskmelon\n",
      "1419   87   14   48    29.692387  92.588625  6.606033   29.110259    muskmelon\n",
      "1420   85    9   53    28.206194  92.867987  6.447663   28.786545    muskmelon\n",
      "1421  100    6   53    29.052480  93.922178  6.105910   23.666206    muskmelon\n",
      "1422  107   12   46    29.572403  93.618703  6.559763   27.569186    muskmelon\n",
      "1423   91   13   47    29.109683  92.435110  6.144109   27.956023    muskmelon\n",
      "1424  102   25   50    28.204808  92.914404  6.099662   20.360011    muskmelon\n",
      "1425  117   25   53    29.118585  92.125430  6.413927   24.520202    muskmelon\n",
      "1426   85   21   52    29.628007  90.100516  6.075144   23.695868    muskmelon\n",
      "1427  104   25   55    29.811966  90.368813  6.123803   22.687665    muskmelon\n",
      "1428  102   24   54    27.723383  90.938979  6.698469   22.818634    muskmelon\n",
      "1429  116   25   50    29.260928  92.923677  6.088886   28.706277    muskmelon\n",
      "1430  100   17   48    29.727911  94.297533  6.367801   26.523641    muskmelon\n",
      "1431  110   25   54    28.911056  90.784138  6.425931   23.443985    muskmelon\n",
      "1432  104   25   51    28.963614  93.884822  6.469983   23.561302    muskmelon\n",
      "1433  107   11   54    28.590524  91.336172  6.094016   29.440080    muskmelon\n",
      "1434   98   26   52    27.338977  90.697590  6.150091   28.691138    muskmelon\n",
      "1435   88   17   52    29.904159  90.752844  6.646962   25.378284    muskmelon\n",
      "1436   87   25   46    27.427117  90.026962  6.379691   21.750877    muskmelon\n",
      "1437  120    8   46    29.556575  90.709373  6.732834   28.365356    muskmelon\n",
      "1438   95   13   46    29.840708  93.763129  6.126020   23.282078    muskmelon\n",
      "1439  108   22   47    28.535457  91.727427  6.161124   25.129005    muskmelon\n",
      "1440   82   13   52    27.115350  94.869079  6.442810   26.519248    muskmelon\n",
      "1441  120   23   55    27.844928  91.606666  6.732049   26.478444    muskmelon\n",
      "1442  110   22   47    29.031572  91.821726  6.243674   24.938613    muskmelon\n",
      "1443   95   23   45    27.824245  90.566987  6.266209   21.190145    muskmelon\n",
      "1444  106   10   49    27.726531  92.006875  6.350624   20.211267    muskmelon\n",
      "1445   99   12   52    28.697083  94.307599  6.002927   22.218071    muskmelon\n",
      "1446  106   20   51    29.730197  90.970157  6.342573   20.490356    muskmelon\n",
      "1447   83   11   53    29.540972  92.917783  6.163921   21.965308    muskmelon\n",
      "1448  117   19   55    28.803119  91.783369  6.121745   25.163599    muskmelon\n",
      "1449   98   26   49    27.290357  90.533301  6.130160   23.495352    muskmelon\n",
      "1450  113   20   48    27.465836  94.876790  6.440585   27.278998    muskmelon\n",
      "1451  101   17   47    29.494014  94.729813  6.185053   26.308209    muskmelon\n",
      "1452   98    7   45    27.791618  92.510549  6.157725   26.854226    muskmelon\n",
      "1453   93   22   48    29.125337  91.522911  6.776988   21.904404    muskmelon\n",
      "1454   95   21   47    27.931142  93.561614  6.431971   20.661278    muskmelon\n",
      "1455  109   12   48    29.457717  92.125347  6.708744   20.762120    muskmelon\n",
      "1456  118   12   47    27.968723  92.174448  6.010740   28.947669    muskmelon\n",
      "1457  100   14   49    29.488830  91.075742  6.365957   26.019094    muskmelon\n",
      "1458   89    9   47    29.471563  90.770696  6.668383   28.752261    muskmelon\n",
      "1459   95   16   46    27.076727  90.143626  6.746695   24.451465    muskmelon\n",
      "1460   95    7   45    27.300086  90.800153  6.031666   25.094845    muskmelon\n",
      "1461   87    6   45    29.827294  90.790073  6.400772   22.842036    muskmelon\n",
      "1462   93   20   50    29.930612  93.229809  6.448793   24.348143    muskmelon\n",
      "1463   84   29   49    29.943492  93.907412  6.251420   20.390205    muskmelon\n",
      "1464  111    5   47    28.033065  91.473558  6.274453   21.179248    muskmelon\n",
      "1465  111    5   52    29.884305  94.037115  6.135996   21.000099    muskmelon\n",
      "1466  111   15   54    27.705837  92.911857  6.194090   22.062072    muskmelon\n",
      "1467   89   11   47    29.787140  94.653435  6.327823   27.865944    muskmelon\n",
      "1468  110   15   48    28.578200  92.865974  6.212567   27.598718    muskmelon\n",
      "1469   95   30   52    29.480699  90.336987  6.640471   26.036577    muskmelon\n",
      "1470  115   12   52    27.514922  94.962187  6.685553   21.017964    muskmelon\n",
      "1471  120   25   50    28.054578  94.816374  6.327210   21.848693    muskmelon\n",
      "1472  102   11   45    29.031673  93.126032  6.355443   24.155912    muskmelon\n",
      "1473   94    5   55    28.585465  91.892168  6.085682   26.883726    muskmelon\n",
      "1474   84   18   46    27.088080  93.424021  6.781050   25.321597    muskmelon\n",
      "1475  107   22   54    27.996117  90.846603  6.630301   21.618938    muskmelon\n",
      "1476   80   18   52    27.873174  91.148496  6.484800   24.052079    muskmelon\n",
      "1477   86   18   45    28.965866  90.718329  6.566759   22.258381    muskmelon\n",
      "1478  113   28   48    28.877260  92.488397  6.170521   24.442676    muskmelon\n",
      "1479  115   18   53    29.170521  94.197904  6.012480   22.069945    muskmelon\n",
      "1480   82   20   54    29.340336  90.015064  6.541150   21.445329    muskmelon\n",
      "1481   98   22   47    29.072653  91.915332  6.341401   28.835684    muskmelon\n",
      "1482  117   25   54    28.682760  92.509693  6.150686   29.111877    muskmelon\n",
      "1483   83   15   49    28.927059  91.393568  6.438008   23.200767    muskmelon\n",
      "1484  120   16   51    27.999018  91.641931  6.547042   23.286182    muskmelon\n",
      "1485  111    5   50    27.593501  91.797430  6.399891   24.842661    muskmelon\n",
      "1486   85   21   47    29.873311  90.609325  6.186770   24.697205    muskmelon\n",
      "1487   90   23   54    28.558525  90.457730  6.159021   27.265883    muskmelon\n",
      "1488   99   29   55    29.193787  91.462411  6.660955   26.482403    muskmelon\n",
      "1489  102   11   47    27.987810  92.782262  6.504907   27.145090    muskmelon\n",
      "1490   80   18   51    28.053807  91.817588  6.706053   20.765821    muskmelon\n",
      "1491   87   21   52    27.350630  94.291195  6.067665   27.212440    muskmelon\n",
      "1492  114    8   52    29.340811  94.551354  6.419083   28.229081    muskmelon\n",
      "1493   99    6   46    28.614751  94.222530  6.396379   28.985742    muskmelon\n",
      "1494   89   25   50    27.048635  91.346851  6.375923   25.081467    muskmelon\n",
      "1495   96   13   55    29.527531  94.574594  6.700338   21.135457    muskmelon\n",
      "1496   82   26   47    28.504164  93.468065  6.565313   24.200072    muskmelon\n",
      "1497  106   21   52    28.895786  94.789930  6.286515   23.036250    muskmelon\n",
      "1498   90   15   52    27.049275  91.382173  6.448062   23.657475    muskmelon\n",
      "1499  106   16   54    28.960179  91.695322  6.585873   24.745820    muskmelon\n",
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      "1502   14  128  205    22.608010  94.589006  6.226290  116.039659        apple\n",
      "1503    8  120  201    21.186674  91.134357  6.321152  122.233323        apple\n",
      "1504   20  129  201    23.410447  91.699133  5.587906  116.077793        apple\n",
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      "1506   27  139  205    22.484030  93.408192  5.772180  105.547363        apple\n",
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      "1510   30  122  197    21.377847  92.720437  5.573241  106.141702        apple\n",
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      "1516   36  140  198    23.343864  91.476847  6.281884  104.426799        apple\n",
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      "1524   29  144  204    22.433245  92.486677  5.800449  119.102519        apple\n",
      "1525   32  141  203    21.259411  92.844162  5.821348  109.065847        apple\n",
      "1526   13  144  197    22.921571  94.896134  6.280223  105.694154        apple\n",
      "1527   25  143  198    22.812125  91.518617  6.027314  107.855225        apple\n",
      "1528    9  137  200    21.121521  90.687877  5.636687  102.801720        apple\n",
      "1529    6  144  198    21.114787  90.315287  5.559364  104.508662        apple\n",
      "1530   37  126  196    23.599973  90.975977  5.596449  107.172819        apple\n",
      "1531    2  120  203    23.126527  94.712033  5.893493  108.621183        apple\n",
      "1532   11  143  197    22.984589  93.320449  5.875719  122.195248        apple\n",
      "1533   10  141  201    22.126594  90.978183  6.386021  104.541228        apple\n",
      "1534   24  142  202    22.537797  91.481358  5.710820  101.847477        apple\n",
      "1535   23  138  195    22.490951  91.702927  5.795986  124.391510        apple\n",
      "1536   18  125  204    22.355482  94.478118  6.046674  116.736626        apple\n",
      "1537   13  121  196    22.207010  93.505742  6.443383  120.159377        apple\n",
      "1538   26  122  202    22.445170  94.737635  5.617227  107.184327        apple\n",
      "1539   28  123  202    22.766430  92.124385  6.442289  120.435995        apple\n",
      "1540   26  121  201    22.191094  90.025751  6.162034  112.312663        apple\n",
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      "1542   21  135  198    23.860871  94.920481  5.765015  105.024133        apple\n",
      "1543    5  144  205    21.421772  92.626653  6.184923  102.804566        apple\n",
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      "1546   31  130  198    21.801298  92.734467  5.554824  120.058667        apple\n",
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      "1548   16  143  204    23.714753  91.533312  5.631333  121.896167        apple\n",
      "1549   19  122  202    23.344674  90.379815  5.811975  112.895402        apple\n",
      "1550   10  125  196    22.312537  90.035771  5.730557  113.068815        apple\n",
      "1551   20  139  202    23.502014  92.210840  5.669991  107.986895        apple\n",
      "1552   28  123  198    23.462603  91.456650  5.682751  111.776340        apple\n",
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      "1556   27  138  201    23.666821  93.901911  5.952368  105.400475        apple\n",
      "1557   30  127  204    22.500503  92.458783  6.126437  100.934390        apple\n",
      "1558   32  145  203    23.830537  90.844222  6.406819  109.596679        apple\n",
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      "1561   40  136  202    22.852674  94.576458  5.935336  117.531403        apple\n",
      "1562    6  124  200    22.982081  93.845050  5.971332  109.585225        apple\n",
      "1563   35  138  200    21.199095  90.808194  5.671306  103.683892        apple\n",
      "1564   17  136  196    23.871923  90.499390  5.882156  103.054809        apple\n",
      "1565   33  134  205    21.036527  94.339195  6.085519  114.741273        apple\n",
      "1566   16  143  197    22.617116  93.519784  5.904026  116.925677        apple\n",
      "1567   27  120  200    21.452787  90.745319  6.110219  116.703658        apple\n",
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      "1572   10  136  204    21.198522  92.155951  6.276199  105.855435        apple\n",
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      "1576   30  137  200    22.914300  90.704756  5.603413  118.604465        apple\n",
      "1577   29  132  204    23.089507  90.225073  6.096753  108.216660        apple\n",
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      "1579   18  125  203    22.443077  91.592340  6.160267  102.556581        apple\n",
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      "1585   35  142  203    21.170892  90.237302  5.895319  123.649515        apple\n",
      "1586   12  129  205    22.362383  91.157616  6.119432  118.683273        apple\n",
      "1587    1  135  203    22.778565  92.701240  5.624203  113.775922        apple\n",
      "1588    0  145  205    21.225034  90.098778  5.520783  113.976046        apple\n",
      "1589   31  121  201    23.157911  90.343969  5.731535  110.712841        apple\n",
      "1590   35  131  203    22.427761  93.917224  5.893491  102.723074        apple\n",
      "1591   29  140  195    23.640830  90.952579  5.560521  116.743132        apple\n",
      "1592   33  138  198    22.294235  90.690340  6.222391  122.741874        apple\n",
      "1593   14  140  197    23.352251  90.900547  6.071255  113.038138        apple\n",
      "1594   35  145  195    22.039115  94.580758  6.231950  110.980401        apple\n",
      "1595   40  120  197    23.805938  92.488795  5.889481  119.633555        apple\n",
      "1596   25  132  198    22.319441  90.851744  5.732758  100.117344        apple\n",
      "1597   31  137  196    22.144641  93.825674  6.400321  120.631078        apple\n",
      "1598   36  144  196    23.651676  94.505288  6.496934  115.361127        apple\n",
      "1599   10  140  197    22.169395  90.271856  6.229499  124.468311        apple\n",
      "1600   22   30   12    15.781442  92.510777  6.354007  119.035002       orange\n",
      "1601   37    6   13    26.030973  91.508193  7.511755  101.284774       orange\n",
      "1602   27   13    6    13.360506  91.356082  7.335158  111.226688       orange\n",
      "1603    7   16    9    18.879577  92.043045  7.813917  114.665951       orange\n",
      "1604   20    7    9    29.477417  91.578029  7.129137  111.172750       orange\n",
      "1605   26   27   10    28.069032  92.914873  6.079998  114.133942       orange\n",
      "1606    5   23   15    25.669011  92.046708  7.408939  112.542420       orange\n",
      "1607    0   18   14    29.771494  92.007200  7.207991  114.416179       orange\n",
      "1608   39   24   14    30.554726  90.903438  7.189260  106.071198       orange\n",
      "1609   13   23    6    23.961476  90.264080  7.365338  102.695870       orange\n",
      "1610   21   17   15    23.982896  91.547314  7.455991  118.490170       orange\n",
      "1611   33   12    8    25.260527  90.311537  6.822282  117.369530       orange\n",
      "1612    6    9   12    31.083689  90.143626  7.028746  109.689466       orange\n",
      "1613   19    7   10    14.780030  91.220621  6.118430  100.196176       orange\n",
      "1614   24   18    6    26.566083  94.452397  6.285313  116.379653       orange\n",
      "1615    9   11    8    24.859034  94.390005  6.559237  111.780373       orange\n",
      "1616   31    8    7    34.514651  93.638127  7.163246  103.568493       orange\n",
      "1617   22   17    5    24.121887  90.723516  6.945563  102.835632       orange\n",
      "1618   13    5    8    23.853404  90.105225  7.474711  103.923226       orange\n",
      "1619   16    8    9    24.602975  91.284087  7.601190  111.294811       orange\n",
      "1620    4   13    6    15.632110  94.259662  7.561143  101.470570       orange\n",
      "1621    0   25   14    19.335168  91.979789  6.361671  116.450422       orange\n",
      "1622    8    7   10    28.262049  91.983174  6.929216  105.213226       orange\n",
      "1623    4   23    5    22.675945  93.363487  7.477935  110.333265       orange\n",
      "1624   33   14    8    21.032001  92.964197  7.684420  110.682394       orange\n",
      "1625   30    7   15    33.234533  91.060539  7.825532  115.765990       orange\n",
      "1626   21   29   12    22.303190  92.159870  6.438669  117.368810       orange\n",
      "1627   11   14    5    11.503229  94.893318  6.946355  115.568378       orange\n",
      "1628    9    8   15    14.343205  94.357347  7.994465  110.222312       orange\n",
      "1629    5   18   14    33.105698  93.484475  7.434119  119.170911       orange\n",
      "1630   29   25   14    30.491838  90.458286  7.781989  113.330211       orange\n",
      "1631   33   12   15    30.255780  92.032728  6.052318  116.717313       orange\n",
      "1632    8   16    6    12.228162  90.264574  7.106650  108.416171       orange\n",
      "1633   15   14    8    10.010813  90.223992  6.220943  119.394106       orange\n",
      "1634   16    7    8    22.791968  90.609019  6.420457  116.508407       orange\n",
      "1635    0   12    7    20.184323  90.654585  6.969250  116.813097       orange\n",
      "1636    5   25    6    30.721199  94.013320  6.011302  106.811802       orange\n",
      "1637    6    8   11    24.355909  92.396517  6.600949  119.694658       orange\n",
      "1638   10    5    5    21.213070  91.353492  7.817846  112.983436       orange\n",
      "1639    1   17    6    10.786898  91.384119  6.819827  117.529345       orange\n",
      "1640    1   30   10    11.899257  91.346638  7.291406  103.577147       orange\n",
      "1641    0   23   15    22.566642  93.374889  7.598729  109.858575       orange\n",
      "1642   24   27    9    18.868832  93.246881  6.157135  119.393698       orange\n",
      "1643   36   11   13    17.340837  93.048972  7.191727  112.719428       orange\n",
      "1644   40   21    8    34.906653  92.878201  7.418762  102.190633       orange\n",
      "1645   40   22    6    24.536101  91.909972  6.488221  115.978799       orange\n",
      "1646   32   18   13    13.837728  91.747805  6.044167  107.987322       orange\n",
      "1647    9   10   10    22.355105  93.522119  6.010392  101.516459       orange\n",
      "1648   13   16    8    34.740049  93.123170  6.949839  100.196785       orange\n",
      "1649   15    9   11    11.547857  94.148610  7.907956  108.828917       orange\n",
      "1650   29   11    5    23.133388  91.946703  7.639788  104.422415       orange\n",
      "1651    1   15    9    29.983647  94.552397  7.533509  115.356032       orange\n",
      "1652   18    5   11    20.879474  90.937562  6.251587  102.455079       orange\n",
      "1653   14   22    9    17.249446  91.137728  6.543192  112.509052       orange\n",
      "1654   33   15    7    15.833887  91.682939  7.651225  109.757142       orange\n",
      "1655    4    6    7    23.010143  91.117642  6.708890  112.673830       orange\n",
      "1656   17   16   14    16.396243  92.181519  6.625539  102.944161       orange\n",
      "1657   12   20   10    24.451328  93.105277  6.528355  109.471110       orange\n",
      "1658   34   29    8    31.878592  91.152481  6.450640  105.343783       orange\n",
      "1659   39   28   10    31.349201  91.482476  7.181908  109.154982       orange\n",
      "1660   31   25   12    18.051424  90.039696  7.016482  111.779389       orange\n",
      "1661   12    6    8    30.848350  92.867737  6.388617  107.414268       orange\n",
      "1662   12   29   13    22.456169  91.527818  7.571254  118.006929       orange\n",
      "1663   26   11   11    13.703192  90.955894  7.609348  106.294488       orange\n",
      "1664   19   24   15    20.489545  93.724851  7.137137  111.839195       orange\n",
      "1665   39   21    9    13.208444  94.027694  6.354023  106.269616       orange\n",
      "1666   16   29   13    32.319444  93.678046  6.196908  117.623647       orange\n",
      "1667   36   29   13    20.681852  90.915105  7.829507  109.751393       orange\n",
      "1668   37   23   12    31.526760  90.506218  6.395258  113.116940       orange\n",
      "1669   39    9   15    25.354676  91.811832  7.992042  116.755594       orange\n",
      "1670   31    5   14    17.665454  91.698659  6.583412  110.685751       orange\n",
      "1671   18   12    8    12.590940  91.816688  6.206053  119.391672       orange\n",
      "1672   20   20   10    11.866319  93.683946  6.976998  106.060149       orange\n",
      "1673    5    8    5    11.033679  92.227068  6.562595  112.771592       orange\n",
      "1674   20    8   12    25.299043  94.964199  7.260416  117.973342       orange\n",
      "1675   25   21   11    32.237978  90.154068  6.460045  104.705225       orange\n",
      "1676   14   19   14    17.684088  94.358154  6.699165  108.063817       orange\n",
      "1677   37   18   12    10.270888  90.191477  7.401122  106.695520       orange\n",
      "1678   26   15    6    17.220345  94.787974  6.912033  108.005434       orange\n",
      "1679   13   22    5    19.667056  90.500967  7.764040  100.173796       orange\n",
      "1680   32   25    9    10.356096  93.756520  7.796034  101.145695       orange\n",
      "1681   19    7    9    27.255435  91.713694  6.969883  101.139435       orange\n",
      "1682   28    7    9    34.591785  92.132298  6.730758  115.565029       orange\n",
      "1683   24   30   11    32.395240  94.517685  6.601396  113.253730       orange\n",
      "1684    7   17   10    10.164313  91.223210  6.465913  106.362551       orange\n",
      "1685   18   23    8    21.491187  93.439497  6.413548  101.481989       orange\n",
      "1686    7   20   12    16.534604  94.767600  6.475275  110.044790       orange\n",
      "1687   20   23   11    31.852069  90.122203  6.407716  109.945506       orange\n",
      "1688   18   14   11    28.047995  90.006217  6.550814  117.131150       orange\n",
      "1689   34   11   10    31.750489  94.595512  7.362208  115.198930       orange\n",
      "1690   20   29   10    29.074127  93.271891  7.365492  100.789687       orange\n",
      "1691   37   24   13    19.143819  90.710375  7.854624  108.023079       orange\n",
      "1692   12    8   10    16.148203  91.444803  7.995849  107.428766       orange\n",
      "1693   34   10   14    34.052969  92.058117  6.725601  116.802085       orange\n",
      "1694    6   13    9    34.514240  90.561515  7.786725  118.327197       orange\n",
      "1695   27   30    5    32.717485  90.546083  7.656978  113.328978       orange\n",
      "1696   13    8   12    25.162966  92.547360  7.105905  114.311720       orange\n",
      "1697    6    7    7    27.681673  94.473169  7.199106  113.999515       orange\n",
      "1698   40   17   15    21.350934  90.949297  7.871063  107.086209       orange\n",
      "1699   31   26    9    11.698946  93.256389  7.566166  103.200599       orange\n",
      "1700   61   68   50    35.214628  91.497251  6.793245  243.074507       papaya\n",
      "1701   58   46   45    42.394134  90.790281  6.576261   88.466075       papaya\n",
      "1702   45   47   55    38.419163  91.142204  6.751453  119.265388       papaya\n",
      "1703   39   65   53    35.332949  92.115086  6.560743  235.613359       papaya\n",
      "1704   31   68   45    42.923253  90.076005  6.938313  196.240824       papaya\n",
      "1705   70   68   45    33.835086  92.854702  6.991626  203.404403       papaya\n",
      "1706   68   62   50    33.202583  92.764379  6.977700  197.528258       papaya\n",
      "1707   34   65   47    23.485470  93.710437  6.833769  191.776056       papaya\n",
      "1708   38   68   54    29.337105  90.817814  6.739170  202.057275       papaya\n",
      "1709   69   64   47    40.211993  94.507669  6.993473  186.676232       papaya\n",
      "1710   58   51   47    42.134740  91.704454  6.757471  197.402901       papaya\n",
      "1711   59   47   53    32.863166  91.461887  6.850663   47.271547       papaya\n",
      "1712   44   64   54    29.807443  91.380485  6.742749  232.704613       papaya\n",
      "1713   56   57   48    31.562138  93.048486  6.506121   63.622508       papaya\n",
      "1714   69   60   54    36.322681  93.061344  6.989927  141.173693       papaya\n",
      "1715   56   58   49    37.131650  94.607618  6.692156  172.478806       papaya\n",
      "1716   49   55   53    38.441872  93.637390  6.544030   77.715669       papaya\n",
      "1717   38   51   52    32.661606  90.789317  6.927804   78.850855       papaya\n",
      "1718   54   65   47    27.927659  91.555942  6.721836  149.910756       papaya\n",
      "1719   57   57   51    39.017933  91.488156  6.992234  105.884153       papaya\n",
      "1720   39   52   53    32.512474  94.659041  6.704204   51.070481       papaya\n",
      "1721   58   67   45    38.723828  91.725149  6.702425   62.623771       papaya\n",
      "1722   61   64   52    43.302049  92.834054  6.641099  110.562229       papaya\n",
      "1723   34   62   55    27.585489  90.725265  6.585346  238.500878       papaya\n",
      "1724   31   48   45    40.788818  92.909514  6.563135  132.792359       papaya\n",
      "1725   47   46   52    23.194511  91.403016  6.502289  206.399921       papaya\n",
      "1726   32   68   52    32.680674  92.617156  6.800321  248.859299       papaya\n",
      "1727   36   59   46    34.288793  93.610829  6.721131  127.250978       papaya\n",
      "1728   61   51   51    39.300500  94.161934  6.574678  120.951247       papaya\n",
      "1729   70   54   46    39.731491  91.122206  6.919342  122.762865       papaya\n",
      "1730   44   56   49    39.233425  91.255893  6.519780   64.447850       papaya\n",
      "1731   34   68   51    27.347349  94.177567  6.687088   40.351531       papaya\n",
      "1732   50   59   47    40.769987  92.092786  6.747976  209.867841       papaya\n",
      "1733   39   70   52    26.265595  90.796681  6.651491   59.493734       papaya\n",
      "1734   34   61   49    28.129715  93.321074  6.502675  117.820191       papaya\n",
      "1735   44   60   55    34.280461  90.555616  6.825371   98.540477       papaya\n",
      "1736   31   62   52    33.796016  93.007543  6.991041  182.026807       papaya\n",
      "1737   65   62   51    31.532438  90.873949  6.511625  207.073512       papaya\n",
      "1738   44   57   53    42.304958  90.514318  6.931721   74.876786       papaya\n",
      "1739   50   47   48    24.636769  90.619643  6.712772  218.229919       papaya\n",
      "1740   43   50   48    28.282229  91.370598  6.630165  179.272081       papaya\n",
      "1741   60   46   53    24.486207  92.982545  6.761953  183.490950       papaya\n",
      "1742   70   68   55    42.846093  94.635482  6.691202   78.809964       papaya\n",
      "1743   59   62   52    43.675493  93.108872  6.608668  103.823566       papaya\n",
      "1744   60   58   51    42.072138  92.922031  6.840802  165.741297       papaya\n",
      "1745   42   60   47    33.468737  92.127462  6.834808  136.827704       papaya\n",
      "1746   35   66   47    31.701837  91.662322  6.953439   48.838106       papaya\n",
      "1747   34   65   48    41.419684  90.038631  6.665025  199.309643       papaya\n",
      "1748   36   54   46    42.547440  94.944821  6.662876  214.410385       papaya\n",
      "1749   39   64   52    28.918425  94.636768  6.678696   63.687946       papaya\n",
      "1750   37   52   47    43.080227  93.903057  6.542777  211.852906       papaya\n",
      "1751   33   47   46    29.203009  93.968340  6.839444  209.408331       papaya\n",
      "1752   34   48   48    41.042244  91.372581  6.805277  181.527598       papaya\n",
      "1753   49   54   50    25.624466  93.182403  6.762522   97.263367       papaya\n",
      "1754   40   65   49    35.328764  91.061385  6.678449  163.906937       papaya\n",
      "1755   68   52   49    24.425613  92.277491  6.577192   63.352988       papaya\n",
      "1756   50   46   52    31.182984  90.216469  6.734006   54.018724       papaya\n",
      "1757   65   63   50    31.883426  91.325654  6.524459   79.272016       papaya\n",
      "1758   40   49   47    42.933686  91.175675  6.501521  246.361327       papaya\n",
      "1759   42   53   48    23.114077  94.319948  6.758480  231.515316       papaya\n",
      "1760   49   55   51    24.872121  93.905601  6.676579  135.169452       papaya\n",
      "1761   59   62   49    43.360515  93.351916  6.941497  114.778071       papaya\n",
      "1762   63   58   47    26.830541  90.753800  6.864144  144.665644       papaya\n",
      "1763   70   65   52    30.420121  93.126598  6.583529   75.952950       papaya\n",
      "1764   63   50   52    28.645556  93.226426  6.751748  115.816394       papaya\n",
      "1765   40   64   47    32.500375  93.478888  6.893509   71.737595       papaya\n",
      "1766   63   58   50    43.037143  94.642890  6.720744   41.585659       papaya\n",
      "1767   45   58   49    30.107734  90.345464  6.827813   75.245220       papaya\n",
      "1768   66   69   47    23.692122  93.610556  6.912300   87.533940       papaya\n",
      "1769   54   67   52    35.676673  93.306419  6.586107  141.338117       papaya\n",
      "1770   69   67   52    27.719490  94.438771  6.827306   82.830611       papaya\n",
      "1771   67   68   49    35.268248  92.382830  6.821775  149.848821       papaya\n",
      "1772   45   57   47    23.168559  90.788212  6.656459  161.689209       papaya\n",
      "1773   56   50   52    33.087061  92.251975  6.770385   88.130077       papaya\n",
      "1774   70   50   53    37.462091  90.449678  6.933810  172.345845       papaya\n",
      "1775   44   47   45    38.732189  94.736135  6.579441  218.142147       papaya\n",
      "1776   50   60   47    32.577207  92.748895  6.927918   93.794285       papaya\n",
      "1777   52   51   53    38.382315  93.103786  6.985804  210.273535       papaya\n",
      "1778   35   68   45    42.936054  90.094481  6.612430  234.846611       papaya\n",
      "1779   68   69   52    25.654923  92.745016  6.813383   52.954779       papaya\n",
      "1780   32   55   52    37.588997  91.997404  6.967760  159.657739       papaya\n",
      "1781   32   55   51    29.607188  93.156428  6.573980   62.687105       papaya\n",
      "1782   48   62   47    25.347561  93.028711  6.803095  174.401234       papaya\n",
      "1783   39   69   53    25.930038  93.023578  6.964955  241.820208       papaya\n",
      "1784   49   61   45    32.767959  94.573774  6.764213  240.479592       papaya\n",
      "1785   48   57   54    29.023280  90.203968  6.617703  126.806987       papaya\n",
      "1786   69   66   49    40.004391  90.170158  6.527110   92.118774       papaya\n",
      "1787   53   55   55    33.323157  91.252712  6.709669  234.496633       papaya\n",
      "1788   38   61   52    31.227901  94.940214  6.620730   46.442791       papaya\n",
      "1789   57   64   55    26.683865  92.958541  6.583760   62.506897       papaya\n",
      "1790   51   57   55    24.705284  90.147322  6.676407  108.410316       papaya\n",
      "1791   56   65   45    38.201682  93.973800  6.751299  218.090881       papaya\n",
      "1792   54   66   52    36.567697  93.795034  6.867554  104.421860       papaya\n",
      "1793   58   55   47    26.053758  93.691117  6.742490  240.686390       papaya\n",
      "1794   68   70   54    31.299863  92.760392  6.986229   54.778302       papaya\n",
      "1795   42   59   55    40.102077  94.351102  6.979102  149.119999       papaya\n",
      "1796   43   64   47    38.589545  91.580765  6.825665  102.270823       papaya\n",
      "1797   35   67   49    41.313301  91.150880  6.617067  239.742755       papaya\n",
      "1798   56   59   55    37.035519  91.794302  6.551893  188.518142       papaya\n",
      "1799   39   64   53    23.012402  91.073555  6.598860  208.335798       papaya\n",
      "1800   18   30   29    26.762749  92.860569  6.420019  224.590366      coconut\n",
      "1801   37   23   28    25.612944  94.313884  5.740055  224.320676      coconut\n",
      "1802   13   28   33    28.130115  95.648076  5.686973  151.076190      coconut\n",
      "1803    2   21   35    25.028872  91.537209  6.293662  179.824894      coconut\n",
      "1804   10   18   35    27.797977  99.645730  6.381975  181.694228      coconut\n",
      "1805    7   11   32    29.259029  95.112947  5.542169  184.762450      coconut\n",
      "1806   39    5   31    27.101347  93.699799  5.551963  150.950263      coconut\n",
      "1807   34    6   27    25.847263  90.926695  5.860740  147.888899      coconut\n",
      "1808   31   30   29    26.585804  90.986176  5.558807  178.811608      coconut\n",
      "1809   25    7   35    28.385039  99.188437  5.557712  189.671135      coconut\n",
      "1810   16   18   26    28.436471  91.813207  5.568366  145.541441      coconut\n",
      "1811   26   10   33    28.272981  96.936495  6.070718  198.823486      coconut\n",
      "1812   27    8   32    27.006484  96.461689  5.627861  144.333132      coconut\n",
      "1813   37   18   30    27.635513  99.348549  6.384884  157.917154      coconut\n",
      "1814   19   15   34    26.296449  99.658092  5.685889  215.919505      coconut\n",
      "1815    0   19   33    27.132601  95.237980  6.234458  204.720657      coconut\n",
      "1816   31   20   26    25.565678  97.613615  6.443169  199.793634      coconut\n",
      "1817    9   17   32    25.949517  93.405487  5.842318  172.054049      coconut\n",
      "1818   22   11   29    28.033806  95.016306  5.955743  218.005571      coconut\n",
      "1819   31    6   26    29.128591  91.309248  5.741367  157.238855      coconut\n",
      "1820   34    6   30    27.082825  97.001555  5.948343  171.757554      coconut\n",
      "1821   24    6   32    28.113215  90.017345  6.387068  172.481364      coconut\n",
      "1822    1    8   26    27.513630  94.189558  5.562912  156.673255      coconut\n",
      "1823   31   13   33    27.638349  95.487634  5.859719  205.546311      coconut\n",
      "1824   10    9   28    29.012569  94.010144  6.282955  150.050031      coconut\n",
      "1825   36   27   26    26.584139  95.789231  6.254496  171.626230      coconut\n",
      "1826   38   24   33    28.289051  97.003964  5.973853  142.940323      coconut\n",
      "1827   11    6   25    28.691648  96.652487  6.081568  178.963546      coconut\n",
      "1828   16   14   30    29.709313  96.304843  6.374668  209.845399      coconut\n",
      "1829   33   14   35    27.148653  96.663552  6.027707  149.243350      coconut\n",
      "1830   16    6   29    29.287250  91.956149  5.868285  132.149118      coconut\n",
      "1831   32   11   31    25.068720  93.314104  6.205932  134.841907      coconut\n",
      "1832   38   14   30    26.924495  91.201060  5.570745  194.902214      coconut\n",
      "1833    8    6   33    28.278043  93.647613  6.095261  171.945796      coconut\n",
      "1834   23    6   33    29.180326  92.730412  6.025790  204.960368      coconut\n",
      "1835   29   25   35    28.357507  91.645093  5.542874  160.730699      coconut\n",
      "1836   24   14   33    29.380725  93.275657  6.366220  218.524185      coconut\n",
      "1837   32   12   30    25.392411  98.089512  5.579845  218.080385      coconut\n",
      "1838   30   25   31    26.312706  98.620480  5.804965  208.118138      coconut\n",
      "1839   14   21   35    29.525014  91.911853  6.121006  194.310027      coconut\n",
      "1840   27   22   29    28.832149  92.171704  6.000249  145.417239      coconut\n",
      "1841   40    5   29    28.484449  97.768655  5.820979  160.389421      coconut\n",
      "1842   17   11   32    28.740133  93.396765  5.620734  156.765082      coconut\n",
      "1843   30   30   35    25.008724  95.592240  6.001936  165.809218      coconut\n",
      "1844   28   10   30    29.869083  91.147234  6.305741  192.767857      coconut\n",
      "1845   39    7   29    27.542732  94.590861  6.362544  150.201214      coconut\n",
      "1846   32   20   35    26.521664  98.382277  5.588655  144.626170      coconut\n",
      "1847    7   15   32    25.035124  95.897400  6.182233  174.796583      coconut\n",
      "1848   29   17   29    29.203949  95.669973  5.959493  211.250627      coconut\n",
      "1849   34   15   34    27.058265  91.105104  5.677283  224.700695      coconut\n",
      "1850   14   23   25    26.185524  96.966379  5.612123  135.418622      coconut\n",
      "1851   18   19   29    27.593768  92.485196  6.206078  162.843274      coconut\n",
      "1852    7   21   35    25.760117  94.658306  5.764812  131.245141      coconut\n",
      "1853   24   27   34    28.878630  95.113203  6.203377  145.058312      coconut\n",
      "1854   39   29   29    26.509086  94.484145  6.143663  199.877840      coconut\n",
      "1855   29    8   28    26.870376  91.725463  6.100429  214.412887      coconut\n",
      "1856   10   24   27    27.572835  94.904857  5.708410  145.929893      coconut\n",
      "1857    0   29   32    28.059124  98.367098  5.868256  171.651640      coconut\n",
      "1858   32   11   31    29.516116  92.564929  6.461226  131.211617      coconut\n",
      "1859   37   10   32    28.963183  95.163337  6.165085  222.803013      coconut\n",
      "1860   20   29   27    25.098977  92.360995  6.047044  157.759263      coconut\n",
      "1861   31   29   35    27.187228  92.199068  6.137103  141.322058      coconut\n",
      "1862   17   30   27    29.030650  90.790939  5.894027  205.572037      coconut\n",
      "1863    1   12   30    27.754298  95.946438  5.562224  131.090008      coconut\n",
      "1864    6   13   29    27.311557  99.969060  5.832608  201.825863      coconut\n",
      "1865   15   28   32    28.842710  99.643285  6.218572  224.401668      coconut\n",
      "1866   27   24   29    26.614235  96.973008  6.142011  191.006688      coconut\n",
      "1867    3   23   30    29.701432  95.657544  6.078807  215.196804      coconut\n",
      "1868    8   26   26    25.547599  91.641948  5.702485  212.867626      coconut\n",
      "1869   20   28   26    26.379785  91.498830  5.547595  167.047100      coconut\n",
      "1870   26   18   27    27.459078  92.907365  5.836075  142.143000      coconut\n",
      "1871    1    6   35    27.022692  95.719354  6.231663  147.168246      coconut\n",
      "1872   27   30   31    28.985453  90.739668  5.718120  148.839837      coconut\n",
      "1873   23    7   34    26.105512  91.524212  5.852038  134.127967      coconut\n",
      "1874    0   26   31    25.070725  95.021568  5.547933  192.903631      coconut\n",
      "1875   38    6   25    25.549633  96.927868  6.156259  191.299616      coconut\n",
      "1876   25   12   26    28.569735  95.679067  6.436314  134.837035      coconut\n",
      "1877   40    5   32    26.070108  96.703622  5.981170  143.533473      coconut\n",
      "1878    0   19   31    25.517913  94.384206  6.271953  178.729772      coconut\n",
      "1879   26    9   32    25.949036  94.738605  6.470466  144.157111      coconut\n",
      "1880   35   30   34    28.297476  95.411228  6.141502  182.448235      coconut\n",
      "1881   19   30   30    29.565492  91.408963  5.826381  224.831573      coconut\n",
      "1882   31   13   33    29.699523  95.212244  6.342464  148.300369      coconut\n",
      "1883   17   29   26    26.141621  93.284153  6.071897  195.411503      coconut\n",
      "1884    2   30   30    26.001751  94.799984  6.331052  209.540094      coconut\n",
      "1885   30   13   25    27.151161  91.488895  6.413185  164.918223      coconut\n",
      "1886    8   15   33    28.973187  98.098610  5.501580  213.901102      coconut\n",
      "1887   18   12   35    26.139584  96.385808  6.338721  131.338794      coconut\n",
      "1888    8   28   30    25.516185  94.334654  6.015672  135.127249      coconut\n",
      "1889   40   22   29    27.558218  99.981876  5.735364  174.625648      coconut\n",
      "1890   27   10   33    27.811328  97.484106  6.465906  154.062122      coconut\n",
      "1891   21   20   31    25.600337  99.724010  5.855458  165.824873      coconut\n",
      "1892    3    9   35    26.916419  99.846716  6.318553  225.632366      coconut\n",
      "1893   22   16   27    29.179790  90.272143  6.006785  188.925208      coconut\n",
      "1894   27    8   30    26.446001  98.299378  6.008386  221.225817      coconut\n",
      "1895   22    8   33    28.435729  95.884041  5.665785  203.928371      coconut\n",
      "1896   28   27   32    28.940997  93.001090  5.764615  191.772309      coconut\n",
      "1897   23   21   26    26.454887  93.450426  5.901496  149.222026      coconut\n",
      "1898   37    5   34    25.794905  93.841506  5.779033  152.423871      coconut\n",
      "1899   19   26   29    26.931419  98.803136  5.671549  166.571288      coconut\n",
      "1900  133   47   24    24.402289  79.197320  7.231325   90.802236       cotton\n",
      "1901  136   36   20    23.095956  84.862757  6.925412   71.295811       cotton\n",
      "1902  104   47   18    23.965635  76.976967  7.633437   90.756167       cotton\n",
      "1903  133   47   23    24.887381  75.621372  6.827355   89.760504       cotton\n",
      "1904  126   38   23    25.362438  83.632761  6.176716   88.436189       cotton\n",
      "1905  126   50   19    24.694571  81.735888  6.628723   78.584944       cotton\n",
      "1906  113   41   20    25.001719  80.539658  7.256878   96.326010       cotton\n",
      "1907  121   45   22    22.459429  81.306810  6.443785   64.230266       cotton\n",
      "1908  121   47   16    23.605640  79.295731  7.723240   72.498009       cotton\n",
      "1909  129   60   22    24.584531  79.124042  5.947449   71.946081       cotton\n",
      "1910  107   45   25    23.086593  83.555461  7.227746   71.840807       cotton\n",
      "1911  122   59   18    23.500099  83.634890  6.219469   79.813282       cotton\n",
      "1912  140   38   15    24.147295  75.882986  6.021440   69.915635       cotton\n",
      "1913  102   49   21    24.693155  84.844225  6.253344   89.799462       cotton\n",
      "1914  111   40   25    24.484692  84.449320  6.187456   90.943425       cotton\n",
      "1915  131   35   18    24.491126  82.244158  7.057693   64.029494       cotton\n",
      "1916  135   43   16    23.479869  81.730491  6.720450   86.762879       cotton\n",
      "1917  100   46   18    24.185862  76.042040  6.431690   69.080567       cotton\n",
      "1918  123   39   24    25.007551  78.179521  7.453106   86.064119       cotton\n",
      "1919  117   56   15    25.992374  77.054355  7.368258   89.118821       cotton\n",
      "1920  121   36   24    23.664573  81.691051  7.352402   99.368984       cotton\n",
      "1921  101   58   18    25.668914  81.381033  6.652144   78.595958       cotton\n",
      "1922  107   42   24    22.046129  84.629783  6.144632   86.007587       cotton\n",
      "1923  100   41   22    22.420475  84.557947  7.318802   93.465956       cotton\n",
      "1924  125   39   21    25.031496  82.212766  7.954629   95.019132       cotton\n",
      "1925  105   60   23    23.533714  77.217056  6.207652   87.540049       cotton\n",
      "1926  102   46   19    22.770764  82.599331  6.631005   81.495434       cotton\n",
      "1927  131   49   22    25.498482  79.975158  7.306919   67.059619       cotton\n",
      "1928  139   35   15    25.248679  83.463015  5.898293   86.555178       cotton\n",
      "1929  108   36   19    22.782496  77.512350  7.238567   64.614442       cotton\n",
      "1930  118   45   23    23.370444  77.431989  7.977651   71.678707       cotton\n",
      "1931  107   51   22    24.865608  78.220808  5.983076   79.568663       cotton\n",
      "1932  125   60   17    24.143862  84.515913  6.785724   80.361470       cotton\n",
      "1933  113   37   20    25.033002  79.043687  7.393441   97.100870       cotton\n",
      "1934  131   52   16    23.657241  84.476015  6.486068   88.544791       cotton\n",
      "1935  115   48   16    25.543597  84.092298  7.175935   88.942455       cotton\n",
      "1936  113   38   25    22.000851  79.472710  7.388266   90.422242       cotton\n",
      "1937  111   41   18    23.643284  78.125867  6.105398   80.961573       cotton\n",
      "1938  111   53   19    23.964360  78.027631  6.419537   84.631489       cotton\n",
      "1939  122   48   16    24.654258  75.635071  6.307586   61.829801       cotton\n",
      "1940  108   46   17    24.301800  84.876690  6.932215   65.024787       cotton\n",
      "1941  132   41   22    24.291449  81.024534  7.810866   90.416946       cotton\n",
      "1942  103   42   17    24.294702  84.615276  6.527542   81.059023       cotton\n",
      "1943  133   50   25    25.721800  81.196662  7.569455   99.931008       cotton\n",
      "1944  127   37   18    24.876637  76.300504  7.041066   91.922347       cotton\n",
      "1945  110   39   25    22.606121  77.342640  7.208795   75.136172       cotton\n",
      "1946  131   38   19    23.868140  75.683397  6.814342   90.454718       cotton\n",
      "1947  108   38   24    23.410225  76.438370  7.442217   78.821996       cotton\n",
      "1948  122   40   17    24.964408  81.316776  6.854559   80.039958       cotton\n",
      "1949  111   50   15    25.168201  80.303518  7.884550   84.624190       cotton\n",
      "1950  140   40   17    22.727672  77.075981  6.006086   77.551763       cotton\n",
      "1951  100   40   20    22.451460  76.256749  7.432044   86.849987       cotton\n",
      "1952  123   50   16    23.049205  75.538352  6.498052   70.656443       cotton\n",
      "1953  107   36   21    25.292501  75.666533  6.205264   62.641742       cotton\n",
      "1954  118   50   19    22.956041  82.337337  6.360812   66.483393       cotton\n",
      "1955  103   51   20    22.802131  84.146684  7.046607   91.638957       cotton\n",
      "1956  133   57   19    23.542347  75.982033  7.947011   84.125367       cotton\n",
      "1957  129   47   20    24.412123  80.803438  6.281914   98.604574       cotton\n",
      "1958  116   52   19    22.942767  75.371706  6.114526   67.080226       cotton\n",
      "1959  114   40   23    25.536761  81.136687  6.753978   95.426260       cotton\n",
      "1960  131   60   17    25.320237  81.794759  7.425041   83.465325       cotton\n",
      "1961  107   43   18    22.426733  81.534808  6.745104   65.544758       cotton\n",
      "1962  123   44   21    25.785445  75.005393  7.641117   91.395789       cotton\n",
      "1963  112   49   25    25.689595  77.906210  6.470135   66.194268       cotton\n",
      "1964  119   44   15    22.145937  82.859755  7.091992   60.653817       cotton\n",
      "1965  130   59   19    25.072787  82.502579  6.520404   93.510427       cotton\n",
      "1966  127   53   24    22.215070  76.178519  6.127940   70.405576       cotton\n",
      "1967  134   52   18    23.964313  76.591759  7.994680   76.130906       cotton\n",
      "1968  109   36   18    25.400592  76.532380  7.524708   62.513887       cotton\n",
      "1969  100   48   17    23.780512  83.038788  7.827878   66.265559       cotton\n",
      "1970  132   52   19    24.164023  76.743390  6.436692   61.946261       cotton\n",
      "1971  102   37   25    25.314685  77.917571  5.907931   72.829021       cotton\n",
      "1972  111   39   22    22.603616  80.350905  6.135025   88.573955       cotton\n",
      "1973  117   51   15    22.953571  78.715558  6.044557   99.753362       cotton\n",
      "1974  136   36   24    22.744470  80.411985  7.597820   90.073266       cotton\n",
      "1975  134   56   18    23.808346  83.919026  6.691268   70.973583       cotton\n",
      "1976  112   54   15    25.462288  81.566419  6.175492   76.885825       cotton\n",
      "1977  105   56   15    25.967797  81.979043  7.272316   74.141690       cotton\n",
      "1978  140   45   15    25.530827  80.046628  5.801048   99.395572       cotton\n",
      "1979  126   46   25    24.438474  81.698017  6.757458   60.796459       cotton\n",
      "1980  106   49   24    23.038879  76.470398  6.983396   90.647707       cotton\n",
      "1981  121   53   19    23.513087  76.726214  7.976889   80.112721       cotton\n",
      "1982  108   60   17    22.758057  76.757684  6.558903   97.766006       cotton\n",
      "1983  116   56   17    24.712525  77.729311  7.979090   85.249633       cotton\n",
      "1984  100   52   19    23.459691  82.447775  7.903529   93.501536       cotton\n",
      "1985  129   43   16    25.550370  77.850556  6.732109   78.584885       cotton\n",
      "1986  118   44   23    22.084583  82.829041  6.691690   67.064598       cotton\n",
      "1987  117   43   25    24.688548  78.512070  7.839849   69.311536       cotton\n",
      "1988  126   37   21    25.849973  84.168552  6.614486   77.034212       cotton\n",
      "1989  120   48   16    22.460545  75.409892  7.456972   71.854361       cotton\n",
      "1990  102   45   16    23.656300  77.524260  7.294219   74.898499       cotton\n",
      "1991  131   56   20    22.008171  81.838961  7.762648   92.236452       cotton\n",
      "1992  114   40   17    24.326305  80.134564  6.363406   69.450721       cotton\n",
      "1993  101   37   18    22.923610  82.687385  7.637378   92.919151       cotton\n",
      "1994  106   46   20    23.438217  78.633888  6.200672   81.150721       cotton\n",
      "1995  113   38   20    22.107190  78.583201  6.364730   74.941366       cotton\n",
      "1996  102   53   21    23.038140  76.110215  6.913679   91.496975       cotton\n",
      "1997  110   39   18    24.547953  75.397527  7.766260   63.880799       cotton\n",
      "1998  107   58   15    23.738680  75.775038  7.556064   76.636692       cotton\n",
      "1999  120   60   15    22.318719  83.861300  7.288377   65.357470       cotton\n",
      "2000   89   47   38    25.524690  72.248508  6.002525  151.886997         jute\n",
      "2001   60   37   39    26.591050  82.941641  6.033485  161.247000         jute\n",
      "2002   63   41   45    25.297818  86.887054  7.121934  196.624951         jute\n",
      "2003   86   40   39    25.721009  88.165136  6.207460  175.608670         jute\n",
      "2004   96   41   40    23.584193  72.004608  6.090060  190.424216         jute\n",
      "2005  100   35   36    25.310423  72.013644  6.346715  190.557762         jute\n",
      "2006   63   37   43    23.417990  85.086405  6.661958  185.744673         jute\n",
      "2007   70   43   40    24.355641  88.803910  6.176860  169.116803         jute\n",
      "2008   67   55   44    26.284017  75.146402  7.251847  182.268545         jute\n",
      "2009   74   40   40    25.138428  83.120539  6.386260  169.338847         jute\n",
      "2010   89   53   44    24.886928  71.917115  7.319735  150.249867         jute\n",
      "2011   74   46   45    25.757349  88.366685  6.025029  189.426348         jute\n",
      "2012   89   41   38    23.128444  74.683227  6.344752  199.836291         jute\n",
      "2013   60   55   40    24.994996  88.956928  7.027780  151.493563         jute\n",
      "2014   67   43   38    25.216227  70.882596  7.299305  195.864555         jute\n",
      "2015   70   38   35    24.397362  79.268617  7.014064  164.269701         jute\n",
      "2016   74   49   38    23.314104  71.450905  7.488014  164.497037         jute\n",
      "2017   90   40   39    25.726689  81.861716  6.626504  191.964939         jute\n",
      "2018   82   35   44    26.966564  78.210477  6.239011  169.839118         jute\n",
      "2019   73   45   37    23.704671  74.637454  6.742688  181.278396         jute\n",
      "2020   85   53   38    24.900757  73.841864  6.588017  153.899098         jute\n",
      "2021   81   56   36    23.396057  72.605129  7.097586  174.787641         jute\n",
      "2022   84   55   38    26.874839  79.787252  6.956683  173.101710         jute\n",
      "2023   80   45   42    23.142650  74.997398  7.380396  151.903548         jute\n",
      "2024   76   54   45    24.294966  77.629760  6.176619  184.980052         jute\n",
      "2025   76   56   39    24.394595  89.891065  6.551130  197.122005         jute\n",
      "2026   81   40   45    25.762943  80.762382  6.427727  174.507184         jute\n",
      "2027   76   44   45    25.487968  84.482359  6.740948  168.784889         jute\n",
      "2028   69   47   40    25.371227  76.240367  6.130136  183.827079         jute\n",
      "2029   82   40   45    26.213128  81.704764  6.667633  180.123776         jute\n",
      "2030   69   57   35    24.307486  78.543410  6.186814  186.233757         jute\n",
      "2031   81   36   38    23.765547  87.983299  6.334838  150.316615         jute\n",
      "2032   67   60   38    24.798530  78.530371  7.162143  162.284743         jute\n",
      "2033   72   51   40    23.206835  74.099570  7.422318  199.476678         jute\n",
      "2034   65   39   45    23.668054  70.890007  6.768001  184.463328         jute\n",
      "2035   78   50   43    25.124177  85.725306  6.348441  159.571809         jute\n",
      "2036   77   52   41    23.890690  83.464091  6.097294  167.723063         jute\n",
      "2037   89   52   42    23.094338  81.451393  6.141329  196.658701         jute\n",
      "2038   62   49   37    24.217446  82.852840  7.479248  166.136589         jute\n",
      "2039   90   48   45    24.064757  71.313429  6.509175  153.639021         jute\n",
      "2040   66   47   36    24.854414  74.440705  6.572561  175.572958         jute\n",
      "2041   80   52   39    26.419152  76.856912  7.165697  197.210178         jute\n",
      "2042   89   52   45    24.893263  77.012226  7.207457  196.469984         jute\n",
      "2043   77   51   44    23.255834  82.701593  7.124334  166.216085         jute\n",
      "2044   94   37   41    24.763452  87.060711  6.463539  179.163086         jute\n",
      "2045   75   41   35    24.970426  78.626977  6.856833  166.641525         jute\n",
      "2046   60   55   36    26.127972  80.491726  7.132389  150.632687         jute\n",
      "2047   62   56   35    25.978258  81.657696  6.235358  163.348809         jute\n",
      "2048   84   40   42    26.283057  73.357635  6.704274  186.689828         jute\n",
      "2049  100   56   40    26.389054  83.312403  7.433313  176.151641         jute\n",
      "2050   75   56   44    25.274634  73.745958  6.109478  168.043228         jute\n",
      "2051   78   46   42    23.094996  78.459597  7.095413  155.385153         jute\n",
      "2052   82   48   36    25.793520  81.769040  6.352077  193.241838         jute\n",
      "2053  100   58   41    23.174033  87.882553  6.658770  160.621734         jute\n",
      "2054   88   50   40    25.632150  79.951509  7.051822  182.258228         jute\n",
      "2055   67   41   40    25.848795  87.816617  7.333143  152.619440         jute\n",
      "2056   72   42   43    26.567673  80.904245  6.352771  181.291561         jute\n",
      "2057   89   40   43    26.245321  72.971984  7.124050  189.971118         jute\n",
      "2058   89   57   43    26.915150  73.198975  6.998787  177.223305         jute\n",
      "2059   61   41   44    24.369724  82.113198  6.537915  159.921093         jute\n",
      "2060   79   45   43    25.719013  79.155324  7.171054  187.173542         jute\n",
      "2061   84   40   43    25.011576  88.331302  7.228268  169.416801         jute\n",
      "2062   98   43   35    25.407859  76.440486  7.319952  188.637283         jute\n",
      "2063   75   36   44    23.280810  74.276075  6.613341  153.744740         jute\n",
      "2064   89   58   35    23.986517  82.090534  6.096839  167.057646         jute\n",
      "2065   91   41   37    24.485564  83.206300  6.132571  192.231622         jute\n",
      "2066   77   48   36    25.867050  84.099853  7.360085  154.839085         jute\n",
      "2067   66   58   35    23.564383  79.462831  7.321619  185.259470         jute\n",
      "2068   62   59   41    24.224876  74.894654  7.175171  192.493126         jute\n",
      "2069   82   35   35    25.493868  86.970615  7.299076  176.526827         jute\n",
      "2070   61   41   35    24.971787  79.475579  6.842966  195.757162         jute\n",
      "2071   99   57   38    24.806250  82.092817  6.356296  156.361617         jute\n",
      "2072   70   42   43    23.168150  76.667250  6.508343  157.121505         jute\n",
      "2073   90   59   35    24.251335  89.864541  7.098228  175.174211         jute\n",
      "2074   73   43   42    26.583610  78.007748  6.310700  154.823886         jute\n",
      "2075   67   46   44    26.824892  78.203928  7.093329  153.919981         jute\n",
      "2076   84   37   42    25.496748  81.134491  6.691074  169.928823         jute\n",
      "2077   72   41   36    24.098744  80.572268  6.187747  176.860411         jute\n",
      "2078   71   56   37    23.188667  86.208997  6.491506  176.103677         jute\n",
      "2079   64   53   38    26.243475  78.510638  6.855363  183.406525         jute\n",
      "2080   65   54   39    23.750916  71.147826  7.124572  160.088955         jute\n",
      "2081   60   58   37    26.138715  79.118894  6.067302  171.489253         jute\n",
      "2082   86   39   43    26.145766  71.236909  6.432052  193.100760         jute\n",
      "2083   90   50   44    26.916437  73.486560  6.253409  171.471638         jute\n",
      "2084   91   38   36    26.523297  77.173318  7.287319  157.854856         jute\n",
      "2085   87   48   38    23.815796  80.940236  7.161866  190.312216         jute\n",
      "2086   72   41   36    26.508387  86.842640  6.065898  152.980170         jute\n",
      "2087   71   54   35    26.639525  70.957060  7.311077  199.335574         jute\n",
      "2088   82   46   41    23.325013  79.796094  6.581694  187.309615         jute\n",
      "2089   71   52   43    26.475495  73.961646  6.732826  180.251360         jute\n",
      "2090   80   43   43    23.787560  74.367941  6.014572  172.644265         jute\n",
      "2091   77   55   43    25.499417  75.999876  6.663559  193.714183         jute\n",
      "2092   95   57   41    23.249256  73.653468  6.434611  184.767486         jute\n",
      "2093   63   47   35    26.985822  89.055879  7.432768  193.877871         jute\n",
      "2094   93   43   38    23.614753  86.142903  6.987333  150.235524         jute\n",
      "2095   87   44   43    23.874845  86.792613  6.718725  177.514731         jute\n",
      "2096   88   52   39    23.928879  88.071123  6.880205  154.660874         jute\n",
      "2097   90   39   37    24.814412  81.686889  6.861069  190.788639         jute\n",
      "2098   90   39   43    24.447439  82.286484  6.769346  190.968489         jute\n",
      "2099   84   38   43    26.574217  73.819949  7.261581  159.322307         jute\n",
      "2100   91   21   26    26.333780  57.364700  7.261314  191.654941       coffee\n",
      "2101  107   21   26    26.452885  55.322227  7.235070  144.686134       coffee\n",
      "2102   83   38   35    25.708227  52.886671  7.189156  136.732509       coffee\n",
      "2103  108   24   31    24.128325  56.181077  6.431900  147.275782       coffee\n",
      "2104  116   28   34    23.443723  60.395233  6.423211  122.210325       coffee\n",
      "2105  116   23   25    23.412371  52.269947  6.869720  139.367075       coffee\n",
      "2106  109   31   27    23.059519  50.406094  6.973840  164.497187       coffee\n",
      "2107   89   25   34    23.078954  63.658615  7.184802  129.876544       coffee\n",
      "2108  118   18   32    27.649611  51.110440  6.351824  122.839282       coffee\n",
      "2109  111   32   34    25.467437  69.351612  6.392048  171.376446       coffee\n",
      "2110   84   36   28    26.735062  55.551648  6.119892  140.630521       coffee\n",
      "2111   85   33   25    26.208114  52.509880  6.910824  189.094482       coffee\n",
      "2112   99   15   27    27.042417  57.279275  6.501157  165.687212       coffee\n",
      "2113   81   30   31    24.650902  51.939524  7.027586  135.138654       coffee\n",
      "2114   95   39   29    27.351526  55.993750  7.134114  148.981252       coffee\n",
      "2115   81   34   30    25.177877  62.262446  6.647766  135.011965       coffee\n",
      "2116   80   15   28    23.114387  68.000960  6.703271  161.894462       coffee\n",
      "2117  104   20   26    27.227837  52.952618  7.493192  175.726027       coffee\n",
      "2118  109   29   28    23.263170  60.516002  6.724689  194.175547       coffee\n",
      "2119  100   32   26    25.234661  57.531615  6.043486  124.226174       coffee\n",
      "2120  100   24   28    25.595353  57.729208  7.101661  195.773325       coffee\n",
      "2121   83   21   28    25.567483  60.492446  7.466901  190.225784       coffee\n",
      "2122  120   23   28    25.673242  51.290436  6.877799  196.273637       coffee\n",
      "2123  104   26   30    24.407267  62.656926  6.410993  148.697736       coffee\n",
      "2124  108   33   31    23.692871  66.760901  7.393826  144.657642       coffee\n",
      "2125   91   25   26    24.534600  66.997654  7.482414  180.505926       coffee\n",
      "2126   86   26   27    27.131404  52.893683  6.081173  192.428038       coffee\n",
      "2127   98   18   27    27.560886  68.492999  6.516312  167.435807       coffee\n",
      "2128  111   27   31    23.593023  55.275650  6.043331  191.398067       coffee\n",
      "2129   84   39   35    23.177144  52.138640  6.959404  117.311356       coffee\n",
      "2130   98   27   27    24.713841  51.291425  7.238110  197.643971       coffee\n",
      "2131  118   21   34    24.385346  64.725431  7.234258  119.632411       coffee\n",
      "2132  103   27   31    27.159985  51.591008  6.691541  126.175221       coffee\n",
      "2133   82   24   33    26.535432  67.096081  6.809594  120.649443       coffee\n",
      "2134   86   31   35    27.012073  60.766453  6.485761  191.450893       coffee\n",
      "2135   88   35   35    27.559065  58.457429  6.784461  117.938999       coffee\n",
      "2136   84   27   29    23.322932  53.003663  7.167093  168.264429       coffee\n",
      "2137  120   40   33    24.238506  54.303296  6.734105  115.156401       coffee\n",
      "2138  106   40   30    23.426116  64.106515  6.779984  122.684741       coffee\n",
      "2139  113   21   33    26.022414  55.832890  7.277423  176.902092       coffee\n",
      "2140  117   34   25    24.838462  56.768532  7.212700  124.413504       coffee\n",
      "2141   80   30   25    26.240922  65.643814  7.487267  148.377120       coffee\n",
      "2142   88   21   27    24.430119  66.024112  7.231167  181.636827       coffee\n",
      "2143  113   33   34    26.003740  62.144510  6.559817  153.477776       coffee\n",
      "2144   87   23   28    26.223674  62.265946  6.979591  193.746197       coffee\n",
      "2145  113   15   29    27.096172  63.553243  6.779230  190.244057       coffee\n",
      "2146   98   29   30    25.640044  61.032735  6.217974  199.473564       coffee\n",
      "2147   97   29   27    27.745770  54.369761  7.205079  139.861943       coffee\n",
      "2148   85   35   32    26.249282  54.286178  6.854011  133.112023       coffee\n",
      "2149   82   29   35    26.673772  52.242263  6.246872  156.154390       coffee\n",
      "2150  103   33   25    27.102104  55.749733  6.911066  139.501317       coffee\n",
      "2151  112   17   28    27.629755  61.260026  6.777418  196.649266       coffee\n",
      "2152   99   19   33    27.536455  55.516732  6.273742  130.637714       coffee\n",
      "2153  120   20   34    23.569605  50.563397  6.906125  130.379712       coffee\n",
      "2154  114   27   28    24.994518  57.932502  7.162802  192.873682       coffee\n",
      "2155  100   40   35    27.564418  54.410941  6.955787  177.816092       coffee\n",
      "2156  108   35   25    23.981433  61.109351  6.971963  161.527909       coffee\n",
      "2157  115   31   30    24.229847  67.377684  6.840928  122.407342       coffee\n",
      "2158   87   28   30    25.601540  68.662580  6.536677  168.838360       coffee\n",
      "2159   82   24   26    24.312745  53.572856  6.089444  184.410393       coffee\n",
      "2160   94   26   27    26.366299  52.257385  7.456460  177.317616       coffee\n",
      "2161   87   28   35    26.560278  57.162181  6.759212  152.061623       coffee\n",
      "2162  118   40   35    26.350342  58.506502  7.460175  121.558630       coffee\n",
      "2163   87   38   29    25.204068  57.883705  6.652643  156.145725       coffee\n",
      "2164   92   40   30    23.357232  55.187922  6.026287  171.697695       coffee\n",
      "2165   97   22   26    23.605675  59.688491  6.074190  185.156806       coffee\n",
      "2166   99   40   32    24.184712  69.948073  7.045543  163.270873       coffee\n",
      "2167   89   28   33    26.444141  53.838762  6.993236  175.372331       coffee\n",
      "2168  112   39   29    26.124922  63.374792  6.726529  147.803530       coffee\n",
      "2169  111   28   26    27.773633  64.478587  6.937353  192.712124       coffee\n",
      "2170  114   20   26    25.556567  62.670878  7.279057  193.586623       coffee\n",
      "2171  117   26   30    27.923744  67.969109  7.079851  115.232553       coffee\n",
      "2172  111   29   31    26.059684  52.310985  6.136287  161.343254       coffee\n",
      "2173  119   30   28    26.357709  64.575780  6.505204  163.626950       coffee\n",
      "2174  116   40   33    24.913705  54.153192  7.042089  129.548114       coffee\n",
      "2175   95   37   35    27.313171  68.423339  6.348338  192.428814       coffee\n",
      "2176   86   40   33    26.138787  52.263117  7.432322  136.302777       coffee\n",
      "2177  117   37   32    23.106938  67.062305  6.787659  162.576961       coffee\n",
      "2178  105   18   35    23.526481  68.440307  6.743417  171.883994       coffee\n",
      "2179  109   23   25    25.117110  68.480304  7.007332  194.877348       coffee\n",
      "2180   80   18   31    24.029525  58.848806  7.303033  134.680397       coffee\n",
      "2181  101   31   26    26.708975  69.711841  6.861235  158.860889       coffee\n",
      "2182  103   33   33    26.717174  50.501485  7.131436  126.807398       coffee\n",
      "2183   93   26   27    24.592457  56.468296  7.288212  137.704405       coffee\n",
      "2184  104   35   28    27.510061  50.666872  6.983732  143.995555       coffee\n",
      "2185  116   36   25    27.578476  58.525343  6.172090  156.681037       coffee\n",
      "2186  107   38   29    26.650693  57.566957  6.351182  145.105065       coffee\n",
      "2187  101   33   33    26.972516  62.018363  6.908671  142.861079       coffee\n",
      "2188  107   31   31    23.171246  52.978412  6.766184  153.120164       coffee\n",
      "2189   99   16   30    23.526521  65.443409  6.392792  186.172820       coffee\n",
      "2190  103   40   30    27.309018  55.196224  6.348316  141.483164       coffee\n",
      "2191  118   31   34    27.548230  62.881792  6.123796  181.417081       coffee\n",
      "2192  106   21   35    25.627355  57.041511  7.428524  188.550654       coffee\n",
      "2193  116   38   34    23.292503  50.045570  6.020947  183.468585       coffee\n",
      "2194   97   35   26    24.914610  53.741447  6.334610  166.254931       coffee\n",
      "2195  107   34   32    26.774637  66.413269  6.780064  177.774507       coffee\n",
      "2196   99   15   27    27.417112  56.636362  6.086922  127.924610       coffee\n",
      "2197  118   33   30    24.131797  67.225123  6.362608  173.322839       coffee\n",
      "2198  117   32   34    26.272418  52.127394  6.758793  127.175293       coffee\n",
      "2199  104   18   30    23.603016  60.396475  6.779833  140.937041       coffee\n"
     ]
    }
   ],
   "source": [
    "crop = pd.read_csv(\"Crop_recommendation.csv\")\n",
    "print(crop.to_string())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9ddfb22",
   "metadata": {},
   "source": [
    "# Asq Six Question to yourself"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3ca70c00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2200, 8)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e2ae9b60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2200 entries, 0 to 2199\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   N            2200 non-null   int64  \n",
      " 1   P            2200 non-null   int64  \n",
      " 2   K            2200 non-null   int64  \n",
      " 3   temperature  2200 non-null   float64\n",
      " 4   humidity     2200 non-null   float64\n",
      " 5   ph           2200 non-null   float64\n",
      " 6   rainfall     2200 non-null   float64\n",
      " 7   label        2200 non-null   object \n",
      "dtypes: float64(4), int64(3), object(1)\n",
      "memory usage: 137.6+ KB\n"
     ]
    }
   ],
   "source": [
    "crop.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9efad4c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "N              0\n",
       "P              0\n",
       "K              0\n",
       "temperature    0\n",
       "humidity       0\n",
       "ph             0\n",
       "rainfall       0\n",
       "label          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1f7bf8c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3d5b7413",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>K</th>\n",
       "      <th>temperature</th>\n",
       "      <th>humidity</th>\n",
       "      <th>ph</th>\n",
       "      <th>rainfall</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>20.879744</td>\n",
       "      <td>82.002744</td>\n",
       "      <td>6.502985</td>\n",
       "      <td>202.935536</td>\n",
       "      <td>rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>85</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>21.770462</td>\n",
       "      <td>80.319644</td>\n",
       "      <td>7.038096</td>\n",
       "      <td>226.655537</td>\n",
       "      <td>rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>23.004459</td>\n",
       "      <td>82.320763</td>\n",
       "      <td>7.840207</td>\n",
       "      <td>263.964248</td>\n",
       "      <td>rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>26.491096</td>\n",
       "      <td>80.158363</td>\n",
       "      <td>6.980401</td>\n",
       "      <td>242.864034</td>\n",
       "      <td>rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>78</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>20.130175</td>\n",
       "      <td>81.604873</td>\n",
       "      <td>7.628473</td>\n",
       "      <td>262.717340</td>\n",
       "      <td>rice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2195</th>\n",
       "      <td>107</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "      <td>26.774637</td>\n",
       "      <td>66.413269</td>\n",
       "      <td>6.780064</td>\n",
       "      <td>177.774507</td>\n",
       "      <td>coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>99</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>27.417112</td>\n",
       "      <td>56.636362</td>\n",
       "      <td>6.086922</td>\n",
       "      <td>127.924610</td>\n",
       "      <td>coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2197</th>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>24.131797</td>\n",
       "      <td>67.225123</td>\n",
       "      <td>6.362608</td>\n",
       "      <td>173.322839</td>\n",
       "      <td>coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>117</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>26.272418</td>\n",
       "      <td>52.127394</td>\n",
       "      <td>6.758793</td>\n",
       "      <td>127.175293</td>\n",
       "      <td>coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2199</th>\n",
       "      <td>104</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>23.603016</td>\n",
       "      <td>60.396475</td>\n",
       "      <td>6.779833</td>\n",
       "      <td>140.937041</td>\n",
       "      <td>coffee</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2200 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        N   P   K  temperature   humidity        ph    rainfall   label\n",
       "0      90  42  43    20.879744  82.002744  6.502985  202.935536    rice\n",
       "1      85  58  41    21.770462  80.319644  7.038096  226.655537    rice\n",
       "2      60  55  44    23.004459  82.320763  7.840207  263.964248    rice\n",
       "3      74  35  40    26.491096  80.158363  6.980401  242.864034    rice\n",
       "4      78  42  42    20.130175  81.604873  7.628473  262.717340    rice\n",
       "...   ...  ..  ..          ...        ...       ...         ...     ...\n",
       "2195  107  34  32    26.774637  66.413269  6.780064  177.774507  coffee\n",
       "2196   99  15  27    27.417112  56.636362  6.086922  127.924610  coffee\n",
       "2197  118  33  30    24.131797  67.225123  6.362608  173.322839  coffee\n",
       "2198  117  32  34    26.272418  52.127394  6.758793  127.175293  coffee\n",
       "2199  104  18  30    23.603016  60.396475  6.779833  140.937041  coffee\n",
       "\n",
       "[2200 rows x 8 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop.describe()\n",
    "crop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cea17e12",
   "metadata": {},
   "outputs": [],
   "source": [
    "# crop_dict = {1: \"Rice\", 2: \"Maize\", 3: \"Jute\", 4: \"Cotton\", 5: \"Coconut\", 6: \"Papaya\", 7: \"Orange\",\n",
    "#                  8: \"Apple\", 9: \"Muskmelon\", 10: \"Watermelon\", 11: \"Grapes\", 12: \"Mango\", 13: \"Banana\",\n",
    "#                  14: \"Pomegranate\", 15: \"Lentil\", 16: \"Blackgram\", 17: \"Mungbean\", 18: \"Mothbeans\",\n",
    "#                  19: \"Pigeonpeas\", 20: \"Kidneybeans\", 21: \"Chickpea\", 22: \"Coffee\"}\n",
    "# pairs=list(crop_dict.items())\n",
    "# new_dict=dict(zip([pair[1] for pair in pairs], [pair[0] for pair in pairs]))\n",
    "# crop['label']=crop['label'].map(new_dict)\n",
    "# crop"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b10cce9f",
   "metadata": {},
   "source": [
    "# Exploring Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "709d06f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# corr=crop.corr()\n",
    "# corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1056bfba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label\n",
       "rice           100\n",
       "maize          100\n",
       "jute           100\n",
       "cotton         100\n",
       "coconut        100\n",
       "papaya         100\n",
       "orange         100\n",
       "apple          100\n",
       "muskmelon      100\n",
       "watermelon     100\n",
       "grapes         100\n",
       "mango          100\n",
       "banana         100\n",
       "pomegranate    100\n",
       "lentil         100\n",
       "blackgram      100\n",
       "mungbean       100\n",
       "mothbeans      100\n",
       "pigeonpeas     100\n",
       "kidneybeans    100\n",
       "chickpea       100\n",
       "coffee         100\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "28421986",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\AppData\\Local\\Temp\\ipykernel_14424\\2091051290.py:2: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(crop['N'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "sns.distplot(crop['N'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e3af150",
   "metadata": {},
   "source": [
    "# Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8c35d395",
   "metadata": {},
   "outputs": [],
   "source": [
    "crop_dict = {\n",
    "    'rice': 1,\n",
    "    'maize': 2,\n",
    "    'jute': 3,\n",
    "    'cotton': 4,\n",
    "    'coconut': 5,\n",
    "    'papaya': 6,\n",
    "    'orange': 7,\n",
    "    'apple': 8,\n",
    "    'muskmelon': 9,\n",
    "    'watermelon': 10,\n",
    "    'grapes': 11,\n",
    "    'mango': 12,\n",
    "    'banana': 13,\n",
    "    'pomegranate': 14,\n",
    "    'lentil': 15,\n",
    "    'blackgram': 16,\n",
    "    'mungbean': 17,\n",
    "    'mothbeans': 18,\n",
    "    'pigeonpeas': 19,\n",
    "    'kidneybeans': 20,\n",
    "    'chickpea': 21,\n",
    "    'coffee': 22\n",
    "}\n",
    "crop['crop_num']=crop['label'].map(crop_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b1a53f7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "crop_num\n",
       "1     100\n",
       "2     100\n",
       "3     100\n",
       "4     100\n",
       "5     100\n",
       "6     100\n",
       "7     100\n",
       "8     100\n",
       "9     100\n",
       "10    100\n",
       "11    100\n",
       "12    100\n",
       "13    100\n",
       "14    100\n",
       "15    100\n",
       "16    100\n",
       "17    100\n",
       "18    100\n",
       "19    100\n",
       "20    100\n",
       "21    100\n",
       "22    100\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crop['crop_num'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "dff5caca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>K</th>\n",
       "      <th>temperature</th>\n",
       "      <th>humidity</th>\n",
       "      <th>ph</th>\n",
       "      <th>rainfall</th>\n",
       "      <th>label</th>\n",
       "      <th>crop_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>20.879744</td>\n",
       "      <td>82.002744</td>\n",
       "      <td>6.502985</td>\n",
       "      <td>202.935536</td>\n",
       "      <td>rice</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>85</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>21.770462</td>\n",
       "      <td>80.319644</td>\n",
       "      <td>7.038096</td>\n",
       "      <td>226.655537</td>\n",
       "      <td>rice</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>23.004459</td>\n",
       "      <td>82.320763</td>\n",
       "      <td>7.840207</td>\n",
       "      <td>263.964248</td>\n",
       "      <td>rice</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>26.491096</td>\n",
       "      <td>80.158363</td>\n",
       "      <td>6.980401</td>\n",
       "      <td>242.864034</td>\n",
       "      <td>rice</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>78</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>20.130175</td>\n",
       "      <td>81.604873</td>\n",
       "      <td>7.628473</td>\n",
       "      <td>262.717340</td>\n",
       "      <td>rice</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    N   P   K  temperature   humidity        ph    rainfall label  crop_num\n",
       "0  90  42  43    20.879744  82.002744  6.502985  202.935536  rice         1\n",
       "1  85  58  41    21.770462  80.319644  7.038096  226.655537  rice         1\n",
       "2  60  55  44    23.004459  82.320763  7.840207  263.964248  rice         1\n",
       "3  74  35  40    26.491096  80.158363  6.980401  242.864034  rice         1\n",
       "4  78  42  42    20.130175  81.604873  7.628473  262.717340  rice         1"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# crop.drop(['label'],axis=1,inplace=True)\n",
    "crop.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5494675",
   "metadata": {},
   "source": [
    "# Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5a049f55",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = crop.drop(['crop_num','label'],axis=1)\n",
    "y = crop['crop_num']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9d223a69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>K</th>\n",
       "      <th>temperature</th>\n",
       "      <th>humidity</th>\n",
       "      <th>ph</th>\n",
       "      <th>rainfall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>20.879744</td>\n",
       "      <td>82.002744</td>\n",
       "      <td>6.502985</td>\n",
       "      <td>202.935536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>85</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>21.770462</td>\n",
       "      <td>80.319644</td>\n",
       "      <td>7.038096</td>\n",
       "      <td>226.655537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>23.004459</td>\n",
       "      <td>82.320763</td>\n",
       "      <td>7.840207</td>\n",
       "      <td>263.964248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>74</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>26.491096</td>\n",
       "      <td>80.158363</td>\n",
       "      <td>6.980401</td>\n",
       "      <td>242.864034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>78</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>20.130175</td>\n",
       "      <td>81.604873</td>\n",
       "      <td>7.628473</td>\n",
       "      <td>262.717340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2195</th>\n",
       "      <td>107</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "      <td>26.774637</td>\n",
       "      <td>66.413269</td>\n",
       "      <td>6.780064</td>\n",
       "      <td>177.774507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>99</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>27.417112</td>\n",
       "      <td>56.636362</td>\n",
       "      <td>6.086922</td>\n",
       "      <td>127.924610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2197</th>\n",
       "      <td>118</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>24.131797</td>\n",
       "      <td>67.225123</td>\n",
       "      <td>6.362608</td>\n",
       "      <td>173.322839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>117</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>26.272418</td>\n",
       "      <td>52.127394</td>\n",
       "      <td>6.758793</td>\n",
       "      <td>127.175293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2199</th>\n",
       "      <td>104</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>23.603016</td>\n",
       "      <td>60.396475</td>\n",
       "      <td>6.779833</td>\n",
       "      <td>140.937041</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2200 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        N   P   K  temperature   humidity        ph    rainfall\n",
       "0      90  42  43    20.879744  82.002744  6.502985  202.935536\n",
       "1      85  58  41    21.770462  80.319644  7.038096  226.655537\n",
       "2      60  55  44    23.004459  82.320763  7.840207  263.964248\n",
       "3      74  35  40    26.491096  80.158363  6.980401  242.864034\n",
       "4      78  42  42    20.130175  81.604873  7.628473  262.717340\n",
       "...   ...  ..  ..          ...        ...       ...         ...\n",
       "2195  107  34  32    26.774637  66.413269  6.780064  177.774507\n",
       "2196   99  15  27    27.417112  56.636362  6.086922  127.924610\n",
       "2197  118  33  30    24.131797  67.225123  6.362608  173.322839\n",
       "2198  117  32  34    26.272418  52.127394  6.758793  127.175293\n",
       "2199  104  18  30    23.603016  60.396475  6.779833  140.937041\n",
       "\n",
       "[2200 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d2601fcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        1\n",
       "1        1\n",
       "2        1\n",
       "3        1\n",
       "4        1\n",
       "        ..\n",
       "2195    22\n",
       "2196    22\n",
       "2197    22\n",
       "2198    22\n",
       "2199    22\n",
       "Name: crop_num, Length: 2200, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c561ea31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2200,)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "caba8efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6774a9dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bf57e524",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1760, 7)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "81d69b3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(440, 7)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "20ec83a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>K</th>\n",
       "      <th>temperature</th>\n",
       "      <th>humidity</th>\n",
       "      <th>ph</th>\n",
       "      <th>rainfall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1656</th>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>16.396243</td>\n",
       "      <td>92.181519</td>\n",
       "      <td>6.625539</td>\n",
       "      <td>102.944161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>37</td>\n",
       "      <td>79</td>\n",
       "      <td>19</td>\n",
       "      <td>27.543848</td>\n",
       "      <td>69.347863</td>\n",
       "      <td>7.143943</td>\n",
       "      <td>69.408782</td>\n",
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       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>7</td>\n",
       "      <td>73</td>\n",
       "      <td>25</td>\n",
       "      <td>27.521856</td>\n",
       "      <td>63.132153</td>\n",
       "      <td>7.288057</td>\n",
       "      <td>45.208411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>101</td>\n",
       "      <td>70</td>\n",
       "      <td>48</td>\n",
       "      <td>25.360592</td>\n",
       "      <td>75.031933</td>\n",
       "      <td>6.012697</td>\n",
       "      <td>116.553145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>35.474783</td>\n",
       "      <td>47.972305</td>\n",
       "      <td>6.279134</td>\n",
       "      <td>97.790725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1638</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>21.213070</td>\n",
       "      <td>91.353492</td>\n",
       "      <td>7.817846</td>\n",
       "      <td>112.983436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>108</td>\n",
       "      <td>94</td>\n",
       "      <td>47</td>\n",
       "      <td>27.359116</td>\n",
       "      <td>84.546250</td>\n",
       "      <td>6.387431</td>\n",
       "      <td>90.812505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>11</td>\n",
       "      <td>36</td>\n",
       "      <td>31</td>\n",
       "      <td>27.920633</td>\n",
       "      <td>51.779659</td>\n",
       "      <td>6.475449</td>\n",
       "      <td>100.258567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>11</td>\n",
       "      <td>124</td>\n",
       "      <td>204</td>\n",
       "      <td>13.429886</td>\n",
       "      <td>80.066340</td>\n",
       "      <td>6.361141</td>\n",
       "      <td>71.400430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>32</td>\n",
       "      <td>78</td>\n",
       "      <td>22</td>\n",
       "      <td>23.970814</td>\n",
       "      <td>62.355576</td>\n",
       "      <td>7.007038</td>\n",
       "      <td>53.409060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1760 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        N    P    K  temperature   humidity        ph    rainfall\n",
       "1656   17   16   14    16.396243  92.181519  6.625539  102.944161\n",
       "752    37   79   19    27.543848  69.347863  7.143943   69.408782\n",
       "892     7   73   25    27.521856  63.132153  7.288057   45.208411\n",
       "1041  101   70   48    25.360592  75.031933  6.012697  116.553145\n",
       "1179    0   17   30    35.474783  47.972305  6.279134   97.790725\n",
       "...   ...  ...  ...          ...        ...       ...         ...\n",
       "1638   10    5    5    21.213070  91.353492  7.817846  112.983436\n",
       "1095  108   94   47    27.359116  84.546250  6.387431   90.812505\n",
       "1130   11   36   31    27.920633  51.779659  6.475449  100.258567\n",
       "1294   11  124  204    13.429886  80.066340  6.361141   71.400430\n",
       "860    32   78   22    23.970814  62.355576  7.007038   53.409060\n",
       "\n",
       "[1760 rows x 7 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab13cdf8",
   "metadata": {},
   "source": [
    "\n",
    "# Scale the features using MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f19981a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "ms=MinMaxScaler()\n",
    "X_train = ms.fit_transform(X_train)\n",
    "X_test = ms.transform(X_test)\n",
    "# gnb1.fit_transform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3f50c64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.12142857, 0.07857143, 0.045     , ..., 0.9089898 , 0.48532225,\n",
       "        0.29685161],\n",
       "       [0.26428571, 0.52857143, 0.07      , ..., 0.64257946, 0.56594073,\n",
       "        0.17630752],\n",
       "       [0.05      , 0.48571429, 0.1       , ..., 0.57005802, 0.58835229,\n",
       "        0.08931844],\n",
       "       ...,\n",
       "       [0.07857143, 0.22142857, 0.13      , ..., 0.43760347, 0.46198144,\n",
       "        0.28719815],\n",
       "       [0.07857143, 0.85      , 0.995     , ..., 0.76763665, 0.44420505,\n",
       "        0.18346657],\n",
       "       [0.22857143, 0.52142857, 0.085     , ..., 0.56099735, 0.54465022,\n",
       "        0.11879596]])"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f773f2ff",
   "metadata": {},
   "source": [
    "# Standarization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9099b5ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "\n",
    "\n",
    "sc.fit(X_train)\n",
    "X_train = sc.transform(X_train)\n",
    "X_test = sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f4fd4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-9.03426596e-01, -1.12616170e+00, -6.68506601e-01, ...,\n",
       "         9.36586183e-01,  1.93473784e-01,  5.14970176e-03],\n",
       "       [-3.67051340e-01,  7.70358846e-01, -5.70589522e-01, ...,\n",
       "        -1.00470485e-01,  8.63917548e-01, -6.05290566e-01],\n",
       "       [-1.17161422e+00,  5.89737842e-01, -4.53089028e-01, ...,\n",
       "        -3.82774991e-01,  1.05029771e+00, -1.04580687e+00],\n",
       "       ...,\n",
       "       [-1.06433917e+00, -5.24091685e-01, -3.35588533e-01, ...,\n",
       "        -8.98381379e-01, -6.34357580e-04, -4.37358211e-02],\n",
       "       [-1.06433917e+00,  2.12501638e+00,  3.05234239e+00, ...,\n",
       "         3.86340190e-01, -1.48467347e-01, -5.69036842e-01],\n",
       "       [-5.01145154e-01,  7.40255346e-01, -5.11839275e-01, ...,\n",
       "        -4.18045489e-01,  6.86860180e-01, -8.96531475e-01]])"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "752a08ae",
   "metadata": {},
   "source": [
    "# Training Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ac6ef55e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussian Naive Bayes  with accuracy : 0.9954545454545455\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "\n",
    "\n",
    "gnb=GaussianNB()\n",
    "\n",
    "# for name, md in models.items():\n",
    "gnb.fit(X_train,y_train)\n",
    "ypred = gnb.predict(X_test)\n",
    "\n",
    "print(f\"Gaussian Naive Bayes  with accuracy : {accuracy_score(y_test,ypred)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4659be4d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "859d9922",
   "metadata": {},
   "source": [
    "# Predictive System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "17f3a3fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommendation(N,P,k,temperature,humidity,ph,rainfal):\n",
    "    features = np.array([[N,P,k,temperature,humidity,ph,rainfal]])\n",
    "    transformed_features = ms.fit_transform(features)\n",
    "    transformed_features = sc.fit_transform(transformed_features)\n",
    "    prediction = gnb.predict(transformed_features).reshape(1,-1)\n",
    "    \n",
    "    return prediction[0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "64ffd9d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jute is a best crop to be cultivated \n"
     ]
    }
   ],
   "source": [
    "# N = 40\n",
    "# P = 50\n",
    "# k = 50\n",
    "# temperature = 40.0\n",
    "# humidity = 20\n",
    "# ph = 100\n",
    "# rainfall = 100\n",
    "\n",
    "# predict = recommendation(N,P,k,temperature,humidity,ph,rainfall)\n",
    "\n",
    "\n",
    "# crop_dict = {1: \"Rice\", 2: \"Maize\", 3: \"Jute\", 4: \"Cotton\", 5: \"Coconut\", 6: \"Papaya\", 7: \"Orange\",\n",
    "#                  8: \"Apple\", 9: \"Muskmelon\", 10: \"Watermelon\", 11: \"Grapes\", 12: \"Mango\", 13: \"Banana\",\n",
    "#                  14: \"Pomegranate\", 15: \"Lentil\", 16: \"Blackgram\", 17: \"Mungbean\", 18: \"Mothbeans\",\n",
    "#                  19: \"Pigeonpeas\", 20: \"Kidneybeans\", 21: \"Chickpea\", 22: \"Coffee\"}\n",
    "\n",
    "# if predict[0] in crop_dict:\n",
    "#     crop = crop_dict[predict[0]]\n",
    "#     print(\"{} is a best crop to be cultivated \".format(crop))\n",
    "# else:\n",
    "#     print(\"Sorry are not able to recommend a proper crop for this environment\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fa3d3b8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "pickle.dump(gnb,open('model.pkl','wb'))\n",
    "pickle.dump(ms,open('minmaxscaler.pkl','wb'))\n",
    "pickle.dump(sc,open('standscaler.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a55a48a3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c97733fc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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