carvana_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from common_utils import *\n",
    "from preprocessing_utils import *\n",
    "from classification_validation_utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' \\n\\nFUNZIONI DI SOSTITUZIONE MISSING VALUES, RIMOZIONE ATTRIBUTI INUTILI, RIDEFINIZIONE VALORI VARIABILI\\nE DISCRETIZZAZIONE\\n\\n'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\" \n",
    "\n",
    "FUNZIONI DI SOSTITUZIONE MISSING VALUES, RIMOZIONE ATTRIBUTI INUTILI, RIDEFINIZIONE VALORI VARIABILI\n",
    "E DISCRETIZZAZIONE\n",
    "\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "originalDf = pd.read_csv(\"data/carvana_training.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('PRIMEUNIT', 69564),\n",
       " ('AUCGUART', 69564),\n",
       " ('WheelType', 3174),\n",
       " ('WheelTypeID', 3169),\n",
       " ('Trim', 2360),\n",
       " ('MMRCurrentAuctionAveragePrice', 315),\n",
       " ('MMRCurrentAuctionCleanPrice', 315),\n",
       " ('MMRCurrentRetailAveragePrice', 315),\n",
       " ('MMRCurrentRetailCleanPrice', 315),\n",
       " ('MMRAcquisitionAuctionAveragePrice', 18),\n",
       " ('MMRAcquisitionAuctionCleanPrice', 18),\n",
       " ('MMRAcquisitionRetailAveragePrice', 18),\n",
       " ('MMRAcquisitonRetailCleanPrice', 18),\n",
       " ('Transmission', 9),\n",
       " ('SubModel', 8),\n",
       " ('Color', 8),\n",
       " ('Nationality', 5),\n",
       " ('Size', 5),\n",
       " ('TopThreeAmericanName', 5),\n",
       " ('RefId', 0),\n",
       " ('IsBadBuy', 0),\n",
       " ('PurchDate', 0),\n",
       " ('Auction', 0),\n",
       " ('VehYear', 0),\n",
       " ('VehicleAge', 0),\n",
       " ('Make', 0),\n",
       " ('Model', 0),\n",
       " ('VehOdo', 0),\n",
       " ('BYRNO', 0),\n",
       " ('VNZIP1', 0),\n",
       " ('VNST', 0),\n",
       " ('VehBCost', 0),\n",
       " ('IsOnlineSale', 0),\n",
       " ('WarrantyCost', 0)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "getMissingValues(originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    72983.000000\n",
      "mean         0.122988\n",
      "std          0.328425\n",
      "min          0.000000\n",
      "25%          0.000000\n",
      "50%          0.000000\n",
      "75%          0.000000\n",
      "max          1.000000\n",
      "Name: IsBadBuy, dtype: float64\n",
      "Distribuzione valori di IsBadBuy: \n",
      "0    64007\n",
      "1     8976\n",
      "Name: IsBadBuy, dtype: int64\n",
      "Valori di IsBadBuy in percentuale: \n",
      "IsBadBuy\n",
      "0    0.877012\n",
      "1    0.122988\n",
      "dtype: float64\n",
      "count    72983.000000\n",
      "mean         0.025280\n",
      "std          0.156975\n",
      "min          0.000000\n",
      "25%          0.000000\n",
      "50%          0.000000\n",
      "75%          0.000000\n",
      "max          1.000000\n",
      "Name: IsOnlineSale, dtype: float64\n",
      "Distribuzione valori di IsOnlineSale: \n",
      "0    71138\n",
      "1     1845\n",
      "Name: IsOnlineSale, dtype: int64\n",
      "Valori di IsOnlineSale in percentuale: \n",
      "IsOnlineSale\n",
      "0    0.97472\n",
      "1    0.02528\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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3tnQ7E7g8M8+PiAOptoEdw16spLYwqGCWmbcC0/qY9do++ibwgX6WcxFwUR/tc4CDBlOL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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc424b19a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oPrPybODbLe1nlbMzjwVWlF2e84ATI2KnctD/icC8Mm9lRBxb1nVWy7IkSZLG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\n0OC0d3T+PnAjhrLx7jXAre0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niHgd8DRwlcFMkjbWhF2ZX6X69nw71VX/W/fJJFDnBbdW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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc424479828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleAttributeStats('IsBadBuy',originalDf)\n",
    "getSingleAttributeStats('IsOnlineSale', originalDf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IsBadBuy          0     1\n",
      "IsOnlineSale             \n",
      "0             62375  8763\n",
      "1              1632   213\n",
      "IsBadBuy             0         1\n",
      "IsOnlineSale                    \n",
      "0             0.876817  0.123183\n",
      "1             0.884553  0.115447\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "IsOnlineSale      0     1\n",
      "IsBadBuy                 \n",
      "0             62375  1632\n",
      "1              8763   213\n",
      "IsOnlineSale         0         1\n",
      "IsBadBuy                        \n",
      "0             0.974503  0.025497\n",
      "1             0.976270  0.023730\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423ce4390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Tnym0E5K+S3KrEQEz0n8E3N/QzQrNWgtJZ5e6hvbEVx+1E5IWAP0iYkO96TsD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\nKJiZWeb/A1IIQLzPELywAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423bb3b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getTwoAttributesStats('IsOnlineSale','IsBadBuy', df=originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count     72978\n",
      "unique        4\n",
      "top          GM\n",
      "freq      25314\n",
      "Name: TopThreeAmericanName, dtype: object\n",
      "Distribuzione valori di TopThreeAmericanName: \n",
      "GM          25314\n",
      "CHRYSLER    23399\n",
      "FORD        12315\n",
      "OTHER       11950\n",
      "Name: TopThreeAmericanName, dtype: int64\n",
      "Valori di TopThreeAmericanName in percentuale: \n",
      "TopThreeAmericanName\n",
      "CHRYSLER    0.320631\n",
      "FORD        0.168749\n",
      "GM          0.346872\n",
      "OTHER       0.163748\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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YA9yQxgGOAcak11TgYngxoZsGHER2Sfs0STukZS4GPpRbrnJdZmZmZi2l2wQt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\nREQCRgWaiIiISMD8f10K1JJxwpf6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc464305668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleAttributeStats('TopThreeAmericanName',originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[attribute][~df[attribute].isin(list(df[attribute].value_counts()[:topN].keys()))]='Others'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count      72983\n",
      "unique         6\n",
      "top       Others\n",
      "freq       18416\n",
      "Name: Make, dtype: object\n",
      "Distribuzione valori di Make: \n",
      "Others       18416\n",
      "CHEVROLET    17248\n",
      "DODGE        12912\n",
      "FORD         11305\n",
      "CHRYSLER      8844\n",
      "PONTIAC       4258\n",
      "Name: Make, dtype: int64\n",
      "Valori di Make in percentuale: \n",
      "Make\n",
      "CHEVROLET    0.236329\n",
      "CHRYSLER     0.121179\n",
      "DODGE        0.176918\n",
      "FORD         0.154899\n",
      "Others       0.252333\n",
      "PONTIAC      0.058342\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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MLBMuzMzMzMwy4cLMzMzMLBMuzMzMzMwy4cLMzMzMLBPdFmaSpkl6UtK9pbYpkhZLmpMe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\na6xp7/ynLpce6jx6UqL48lMTJdMbo7knP48lwp4/G3fAPg3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KccuQIfud90FjI4Picbak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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423e707f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleAttributeStats('Make',originalDf,toOthers=True, topN=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count     69809\n",
      "unique        3\n",
      "top       Alloy\n",
      "freq      36050\n",
      "Name: WheelType, dtype: object\n",
      "Distribuzione valori di WheelType: \n",
      "Alloy      36050\n",
      "Covers     33004\n",
      "Special      755\n",
      "Name: WheelType, dtype: int64\n",
      "Valori di WheelType in percentuale: \n",
      "WheelType\n",
      "Alloy      0.516409\n",
      "Covers     0.472776\n",
      "Special    0.010815\n",
      "dtype: float64\n",
      "Size       COMPACT  CROSSOVER  LARGE  LARGE SUV  LARGE TRUCK  MEDIUM  \\\n",
      "WheelType                                                              \n",
      "Alloy         2298       1308   4589       1274         2404   11532   \n",
      "Covers        4427        357   3885         40          576   17656   \n",
      "Special         83         11     52         50           82     281   \n",
      "\n",
      "Size       MEDIUM SUV  SMALL SUV  SMALL TRUCK  SPECIALTY  SPORTS   VAN  \n",
      "WheelType                                                               \n",
      "Alloy            6869       1882          636        616     713  1928  \n",
      "Covers            761        263          168       1193       6  3668  \n",
      "Special            77         30           23         32      17    17  \n",
      "Size        COMPACT  CROSSOVER     LARGE  LARGE SUV  LARGE TRUCK    MEDIUM  \\\n",
      "WheelType                                                                    \n",
      "Alloy      0.063747   0.036284  0.127299   0.035341     0.066687  0.319898   \n",
      "Covers     0.134152   0.010818  0.117727   0.001212     0.017455  0.535030   \n",
      "Special    0.109934   0.014570  0.068874   0.066225     0.108609  0.372185   \n",
      "\n",
      "Size       MEDIUM SUV  SMALL SUV  SMALL TRUCK  SPECIALTY    SPORTS       VAN  \n",
      "WheelType                                                                     \n",
      "Alloy        0.190546   0.052207     0.017643   0.017088  0.019779  0.053483  \n",
      "Covers       0.023061   0.007970     0.005091   0.036152  0.000182  0.111152  \n",
      "Special      0.101987   0.039735     0.030464   0.042384  0.022517  0.022517  \n",
      "\n",
      "\n",
      "\n",
      "\n",
      "WheelType    Alloy  Covers  Special\n",
      "Size                               \n",
      "COMPACT       2298    4427       83\n",
      "CROSSOVER     1308     357       11\n",
      "LARGE         4589    3885       52\n",
      "LARGE SUV     1274      40       50\n",
      "LARGE TRUCK   2404     576       82\n",
      "MEDIUM       11532   17656      281\n",
      "MEDIUM SUV    6869     761       77\n",
      "SMALL SUV     1882     263       30\n",
      "SMALL TRUCK    636     168       23\n",
      "SPECIALTY      616    1193       32\n",
      "SPORTS         713       6       17\n",
      "VAN           1928    3668       17\n",
      "WheelType       Alloy    Covers   Special\n",
      "Size                                     \n",
      "COMPACT      0.337544  0.650264  0.012192\n",
      "CROSSOVER    0.780430  0.213007  0.006563\n",
      "LARGE        0.538236  0.455665  0.006099\n",
      "LARGE SUV    0.934018  0.029326  0.036657\n",
      "LARGE TRUCK  0.785108  0.188112  0.026780\n",
      "MEDIUM       0.391326  0.599138  0.009535\n",
      "MEDIUM SUV   0.891268  0.098741  0.009991\n",
      "SMALL SUV    0.865287  0.120920  0.013793\n",
      "SMALL TRUCK  0.769045  0.203144  0.027811\n",
      "SPECIALTY    0.334601  0.648017  0.017382\n",
      "SPORTS       0.968750  0.008152  0.023098\n",
      "VAN          0.343488  0.653483  0.003029\n"
     ]
    },
    {
     "data": {
      "image/png": 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sYK/2cxjwIWgSOeDNwGOAfYE3r0nm2jqvGvje5G1JkiQtCOtMzKrq28A1k4oP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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc42454e5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g06ZNTJ48mZUrrZfOrVq1ihEjRnDv3j3c3d2pU6cOU6ZMwdfXl9SpUzNwoPWG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\nJwUzM6tzUjAzszonBTMzq/sb1BZBDa0cgsUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423c42b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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B3HHHHaxcuTKc4913+eabb9aL99knH1O/QQMOP/p4Tvr1b3hn+tTE36NzrvSV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\ny2+zIJWDfgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423e01dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleAttributeStats('WheelType',originalDf)\n",
    "getTwoAttributesStats('WheelType','Size',originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:46: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[attribute][df[attribute].isin(valuesToRepl)]='Others'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count         72983\n",
      "unique            7\n",
      "top       CHEVROLET\n",
      "freq          17248\n",
      "Name: Make, dtype: object\n",
      "Distribuzione valori di Make: \n",
      "CHEVROLET    17248\n",
      "Others       15932\n",
      "DODGE        12912\n",
      "FORD         11305\n",
      "CHRYSLER      8844\n",
      "PONTIAC       4258\n",
      "KIA           2484\n",
      "Name: Make, dtype: int64\n",
      "Valori di Make in percentuale: \n",
      "Make\n",
      "CHEVROLET    0.236329\n",
      "CHRYSLER     0.121179\n",
      "DODGE        0.176918\n",
      "FORD         0.154899\n",
      "KIA          0.034035\n",
      "Others       0.218297\n",
      "PONTIAC      0.058342\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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CgSkREcC1wNFp+fHAb9YmJjOztbWaC5S63AaMiYhdKfrFfistuxlwOrA3xY/U00vdO8zM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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423e1f0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleAttributeStats('Make',originalDf, toOthers=True, valueToCut=0.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    72668.000000\n",
      "mean      6132.081287\n",
      "std       2434.567723\n",
      "min          0.000000\n",
      "25%       4275.000000\n",
      "50%       6062.000000\n",
      "75%       7736.000000\n",
      "max      35722.000000\n",
      "Name: MMRCurrentAuctionAveragePrice, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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elLRU0uIUO1DSPEkr088DUlySbpK0StIySUfnbWdiWn6lpImVOh4zq31O6MzM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423c72b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleContinueAttributeStats(attribute='MMRCurrentAuctionAveragePrice',df=originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count     72983.000000\n",
      "mean      71499.995917\n",
      "std       14578.913128\n",
      "min        4825.000000\n",
      "25%       61837.000000\n",
      "50%       73361.000000\n",
      "75%       82436.000000\n",
      "max      115717.000000\n",
      "Name: VehOdo, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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JkqR61NWHLiLeC9wAfKGEpgH/2KikJEmSVL96B0WcDRwDPA2QmQ8Cv9WopCRJklS/evvQ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\ne/oJ4R5FuzIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc423bf0f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "getSingleContinueAttributeStats(attribute='VehOdo',df=originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#SOSTITUZIONE DEI MISSING VALUES NEGLI ATTRIBUTI CHE LI HANNO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#lo faccio ma non serve... toglieremo top3AmericanName dagli attributi che utilizzeremo\n",
    "#perchè è troppo simile a nationality\n",
    "originalDf.TopThreeAmericanName = originalDf.TopThreeAmericanName.groupby(originalDf.Make).apply \\\n",
    "(lambda x: x.fillna(getMostFrequent(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:167: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df [\"Color\"] [df[\"Color\"]=='NOT AVAIL'] = df[\"Color\"].map(lambda x: np.nan)\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:125: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  sizes [df['Size'].isin(['MEDIUM SUV','CROSSOVER'])]='MEDIUM'\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:126: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  sizes [df['Size'].isin(['SMALL TRUCK','LARGE TRUCK','VAN'])]='LARGE'\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:127: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  sizes [df['Size'].isin(['SPECIALTY'])]='SPORTS'\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:128: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  sizes [df['Size'].isin(['SMALL SUV'])]='COMPACT'\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:230: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df['MMRCurrentRetailAveragePrice'] [df['MMRCurrentRetailAveragePrice']==0.0] = df['MMRCurrentRetailAveragePrice'].map(lambda x: np.nan)\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:231: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df ['MMRAcquisitionAuctionCleanPrice'] [df.MMRAcquisitionAuctionCleanPrice.isin ([0.0,1.0])] = df.MMRAcquisitionAuctionCleanPrice.map(lambda x: np.nan)\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:232: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df ['MMRAcquisitionRetailAveragePrice'] [df.MMRAcquisitionRetailAveragePrice==0] = df.MMRAcquisitionRetailAveragePrice.map(lambda x: np.nan)\n",
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:233: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df ['MMRAcquisitonRetailCleanPrice'] [df.MMRAcquisitonRetailCleanPrice==0] = df.MMRAcquisitonRetailCleanPrice.map(lambda x: np.nan)\n"
     ]
    }
   ],
   "source": [
    "tmpDf = replaceMissingValues(df=originalDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('PRIMEUNIT', 69564),\n",
       " ('AUCGUART', 69564),\n",
       " ('WheelTypeID', 3169),\n",
       " ('MMRAcquisitionAuctionCleanPrice', 846),\n",
       " ('MMRAcquisitionRetailAveragePrice', 846),\n",
       " ('MMRAcquisitonRetailCleanPrice', 846),\n",
       " ('MMRCurrentRetailAveragePrice', 819),\n",
       " ('MMRCurrentAuctionAveragePrice', 315),\n",
       " ('MMRCurrentAuctionCleanPrice', 315),\n",
       " ('MMRCurrentRetailCleanPrice', 315),\n",
       " ('MMRCurrentRetailAveragePriceFill', 23),\n",
       " ('MMRAcquisitionAuctionAveragePrice', 18),\n",
       " ('SubModel', 8),\n",
       " ('RefId', 0),\n",
       " ('IsBadBuy', 0),\n",
       " ('PurchDate', 0),\n",
       " ('Auction', 0),\n",
       " ('VehYear', 0),\n",
       " ('VehicleAge', 0),\n",
       " ('Make', 0),\n",
       " ('Model', 0),\n",
       " ('Trim', 0),\n",
       " ('Color', 0),\n",
       " ('Transmission', 0),\n",
       " ('WheelType', 0),\n",
       " ('VehOdo', 0),\n",
       " ('Nationality', 0),\n",
       " ('Size', 0),\n",
       " ('TopThreeAmericanName', 0),\n",
       " ('BYRNO', 0),\n",
       " ('VNZIP1', 0),\n",
       " ('VNST', 0),\n",
       " ('VehBCost', 0),\n",
       " ('IsOnlineSale', 0),\n",
       " ('WarrantyCost', 0),\n",
       " ('Sizes', 0)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "getMissingValues(tmpDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IsBadBuy</th>\n",
       "      <th>PurchDate</th>\n",
       "      <th>Auction</th>\n",
       "      <th>VehicleAge</th>\n",
       "      <th>Make</th>\n",
       "      <th>Trim</th>\n",
       "      <th>Color</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>WheelType</th>\n",
       "      <th>VehOdo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Size</th>\n",
       "      <th>VNZIP1</th>\n",
       "      <th>VNST</th>\n",
       "      <th>VehBCost</th>\n",
       "      <th>WarrantyCost</th>\n",
       "      <th>Sizes</th>\n",
       "      <th>MMRCurrentRetailAveragePriceFill</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>MAZDA</td>\n",
       "      <td>i</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>89046</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7100.0</td>\n",
       "      <td>1113</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11597.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>ST</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>93593</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>1053</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>11374.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>MAROON</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>73807</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1389</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>65617</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>630</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>4375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>FORD</td>\n",
       "      <td>ZX3</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Covers</td>\n",
       "      <td>69367</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>1020</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>6739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>ES</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>81054</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>594</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>KIA</td>\n",
       "      <td>EX</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65328</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>FORD</td>\n",
       "      <td>SE</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65805</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>825</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6942.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>KIA</td>\n",
       "      <td>EX</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>49921</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9637.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>FORD</td>\n",
       "      <td>SEL</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84872</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>1633</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>12580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>GMC</td>\n",
       "      <td>SLE</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80080</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>1373</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9494.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>8</td>\n",
       "      <td>FORD</td>\n",
       "      <td>XL</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>75419</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5300.0</td>\n",
       "      <td>869</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>5734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SE</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>79315</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>1623</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>8523.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>71254</td>\n",
       "      <td>TOP LINE ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>686</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9374.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74722</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>1623</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>12131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>6</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Covers</td>\n",
       "      <td>72132</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>1455</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>4855.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80736</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>6800.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12596.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>6</td>\n",
       "      <td>SATURN</td>\n",
       "      <td>Bas</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>75156</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1923</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65925</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>1703</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>7638.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>GMC</td>\n",
       "      <td>SLE</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84498</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7100.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11367.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>54586</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>1551</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>6228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>66536</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>2003</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>7512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>98130</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>5613</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>5999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>59789</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>671</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9721.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65663</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>728</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11189.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>MERCURY</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>52106</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>754</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>GMC</td>\n",
       "      <td>SLE</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>88958</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>2452</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8522.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>ST</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>76173</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>920</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>11135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>12/28/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SLT</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>65393</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8400.0</td>\n",
       "      <td>1411</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12295.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>12/28/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80064</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>1763</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9768.0</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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72953</th>\n",
       "      <td>0</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>PONTIAC</td>\n",
       "      <td>Bas</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>64990</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6835.0</td>\n",
       "      <td>1703</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>10234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72954</th>\n",
       "      <td>0</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>1</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SE</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>64846</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8200.0</td>\n",
       "      <td>1118</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>14594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72955</th>\n",
       "      <td>1</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>SUZUKI</td>\n",
       "      <td>S</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>60074</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8632.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72956</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>SUZUKI</td>\n",
       "      <td>S</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>61921</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72957</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>Spo</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>85377</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>983</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>11223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72958</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84168</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72959</th>\n",
       "      <td>1</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74151</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>1506</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8293.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72960</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>72802</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>1389</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>14220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72961</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>GMC</td>\n",
       "      <td>Sta</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>89665</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1543</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>8601.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72962</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>Lar</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>59383</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>1417</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>13488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72963</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LT</td>\n",
       "      <td>BEIGE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>75700</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1455</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72964</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>70004</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>1155</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6587.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72965</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>71348</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>1155</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72966</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>SUZUKI</td>\n",
       "      <td>S</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>48642</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72967</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>Adv</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>57444</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9800.0</td>\n",
       "      <td>1251</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>15702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72968</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>GLS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>69098</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7738.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72969</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>SATURN</td>\n",
       "      <td>2</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Covers</td>\n",
       "      <td>76391</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>803</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6518.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72970</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>Lar</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>61020</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9700.0</td>\n",
       "      <td>1606</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>13630.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72971</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>KIA</td>\n",
       "      <td>EX</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>44622</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72972</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>Bas</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>69941</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE SUV</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>10400.0</td>\n",
       "      <td>1606</td>\n",
       "      <td>LARGE SUV</td>\n",
       "      <td>17619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72973</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREEN</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>68127</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>1215</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>12398.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72974</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>ST</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>93744</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>1353</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72975</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>Lim</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74407</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>803</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11776.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72976</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>FORD</td>\n",
       "      <td>XLS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>82563</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9659.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72977</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>KIA</td>\n",
       "      <td>EX</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>65399</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7900.0</td>\n",
       "      <td>1508</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72978</th>\n",
       "      <td>1</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>8</td>\n",
       "      <td>MERCURY</td>\n",
       "      <td>GS</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>45234</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>993</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>4836.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72979</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>71759</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6200.0</td>\n",
       "      <td>1038</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>10151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72980</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>Lar</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>88500</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8200.0</td>\n",
       "      <td>1893</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72981</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>79554</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1974</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>10099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72982</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>MAZDA</td>\n",
       "      <td>s</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>66855</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>1313</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11954.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72983 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       IsBadBuy   PurchDate Auction  VehicleAge        Make Trim   Color  \\\n",
       "0             0   12/7/2009   ADESA           3       MAZDA    i     RED   \n",
       "1             0   12/7/2009   ADESA           5       DODGE   ST   WHITE   \n",
       "2             0   12/7/2009   ADESA           4       DODGE  SXT  MAROON   \n",
       "3             0   12/7/2009   ADESA           5       DODGE  SXT  SILVER   \n",
       "4             0   12/7/2009   ADESA           4        FORD  ZX3  SILVER   \n",
       "5             0   12/7/2009   ADESA           5  MITSUBISHI   ES   WHITE   \n",
       "6             0   12/7/2009   ADESA           5         KIA   EX   BLACK   \n",
       "7             0   12/7/2009   ADESA           4        FORD   SE   WHITE   \n",
       "8             0   12/7/2009   ADESA           2         KIA   EX   BLACK   \n",
       "9             0   12/7/2009   ADESA           2        FORD  SEL     RED   \n",
       "10            0  12/14/2009   ADESA           4         GMC  SLE  SILVER   \n",
       "11            0  12/14/2009   ADESA           8        FORD   XL   WHITE   \n",
       "12            1  12/14/2009   ADESA           4       DODGE   SE     RED   \n",
       "13            0  12/14/2009   ADESA           4      NISSAN  Bas   WHITE   \n",
       "14            0  12/14/2009   ADESA           3       DODGE  SXT    GOLD   \n",
       "15            0  12/14/2009   ADESA           6   CHEVROLET  Bas   WHITE   \n",
       "16            0  12/14/2009   ADESA           4   CHEVROLET   LS   WHITE   \n",
       "17            0  12/14/2009   ADESA           6      SATURN  Bas     RED   \n",
       "18            0  12/14/2009   ADESA           4   CHEVROLET  Bas    GREY   \n",
       "19            0  12/14/2009   ADESA           5         GMC  SLE   BLACK   \n",
       "20            0  12/14/2009   ADESA           7    CHRYSLER  Bas    BLUE   \n",
       "21            0  12/14/2009   ADESA           7   CHEVROLET   SS   WHITE   \n",
       "22            0  12/21/2009   ADESA           5   CHEVROLET   LS  SILVER   \n",
       "23            0  12/21/2009   ADESA           3   CHEVROLET   LS    GREY   \n",
       "24            0  12/21/2009   ADESA           2   CHEVROLET   LS    GREY   \n",
       "25            1  12/21/2009   ADESA           5     MERCURY   LS   WHITE   \n",
       "26            0  12/21/2009   ADESA           7         GMC  SLE    GOLD   \n",
       "27            0  12/21/2009   ADESA           5       DODGE   ST   WHITE   \n",
       "28            0  12/28/2009   ADESA           5       DODGE  SLT     RED   \n",
       "29            0  12/28/2009   ADESA           4       DODGE  SXT    GREY   \n",
       "...         ...         ...     ...         ...         ...  ...     ...   \n",
       "72953         0  11/18/2009   ADESA           3     PONTIAC  Bas  SILVER   \n",
       "72954         0  11/18/2009   ADESA           1       DODGE   SE    BLUE   \n",
       "72955         1  11/18/2009   ADESA           2      SUZUKI    S     RED   \n",
       "72956         0  11/24/2009   ADESA           2      SUZUKI    S    GOLD   \n",
       "72957         0  11/24/2009   ADESA           4        JEEP  Spo     RED   \n",
       "72958         0  11/24/2009   ADESA           3       DODGE  SXT  SILVER   \n",
       "72959         1  11/24/2009   ADESA           4   CHEVROLET   LS   BLACK   \n",
       "72960         0  11/24/2009   ADESA           2    CHRYSLER  Bas    GREY   \n",
       "72961         0  11/24/2009   ADESA           7         GMC  Sta   BLACK   \n",
       "72962         0  11/24/2009   ADESA           4        JEEP  Lar   BLACK   \n",
       "72963         0  11/24/2009   ADESA           7   CHEVROLET   LT   BEIGE   \n",
       "72964         0  11/24/2009   ADESA           3       DODGE  SXT   WHITE   \n",
       "72965         0  11/24/2009   ADESA           4    CHRYSLER  Bas   WHITE   \n",
       "72966         0  11/24/2009   ADESA           4      SUZUKI    S    BLUE   \n",
       "72967         0  11/24/2009   ADESA           3       DODGE  Adv     RED   \n",
       "72968         0  11/24/2009   ADESA           5     HYUNDAI  GLS   WHITE   \n",
       "72969         0  11/24/2009   ADESA           5      SATURN    2   BLACK   \n",
       "72970         0  11/24/2009   ADESA           4        JEEP  Lar   WHITE   \n",
       "72971         0  11/24/2009   ADESA           2         KIA   EX    BLUE   \n",
       "72972         0  11/24/2009   ADESA           3        JEEP  Bas   BLACK   \n",
       "72973         0  11/24/2009   ADESA           3    CHRYSLER  Bas   GREEN   \n",
       "72974         0   12/2/2009   ADESA           7       DODGE   ST    GOLD   \n",
       "72975         0   12/2/2009   ADESA           2     HYUNDAI  Lim  SILVER   \n",
       "72976         0   12/2/2009   ADESA           5        FORD  XLS  SILVER   \n",
       "72977         0   12/2/2009   ADESA           3         KIA   EX    GOLD   \n",
       "72978         1   12/2/2009   ADESA           8     MERCURY   GS   BLACK   \n",
       "72979         0   12/2/2009   ADESA           2   CHEVROLET   LS  SILVER   \n",
       "72980         0   12/2/2009   ADESA           4        JEEP  Lar  SILVER   \n",
       "72981         0   12/2/2009   ADESA           3   CHEVROLET   LS   WHITE   \n",
       "72982         0   12/2/2009   ADESA           3       MAZDA    s  SILVER   \n",
       "\n",
       "      Transmission WheelType  VehOdo     Nationality       Size  VNZIP1 VNST  \\\n",
       "0             AUTO     Alloy   89046     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "1             AUTO     Alloy   93593        AMERICAN      LARGE   33619   FL   \n",
       "2             AUTO    Covers   73807        AMERICAN     MEDIUM   33619   FL   \n",
       "3             AUTO     Alloy   65617        AMERICAN    COMPACT   33619   FL   \n",
       "4           MANUAL    Covers   69367        AMERICAN    COMPACT   33619   FL   \n",
       "5             AUTO    Covers   81054     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "6             AUTO    Covers   65328     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "7             AUTO    Covers   65805        AMERICAN     MEDIUM   33619   FL   \n",
       "8             AUTO    Covers   49921     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "9             AUTO     Alloy   84872        AMERICAN      LARGE   33619   FL   \n",
       "10            AUTO     Alloy   80080        AMERICAN      LARGE   33619   FL   \n",
       "11          MANUAL     Alloy   75419        AMERICAN      LARGE   33619   FL   \n",
       "12            AUTO     Alloy   79315        AMERICAN      LARGE   33619   FL   \n",
       "13            AUTO    Covers   71254  TOP LINE ASIAN     MEDIUM   33619   FL   \n",
       "14            AUTO     Alloy   74722        AMERICAN      LARGE   33619   FL   \n",
       "15          MANUAL    Covers   72132        AMERICAN    COMPACT   33619   FL   \n",
       "16            AUTO     Alloy   80736        AMERICAN     MEDIUM   33619   FL   \n",
       "17            AUTO    Covers   75156        AMERICAN     MEDIUM   33619   FL   \n",
       "18            AUTO    Covers   65925        AMERICAN      LARGE   33619   FL   \n",
       "19            AUTO     Alloy   84498        AMERICAN     MEDIUM   33619   FL   \n",
       "20            AUTO    Covers   54586        AMERICAN      LARGE   33619   FL   \n",
       "21            AUTO     Alloy   66536        AMERICAN      LARGE   33619   FL   \n",
       "22            AUTO    Covers   98130        AMERICAN      LARGE   33619   FL   \n",
       "23            AUTO    Covers   59789        AMERICAN     MEDIUM   33619   FL   \n",
       "24            AUTO    Covers   65663        AMERICAN     MEDIUM   33619   FL   \n",
       "25            AUTO     Alloy   52106        AMERICAN     MEDIUM   33619   FL   \n",
       "26            AUTO     Alloy   88958        AMERICAN     MEDIUM   33619   FL   \n",
       "27            AUTO     Alloy   76173        AMERICAN      LARGE   33619   FL   \n",
       "28            AUTO     Alloy   65393        AMERICAN     MEDIUM   33619   FL   \n",
       "29            AUTO     Alloy   80064        AMERICAN      LARGE   33619   FL   \n",
       "...            ...       ...     ...             ...        ...     ...  ...   \n",
       "72953         AUTO    Covers   64990        AMERICAN      LARGE   30212   GA   \n",
       "72954         AUTO    Covers   64846        AMERICAN     MEDIUM   30212   GA   \n",
       "72955         AUTO    Covers   60074     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72956         AUTO    Covers   61921     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72957         AUTO     Alloy   85377        AMERICAN    COMPACT   30212   GA   \n",
       "72958         AUTO     Alloy   84168        AMERICAN     MEDIUM   30212   GA   \n",
       "72959         AUTO     Alloy   74151        AMERICAN     MEDIUM   30212   GA   \n",
       "72960         AUTO    Covers   72802        AMERICAN     SPORTS   30212   GA   \n",
       "72961         AUTO     Alloy   89665        AMERICAN      LARGE   30212   GA   \n",
       "72962         AUTO     Alloy   59383        AMERICAN     MEDIUM   30212   GA   \n",
       "72963         AUTO     Alloy   75700        AMERICAN     MEDIUM   30212   GA   \n",
       "72964         AUTO    Covers   70004        AMERICAN     MEDIUM   30212   GA   \n",
       "72965         AUTO     Alloy   71348        AMERICAN     MEDIUM   30212   GA   \n",
       "72966         AUTO    Covers   48642     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72967         AUTO     Alloy   57444        AMERICAN     MEDIUM   30212   GA   \n",
       "72968         AUTO    Covers   69098     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72969       MANUAL    Covers   76391        AMERICAN     MEDIUM   30212   GA   \n",
       "72970         AUTO     Alloy   61020        AMERICAN     MEDIUM   30212   GA   \n",
       "72971         AUTO    Covers   44622     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72972         AUTO    Covers   69941        AMERICAN  LARGE SUV   30212   GA   \n",
       "72973         AUTO    Covers   68127        AMERICAN     SPORTS   30212   GA   \n",
       "72974         AUTO     Alloy   93744        AMERICAN      LARGE   30212   GA   \n",
       "72975         AUTO     Alloy   74407     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72976         AUTO     Alloy   82563        AMERICAN     MEDIUM   30212   GA   \n",
       "72977         AUTO     Alloy   65399     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72978         AUTO     Alloy   45234        AMERICAN     MEDIUM   30212   GA   \n",
       "72979         AUTO     Alloy   71759        AMERICAN     MEDIUM   30212   GA   \n",
       "72980         AUTO     Alloy   88500        AMERICAN     MEDIUM   30212   GA   \n",
       "72981         AUTO     Alloy   79554        AMERICAN      LARGE   30212   GA   \n",
       "72982         AUTO     Alloy   66855     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "\n",
       "       VehBCost  WarrantyCost      Sizes  MMRCurrentRetailAveragePriceFill  \n",
       "0        7100.0          1113     MEDIUM                           11597.0  \n",
       "1        7600.0          1053      LARGE                           11374.0  \n",
       "2        4900.0          1389     MEDIUM                            7146.0  \n",
       "3        4100.0           630    COMPACT                            4375.0  \n",
       "4        4000.0          1020    COMPACT                            6739.0  \n",
       "5        5600.0           594     MEDIUM                            8149.0  \n",
       "6        4200.0           533     MEDIUM                            6230.0  \n",
       "7        4500.0           825     MEDIUM                            6942.0  \n",
       "8        5600.0           482     MEDIUM                            9637.0  \n",
       "9        7700.0          1633      LARGE                           12580.0  \n",
       "10       5500.0          1373      LARGE                            9494.0  \n",
       "11       5300.0           869      LARGE                            5734.0  \n",
       "12       5400.0          1623      LARGE                            8523.0  \n",
       "13       7800.0           686     MEDIUM                            9374.0  \n",
       "14       6900.0          1623      LARGE                           12131.0  \n",
       "15       3300.0          1455    COMPACT                            4855.0  \n",
       "16       6800.0          1243     MEDIUM                           12596.0  \n",
       "17       4900.0          1923     MEDIUM                            7195.0  \n",
       "18       5700.0          1703      LARGE                            7638.0  \n",
       "19       7100.0          1243     MEDIUM                           11367.0  \n",
       "20       4800.0          1551      LARGE                            6228.0  \n",
       "21       5800.0          2003      LARGE                            7512.0  \n",
       "22       4100.0          5613      LARGE                            5999.0  \n",
       "23       7700.0           671     MEDIUM                            9721.0  \n",
       "24       7000.0           728     MEDIUM                           11189.0  \n",
       "25       4500.0           754     MEDIUM                            6600.0  \n",
       "26       8000.0          2452     MEDIUM                            8522.0  \n",
       "27       8800.0           920      LARGE                           11135.0  \n",
       "28       8400.0          1411     MEDIUM                           12295.0  \n",
       "29       5600.0          1763      LARGE                            9768.0  \n",
       "...         ...           ...        ...                               ...  \n",
       "72953    6835.0          1703      LARGE                           10234.0  \n",
       "72954    8200.0          1118     MEDIUM                           14594.0  \n",
       "72955    5700.0           533     MEDIUM                            8632.0  \n",
       "72956    5200.0           533     MEDIUM                            8303.0  \n",
       "72957    6600.0           983    COMPACT                           11223.0  \n",
       "72958    4800.0          1243     MEDIUM                            7771.0  \n",
       "72959    6600.0          1506     MEDIUM                            8293.0  \n",
       "72960    9500.0          1389     SPORTS                           14220.0  \n",
       "72961    7000.0          1543      LARGE                            8601.0  \n",
       "72962    9000.0          1417     MEDIUM                           13488.0  \n",
       "72963    7000.0          1455     MEDIUM                            8125.0  \n",
       "72964    5000.0          1155     MEDIUM                            6587.0  \n",
       "72965    4400.0          1155     MEDIUM                            7268.0  \n",
       "72966    5500.0           482     MEDIUM                            6165.0  \n",
       "72967    9800.0          1251     MEDIUM                           15702.0  \n",
       "72968    4500.0           533     MEDIUM                            7738.0  \n",
       "72969    4200.0           803     MEDIUM                            6518.0  \n",
       "72970    9700.0          1606     MEDIUM                           13630.0  \n",
       "72971    6000.0           482     MEDIUM                            8899.0  \n",
       "72972   10400.0          1606  LARGE SUV                           17619.0  \n",
       "72973    7600.0          1215     SPORTS                           12398.0  \n",
       "72974    7500.0          1353      LARGE                            9169.0  \n",
       "72975    8000.0           803     MEDIUM                           11776.0  \n",
       "72976    7000.0          1243     MEDIUM                            9659.0  \n",
       "72977    7900.0          1508     MEDIUM                           12148.0  \n",
       "72978    4200.0           993     MEDIUM                            4836.0  \n",
       "72979    6200.0          1038     MEDIUM                           10151.0  \n",
       "72980    8200.0          1893     MEDIUM                           11831.0  \n",
       "72981    7000.0          1974      LARGE                           10099.0  \n",
       "72982    8000.0          1313     MEDIUM                           11954.0  \n",
       "\n",
       "[72983 rows x 18 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmpDf = removeAttributes(df=tmpDf)\n",
    "tmpDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/honestus/UNIVERSITÀ/DM/DM1/PROGETTO/preprocessing_utils.py:46: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[attribute][df[attribute].isin(valuesToRepl)]='Others'\n"
     ]
    },
    {
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       "      <td>SILVER</td>\n",
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       "      <td>65617</td>\n",
       "      <td>AMERICAN</td>\n",
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       "      <td>FL</td>\n",
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       "      <td>AUTO</td>\n",
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       "      <td>81054</td>\n",
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       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
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       "      <td>594</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8149.0</td>\n",
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       "      <td>ADESA</td>\n",
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       "      <td>65328</td>\n",
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       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
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       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6230.0</td>\n",
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       "      <th>7</th>\n",
       "      <td>0</td>\n",
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       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>FORD</td>\n",
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       "      <td>MEDIUM</td>\n",
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       "      <td>FL</td>\n",
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       "      <td>825</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6942.0</td>\n",
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       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
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       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>49921</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9637.0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>12/7/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>FORD</td>\n",
       "      <td>SEL</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84872</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>1633</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>12580.0</td>\n",
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       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>SLE</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80080</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>1373</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9494.0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>8</td>\n",
       "      <td>FORD</td>\n",
       "      <td>XL</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>75419</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5300.0</td>\n",
       "      <td>869</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>5734.0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SE</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>79315</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>1623</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>8523.0</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>71254</td>\n",
       "      <td>TOP LINE ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>686</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9374.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74722</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>1623</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>12131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>6</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Covers</td>\n",
       "      <td>72132</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>1455</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>4855.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80736</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>6800.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12596.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>6</td>\n",
       "      <td>Others</td>\n",
       "      <td>Bas</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>75156</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1923</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65925</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>1703</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>7638.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>Others</td>\n",
       "      <td>SLE</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84498</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7100.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11367.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>54586</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>1551</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>6228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>12/14/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>SS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>66536</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>2003</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>7512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>98130</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>5613</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>5999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>59789</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>671</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9721.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>65663</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>728</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11189.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>Others</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>52106</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>754</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>Others</td>\n",
       "      <td>SLE</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>88958</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>2452</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8522.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>12/21/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>ST</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>76173</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>920</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>11135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>12/28/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SLT</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>65393</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>8400.0</td>\n",
       "      <td>1411</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12295.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>12/28/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>80064</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>33619</td>\n",
       "      <td>FL</td>\n",
       "      <td>5600.0</td>\n",
       "      <td>1763</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9768.0</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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72953</th>\n",
       "      <td>0</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>Others</td>\n",
       "      <td>Bas</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>64990</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6835.0</td>\n",
       "      <td>1703</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>10234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72954</th>\n",
       "      <td>0</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>1</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SE</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>64846</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8200.0</td>\n",
       "      <td>1118</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>14594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72955</th>\n",
       "      <td>1</td>\n",
       "      <td>11/18/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>Others</td>\n",
       "      <td>S</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>60074</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8632.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72956</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>Others</td>\n",
       "      <td>S</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>61921</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72957</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>Spo</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>85377</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>983</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>11223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72958</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>84168</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72959</th>\n",
       "      <td>1</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74151</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>1506</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8293.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72960</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREY</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>72802</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>1389</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>14220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72961</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>Others</td>\n",
       "      <td>Sta</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>89665</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1543</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>8601.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72962</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>Lar</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>59383</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>1417</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>13488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72963</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LT</td>\n",
       "      <td>BEIGE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>75700</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1455</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72964</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>70004</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>1155</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6587.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72965</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>71348</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>1155</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72966</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>S</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>48642</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72967</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>Adv</td>\n",
       "      <td>RED</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>57444</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9800.0</td>\n",
       "      <td>1251</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>15702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72968</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>Others</td>\n",
       "      <td>GLS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>69098</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>533</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>7738.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72969</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>Others</td>\n",
       "      <td>2</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>MANUAL</td>\n",
       "      <td>Covers</td>\n",
       "      <td>76391</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>803</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>6518.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72970</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>Lar</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>61020</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>9700.0</td>\n",
       "      <td>1606</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>13630.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72971</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>Others</td>\n",
       "      <td>EX</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>44622</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>482</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>8899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72972</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>Others</td>\n",
       "      <td>Bas</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>69941</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE SUV</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>10400.0</td>\n",
       "      <td>1606</td>\n",
       "      <td>LARGE SUV</td>\n",
       "      <td>17619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72973</th>\n",
       "      <td>0</td>\n",
       "      <td>11/24/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>GREEN</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Covers</td>\n",
       "      <td>68127</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>1215</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>12398.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72974</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>7</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>ST</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>93744</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>1353</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>9169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72975</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>Others</td>\n",
       "      <td>Lim</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>74407</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>803</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11776.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72976</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>5</td>\n",
       "      <td>FORD</td>\n",
       "      <td>XLS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>82563</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1243</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>9659.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72977</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>Others</td>\n",
       "      <td>EX</td>\n",
       "      <td>GOLD</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>65399</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7900.0</td>\n",
       "      <td>1508</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>12148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72978</th>\n",
       "      <td>1</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>8</td>\n",
       "      <td>Others</td>\n",
       "      <td>GS</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>45234</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>993</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>4836.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72979</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>71759</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>6200.0</td>\n",
       "      <td>1038</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>10151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72980</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>4</td>\n",
       "      <td>Others</td>\n",
       "      <td>Lar</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>88500</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8200.0</td>\n",
       "      <td>1893</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72981</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>LS</td>\n",
       "      <td>WHITE</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>79554</td>\n",
       "      <td>AMERICAN</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1974</td>\n",
       "      <td>LARGE</td>\n",
       "      <td>10099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72982</th>\n",
       "      <td>0</td>\n",
       "      <td>12/2/2009</td>\n",
       "      <td>ADESA</td>\n",
       "      <td>3</td>\n",
       "      <td>Others</td>\n",
       "      <td>s</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>AUTO</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>66855</td>\n",
       "      <td>OTHER ASIAN</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>30212</td>\n",
       "      <td>GA</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>1313</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>11954.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72983 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       IsBadBuy   PurchDate Auction  VehicleAge       Make Trim   Color  \\\n",
       "0             0   12/7/2009   ADESA           3     Others    i     RED   \n",
       "1             0   12/7/2009   ADESA           5      DODGE   ST   WHITE   \n",
       "2             0   12/7/2009   ADESA           4      DODGE  SXT  MAROON   \n",
       "3             0   12/7/2009   ADESA           5      DODGE  SXT  SILVER   \n",
       "4             0   12/7/2009   ADESA           4       FORD  ZX3  SILVER   \n",
       "5             0   12/7/2009   ADESA           5     Others   ES   WHITE   \n",
       "6             0   12/7/2009   ADESA           5     Others   EX   BLACK   \n",
       "7             0   12/7/2009   ADESA           4       FORD   SE   WHITE   \n",
       "8             0   12/7/2009   ADESA           2     Others   EX   BLACK   \n",
       "9             0   12/7/2009   ADESA           2       FORD  SEL     RED   \n",
       "10            0  12/14/2009   ADESA           4     Others  SLE  SILVER   \n",
       "11            0  12/14/2009   ADESA           8       FORD   XL   WHITE   \n",
       "12            1  12/14/2009   ADESA           4      DODGE   SE     RED   \n",
       "13            0  12/14/2009   ADESA           4     Others  Bas   WHITE   \n",
       "14            0  12/14/2009   ADESA           3      DODGE  SXT    GOLD   \n",
       "15            0  12/14/2009   ADESA           6  CHEVROLET  Bas   WHITE   \n",
       "16            0  12/14/2009   ADESA           4  CHEVROLET   LS   WHITE   \n",
       "17            0  12/14/2009   ADESA           6     Others  Bas     RED   \n",
       "18            0  12/14/2009   ADESA           4  CHEVROLET  Bas    GREY   \n",
       "19            0  12/14/2009   ADESA           5     Others  SLE   BLACK   \n",
       "20            0  12/14/2009   ADESA           7   CHRYSLER  Bas    BLUE   \n",
       "21            0  12/14/2009   ADESA           7  CHEVROLET   SS   WHITE   \n",
       "22            0  12/21/2009   ADESA           5  CHEVROLET   LS  SILVER   \n",
       "23            0  12/21/2009   ADESA           3  CHEVROLET   LS    GREY   \n",
       "24            0  12/21/2009   ADESA           2  CHEVROLET   LS    GREY   \n",
       "25            1  12/21/2009   ADESA           5     Others   LS   WHITE   \n",
       "26            0  12/21/2009   ADESA           7     Others  SLE    GOLD   \n",
       "27            0  12/21/2009   ADESA           5      DODGE   ST   WHITE   \n",
       "28            0  12/28/2009   ADESA           5      DODGE  SLT     RED   \n",
       "29            0  12/28/2009   ADESA           4      DODGE  SXT    GREY   \n",
       "...         ...         ...     ...         ...        ...  ...     ...   \n",
       "72953         0  11/18/2009   ADESA           3     Others  Bas  SILVER   \n",
       "72954         0  11/18/2009   ADESA           1      DODGE   SE    BLUE   \n",
       "72955         1  11/18/2009   ADESA           2     Others    S     RED   \n",
       "72956         0  11/24/2009   ADESA           2     Others    S    GOLD   \n",
       "72957         0  11/24/2009   ADESA           4     Others  Spo     RED   \n",
       "72958         0  11/24/2009   ADESA           3      DODGE  SXT  SILVER   \n",
       "72959         1  11/24/2009   ADESA           4  CHEVROLET   LS   BLACK   \n",
       "72960         0  11/24/2009   ADESA           2   CHRYSLER  Bas    GREY   \n",
       "72961         0  11/24/2009   ADESA           7     Others  Sta   BLACK   \n",
       "72962         0  11/24/2009   ADESA           4     Others  Lar   BLACK   \n",
       "72963         0  11/24/2009   ADESA           7  CHEVROLET   LT   BEIGE   \n",
       "72964         0  11/24/2009   ADESA           3      DODGE  SXT   WHITE   \n",
       "72965         0  11/24/2009   ADESA           4   CHRYSLER  Bas   WHITE   \n",
       "72966         0  11/24/2009   ADESA           4     Others    S    BLUE   \n",
       "72967         0  11/24/2009   ADESA           3      DODGE  Adv     RED   \n",
       "72968         0  11/24/2009   ADESA           5     Others  GLS   WHITE   \n",
       "72969         0  11/24/2009   ADESA           5     Others    2   BLACK   \n",
       "72970         0  11/24/2009   ADESA           4     Others  Lar   WHITE   \n",
       "72971         0  11/24/2009   ADESA           2     Others   EX    BLUE   \n",
       "72972         0  11/24/2009   ADESA           3     Others  Bas   BLACK   \n",
       "72973         0  11/24/2009   ADESA           3   CHRYSLER  Bas   GREEN   \n",
       "72974         0   12/2/2009   ADESA           7      DODGE   ST    GOLD   \n",
       "72975         0   12/2/2009   ADESA           2     Others  Lim  SILVER   \n",
       "72976         0   12/2/2009   ADESA           5       FORD  XLS  SILVER   \n",
       "72977         0   12/2/2009   ADESA           3     Others   EX    GOLD   \n",
       "72978         1   12/2/2009   ADESA           8     Others   GS   BLACK   \n",
       "72979         0   12/2/2009   ADESA           2  CHEVROLET   LS  SILVER   \n",
       "72980         0   12/2/2009   ADESA           4     Others  Lar  SILVER   \n",
       "72981         0   12/2/2009   ADESA           3  CHEVROLET   LS   WHITE   \n",
       "72982         0   12/2/2009   ADESA           3     Others    s  SILVER   \n",
       "\n",
       "      Transmission WheelType  VehOdo     Nationality       Size  VNZIP1 VNST  \\\n",
       "0             AUTO     Alloy   89046     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "1             AUTO     Alloy   93593        AMERICAN      LARGE   33619   FL   \n",
       "2             AUTO    Covers   73807        AMERICAN     MEDIUM   33619   FL   \n",
       "3             AUTO     Alloy   65617        AMERICAN    COMPACT   33619   FL   \n",
       "4           MANUAL    Covers   69367        AMERICAN    COMPACT   33619   FL   \n",
       "5             AUTO    Covers   81054     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "6             AUTO    Covers   65328     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "7             AUTO    Covers   65805        AMERICAN     MEDIUM   33619   FL   \n",
       "8             AUTO    Covers   49921     OTHER ASIAN     MEDIUM   33619   FL   \n",
       "9             AUTO     Alloy   84872        AMERICAN      LARGE   33619   FL   \n",
       "10            AUTO     Alloy   80080        AMERICAN      LARGE   33619   FL   \n",
       "11          MANUAL     Alloy   75419        AMERICAN      LARGE   33619   FL   \n",
       "12            AUTO     Alloy   79315        AMERICAN      LARGE   33619   FL   \n",
       "13            AUTO    Covers   71254  TOP LINE ASIAN     MEDIUM   33619   FL   \n",
       "14            AUTO     Alloy   74722        AMERICAN      LARGE   33619   FL   \n",
       "15          MANUAL    Covers   72132        AMERICAN    COMPACT   33619   FL   \n",
       "16            AUTO     Alloy   80736        AMERICAN     MEDIUM   33619   FL   \n",
       "17            AUTO    Covers   75156        AMERICAN     MEDIUM   33619   FL   \n",
       "18            AUTO    Covers   65925        AMERICAN      LARGE   33619   FL   \n",
       "19            AUTO     Alloy   84498        AMERICAN     MEDIUM   33619   FL   \n",
       "20            AUTO    Covers   54586        AMERICAN      LARGE   33619   FL   \n",
       "21            AUTO     Alloy   66536        AMERICAN      LARGE   33619   FL   \n",
       "22            AUTO    Covers   98130        AMERICAN      LARGE   33619   FL   \n",
       "23            AUTO    Covers   59789        AMERICAN     MEDIUM   33619   FL   \n",
       "24            AUTO    Covers   65663        AMERICAN     MEDIUM   33619   FL   \n",
       "25            AUTO     Alloy   52106        AMERICAN     MEDIUM   33619   FL   \n",
       "26            AUTO     Alloy   88958        AMERICAN     MEDIUM   33619   FL   \n",
       "27            AUTO     Alloy   76173        AMERICAN      LARGE   33619   FL   \n",
       "28            AUTO     Alloy   65393        AMERICAN     MEDIUM   33619   FL   \n",
       "29            AUTO     Alloy   80064        AMERICAN      LARGE   33619   FL   \n",
       "...            ...       ...     ...             ...        ...     ...  ...   \n",
       "72953         AUTO    Covers   64990        AMERICAN      LARGE   30212   GA   \n",
       "72954         AUTO    Covers   64846        AMERICAN     MEDIUM   30212   GA   \n",
       "72955         AUTO    Covers   60074     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72956         AUTO    Covers   61921     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72957         AUTO     Alloy   85377        AMERICAN    COMPACT   30212   GA   \n",
       "72958         AUTO     Alloy   84168        AMERICAN     MEDIUM   30212   GA   \n",
       "72959         AUTO     Alloy   74151        AMERICAN     MEDIUM   30212   GA   \n",
       "72960         AUTO    Covers   72802        AMERICAN     SPORTS   30212   GA   \n",
       "72961         AUTO     Alloy   89665        AMERICAN      LARGE   30212   GA   \n",
       "72962         AUTO     Alloy   59383        AMERICAN     MEDIUM   30212   GA   \n",
       "72963         AUTO     Alloy   75700        AMERICAN     MEDIUM   30212   GA   \n",
       "72964         AUTO    Covers   70004        AMERICAN     MEDIUM   30212   GA   \n",
       "72965         AUTO     Alloy   71348        AMERICAN     MEDIUM   30212   GA   \n",
       "72966         AUTO    Covers   48642     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72967         AUTO     Alloy   57444        AMERICAN     MEDIUM   30212   GA   \n",
       "72968         AUTO    Covers   69098     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72969       MANUAL    Covers   76391        AMERICAN     MEDIUM   30212   GA   \n",
       "72970         AUTO     Alloy   61020        AMERICAN     MEDIUM   30212   GA   \n",
       "72971         AUTO    Covers   44622     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72972         AUTO    Covers   69941        AMERICAN  LARGE SUV   30212   GA   \n",
       "72973         AUTO    Covers   68127        AMERICAN     SPORTS   30212   GA   \n",
       "72974         AUTO     Alloy   93744        AMERICAN      LARGE   30212   GA   \n",
       "72975         AUTO     Alloy   74407     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72976         AUTO     Alloy   82563        AMERICAN     MEDIUM   30212   GA   \n",
       "72977         AUTO     Alloy   65399     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "72978         AUTO     Alloy   45234        AMERICAN     MEDIUM   30212   GA   \n",
       "72979         AUTO     Alloy   71759        AMERICAN     MEDIUM   30212   GA   \n",
       "72980         AUTO     Alloy   88500        AMERICAN     MEDIUM   30212   GA   \n",
       "72981         AUTO     Alloy   79554        AMERICAN      LARGE   30212   GA   \n",
       "72982         AUTO     Alloy   66855     OTHER ASIAN     MEDIUM   30212   GA   \n",
       "\n",
       "       VehBCost  WarrantyCost      Sizes  MMRCurrentRetailAveragePriceFill  \n",
       "0        7100.0          1113     MEDIUM                           11597.0  \n",
       "1        7600.0          1053      LARGE                           11374.0  \n",
       "2        4900.0          1389     MEDIUM                            7146.0  \n",
       "3        4100.0           630    COMPACT                            4375.0  \n",
       "4        4000.0          1020    COMPACT                            6739.0  \n",
       "5        5600.0           594     MEDIUM                            8149.0  \n",
       "6        4200.0           533     MEDIUM                            6230.0  \n",
       "7        4500.0           825     MEDIUM                            6942.0  \n",
       "8        5600.0           482     MEDIUM                            9637.0  \n",
       "9        7700.0          1633      LARGE                           12580.0  \n",
       "10       5500.0          1373      LARGE                            9494.0  \n",
       "11       5300.0           869      LARGE                            5734.0  \n",
       "12       5400.0          1623      LARGE                            8523.0  \n",
       "13       7800.0           686     MEDIUM                            9374.0  \n",
       "14       6900.0          1623      LARGE                           12131.0  \n",
       "15       3300.0          1455    COMPACT                            4855.0  \n",
       "16       6800.0          1243     MEDIUM                           12596.0  \n",
       "17       4900.0          1923     MEDIUM                            7195.0  \n",
       "18       5700.0          1703      LARGE                            7638.0  \n",
       "19       7100.0          1243     MEDIUM                           11367.0  \n",
       "20       4800.0          1551      LARGE                            6228.0  \n",
       "21       5800.0          2003      LARGE                            7512.0  \n",
       "22       4100.0          5613      LARGE                            5999.0  \n",
       "23       7700.0           671     MEDIUM                            9721.0  \n",
       "24       7000.0           728     MEDIUM                           11189.0  \n",
       "25       4500.0           754     MEDIUM                            6600.0  \n",
       "26       8000.0          2452     MEDIUM                            8522.0  \n",
       "27       8800.0           920      LARGE                           11135.0  \n",
       "28       8400.0          1411     MEDIUM                           12295.0  \n",
       "29       5600.0          1763      LARGE                            9768.0  \n",
       "...         ...           ...        ...                               ...  \n",
       "72953    6835.0          1703      LARGE                           10234.0  \n",
       "72954    8200.0          1118     MEDIUM                           14594.0  \n",
       "72955    5700.0           533     MEDIUM                            8632.0  \n",
       "72956    5200.0           533     MEDIUM                            8303.0  \n",
       "72957    6600.0           983    COMPACT                           11223.0  \n",
       "72958    4800.0          1243     MEDIUM                            7771.0  \n",
       "72959    6600.0          1506     MEDIUM                            8293.0  \n",
       "72960    9500.0          1389     SPORTS                           14220.0  \n",
       "72961    7000.0          1543      LARGE                            8601.0  \n",
       "72962    9000.0          1417     MEDIUM                           13488.0  \n",
       "72963    7000.0          1455     MEDIUM                            8125.0  \n",
       "72964    5000.0          1155     MEDIUM                            6587.0  \n",
       "72965    4400.0          1155     MEDIUM                            7268.0  \n",
       "72966    5500.0           482     MEDIUM                            6165.0  \n",
       "72967    9800.0          1251     MEDIUM                           15702.0  \n",
       "72968    4500.0           533     MEDIUM                            7738.0  \n",
       "72969    4200.0           803     MEDIUM                            6518.0  \n",
       "72970    9700.0          1606     MEDIUM                           13630.0  \n",
       "72971    6000.0           482     MEDIUM                            8899.0  \n",
       "72972   10400.0          1606  LARGE SUV                           17619.0  \n",
       "72973    7600.0          1215     SPORTS                           12398.0  \n",
       "72974    7500.0          1353      LARGE                            9169.0  \n",
       "72975    8000.0           803     MEDIUM                           11776.0  \n",
       "72976    7000.0          1243     MEDIUM                            9659.0  \n",
       "72977    7900.0          1508     MEDIUM                           12148.0  \n",
       "72978    4200.0           993     MEDIUM                            4836.0  \n",
       "72979    6200.0          1038     MEDIUM                           10151.0  \n",
       "72980    8200.0          1893     MEDIUM                           11831.0  \n",
       "72981    7000.0          1974      LARGE                           10099.0  \n",
       "72982    8000.0          1313     MEDIUM                           11954.0  \n",
       "\n",
       "[72983 rows x 18 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fillToOthers(attribute='Make',df=tmpDf,valueToCut=0.07)"
   ]
  }
 ],
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