Alessandro_pattern_mining_(9).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#I TRRIED WITH FIXING THE OUTLIERS BUT ALSO HERE AS THE CLUSTERING THE \n",
    "#SITUATION WORSE FIXING OUTLIERS AS MEDIAN. ANYWAY I THINK WE HAVE AN\n",
    "#INSUFFICIENT NUMBER OF RULES. MAYBE THERE IS A PROBLEM SOMEWHERE\n",
    "#I THINK WE HAVE TO BALANCE ISBADBUY BUT I DON'T KNOW HOW\n",
    "\n",
    "%matplotlib inline\n",
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as stats\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import mode\n",
    "from scipy.spatial.distance import pdist\n",
    "from scipy.cluster.hierarchy import linkage, dendrogram\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "\n",
    "\n",
    "from collections import defaultdict\n",
    "from scipy.stats.stats import pearsonr\n",
    "from sklearn.cluster import DBSCAN\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "from scipy.stats import mode\n",
    "from scipy.spatial.distance import pdist\n",
    "from scipy.cluster.hierarchy import linkage, dendrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('training.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MMRAcquisitionAuctionAveragePrice'].fillna(df['MMRAcquisitionAuctionAveragePrice'].median(), inplace = True)\n",
    "df['MMRAcquisitionAuctionCleanPrice'].fillna(df['MMRAcquisitionAuctionCleanPrice'].median(), inplace = True)\n",
    "df['MMRAcquisitionRetailAveragePrice'].fillna(df['MMRAcquisitionRetailAveragePrice'].median(), inplace = True)\n",
    "df['MMRAcquisitonRetailCleanPrice'].fillna(df['MMRAcquisitonRetailCleanPrice'].median(), inplace = True)\n",
    "df['MMRCurrentAuctionAveragePrice'].fillna(df['MMRCurrentAuctionAveragePrice'].median(), inplace = True)\n",
    "df['MMRCurrentAuctionCleanPrice'].fillna(df['MMRCurrentAuctionCleanPrice'].median(), inplace = True)\n",
    "df['MMRCurrentRetailAveragePrice'].fillna(df['MMRCurrentRetailAveragePrice'].median(), inplace = True)\n",
    "df['MMRCurrentRetailCleanPrice'].fillna(df['MMRCurrentRetailCleanPrice'].median(), inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MMR_factor'] = ( df['MMRAcquisitionAuctionAveragePrice'] + df['MMRAcquisitonRetailCleanPrice'] + df['MMRCurrentAuctionCleanPrice'] + df['MMRCurrentRetailAveragePrice']) / 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_out = df[['MMR_factor','VehBCost','VehOdo','WarrantyCost']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Q1 =  df_out.quantile(0.25)\n",
    "#Q3 = df_out.quantile(0.75)\n",
    "#IQR = Q3 - Q1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(56634, 4)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df_in = df_out[~((df_out < (Q1 - 1.5 * IQR)) |(df_out > (Q3 + 1.5 * IQR))).any(axis=1)]\n",
    "\n",
    "#df_in.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "#BINNING NUMERICAL VALUES\n",
    "#We have to use the sturges' rule but that gives us 17 bin but i think 10 is better because we obtain more rules\n",
    "df['VehBCost_bin'] = pd.cut(df.VehBCost.astype(int), 10, right = False) \n",
    "df['VehOdo_bin'] = pd.cut(df.VehOdo.astype(int), 10, right = False)\n",
    "df['WarrantyCost_bin'] = pd.cut(df.WarrantyCost.astype(int), 10, right = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "#SELECT THE COLUMNS I AM INTERESTED IN\n",
    "df_new = df[['Auction','VehicleAge','Make','Trim','Color','WheelType','Size','VNST','IsBadBuy',\n",
    "             'VehBCost_bin','VehOdo_bin','WarrantyCost_bin']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Auction                0\n",
       "VehicleAge             0\n",
       "Make                   0\n",
       "Trim                1911\n",
       "Color                  7\n",
       "WheelType           2577\n",
       "Size                   4\n",
       "VNST                   0\n",
       "IsBadBuy               0\n",
       "VehBCost_bin           0\n",
       "VehOdo_bin             0\n",
       "WarrantyCost_bin       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#FIX MISSING VALUES\n",
    "df_new.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bonin\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: 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",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "df_new.dropna(subset = ['Color','Size'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new.Trim.fillna('Bas', inplace = True, limit=801)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new.Trim.fillna('LS', inplace = True, limit=580)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new.Trim.fillna('SE', inplace = True, limit=530)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new.WheelType.fillna('Alloy', inplace = True, limit=1377)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new.WheelType.fillna('Covers', inplace = True, limit=1200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Auction             0\n",
       "VehicleAge          0\n",
       "Make                0\n",
       "Trim                0\n",
       "Color               0\n",
       "WheelType           0\n",
       "Size                0\n",
       "VNST                0\n",
       "IsBadBuy            0\n",
       "VehBCost_bin        0\n",
       "VehOdo_bin          0\n",
       "WarrantyCost_bin    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Auction</th>\n",
       "      <th>VehicleAge</th>\n",
       "      <th>Make</th>\n",
       "      <th>Trim</th>\n",
       "      <th>Color</th>\n",
       "      <th>WheelType</th>\n",
       "      <th>Size</th>\n",
       "      <th>VNST</th>\n",
       "      <th>IsBadBuy</th>\n",
       "      <th>VehBCost_bin</th>\n",
       "      <th>VehOdo_bin</th>\n",
       "      <th>WarrantyCost_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADESA</td>\n",
       "      <td>2</td>\n",
       "      <td>KIA</td>\n",
       "      <td>EX</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>Covers</td>\n",
       "      <td>MEDIUM</td>\n",
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       "      <td>MANHEIM</td>\n",
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       "      <td>DODGE</td>\n",
       "      <td>SXT</td>\n",
       "      <td>SILVER</td>\n",
       "      <td>Covers</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>FL</td>\n",
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       "      <td>OTHER</td>\n",
       "      <td>2</td>\n",
       "      <td>DODGE</td>\n",
       "      <td>SE</td>\n",
       "      <td>BLACK</td>\n",
       "      <td>Covers</td>\n",
       "      <td>MEDIUM</td>\n",
       "      <td>OK</td>\n",
       "      <td>0</td>\n",
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       "      <td>[38092.6, 49181.8)</td>\n",
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       "      <th>3</th>\n",
       "      <td>OTHER</td>\n",
       "      <td>4</td>\n",
       "      <td>FORD</td>\n",
       "      <td>S</td>\n",
       "      <td>BROWN</td>\n",
       "      <td>Covers</td>\n",
       "      <td>VAN</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0</td>\n",
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       "      <td>[71360.2, 82449.4)</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MANHEIM</td>\n",
       "      <td>4</td>\n",
       "      <td>CHRYSLER</td>\n",
       "      <td>Bas</td>\n",
       "      <td>BLUE</td>\n",
       "      <td>Alloy</td>\n",
       "      <td>VAN</td>\n",
       "      <td>TX</td>\n",
       "      <td>0</td>\n",
       "      <td>[3649.4, 7297.8)</td>\n",
       "      <td>[71360.2, 82449.4)</td>\n",
       "      <td>[1165.6, 1869.2)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Auction  VehicleAge      Make Trim   Color WheelType    Size VNST  \\\n",
       "0    ADESA           2       KIA   EX    BLUE    Covers  MEDIUM   FL   \n",
       "1  MANHEIM           3     DODGE  SXT  SILVER    Covers  MEDIUM   FL   \n",
       "2    OTHER           2     DODGE   SE   BLACK    Covers  MEDIUM   OK   \n",
       "3    OTHER           4      FORD    S   BROWN    Covers     VAN   AZ   \n",
       "4  MANHEIM           4  CHRYSLER  Bas    BLUE     Alloy     VAN   TX   \n",
       "\n",
       "   IsBadBuy       VehBCost_bin          VehOdo_bin  WarrantyCost_bin  \n",
       "0         1   [3649.4, 7297.8)  [60271.0, 71360.2)   [462.0, 1165.6)  \n",
       "1         0   [3649.4, 7297.8)  [82449.4, 93538.6)  [1165.6, 1869.2)  \n",
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       "4         0   [3649.4, 7297.8)  [71360.2, 82449.4)  [1165.6, 1869.2)  "
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bonin\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "#this code is necessary because if we don't add a string to the algorithm value..\n",
    "#..when we run the algorithm it doesn't find the attribute values\n",
    "for i in df_new:\n",
    "        df_new[i] = df_new[i].astype(str) + \"_{}\".format(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Auction</th>\n",
       "      <th>VehicleAge</th>\n",
       "      <th>Make</th>\n",
       "      <th>Trim</th>\n",
       "      <th>Color</th>\n",
       "      <th>WheelType</th>\n",
       "      <th>Size</th>\n",
       "      <th>VNST</th>\n",
       "      <th>IsBadBuy</th>\n",
       "      <th>VehBCost_bin</th>\n",
       "      <th>VehOdo_bin</th>\n",
       "      <th>WarrantyCost_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADESA_Auction</td>\n",
       "      <td>2_VehicleAge</td>\n",
       "      <td>KIA_Make</td>\n",
       "      <td>EX_Trim</td>\n",
       "      <td>BLUE_Color</td>\n",
       "      <td>Covers_WheelType</td>\n",
       "      <td>MEDIUM_Size</td>\n",
       "      <td>FL_VNST</td>\n",
       "      <td>1_IsBadBuy</td>\n",
       "      <td>[3649.4, 7297.8)_VehBCost_bin</td>\n",
       "      <td>[60271.0, 71360.2)_VehOdo_bin</td>\n",
       "      <td>[462.0, 1165.6)_WarrantyCost_bin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MANHEIM_Auction</td>\n",
       "      <td>3_VehicleAge</td>\n",
       "      <td>DODGE_Make</td>\n",
       "      <td>SXT_Trim</td>\n",
       "      <td>SILVER_Color</td>\n",
       "      <td>Covers_WheelType</td>\n",
       "      <td>MEDIUM_Size</td>\n",
       "      <td>FL_VNST</td>\n",
       "      <td>0_IsBadBuy</td>\n",
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       "      <td>[82449.4, 93538.6)_VehOdo_bin</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTHER_Auction</td>\n",
       "      <td>2_VehicleAge</td>\n",
       "      <td>DODGE_Make</td>\n",
       "      <td>SE_Trim</td>\n",
       "      <td>BLACK_Color</td>\n",
       "      <td>Covers_WheelType</td>\n",
       "      <td>MEDIUM_Size</td>\n",
       "      <td>OK_VNST</td>\n",
       "      <td>0_IsBadBuy</td>\n",
       "      <td>[7297.8, 10946.2)_VehBCost_bin</td>\n",
       "      <td>[38092.6, 49181.8)_VehOdo_bin</td>\n",
       "      <td>[462.0, 1165.6)_WarrantyCost_bin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTHER_Auction</td>\n",
       "      <td>4_VehicleAge</td>\n",
       "      <td>FORD_Make</td>\n",
       "      <td>S_Trim</td>\n",
       "      <td>BROWN_Color</td>\n",
       "      <td>Covers_WheelType</td>\n",
       "      <td>VAN_Size</td>\n",
       "      <td>AZ_VNST</td>\n",
       "      <td>0_IsBadBuy</td>\n",
       "      <td>[3649.4, 7297.8)_VehBCost_bin</td>\n",
       "      <td>[71360.2, 82449.4)_VehOdo_bin</td>\n",
       "      <td>[1165.6, 1869.2)_WarrantyCost_bin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MANHEIM_Auction</td>\n",
       "      <td>4_VehicleAge</td>\n",
       "      <td>CHRYSLER_Make</td>\n",
       "      <td>Bas_Trim</td>\n",
       "      <td>BLUE_Color</td>\n",
       "      <td>Alloy_WheelType</td>\n",
       "      <td>VAN_Size</td>\n",
       "      <td>TX_VNST</td>\n",
       "      <td>0_IsBadBuy</td>\n",
       "      <td>[3649.4, 7297.8)_VehBCost_bin</td>\n",
       "      <td>[71360.2, 82449.4)_VehOdo_bin</td>\n",
       "      <td>[1165.6, 1869.2)_WarrantyCost_bin</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Auction    VehicleAge           Make      Trim         Color  \\\n",
       "0    ADESA_Auction  2_VehicleAge       KIA_Make   EX_Trim    BLUE_Color   \n",
       "1  MANHEIM_Auction  3_VehicleAge     DODGE_Make  SXT_Trim  SILVER_Color   \n",
       "2    OTHER_Auction  2_VehicleAge     DODGE_Make   SE_Trim   BLACK_Color   \n",
       "3    OTHER_Auction  4_VehicleAge      FORD_Make    S_Trim   BROWN_Color   \n",
       "4  MANHEIM_Auction  4_VehicleAge  CHRYSLER_Make  Bas_Trim    BLUE_Color   \n",
       "\n",
       "          WheelType         Size     VNST    IsBadBuy  \\\n",
       "0  Covers_WheelType  MEDIUM_Size  FL_VNST  1_IsBadBuy   \n",
       "1  Covers_WheelType  MEDIUM_Size  FL_VNST  0_IsBadBuy   \n",
       "2  Covers_WheelType  MEDIUM_Size  OK_VNST  0_IsBadBuy   \n",
       "3  Covers_WheelType     VAN_Size  AZ_VNST  0_IsBadBuy   \n",
       "4   Alloy_WheelType     VAN_Size  TX_VNST  0_IsBadBuy   \n",
       "\n",
       "                     VehBCost_bin                     VehOdo_bin  \\\n",
       "0   [3649.4, 7297.8)_VehBCost_bin  [60271.0, 71360.2)_VehOdo_bin   \n",
       "1   [3649.4, 7297.8)_VehBCost_bin  [82449.4, 93538.6)_VehOdo_bin   \n",
       "2  [7297.8, 10946.2)_VehBCost_bin  [38092.6, 49181.8)_VehOdo_bin   \n",
       "3   [3649.4, 7297.8)_VehBCost_bin  [71360.2, 82449.4)_VehOdo_bin   \n",
       "4   [3649.4, 7297.8)_VehBCost_bin  [71360.2, 82449.4)_VehOdo_bin   \n",
       "\n",
       "                    WarrantyCost_bin  \n",
       "0   [462.0, 1165.6)_WarrantyCost_bin  \n",
       "1  [1165.6, 1869.2)_WarrantyCost_bin  \n",
       "2   [462.0, 1165.6)_WarrantyCost_bin  \n",
       "3  [1165.6, 1869.2)_WarrantyCost_bin  \n",
       "4  [1165.6, 1869.2)_WarrantyCost_bin  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "#we have to pass the values of df_new as a list to run in the right way apriori algorithm\n",
    "baskets = df_new.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ADESA_Auction',\n",
       " '2_VehicleAge',\n",
       " 'KIA_Make',\n",
       " 'EX_Trim',\n",
       " 'BLUE_Color',\n",
       " 'Covers_WheelType',\n",
       " 'MEDIUM_Size',\n",
       " 'FL_VNST',\n",
       " '1_IsBadBuy',\n",
       " '[3649.4, 7297.8)_VehBCost_bin',\n",
       " '[60271.0, 71360.2)_VehOdo_bin',\n",
       " '[462.0, 1165.6)_WarrantyCost_bin']"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#BASKET EXAMPLE\n",
    "baskets[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fim import apriori"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apriori (tracts, target='s', supp=10, zmin=1, zmax=None, report='a',\n",
      "         eval='x', agg='x', thresh=10, prune=None, algo='b', mode='',\n",
      "         border=None)\n",
      "Find frequent item sets with the Apriori algorithm.\n",
      "tracts  transaction database to mine (mandatory)\n",
      "        The database must be an iterable of transactions;\n",
      "        each transaction must be an iterable of items;\n",
      "        each item must be a hashable object.\n",
      "        If the database is a dictionary, the transactions are\n",
      "        the keys, the values their (integer) multiplicities.\n",
      "target  type of frequent item sets to find     (default: s)\n",
      "        s/a   sets/all   all     frequent item sets\n",
      "        c     closed     closed  frequent item sets\n",
      "        m     maximal    maximal frequent item sets\n",
      "        g     gens       generators\n",
      "        r     rules      association rules\n",
      "supp    minimum support of an item set         (default: 10)\n",
      "        (positive: percentage, negative: absolute number)\n",
      "conf    minimum confidence of an assoc. rule   (default: 80%)\n",
      "zmin    minimum number of items per item set   (default: 1)\n",
      "zmax    maximum number of items per item set   (default: no limit)\n",
      "report  values to report with an item set      (default: a)\n",
      "        a     absolute item set support (number of transactions)\n",
      "        s     relative item set support as a fraction\n",
      "        S     relative item set support as a percentage\n",
      "        e     value of item set evaluation measure\n",
      "        E     value of item set evaluation measure as a percentage\n",
      "        (     combine values in a tuple (must be first character)\n",
      "        [     combine values in a list  (must be first character)\n",
      "        #     pattern spectrum as a dictionary  (no patterns)\n",
      "        =     pattern spectrum as a list        (no patterns)\n",
      "        |     pattern spectrum as three columns (no patterns)\n",
      "        for target 'r' (association rules) also available:\n",
      "        b     absolute body set  support (number of transactions)\n",
      "        x     relative body set  support as a fraction\n",
      "        X     relative body set  support as a percentage\n",
      "        h     absolute head item support (number of transactions)\n",
      "        y     relative head item support as a fraction\n",
      "        Y     relative head item support as a percentage\n",
      "        c     rule confidence as a fraction\n",
      "        C     rule confidence as a percentage\n",
      "        l     lift value of a rule (confidence/prior)\n",
      "        L     lift value of a rule as a percentage\n",
      "        Q     support of the empty set (total number of transactions)\n",
      "eval    measure for item set evaluation        (default: x)\n",
      "        x     none       no measure / zero (default)\n",
      "        b     ldratio    binary logarithm of support quotient       (+)\n",
      "        c     conf       rule confidence                            (+)\n",
      "        d     confdiff   absolute confidence difference to prior    (+)\n",
      "        l     lift       lift value (confidence divided by prior)   (+)\n",
      "        a     liftdiff   absolute difference of lift value to 1     (+)\n",
      "        q     liftquot   difference of lift quotient to 1           (+)\n",
      "        v     cvct       conviction (inverse lift for negated head) (+)\n",
      "        e     cvctdiff   absolute difference of conviction to 1     (+)\n",
      "        r     cvctquot   difference of conviction quotient to 1     (+)\n",
      "        k     cprob      conditional probability ratio              (+)\n",
      "        j     import     importance (binary log. of prob. ratio)    (+)\n",
      "        z     cert       certainty factor (relative conf. change)   (+)\n",
      "        n     chi2       normalized chi^2 measure                   (+)\n",
      "        p     chi2pval   p-value from (unnormalized) chi^2 measure  (-)\n",
      "        y     yates      normalized chi^2 with Yates' correction    (+)\n",
      "        t     yatespval  p-value from Yates-corrected chi^2 measure (-)\n",
      "        i     info       information difference to prior            (+)\n",
      "        g     infopval   p-value from G statistic/info. difference  (-)\n",
      "        f     fetprob    Fisher's exact test (table probability)    (-)\n",
      "        h     fetchi2    Fisher's exact test (chi^2 measure)        (-)\n",
      "        m     fetinfo    Fisher's exact test (mutual information)   (-)\n",
      "        s     fetsupp    Fisher's exact test (support)              (-)\n",
      "        Measures marked with (+) must meet or exceed the threshold,\n",
      "        measures marked with (-) must not exceed the threshold\n",
      "        in order for the item set to be reported.\n",
      "agg     evaluation measure aggregation mode    (default: x)\n",
      "        x     none       no aggregation (use first value)\n",
      "        m     min        minimum of individual measure values\n",
      "        n     max        maximum of individual measure values\n",
      "        a     avg        average of individual measure values\n",
      "thresh  threshold for evaluation measure       (default: 10%)\n",
      "prune   min. size for evaluation filtering     (default: no pruning)\n",
      "        = 0   backward filtering       (no subset check)\n",
      "        < 0   weak   forward filtering (one subset  must qualify)\n",
      "        > 0   strong forward filtering (all subsets must qualify)\n",
      "algo    algorithm variant to use               (default: a)\n",
      "        b     basic      standard algorithm (only choice)\n",
      "mode    operation mode indicators/flags        (default: None)\n",
      "        x     do not use perfect extension pruning\n",
      "        t/T   do not organize transactions as a prefix tree\n",
      "        y     a-posteriori pruning of infrequent item sets\n",
      "        z     invalidate evaluation below expected support\n",
      "        o     use original rule support definition (body & head)\n",
      "border  support border for filtering item sets (default: None)\n",
      "        Must be a list or tuple of (absolute) minimum support values\n",
      "        per item set size (by which the list/tuple is indexed).\n",
      "appear  dictionary mapping items to item appearance indicators,\n",
      "        with the key None referring to the default item appearance.\n",
      "        (If None does not occur as a key or no dictionary is given,\n",
      "        the default item appearance indicator is 'both'.)\n",
      "        This parameter is only used if the target type is rules.\n",
      "        * item may not appear anywhere in a rule:\n",
      "          '-', 'n', 'none', 'neither', 'ignore'\n",
      "        * item may appear only in rule body/antecedent:\n",
      "          'i', 'in', 'inp', 'input', 'b', 'body',\n",
      "          'a', 'ante', 'antecedent'\n",
      "        * item may appear only in rule head/consequent:\n",
      "          'o', 'out',      'output', 'h', 'head',\n",
      "          'c', 'cons', 'consequent'\n",
      "        * item may appear anywhere in a rule:\n",
      "          'io', 'i&o', 'inout', 'in&out', 'bh', 'b&h', 'both'\n",
      "returns if report is not in ['#','=','|']:\n",
      "          if the target is association rules:\n",
      "            a list of rules (i.e. tuples with two or more elements),\n",
      "            each consisting of a head/consequent item, a tuple with\n",
      "            a body/antecedent item set, and the values selected by\n",
      "            the parameter 'report', which may be combined into a\n",
      "            tuple or a list if report[0] is '(' or '[', respectively.\n",
      "          if the target is a type of item sets:\n",
      "            a list of patterns (i.e. tuples with one or more elements),\n",
      "            each consisting of a tuple with a found frequent item set\n",
      "            and the values selected by the parameter 'report', which\n",
      "            may be combined into a tuple or list if report[0] is '('\n",
      "            or '[', respectively\n",
      "        if report in ['#','=','|']:\n",
      "          a pattern spectrum as a dictionary mapping pattern sizes\n",
      "          to the corresponding occurrence support ranges, as a list\n",
      "          of triplets (size, min. support, max. support) or as three\n",
      "          columns for sizes and minimum and maximum support values\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is the explaination of the parameters of apriori\n",
    "print(apriori.__doc__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "662\n",
      "0 -- ('[3649.4, 7297.8)_VehBCost_bin', ('SXT_Trim', 'DODGE_Make'), 59.311349036402575, 5.238543897216274, 1.405933881814368, 83.38783518639634)\n",
      "1 -- ('0_IsBadBuy', ('SXT_Trim', 'DODGE_Make'), 87.65396145610278, 5.238543897216274, 1.030420866274744, 90.32047089601046)\n",
      "2 -- ('DODGE_Make', ('SXT_Trim',), 17.733618843683082, 5.238543897216274, 5.639006955177743, 100.0)\n",
      "3 -- ('[3649.4, 7297.8)_VehBCost_bin', ('SXT_Trim',), 59.311349036402575, 5.238543897216274, 1.405933881814368, 83.38783518639634)\n",
      "4 -- ('0_IsBadBuy', ('SXT_Trim',), 87.65396145610278, 5.238543897216274, 1.030420866274744, 90.32047089601046)\n",
      "5 -- ('0_IsBadBuy', ('SC_VNST',), 87.65396145610278, 5.814132762312634, 0.9879073113702104, 86.59398939304656)\n",
      "6 -- ('0_IsBadBuy', ('PONTIAC_Make',), 87.65396145610278, 5.8586723768736615, 0.9994110674068953, 87.60233918128655)\n",
      "7 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin', 'Covers_WheelType'), 50.06423982869379, 5.027837259100643, 1.9110030122281598, 95.67291311754686)\n",
      "8 -- ('0_IsBadBuy', ('[38092.6, 49181.8)_VehOdo_bin', 'Covers_WheelType'), 87.65396145610278, 5.027837259100643, 1.0681618782181794, 93.62862010221465)\n",
      "9 -- ('0_IsBadBuy', ('[38092.6, 49181.8)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.41541755888651, 1.0485460184143796, 91.90921228304406)\n",
      "10 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin', '0_IsBadBuy'), 50.06423982869379, 6.348608137044969, 1.855144848688253, 92.87641662169455)\n",
      "11 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin',), 50.06423982869379, 6.912205567451821, 1.8538758913399966, 92.81288723667906)\n",
      "12 -- ('0_IsBadBuy', ('[38092.6, 49181.8)_VehOdo_bin',), 87.65396145610278, 6.912205567451821, 1.0478287913062145, 91.84634448574968)\n",
      "13 -- ('0_IsBadBuy', ('CO_VNST',), 87.65396145610278, 6.941327623126338, 1.001199829823304, 87.75913129318855)\n",
      "14 -- ('0_IsBadBuy', ('GOLD_Color',), 87.65396145610278, 7.270235546038544, 0.977141574147426, 85.65032987747408)\n",
      "15 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size', 'Covers_WheelType'), 59.311349036402575, 5.185438972162741, 1.4169903213738744, 84.0436075322101)\n",
      "16 -- ('0_IsBadBuy', ('VAN_Size', 'Covers_WheelType'), 87.65396145610278, 5.185438972162741, 1.0206214478284144, 89.46151304922365)\n",
      "17 -- ('0_IsBadBuy', ('VAN_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.679229122055674, 0.9957198509150933, 87.278789433188)\n",
      "18 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size', '0_IsBadBuy'), 59.311349036402575, 6.989293361884369, 1.4062546898723676, 83.40686274509804)\n",
      "19 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size',), 59.311349036402575, 8.010278372591007, 1.405856297110311, 83.38323353293413)\n",
      "20 -- ('0_IsBadBuy', ('VAN_Size',), 87.65396145610278, 8.010278372591007, 0.9954377629089182, 87.25406330196749)\n",
      "21 -- ('0_IsBadBuy', ('AZ_VNST', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.240256959314775, 1.0050964615327371, 88.10068649885584)\n",
      "22 -- ('0_IsBadBuy', ('AZ_VNST',), 87.65396145610278, 8.503640256959315, 1.0096198531553515, 88.49717969379533)\n",
      "23 -- ('0_IsBadBuy', ('RED_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.144325481798715, 1.0040845450671905, 88.01198801198801)\n",
      "24 -- ('0_IsBadBuy', ('RED_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.180299785867238, 0.9684395859287882, 84.88756613756614)\n",
      "25 -- ('0_IsBadBuy', ('RED_Color',), 87.65396145610278, 8.599571734475376, 0.987903159874573, 86.59362549800797)\n",
      "26 -- ('0_IsBadBuy', ('NC_VNST', 'Alloy_WheelType'), 87.65396145610278, 5.110064239828694, 0.9886344630726923, 86.65772712034864)\n",
      "27 -- ('0_IsBadBuy', ('NC_VNST', 'MANHEIM_Auction'), 87.65396145610278, 6.247537473233405, 1.0323016656112016, 90.48533040855497)\n",
      "28 -- ('0_IsBadBuy', ('NC_VNST', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.800428265524625, 0.997990832556674, 87.47784997046662)\n",
      "29 -- ('0_IsBadBuy', ('NC_VNST',), 87.65396145610278, 9.610278372591006, 1.0090724525355086, 88.44919786096257)\n",
      "30 -- ('0_IsBadBuy', ('CA_VNST', 'Alloy_WheelType'), 87.65396145610278, 5.3584582441113495, 0.9738071713818899, 85.35805626598464)\n",
      "31 -- ('0_IsBadBuy', ('CA_VNST', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.846680942184154, 0.9790650211813823, 85.81892762965133)\n",
      "32 -- ('0_IsBadBuy', ('CA_VNST',), 87.65396145610278, 9.718201284796574, 0.988615788865044, 86.65609025207121)\n",
      "33 -- ('0_IsBadBuy', ('COMPACT_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.012419700214133, 0.9973662543062415, 87.42310321257689)\n",
      "34 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 5.3961456102783725, 1.5661233540966666, 92.88888888888889)\n",
      "35 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.653104925053533, 1.771057884231537, 88.66666666666667)\n",
      "36 -- ('0_IsBadBuy', ('COMPACT_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.3961456102783725, 0.9948934167684168, 87.20634920634922)\n",
      "37 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.454389721627409, 1.7232884374825368, 86.2751256281407)\n",
      "38 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType'), 50.06423982869379, 6.331477516059956, 1.702358270472043, 85.22727272727273)\n",
      "39 -- ('0_IsBadBuy', ('COMPACT_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.653104925053533, 0.989427873955313, 86.72727272727273)\n",
      "40 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType', '0_IsBadBuy'), 59.311349036402575, 5.454389721627409, 1.5155098667237932, 89.88693467336684)\n",
      "41 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType'), 59.311349036402575, 6.331477516059956, 1.5053731829791097, 89.28571428571429)\n",
      "42 -- ('0_IsBadBuy', ('COMPACT_Size', 'Covers_WheelType'), 87.65396145610278, 6.331477516059956, 0.9828099576575187, 86.14718614718615)\n",
      "43 -- ('0_IsBadBuy', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.383297644539614, 0.9756779995182604, 85.52204176334108)\n",
      "44 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 59.311349036402575, 6.805995717344754, 1.56422406714229, 92.77623961741756)\n",
      "45 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 7.436402569593148, 1.6960471396037031, 84.9113107578899)\n",
      "46 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 7.977730192719486, 1.5603902574354216, 92.54885119175434)\n",
      "47 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 8.769164882226981, 1.681761919188999, 84.19613205704239)\n",
      "48 -- ('0_IsBadBuy', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.977730192719486, 0.9732866772877025, 85.31243289671463)\n",
      "49 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '0_IsBadBuy'), 50.06423982869379, 8.298072805139187, 1.638275001253833, 82.01899256812551)\n",
      "50 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size',), 50.06423982869379, 9.874089935760171, 1.6138183136057616, 80.79458709229702)\n",
      "51 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.483511777301927, 1.495346767402379, 88.6910340518588)\n",
      "52 -- ('0_IsBadBuy', ('COMPACT_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.483511777301927, 0.9729833855273885, 85.28584817244611)\n",
      "53 -- ('0_IsBadBuy', ('COMPACT_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.769164882226981, 0.9674602000529976, 84.80171908575895)\n",
      "54 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '0_IsBadBuy'), 59.311349036402575, 8.298072805139187, 1.5109421935982232, 89.61601981833196)\n",
      "55 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size',), 59.311349036402575, 9.874089935760171, 1.4973500975902967, 88.80985426786954)\n",
      "56 -- ('0_IsBadBuy', ('COMPACT_Size',), 87.65396145610278, 9.874089935760171, 0.9587571457742282, 84.03886190145732)\n",
      "57 -- ('0_IsBadBuy', ('BLACK_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.576017130620985, 1.0230846143759205, 89.6774193548387)\n",
      "58 -- ('0_IsBadBuy', ('BLACK_Color', 'Alloy_WheelType'), 87.65396145610278, 5.611991434689507, 1.0015518560898486, 87.78998778998779)\n",
      "59 -- ('0_IsBadBuy', ('BLACK_Color', 'MANHEIM_Auction'), 87.65396145610278, 5.666809421841542, 1.0197982800144134, 89.38935912938332)\n",
      "60 -- ('0_IsBadBuy', ('BLACK_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.180299785867238, 1.0001298567577785, 87.66534391534393)\n",
      "61 -- ('0_IsBadBuy', ('BLACK_Color',), 87.65396145610278, 10.391434689507495, 1.0127721567603145, 88.77349159248269)\n",
      "62 -- ('0_IsBadBuy', ('GREY_Color', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.027837259100643, 1.0386202833329605, 91.03918228279386)\n",
      "63 -- ('0_IsBadBuy', ('GREY_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.2162740899357605, 1.0202081671015648, 89.42528735632183)\n",
      "64 -- ('0_IsBadBuy', ('GREY_Color', 'Alloy_WheelType'), 87.65396145610278, 5.877516059957173, 0.9858990114504311, 86.41795394928592)\n",
      "65 -- ('0_IsBadBuy', ('GREY_Color', 'MANHEIM_Auction'), 87.65396145610278, 6.326338329764454, 1.0160451739062475, 89.06038451123747)\n",
      "66 -- ('0_IsBadBuy', ('GREY_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.40813704496788, 0.9952170450013995, 87.2347165030092)\n",
      "67 -- ('0_IsBadBuy', ('GREY_Color',), 87.65396145610278, 10.764882226980728, 1.0106795921991745, 88.59007001909612)\n",
      "68 -- ('0_IsBadBuy', ('6_VehicleAge', 'Alloy_WheelType'), 87.65396145610278, 7.5220556745182, 0.9483264830173834, 83.12457299020724)\n",
      "69 -- ('0_IsBadBuy', ('6_VehicleAge', 'MANHEIM_Auction'), 87.65396145610278, 6.475374732334046, 0.9543298701073092, 83.65079365079366)\n",
      "70 -- ('0_IsBadBuy', ('6_VehicleAge', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.030406852248394, 0.9315271714732161, 81.65204678362574)\n",
      "71 -- ('0_IsBadBuy', ('6_VehicleAge',), 87.65396145610278, 10.932762312633832, 0.9377777793293325, 82.19993732372298)\n",
      "72 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.027837259100643, 1.0063577520767344, 88.21124361158432)\n",
      "73 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin', '0_IsBadBuy'), 51.58201284796574, 5.173447537473233, 1.6619839375766616, 85.72847682119206)\n",
      "74 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin'), 51.58201284796574, 5.9203426124197005, 1.6464027638632124, 84.92476851851852)\n",
      "75 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 5.9203426124197005, 0.9969231031619878, 87.38425925925925)\n",
      "76 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 6.605567451820129, 1.005344255697285, 88.12240663900414)\n",
      "77 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin', '0_IsBadBuy'), 51.58201284796574, 6.569593147751605, 1.7177490655283838, 88.60495436766624)\n",
      "78 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin'), 51.58201284796574, 7.523768736616702, 1.7020660471858253, 87.7959927140255)\n",
      "79 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.523768736616702, 0.9961654805670325, 87.31785063752277)\n",
      "80 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.80899357601713, 0.9827254848992357, 86.13978177528753)\n",
      "81 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', 'MANHEIM_Auction', '0_IsBadBuy'), 51.58201284796574, 5.716488222698072, 1.6969813328881123, 87.53371291579263)\n",
      "82 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', 'MANHEIM_Auction'), 51.58201284796574, 6.627837259100643, 1.6991463024733875, 87.64538640475575)\n",
      "83 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', 'Alloy_WheelType'), 87.65396145610278, 9.546895074946466, 0.984041763412603, 86.25515880136372)\n",
      "84 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '0_IsBadBuy'), 51.58201284796574, 9.343040685224839, 1.708679870787827, 88.13714704803813)\n",
      "85 -- ('Alloy_WheelType', ('MEDIUM SUV_Size',), 51.58201284796574, 10.95845824411135, 1.688940721840783, 87.1189620134438)\n",
      "86 -- ('0_IsBadBuy', ('MEDIUM SUV_Size', 'MANHEIM_Auction'), 87.65396145610278, 6.627837259100643, 0.9839792233725169, 86.24967691910054)\n",
      "87 -- ('0_IsBadBuy', ('MEDIUM SUV_Size',), 87.65396145610278, 10.95845824411135, 0.9726738370560074, 85.25871502266688)\n",
      "88 -- ('0_IsBadBuy', ('2_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 6.80085653104925, 1.0753299153438154, 94.25692695214106)\n",
      "89 -- ('0_IsBadBuy', ('2_VehicleAge', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.288222698072805, 1.0584365673962488, 92.77615808228053)\n",
      "90 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('2_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 5.714775160599571, 1.7148231799504794, 85.85131894484412)\n",
      "91 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('2_VehicleAge', 'MEDIUM_Size'), 50.06423982869379, 6.144753747323341, 1.7190069262089147, 86.06077502090884)\n",
      "92 -- ('0_IsBadBuy', ('2_VehicleAge', 'MEDIUM_Size'), 87.65396145610278, 6.144753747323341, 1.0610188919649914, 93.00250906049624)\n",
      "93 -- ('0_IsBadBuy', ('2_VehicleAge', 'Covers_WheelType'), 87.65396145610278, 7.474089935760171, 1.0731256872240085, 94.06371762548706)\n",
      "94 -- ('0_IsBadBuy', ('2_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.734047109207708, 1.054364574200455, 92.41923174764692)\n",
      "95 -- ('0_IsBadBuy', ('2_VehicleAge', 'MANHEIM_Auction'), 87.65396145610278, 5.504068522483941, 1.087588790467198, 95.33146591970122)\n",
      "96 -- ('0_IsBadBuy', ('2_VehicleAge',), 87.65396145610278, 11.594004282655245, 1.0663439003414517, 93.46926713947991)\n",
      "97 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'Bas_Trim'), 87.65396145610278, 5.93576017130621, 0.9923581951020976, 86.98412698412699)\n",
      "98 -- ('0_IsBadBuy', ('CHRYSLER_Make', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 6.605567451820129, 0.961852317619739, 84.31016597510373)\n",
      "99 -- ('MEDIUM_Size', ('CHRYSLER_Make', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 42.21156316916488, 5.020985010706639, 1.930940520130417, 81.5080177413852)\n",
      "100 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.623982869379015, 1.018528972522615, 89.27809929942127)\n",
      "101 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.725481798715204, 0.963590873785418, 84.46255731023943)\n",
      "102 -- ('MEDIUM_Size', ('CHRYSLER_Make', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 42.21156316916488, 6.9036402569593145, 1.9492971175257845, 82.28287841191066)\n",
      "103 -- ('MEDIUM_Size', ('CHRYSLER_Make', '[3649.4, 7297.8)_VehBCost_bin'), 42.21156316916488, 8.113062098501072, 1.9638448149206387, 82.89695945945947)\n",
      "104 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'MEDIUM_Size'), 87.65396145610278, 8.601284796573875, 0.985207033523616, 86.35729934276041)\n",
      "105 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.020985010706639, 1.0003356728414146, 87.683384510406)\n",
      "106 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'Covers_WheelType'), 87.65396145610278, 7.443254817987152, 1.019544206822302, 89.36708860759494)\n",
      "107 -- ('0_IsBadBuy', ('CHRYSLER_Make', 'MANHEIM_Auction'), 87.65396145610278, 6.46338329764454, 0.997827769542553, 87.46355685131195)\n",
      "108 -- ('0_IsBadBuy', ('CHRYSLER_Make', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.113062098501072, 0.9707821984522632, 85.0929054054054)\n",
      "109 -- ('0_IsBadBuy', ('CHRYSLER_Make',), 87.65396145610278, 12.150749464668094, 0.9938404912285249, 87.11405611165938)\n",
      "110 -- ('0_IsBadBuy', ('LARGE_Size', '[1869.2, 2572.8)_WarrantyCost_bin', 'CHEVROLET_Make'), 87.65396145610278, 5.005567451820128, 1.0494880655645917, 91.9917864476386)\n",
      "111 -- ('0_IsBadBuy', ('LARGE_Size', '[1869.2, 2572.8)_WarrantyCost_bin'), 87.65396145610278, 6.805995717344754, 1.0374754961452595, 90.93883715076768)\n",
      "112 -- ('CHEVROLET_Make', ('LARGE_Size', 'Covers_WheelType', '0_IsBadBuy'), 23.70877944325482, 5.122055674518202, 3.5816431699112647, 84.91638795986623)\n",
      "113 -- ('CHEVROLET_Make', ('LARGE_Size', 'Covers_WheelType'), 23.70877944325482, 5.529764453961456, 3.538391942611972, 83.8909541511772)\n",
      "114 -- ('0_IsBadBuy', ('LARGE_Size', 'CHEVROLET_Make'), 87.65396145610278, 7.0869379014989295, 1.0548103198336887, 92.45830311820158)\n",
      "115 -- ('0_IsBadBuy', ('LARGE_Size', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 6.077944325481798, 1.0752541047004434, 94.25028184892898)\n",
      "116 -- ('0_IsBadBuy', ('LARGE_Size', 'Covers_WheelType'), 87.65396145610278, 5.529764453961456, 1.0567350532938415, 92.6270136307311)\n",
      "117 -- ('0_IsBadBuy', ('LARGE_Size', 'Alloy_WheelType'), 87.65396145610278, 6.597002141327623, 1.0158332360981261, 89.04180732277331)\n",
      "118 -- ('0_IsBadBuy', ('LARGE_Size', 'MANHEIM_Auction'), 87.65396145610278, 7.0252676659528905, 1.0445966375671578, 91.56303340648623)\n",
      "119 -- ('0_IsBadBuy', ('LARGE_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.047109207708779, 0.9954156457559346, 87.25212464589235)\n",
      "120 -- ('0_IsBadBuy', ('LARGE_Size',), 87.65396145610278, 12.195289079229124, 1.034440951712428, 90.67284731001544)\n",
      "121 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', 'CHEVROLET_Make'), 87.65396145610278, 7.347323340471092, 1.0352499944955689, 90.74376311494521)\n",
      "122 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.131049250535332, 1.0044195478506142, 88.04135233305392)\n",
      "123 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.581156316916489, 1.0396509844339483, 91.12952731737262)\n",
      "124 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', 'Covers_WheelType'), 87.65396145610278, 5.83982869379015, 1.012006348937285, 88.7063655030801)\n",
      "125 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 7.364453961456102, 0.9582713297709766, 83.99627820423355)\n",
      "126 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 7.784154175588866, 1.0012563385511632, 87.76408450704226)\n",
      "127 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.335331905781585, 0.9514186026837185, 83.39560952825782)\n",
      "128 -- ('0_IsBadBuy', ('[1869.2, 2572.8)_WarrantyCost_bin',), 87.65396145610278, 13.295074946466809, 0.9819451525519388, 86.07138255379462)\n",
      "129 -- ('0_IsBadBuy', ('SE_Trim', 'DODGE_Make', 'Covers_WheelType'), 87.65396145610278, 5.442398286937902, 1.0503574184112945, 92.06798866855524)\n",
      "130 -- ('Covers_WheelType', ('SE_Trim', 'DODGE_Make', '0_IsBadBuy'), 47.40899357601713, 5.7798715203426125, 1.8286056452739987, 86.69235328986366)\n",
      "131 -- ('Covers_WheelType', ('SE_Trim', 'DODGE_Make'), 47.40899357601713, 6.396573875802998, 1.79465992571013, 85.08302088912694)\n",
      "132 -- ('0_IsBadBuy', ('SE_Trim', 'DODGE_Make'), 87.65396145610278, 6.396573875802998, 1.0308588794784368, 90.3588644884842)\n",
      "133 -- ('0_IsBadBuy', ('SE_Trim', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 5.086081370449678, 0.982921407915144, 86.15695520377231)\n",
      "134 -- ('0_IsBadBuy', ('SE_Trim', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.44796573875803, 1.0377974345017709, 90.96705632306058)\n",
      "135 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('SE_Trim', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 7.0869379014989295, 1.6531817748528634, 82.76528885665941)\n",
      "136 -- ('MEDIUM_Size', ('SE_Trim', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 6.817987152034262, 2.0380707155761764, 86.03015075376884)\n",
      "137 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('SE_Trim', 'MEDIUM_Size'), 50.06423982869379, 7.969164882226981, 1.616152291903112, 80.91143594153053)\n",
      "138 -- ('MEDIUM_Size', ('SE_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 7.616274089935759, 2.0056203209441605, 84.66036887089518)\n",
      "139 -- ('0_IsBadBuy', ('SE_Trim', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.005567451820128, 0.9987315742984472, 87.54277891854893)\n",
      "140 -- ('0_IsBadBuy', ('SE_Trim', 'MEDIUM_Size'), 87.65396145610278, 7.969164882226981, 1.0145518949061025, 88.92949269131556)\n",
      "141 -- ('0_IsBadBuy', ('SE_Trim', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.212847965738758, 1.0152550517833094, 88.99112717712784)\n",
      "142 -- ('0_IsBadBuy', ('SE_Trim', 'Covers_WheelType'), 87.65396145610278, 8.051391862955033, 1.0270075088486155, 90.02127659574468)\n",
      "143 -- ('0_IsBadBuy', ('SE_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.616274089935759, 1.0212735052581503, 89.51866846603689)\n",
      "144 -- ('0_IsBadBuy', ('SE_Trim', 'Alloy_WheelType'), 87.65396145610278, 5.596573875802998, 0.9498351146540356, 83.2568105295378)\n",
      "145 -- ('0_IsBadBuy', ('SE_Trim', 'MANHEIM_Auction'), 87.65396145610278, 6.7032119914346895, 0.9947813305562335, 87.19652440582674)\n",
      "146 -- ('0_IsBadBuy', ('SE_Trim', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.618415417558886, 0.9889178610749687, 86.68256807791691)\n",
      "147 -- ('0_IsBadBuy', ('SE_Trim',), 87.65396145610278, 13.704496788008566, 0.9952488005198562, 87.2375)\n",
      "148 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.000428265524625, 1.056429213370124, 92.60020554984584)\n",
      "149 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.682226980728052, 1.0627753171591454, 93.15646668676514)\n",
      "150 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.425267665952891, 1.948869638592813, 97.56867698137039)\n",
      "151 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 5.838115631691649, 1.9440984730739728, 97.32981220657277)\n",
      "152 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.838115631691649, 1.0601734617825254, 92.92840375586854)\n",
      "153 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.284796573875803, 1.0410022838929922, 91.24797406807131)\n",
      "154 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 5.139186295503212, 1.874258625605931, 93.83333333333333)\n",
      "155 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.654817987152034, 1.8667321953660516, 93.45652832475008)\n",
      "156 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.861241970021414, 1.051351839635826, 92.15515362824145)\n",
      "157 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 7.582012847965738, 1.9085284984868556, 95.5490284681428)\n",
      "158 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size'), 50.06423982869379, 8.25695931477516, 1.9017060721473473, 95.20746887966804)\n",
      "159 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.654817987152034, 1.0368219477524863, 90.88155104513783)\n",
      "160 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size'), 87.65396145610278, 8.25695931477516, 1.047593566972615, 91.82572614107883)\n",
      "161 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.005567451820128, 1.0471454582753852, 91.78644763860369)\n",
      "162 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 5.260813704496789, 1.74442109872454, 87.3331162487789)\n",
      "163 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.750749464668094, 1.7386062803538844, 87.0420017873101)\n",
      "164 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.367880085653105, 1.054642781999154, 92.44361776331085)\n",
      "165 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 7.876659528907923, 1.727228448713708, 86.4723792953458)\n",
      "166 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType'), 50.06423982869379, 8.56188436830835, 1.7188800242081435, 86.05442176870748)\n",
      "167 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.750749464668094, 1.0436549245665345, 91.48048853142687)\n",
      "168 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType'), 87.65396145610278, 8.56188436830835, 1.0495452480554448, 91.9967987194878)\n",
      "169 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.380728051391863, 1.051136318385078, 92.1362623368354)\n",
      "170 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.141755888650963, 1.0305685195277512, 90.3334132885584)\n",
      "171 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 7.85610278372591, 1.6402824529745568, 82.11949411251635)\n",
      "172 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 8.736616702355459, 1.6328041396199198, 81.74509803921569)\n",
      "173 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 11.208565310492505, 1.039894224066566, 91.1508482347547)\n",
      "174 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '0_IsBadBuy'), 50.06423982869379, 12.664668094218415, 1.6113478440116926, 80.67090491005004)\n",
      "175 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin',), 50.06423982869379, 13.946038543897215, 1.6053566792048066, 80.37096179830488)\n",
      "176 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'Alloy_WheelType'), 87.65396145610278, 5.260813704496789, 1.0141712201475646, 88.89612504070335)\n",
      "177 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', 'MANHEIM_Auction'), 87.65396145610278, 6.941327623126338, 1.0470928478945072, 91.78183613030603)\n",
      "178 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.736616702355459, 1.0258699907417625, 89.92156862745098)\n",
      "179 -- ('0_IsBadBuy', ('[49181.8, 60271.0)_VehOdo_bin',), 87.65396145610278, 13.946038543897215, 1.036027785357342, 90.81193956516398)\n",
      "180 -- ('0_IsBadBuy', ('BLUE_Color', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 5.401284796573876, 0.9990124197013397, 87.56739613066921)\n",
      "181 -- ('0_IsBadBuy', ('BLUE_Color', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.142612419700214, 1.033301289082242, 90.57295136575615)\n",
      "182 -- ('0_IsBadBuy', ('BLUE_Color', 'MEDIUM_Size'), 87.65396145610278, 5.834689507494647, 1.0065336166412728, 88.22665883734587)\n",
      "183 -- ('0_IsBadBuy', ('BLUE_Color', 'Covers_WheelType'), 87.65396145610278, 7.160599571734476, 1.0185768579943804, 89.28229665071771)\n",
      "184 -- ('0_IsBadBuy', ('BLUE_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.872805139186296, 1.0185752253090634, 89.28215353938185)\n",
      "185 -- ('0_IsBadBuy', ('BLUE_Color', 'Alloy_WheelType'), 87.65396145610278, 6.8796573875803, 0.9982435311131957, 87.5)\n",
      "186 -- ('0_IsBadBuy', ('BLUE_Color', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.005567451820128, 1.015520259871095, 89.01437371663245)\n",
      "187 -- ('0_IsBadBuy', ('BLUE_Color', 'MANHEIM_Auction'), 87.65396145610278, 8.104496788008566, 1.0234128806460496, 89.70619319382794)\n",
      "188 -- ('0_IsBadBuy', ('BLUE_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.659528907922912, 0.9997951319104609, 87.63600395647873)\n",
      "189 -- ('0_IsBadBuy', ('BLUE_Color',), 87.65396145610278, 14.168736616702354, 1.0084333842470006, 88.39318099383388)\n",
      "190 -- ('0_IsBadBuy', ('FL_VNST', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.063811563169165, 1.0435919227257224, 91.47496617050066)\n",
      "191 -- ('0_IsBadBuy', ('FL_VNST', 'MEDIUM_Size'), 87.65396145610278, 5.817558886509636, 1.0283100954862838, 90.13545347467608)\n",
      "192 -- ('0_IsBadBuy', ('FL_VNST', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.492077087794432, 1.0355186438069333, 90.76731129132875)\n",
      "193 -- ('0_IsBadBuy', ('FL_VNST', 'Covers_WheelType'), 87.65396145610278, 7.095503211991434, 1.0246163856635409, 89.81168517624336)\n",
      "194 -- ('0_IsBadBuy', ('FL_VNST', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.641113490364026, 1.039340798521396, 91.10233829334953)\n",
      "195 -- ('0_IsBadBuy', ('FL_VNST', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.482655246252677, 1.02984674075859, 90.27014652014653)\n",
      "196 -- ('0_IsBadBuy', ('FL_VNST', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.289935760171306, 1.0189325162139873, 89.31347150259067)\n",
      "197 -- ('0_IsBadBuy', ('FL_VNST', 'Alloy_WheelType'), 87.65396145610278, 6.953319057815846, 1.0073430656416975, 88.29761024882976)\n",
      "198 -- ('0_IsBadBuy', ('FL_VNST', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.723768736616702, 1.0193528847647615, 89.35031847133757)\n",
      "199 -- ('0_IsBadBuy', ('FL_VNST', 'MANHEIM_Auction'), 87.65396145610278, 10.937901498929337, 1.0281048489585551, 90.11746280344558)\n",
      "200 -- ('0_IsBadBuy', ('FL_VNST', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.726338329764454, 1.00580216461481, 88.16254416961131)\n",
      "201 -- ('0_IsBadBuy', ('FL_VNST',), 87.65396145610278, 14.244111349036404, 1.016543090389852, 89.10402886349969)\n",
      "202 -- ('0_IsBadBuy', ('LS_Trim', 'CHEVROLET_Make', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.915203426124197, 1.0694846916431806, 93.74456993918332)\n",
      "203 -- ('CHEVROLET_Make', ('LS_Trim', '[7297.8, 10946.2)_VehBCost_bin', '0_IsBadBuy'), 23.70877944325482, 5.949464668094218, 3.9312324097205695, 93.20472214224014)\n",
      "204 -- ('CHEVROLET_Make', ('LS_Trim', '[7297.8, 10946.2)_VehBCost_bin'), 23.70877944325482, 6.369164882226981, 3.917220299153936, 92.87251210328134)\n",
      "205 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', 'MANHEIM_Auction'), 23.70877944325482, 5.029550321199143, 3.9535130963443637, 93.73297002724796)\n",
      "206 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 23.70877944325482, 5.310492505353319, 3.786537968487787, 89.77419354838709)\n",
      "207 -- ('0_IsBadBuy', ('LS_Trim', 'CHEVROLET_Make', 'Covers_WheelType'), 87.65396145610278, 8.30321199143469, 1.065059855176919, 93.35671549412008)\n",
      "208 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', '0_IsBadBuy'), 23.70877944325482, 8.289507494646681, 3.944153102740618, 93.51105600330646)\n",
      "209 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType'), 23.70877944325482, 8.925053533190578, 3.923973808150178, 93.03262955854127)\n",
      "210 -- ('CHEVROLET_Make', ('LS_Trim', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 23.70877944325482, 5.048394004282655, 3.4764675696456275, 82.42280285035629)\n",
      "211 -- ('CHEVROLET_Make', ('LS_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 23.70877944325482, 5.56916488222698, 3.4510835261004615, 81.82097816056599)\n",
      "212 -- ('CHEVROLET_Make', ('LS_Trim', 'Alloy_WheelType', '0_IsBadBuy'), 23.70877944325482, 5.224839400428265, 3.487675305600303, 82.68852459016394)\n",
      "213 -- ('CHEVROLET_Make', ('LS_Trim', 'Alloy_WheelType'), 23.70877944325482, 5.966595289079229, 3.4549287912055084, 81.91214470284238)\n",
      "214 -- ('0_IsBadBuy', ('LS_Trim', 'CHEVROLET_Make', 'MANHEIM_Auction'), 87.65396145610278, 7.5066381156316915, 1.0591001328991276, 92.83432222729347)\n",
      "215 -- ('CHEVROLET_Make', ('LS_Trim', 'MANHEIM_Auction', '0_IsBadBuy'), 23.70877944325482, 7.837259100642398, 3.7504264190277645, 88.91803278688525)\n",
      "216 -- ('CHEVROLET_Make', ('LS_Trim', 'MANHEIM_Auction'), 23.70877944325482, 8.519057815845825, 3.7165905426877393, 88.11582545747034)\n",
      "217 -- ('0_IsBadBuy', ('LS_Trim', 'CHEVROLET_Make', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.199999999999999, 1.0244032728788826, 89.79300499643112)\n",
      "218 -- ('CHEVROLET_Make', ('LS_Trim', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 23.70877944325482, 7.474089935760171, 3.64844233365439, 86.50011460004585)\n",
      "219 -- ('CHEVROLET_Make', ('LS_Trim', '[3649.4, 7297.8)_VehBCost_bin'), 23.70877944325482, 8.397430406852248, 3.616403547095323, 85.7405140758874)\n",
      "220 -- ('0_IsBadBuy', ('LS_Trim', 'CHEVROLET_Make'), 87.65396145610278, 13.307066381156316, 1.044065508707328, 91.51647785787847)\n",
      "221 -- ('CHEVROLET_Make', ('LS_Trim', '0_IsBadBuy'), 23.70877944325482, 13.63254817987152, 3.767865424620878, 89.33149032420205)\n",
      "222 -- ('CHEVROLET_Make', ('LS_Trim',), 23.70877944325482, 15.02355460385439, 3.7359445956723194, 88.57468643101483)\n",
      "223 -- ('0_IsBadBuy', ('LS_Trim', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 6.369164882226981, 1.0656727222181293, 93.41043571812803)\n",
      "224 -- ('0_IsBadBuy', ('LS_Trim', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.029550321199143, 1.072460936501526, 94.00544959128065)\n",
      "225 -- ('0_IsBadBuy', ('LS_Trim', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.310492505353319, 1.0429574809861002, 91.41935483870968)\n",
      "226 -- ('0_IsBadBuy', ('LS_Trim', 'Covers_WheelType'), 87.65396145610278, 8.925053533190578, 1.059610736946916, 92.87907869481766)\n",
      "227 -- ('0_IsBadBuy', ('LS_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.56916488222698, 1.0341692441677155, 90.64903106736388)\n",
      "228 -- ('0_IsBadBuy', ('LS_Trim', 'Alloy_WheelType'), 87.65396145610278, 5.966595289079229, 0.9990214576580935, 87.56818834338215)\n",
      "229 -- ('0_IsBadBuy', ('LS_Trim', 'MANHEIM_Auction'), 87.65396145610278, 8.519057815845825, 1.0495450644549988, 91.99678262618139)\n",
      "230 -- ('0_IsBadBuy', ('LS_Trim', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.397430406852248, 1.015407478288016, 89.00448796409628)\n",
      "231 -- ('0_IsBadBuy', ('LS_Trim',), 87.65396145610278, 15.02355460385439, 1.0352203317281397, 90.74116305587229)\n",
      "232 -- ('0_IsBadBuy', ('FORD_Make', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 5.300214132762313, 0.9693904306202203, 84.97091144149968)\n",
      "233 -- ('0_IsBadBuy', ('FORD_Make', '[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.361884368308352, 0.9819326600890732, 86.0702875399361)\n",
      "234 -- ('Alloy_WheelType', ('FORD_Make', '[1165.6, 1869.2)_WarrantyCost_bin', '0_IsBadBuy'), 51.58201284796574, 5.719914346895075, 1.564166164108641, 80.68283917340521)\n",
      "235 -- ('0_IsBadBuy', ('FORD_Make', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 6.715203426124197, 0.9717595190632539, 85.17857142857143)\n",
      "236 -- ('Alloy_WheelType', ('FORD_Make', '[7297.8, 10946.2)_VehBCost_bin'), 51.58201284796574, 5.027837259100643, 1.713419009517143, 88.381601362862)\n",
      "237 -- ('0_IsBadBuy', ('FORD_Make', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.027837259100643, 0.9939191858092739, 87.12095400340716)\n",
      "238 -- ('0_IsBadBuy', ('FORD_Make', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.541755888650964, 0.9726317187229654, 85.25502318392581)\n",
      "239 -- ('0_IsBadBuy', ('FORD_Make', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.384154175588865, 0.9742414026663578, 85.39611835825644)\n",
      "240 -- ('0_IsBadBuy', ('FORD_Make', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 8.089079229122055, 0.9770428607301419, 85.64167725540025)\n",
      "241 -- ('0_IsBadBuy', ('FORD_Make', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.829978586723769, 0.9648721736826675, 84.57486832204665)\n",
      "242 -- ('0_IsBadBuy', ('FORD_Make', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.257815845824412, 0.9547160375778935, 83.68464275937586)\n",
      "243 -- ('0_IsBadBuy', ('FORD_Make', 'Alloy_WheelType'), 87.65396145610278, 11.359314775160598, 0.969834118514352, 85.00980244307043)\n",
      "244 -- ('0_IsBadBuy', ('FORD_Make', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.540042826552463, 0.9634077510275245, 84.4465058750773)\n",
      "245 -- ('0_IsBadBuy', ('FORD_Make', 'MANHEIM_Auction'), 87.65396145610278, 9.063811563169164, 0.9707249241723913, 85.08788508788508)\n",
      "246 -- ('0_IsBadBuy', ('FORD_Make', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 9.53319057815846, 0.9600358272269225, 84.15094339622642)\n",
      "247 -- ('0_IsBadBuy', ('FORD_Make',), 87.65396145610278, 15.415845824411134, 0.9656464656694188, 84.64273808200912)\n",
      "248 -- ('0_IsBadBuy', ('WHITE_Color', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 5.111777301927195, 0.9856268951397237, 86.3941018766756)\n",
      "249 -- ('0_IsBadBuy', ('WHITE_Color', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 5.992291220556745, 1.0077832267057991, 88.33619210977702)\n",
      "250 -- ('0_IsBadBuy', ('WHITE_Color', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.889507494646681, 1.0383126431823118, 91.01221640488656)\n",
      "251 -- ('0_IsBadBuy', ('WHITE_Color', 'MEDIUM_Size'), 87.65396145610278, 6.6843683083511785, 1.0048950769381426, 88.08303434136342)\n",
      "252 -- ('0_IsBadBuy', ('WHITE_Color', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.880942184154176, 1.0075899917057831, 88.31925429653364)\n",
      "253 -- ('0_IsBadBuy', ('WHITE_Color', 'Covers_WheelType'), 87.65396145610278, 8.411134903640257, 1.0197942061229714, 89.38900203665987)\n",
      "254 -- ('0_IsBadBuy', ('WHITE_Color', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.286509635974304, 0.9970420529255769, 87.3946856772521)\n",
      "255 -- ('0_IsBadBuy', ('WHITE_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.950321199143469, 1.0098277897775745, 88.51540616246498)\n",
      "256 -- ('0_IsBadBuy', ('WHITE_Color', 'Alloy_WheelType'), 87.65396145610278, 8.154175588865096, 0.97835056278609, 85.7563025210084)\n",
      "257 -- ('0_IsBadBuy', ('WHITE_Color', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.749036402569593, 1.002492822493722, 87.87246722288438)\n",
      "258 -- ('0_IsBadBuy', ('WHITE_Color', 'MANHEIM_Auction'), 87.65396145610278, 9.433832976445396, 1.0157229568700612, 89.0321409115671)\n",
      "259 -- ('0_IsBadBuy', ('WHITE_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 10.292077087794432, 0.9853311171668961, 86.3681757656458)\n",
      "260 -- ('0_IsBadBuy', ('WHITE_Color',), 87.65396145610278, 16.729764453961458, 0.999966604409345, 87.6510342002867)\n",
      "261 -- ('0_IsBadBuy', ('5_VehicleAge', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 5.843254817987152, 0.9639193723393157, 84.49135150982117)\n",
      "262 -- ('0_IsBadBuy', ('5_VehicleAge', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 6.370877944325482, 0.9709033230048829, 85.10352245227212)\n",
      "263 -- ('0_IsBadBuy', ('5_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.886081370449679, 0.9914369479141868, 86.9033760186263)\n",
      "264 -- ('0_IsBadBuy', ('5_VehicleAge', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.241970021413276, 0.9745690346703618, 85.42483660130719)\n",
      "265 -- ('[3649.4, 7297.8)_VehBCost_bin', ('5_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 5.298501070663812, 1.4249114000466472, 84.51341739411575)\n",
      "266 -- ('[3649.4, 7297.8)_VehBCost_bin', ('5_VehicleAge', 'MEDIUM_Size'), 59.311349036402575, 6.1790149892933615, 1.4303340650695882, 84.83504297199889)\n",
      "267 -- ('0_IsBadBuy', ('5_VehicleAge', 'MEDIUM_Size'), 87.65396145610278, 6.1790149892933615, 0.9782778697716707, 85.74993069032438)\n",
      "268 -- ('0_IsBadBuy', ('5_VehicleAge', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.087794432548179, 0.9802857109767679, 85.92592592592592)\n",
      "269 -- ('0_IsBadBuy', ('5_VehicleAge', 'Covers_WheelType'), 87.65396145610278, 6.48051391862955, 0.9746831592637283, 85.43484007401533)\n",
      "270 -- ('0_IsBadBuy', ('5_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.259100642398288, 0.9725093795898495, 85.2442996742671)\n",
      "271 -- ('0_IsBadBuy', ('5_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.404710920770878, 0.9933167235564224, 87.06814580031696)\n",
      "272 -- ('0_IsBadBuy', ('5_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.076231263383298, 0.9703816451306171, 85.05779531998873)\n",
      "273 -- ('0_IsBadBuy', ('5_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 9.16830835117773, 0.9779930217269576, 85.72496263079222)\n",
      "274 -- ('0_IsBadBuy', ('5_VehicleAge', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.405139186295503, 0.9803557759421382, 85.93206739769992)\n",
      "275 -- ('0_IsBadBuy', ('5_VehicleAge', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.901498929336189, 0.9510944794052161, 83.36719883889695)\n",
      "276 -- ('0_IsBadBuy', ('5_VehicleAge', 'Alloy_WheelType'), 87.65396145610278, 10.917344753747324, 0.9700713626867647, 85.03059783461478)\n",
      "277 -- ('0_IsBadBuy', ('5_VehicleAge', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.406852248394005, 0.9831440491299709, 86.1764705882353)\n",
      "278 -- ('0_IsBadBuy', ('5_VehicleAge', 'MANHEIM_Auction'), 87.65396145610278, 10.26980728051392, 0.9874677818079586, 86.55546288573811)\n",
      "279 -- ('0_IsBadBuy', ('5_VehicleAge', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 11.126338329764454, 0.9650236375120902, 84.58814472671286)\n",
      "280 -- ('0_IsBadBuy', ('5_VehicleAge',), 87.65396145610278, 17.64625267665953, 0.9718431758934132, 85.18590428113775)\n",
      "281 -- ('0_IsBadBuy', ('DODGE_Make', 'OTHER_Auction'), 87.65396145610278, 5.480085653104925, 1.0274423661455336, 90.05939356048765)\n",
      "282 -- ('0_IsBadBuy', ('DODGE_Make', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.6299785867237695, 1.025074247614346, 89.85181859003143)\n",
      "283 -- ('0_IsBadBuy', ('DODGE_Make', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.590578158458245, 1.0461007749074158, 91.69487700293388)\n",
      "284 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('DODGE_Make', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.355032119914347, 1.630023473754438, 81.60588611644273)\n",
      "285 -- ('MEDIUM_Size', ('DODGE_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 5.142612419700214, 2.0131138444532506, 84.97668221185876)\n",
      "286 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('DODGE_Make', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 5.730192719486081, 1.6224297081685444, 81.22571001494768)\n",
      "287 -- ('MEDIUM_Size', ('DODGE_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 5.581156316916489, 1.9756368735583183, 83.39472068753837)\n",
      "288 -- ('0_IsBadBuy', ('DODGE_Make', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.730192719486081, 1.066157344696938, 93.45291479820628)\n",
      "289 -- ('0_IsBadBuy', ('DODGE_Make', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.930620985010707, 1.057477425548319, 92.69208549971115)\n",
      "290 -- ('0_IsBadBuy', ('DODGE_Make', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.120342612419701, 1.0427572822257805, 91.40180662428907)\n",
      "291 -- ('0_IsBadBuy', ('DODGE_Make', 'MEDIUM_Size'), 87.65396145610278, 7.636830835117774, 1.0459068926897728, 91.67788245850157)\n",
      "292 -- ('0_IsBadBuy', ('DODGE_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.581156316916489, 1.0512065528025305, 92.14241866175567)\n",
      "293 -- ('0_IsBadBuy', ('DODGE_Make', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.750749464668094, 1.0368580836380648, 90.88471849865952)\n",
      "294 -- ('0_IsBadBuy', ('DODGE_Make', 'Covers_WheelType'), 87.65396145610278, 9.901498929336189, 1.0423577039661467, 91.36678200692042)\n",
      "295 -- ('0_IsBadBuy', ('DODGE_Make', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 9.197430406852249, 1.0314182689031641, 90.4078971875582)\n",
      "296 -- ('0_IsBadBuy', ('DODGE_Make', 'Alloy_WheelType'), 87.65396145610278, 7.662526766595288, 0.998530465154907, 87.5251509054326)\n",
      "297 -- ('0_IsBadBuy', ('DODGE_Make', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.149464668094218, 1.0224381989616764, 89.62075848303394)\n",
      "298 -- ('0_IsBadBuy', ('DODGE_Make', 'MANHEIM_Auction'), 87.65396145610278, 9.301927194860813, 1.033277913394306, 90.57090239410681)\n",
      "299 -- ('0_IsBadBuy', ('DODGE_Make', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 9.579443254817988, 1.0135446275435023, 88.8412017167382)\n",
      "300 -- ('0_IsBadBuy', ('DODGE_Make',), 87.65396145610278, 17.733618843683082, 1.0229296153447431, 89.66383307573416)\n",
      "301 -- ('0_IsBadBuy', ('TX_VNST', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.059100642398287, 0.9837692216633134, 86.23126943737631)\n",
      "302 -- ('0_IsBadBuy', ('TX_VNST', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 6.8042826552462525, 0.977132640727116, 85.64954682779457)\n",
      "303 -- ('0_IsBadBuy', ('TX_VNST', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.15032119914347, 1.0307006244993802, 90.34499281264974)\n",
      "304 -- ('0_IsBadBuy', ('TX_VNST', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.336188436830835, 0.9771387263508392, 85.65008025682182)\n",
      "305 -- ('0_IsBadBuy', ('TX_VNST', 'MEDIUM_Size'), 87.65396145610278, 7.211991434689508, 0.9907236782490244, 86.84085510688836)\n",
      "306 -- ('0_IsBadBuy', ('TX_VNST', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.044967880085653, 1.0195981465495731, 89.37181663837012)\n",
      "307 -- ('0_IsBadBuy', ('TX_VNST', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.4989293361884375, 0.9905134743969654, 86.82242990654206)\n",
      "308 -- ('0_IsBadBuy', ('TX_VNST', 'Covers_WheelType'), 87.65396145610278, 7.940042826552462, 1.0003049370797417, 87.68069039913699)\n",
      "309 -- ('0_IsBadBuy', ('TX_VNST', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.978586723768737, 1.0127084598898668, 88.76790830945559)\n",
      "310 -- ('0_IsBadBuy', ('TX_VNST', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.677087794432548, 0.9886905496532798, 86.66264333132166)\n",
      "311 -- ('0_IsBadBuy', ('TX_VNST', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 9.154603854389721, 1.001018801836992, 87.74326347305389)\n",
      "312 -- ('0_IsBadBuy', ('TX_VNST', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.994432548179871, 0.9776716323053978, 85.69679157482244)\n",
      "313 -- ('0_IsBadBuy', ('TX_VNST', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.144325481798715, 0.9364617493721621, 82.08458208458208)\n",
      "314 -- ('0_IsBadBuy', ('TX_VNST', 'Alloy_WheelType'), 87.65396145610278, 10.504496788008565, 0.971545563223019, 85.15981735159818)\n",
      "315 -- ('0_IsBadBuy', ('TX_VNST', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.826552462526767, 0.9762352940945682, 85.57089084065245)\n",
      "316 -- ('0_IsBadBuy', ('TX_VNST', 'MANHEIM_Auction'), 87.65396145610278, 12.150749464668094, 0.9954489076247517, 87.2550401804596)\n",
      "317 -- ('0_IsBadBuy', ('TX_VNST', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 10.728907922912205, 0.9645217029254572, 84.54414817180265)\n",
      "318 -- ('0_IsBadBuy', ('TX_VNST',), 87.65396145610278, 18.629550321199144, 0.9839107865548151, 86.24367816091954)\n",
      "319 -- ('0_IsBadBuy', ('ADESA_Auction', '4_VehicleAge'), 87.65396145610278, 5.086081370449678, 0.9836899156617548, 86.22431795217244)\n",
      "320 -- ('0_IsBadBuy', ('ADESA_Auction', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.350321199143469, 0.9608127647725607, 84.21904504990559)\n",
      "321 -- ('0_IsBadBuy', ('ADESA_Auction', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.081798715203426, 0.9716816567971698, 85.17174649250121)\n",
      "322 -- ('0_IsBadBuy', ('ADESA_Auction', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.092077087794432, 1.0060972069273368, 88.18840579710145)\n",
      "323 -- ('0_IsBadBuy', ('ADESA_Auction', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.646252676659529, 0.9895902411416875, 86.74150485436894)\n",
      "324 -- ('0_IsBadBuy', ('ADESA_Auction', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.96830835117773, 0.9564931456065753, 83.84041331802526)\n",
      "325 -- ('0_IsBadBuy', ('ADESA_Auction', 'MEDIUM_Size'), 87.65396145610278, 7.8492505353319055, 0.9658132212229436, 84.65735486687036)\n",
      "326 -- ('0_IsBadBuy', ('ADESA_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.1751605995717345, 0.9765764492206834, 85.60079443892751)\n",
      "327 -- ('0_IsBadBuy', ('ADESA_Auction', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.257815845824412, 0.974391245418066, 85.40925266903915)\n",
      "328 -- ('0_IsBadBuy', ('ADESA_Auction', 'Covers_WheelType'), 87.65396145610278, 8.769164882226981, 0.9647858111102111, 84.56729830044931)\n",
      "329 -- ('0_IsBadBuy', ('ADESA_Auction', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.67237687366167, 0.9627658864534236, 84.39024390243902)\n",
      "330 -- ('0_IsBadBuy', ('ADESA_Auction', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 10.011134903640256, 0.9764768050509837, 85.59206023271732)\n",
      "331 -- ('0_IsBadBuy', ('ADESA_Auction', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.749036402569593, 0.9243058610920413, 81.01907032181168)\n",
      "332 -- ('0_IsBadBuy', ('ADESA_Auction', 'Alloy_WheelType'), 87.65396145610278, 10.948179871520344, 0.9639475276413272, 84.49381943357847)\n",
      "333 -- ('0_IsBadBuy', ('ADESA_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.114775160599573, 0.9508156710376819, 83.34276018099548)\n",
      "334 -- ('0_IsBadBuy', ('ADESA_Auction',), 87.65396145610278, 19.948608137044967, 0.9649952800309124, 84.58565908115071)\n",
      "335 -- ('0_IsBadBuy', ('SILVER_Color', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.069379014989294, 0.9827472301786132, 86.14168783516793)\n",
      "336 -- ('0_IsBadBuy', ('SILVER_Color', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.117773019271949, 0.9920313227882348, 86.95547533092659)\n",
      "337 -- ('0_IsBadBuy', ('SILVER_Color', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.131477516059957, 1.038356882574489, 91.01609416286331)\n",
      "338 -- ('0_IsBadBuy', ('SILVER_Color', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.420128479657388, 1.0193369920379283, 89.34892541087231)\n",
      "339 -- ('0_IsBadBuy', ('SILVER_Color', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.427408993576017, 1.0222646212618227, 89.60554371002132)\n",
      "340 -- ('0_IsBadBuy', ('SILVER_Color', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.549036402569593, 0.9886568718890976, 86.65969134187812)\n",
      "341 -- ('0_IsBadBuy', ('SILVER_Color', 'MEDIUM_Size'), 87.65396145610278, 8.971306209850107, 1.0012116574912022, 87.76016803513463)\n",
      "342 -- ('0_IsBadBuy', ('SILVER_Color', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.827837259100643, 1.0224723360591699, 89.62375073486186)\n",
      "343 -- ('0_IsBadBuy', ('SILVER_Color', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.2967880085653105, 1.0264696002797673, 89.97412677878395)\n",
      "344 -- ('0_IsBadBuy', ('SILVER_Color', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.992719486081371, 1.0064184098939226, 88.21656050955414)\n",
      "345 -- ('0_IsBadBuy', ('SILVER_Color', 'Covers_WheelType'), 87.65396145610278, 10.26980728051392, 1.01601281308011, 89.05754795663053)\n",
      "346 -- ('0_IsBadBuy', ('SILVER_Color', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.187152034261242, 1.0161399522220378, 89.06869220607662)\n",
      "347 -- ('0_IsBadBuy', ('SILVER_Color', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.59186295503212, 0.9991329669888535, 87.57796257796258)\n",
      "348 -- ('0_IsBadBuy', ('SILVER_Color', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 10.129336188436831, 1.0086863676953517, 88.41535599526466)\n",
      "349 -- ('0_IsBadBuy', ('SILVER_Color', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.677087794432548, 0.9924773170788321, 86.99456849728425)\n",
      "350 -- ('0_IsBadBuy', ('SILVER_Color', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.310492505353319, 0.9546336293853013, 83.6774193548387)\n",
      "351 -- ('0_IsBadBuy', ('SILVER_Color', 'Alloy_WheelType'), 87.65396145610278, 9.754175588865097, 0.9801610425421754, 85.91499824376537)\n",
      "352 -- ('0_IsBadBuy', ('SILVER_Color', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.84710920770878, 0.9941405250701628, 87.14035526644984)\n",
      "353 -- ('0_IsBadBuy', ('SILVER_Color', 'MANHEIM_Auction'), 87.65396145610278, 11.08865096359743, 1.0090166565510443, 88.44430712189093)\n",
      "354 -- ('0_IsBadBuy', ('SILVER_Color', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.421413276231263, 0.9838275390666609, 86.23638118880154)\n",
      "355 -- ('0_IsBadBuy', ('SILVER_Color',), 87.65396145610278, 20.232976445396144, 0.9988593059972236, 87.55397510795021)\n",
      "356 -- ('0_IsBadBuy', ('Bas_Trim', '3_VehicleAge'), 87.65396145610278, 5.325910064239828, 1.0388374531384303, 91.05821807655194)\n",
      "357 -- ('0_IsBadBuy', ('Bas_Trim', '[60271.0, 71360.2)_VehOdo_bin'), 87.65396145610278, 5.1751605995717345, 1.0166062650046712, 89.10956636875207)\n",
      "358 -- ('0_IsBadBuy', ('Bas_Trim', '4_VehicleAge'), 87.65396145610278, 5.406423982869379, 1.00963033945289, 88.49809885931559)\n",
      "359 -- ('0_IsBadBuy', ('Bas_Trim', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.057387580299786, 0.9959850615857904, 87.30203619909503)\n",
      "360 -- ('0_IsBadBuy', ('Bas_Trim', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.325053533190578, 0.9919736599435686, 86.95042095416277)\n",
      "361 -- ('0_IsBadBuy', ('Bas_Trim', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.049250535331905, 1.0407654826034194, 91.22721749696233)\n",
      "362 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.070663811563169, 1.0414108189451177, 91.28378378378378)\n",
      "363 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 6.739186295503212, 1.0161508702216975, 89.06964921199797)\n",
      "364 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.817987152034262, 1.0273380661908669, 90.05025125628141)\n",
      "365 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.043254817987152, 1.0098690380749178, 88.51902173913044)\n",
      "366 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.338329764453962, 0.9848308381082771, 86.32432432432432)\n",
      "367 -- ('0_IsBadBuy', ('Bas_Trim', 'MEDIUM_Size'), 87.65396145610278, 9.356745182012848, 1.0011154981692834, 87.7517392896375)\n",
      "368 -- ('0_IsBadBuy', ('Bas_Trim', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.913918629550321, 1.0277823811772844, 90.08919722497522)\n",
      "369 -- ('0_IsBadBuy', ('Bas_Trim', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.794004282655246, 1.009390260262576, 88.47705496722138)\n",
      "370 -- ('0_IsBadBuy', ('Bas_Trim', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.577301927194862, 1.0059619823366737, 88.17655282604355)\n",
      "371 -- ('0_IsBadBuy', ('Bas_Trim', 'Covers_WheelType'), 87.65396145610278, 12.501927194860812, 1.0125080610766424, 88.75034255960537)\n",
      "372 -- ('0_IsBadBuy', ('Bas_Trim', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.531477516059957, 1.0207231115820103, 89.47042427996283)\n",
      "373 -- ('0_IsBadBuy', ('Bas_Trim', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.494218415417559, 0.9951965504439352, 87.23292007385915)\n",
      "374 -- ('0_IsBadBuy', ('Bas_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 10.376017130620985, 1.0084380981777967, 88.39359418854218)\n",
      "375 -- ('0_IsBadBuy', ('Bas_Trim', 'Alloy_WheelType'), 87.65396145610278, 7.885224839400429, 0.9725601604141846, 85.24875081468608)\n",
      "376 -- ('0_IsBadBuy', ('Bas_Trim', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.092077087794432, 0.9895631525817766, 86.73913043478261)\n",
      "377 -- ('0_IsBadBuy', ('Bas_Trim', 'MANHEIM_Auction'), 87.65396145610278, 11.448394004282655, 1.0051359160675482, 88.10414484512943)\n",
      "378 -- ('0_IsBadBuy', ('Bas_Trim', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.988436830835118, 0.9822562868609024, 86.09865470852019)\n",
      "379 -- ('0_IsBadBuy', ('Bas_Trim',), 87.65396145610278, 20.57730192719486, 0.9968663814817661, 87.37928737928739)\n",
      "380 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'CHEVROLET_Make'), 87.65396145610278, 5.370449678800856, 1.0040205613456576, 88.00637958532695)\n",
      "381 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 6.1807280513918625, 0.973579927873782, 85.33813747228382)\n",
      "382 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.402997858672377, 0.9780779085533404, 85.73240329740013)\n",
      "383 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.137473233404711, 0.960535384579934, 84.1947315771924)\n",
      "384 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 9.346466809421841, 0.9675058270759859, 84.8057184750733)\n",
      "385 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.653104925053533, 1.0042934919078212, 88.03030303030303)\n",
      "386 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.837259100642398, 1.005194610190112, 88.10928961748634)\n",
      "387 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'MEDIUM_Size'), 87.65396145610278, 6.547323340471093, 0.9557825481421702, 83.77812663526949)\n",
      "388 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.331049250535331, 0.9659829983412673, 84.67223650385604)\n",
      "389 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'Covers_WheelType'), 87.65396145610278, 7.734475374732335, 0.9672586583392029, 84.78405315614617)\n",
      "390 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.088222698072805, 0.9723224232629214, 85.22791221159257)\n",
      "391 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.636830835117774, 0.973484174159994, 85.32974427994617)\n",
      "392 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.627837259100643, 0.9382744647202124, 82.24347376583097)\n",
      "393 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'Alloy_WheelType'), 87.65396145610278, 12.907922912205565, 0.9630982427014562, 84.41937624419377)\n",
      "394 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.8865096359743045, 0.9683033200165526, 84.87562189054727)\n",
      "395 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', 'MANHEIM_Auction'), 87.65396145610278, 12.128479657387581, 0.9811630122596043, 86.00282485875707)\n",
      "396 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.042826552462527, 0.9506540305240562, 83.32859174964437)\n",
      "397 -- ('0_IsBadBuy', ('[82449.4, 93538.6)_VehOdo_bin',), 87.65396145610278, 20.86338329764454, 0.9649308870300897, 84.58001477953854)\n",
      "398 -- ('0_IsBadBuy', ('3_VehicleAge', '[60271.0, 71360.2)_VehOdo_bin'), 87.65396145610278, 5.855246252676659, 1.0497286317315058, 92.01287302516091)\n",
      "399 -- ('0_IsBadBuy', ('3_VehicleAge', 'CHEVROLET_Make'), 87.65396145610278, 6.3828693790149895, 1.0679774362465537, 93.61245303274289)\n",
      "400 -- ('0_IsBadBuy', ('3_VehicleAge', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 6.913918629550321, 1.0447424864772397, 91.57581764122894)\n",
      "401 -- ('0_IsBadBuy', ('3_VehicleAge', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.537473233404711, 1.04958176985616, 92.0)\n",
      "402 -- ('0_IsBadBuy', ('3_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.399571734475375, 1.0753377559598638, 94.25761421319797)\n",
      "403 -- ('0_IsBadBuy', ('3_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 9.068950749464669, 1.0624082483432575, 93.12429165092557)\n",
      "404 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.370449678800856, 1.0491450809566985, 91.96172248803828)\n",
      "405 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.980299785867238, 1.6495563932085904, 82.58378688054998)\n",
      "406 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 6.516488222698073, 1.646150016326068, 82.41324921135646)\n",
      "407 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.036402569593148, 1.0395702312350832, 91.12244897959184)\n",
      "408 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 6.516488222698073, 1.0469785690599869, 91.77181913774973)\n",
      "409 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction', '0_IsBadBuy'), 50.06423982869379, 5.3173447537473235, 1.6081143126118895, 80.5090206185567)\n",
      "410 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 50.06423982869379, 5.771306209850107, 1.5990141584278332, 80.05342831700801)\n",
      "411 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.627408993576017, 1.0321477797672252, 90.47184170471841)\n",
      "412 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.8903640256959315, 1.041031588925938, 91.25054277029962)\n",
      "413 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 8.904496788008567, 1.6150853901497286, 80.8580223162755)\n",
      "414 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size'), 50.06423982869379, 9.800428265524626, 1.6081418704279955, 80.51040027967139)\n",
      "415 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.771306209850107, 1.0511123845398327, 92.13416444048678)\n",
      "416 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.160599571734476, 1.0275835665457778, 90.07177033492823)\n",
      "417 -- ('0_IsBadBuy', ('3_VehicleAge', 'MEDIUM_Size'), 87.65396145610278, 9.800428265524626, 1.036556021619875, 90.85824156615976)\n",
      "418 -- ('0_IsBadBuy', ('3_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.420128479657388, 1.038086735082135, 90.99241466498104)\n",
      "419 -- ('0_IsBadBuy', ('3_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.138329764453961, 1.0461211649034305, 91.69666426685865)\n",
      "420 -- ('0_IsBadBuy', ('3_VehicleAge', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.479229122055675, 1.0658557328475167, 93.42647732478241)\n",
      "421 -- ('0_IsBadBuy', ('3_VehicleAge', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.347751605995718, 1.0465007965937052, 91.7299404884055)\n",
      "422 -- ('0_IsBadBuy', ('3_VehicleAge', 'Covers_WheelType'), 87.65396145610278, 12.565310492505352, 1.0537501097737894, 92.3653715064758)\n",
      "423 -- ('0_IsBadBuy', ('3_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 6.737473233404712, 1.051797913280723, 92.19425375031783)\n",
      "424 -- ('0_IsBadBuy', ('3_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.693361884368308, 1.02780629879034, 90.09129369850812)\n",
      "425 -- ('0_IsBadBuy', ('3_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 11.443254817987151, 1.036499570628911, 90.85329341317365)\n",
      "426 -- ('0_IsBadBuy', ('3_VehicleAge', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.260813704496789, 1.050577366511836, 92.08726799088245)\n",
      "427 -- ('0_IsBadBuy', ('3_VehicleAge', 'Alloy_WheelType'), 87.65396145610278, 9.050107066381157, 1.0354674522998888, 90.7628241529434)\n",
      "428 -- ('0_IsBadBuy', ('3_VehicleAge', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.328479657387581, 1.049645772647175, 92.00561009817672)\n",
      "429 -- ('0_IsBadBuy', ('3_VehicleAge', 'MANHEIM_Auction'), 87.65396145610278, 12.83426124197002, 1.05999133858271, 92.91243993593166)\n",
      "430 -- ('0_IsBadBuy', ('3_VehicleAge', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.4796573875803, 1.036709038293065, 90.8716540837337)\n",
      "431 -- ('0_IsBadBuy', ('3_VehicleAge',), 87.65396145610278, 21.7558886509636, 1.0465275264313818, 91.73228346456693)\n",
      "432 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '4_VehicleAge'), 87.65396145610278, 5.874089935760171, 1.022739029168675, 89.64712744240303)\n",
      "433 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'CHEVROLET_Make'), 87.65396145610278, 5.512633832976445, 1.0561191438111375, 92.57302672467371)\n",
      "434 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.341327623126339, 1.0277892711067413, 90.08980115458627)\n",
      "435 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 9.08608137044968, 1.0242697037623438, 89.78129713423832)\n",
      "436 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.339614561027838, 1.0398312926871403, 91.14533205004813)\n",
      "437 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.149464668094218, 1.054697756092984, 92.44843646041251)\n",
      "438 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 8.645824411134903, 1.0477191580196807, 91.83673469387756)\n",
      "439 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.336188436830835, 1.0331740431168357, 90.56179775280899)\n",
      "440 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.955032119914346, 1.0290127546619345, 90.19704433497537)\n",
      "441 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.524625267665953, 1.0248191396269954, 89.82945736434108)\n",
      "442 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.9241970021413275, 1.002265576866603, 87.85254824344383)\n",
      "443 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MEDIUM_Size'), 87.65396145610278, 9.305353319057815, 1.0150454420092732, 88.97275405007363)\n",
      "444 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.66338329764454, 1.0297325025812034, 90.26013309134906)\n",
      "445 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.264668094218416, 1.039461680743519, 91.11293409898823)\n",
      "446 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.289079229122056, 1.023681397157007, 89.72972972972974)\n",
      "447 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Covers_WheelType'), 87.65396145610278, 10.65867237687366, 1.0321188109723431, 90.4693024750884)\n",
      "448 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.961456102783726, 1.0008661742162845, 87.72988505747126)\n",
      "449 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 6.987580299785867, 1.0244992972976952, 89.80142191713655)\n",
      "450 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.534047109207709, 1.0044043272839067, 88.0400181900864)\n",
      "451 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 11.749892933618844, 1.0147724630115356, 88.94882635952763)\n",
      "452 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.775160599571735, 1.008736175778319, 88.4197218710493)\n",
      "453 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.805567451820128, 0.9684935763647647, 84.89229861316022)\n",
      "454 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'Alloy_WheelType'), 87.65396145610278, 11.386723768736616, 1.001483118750972, 87.78396268993531)\n",
      "455 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.77730192719486, 1.005656541602268, 88.14977973568283)\n",
      "456 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', 'MANHEIM_Auction'), 87.65396145610278, 13.171734475374732, 1.0233373292588983, 89.69957081545064)\n",
      "457 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 13.197430406852249, 0.9989839580017236, 87.56490134994807)\n",
      "458 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin',), 87.65396145610278, 22.25781584582441, 1.0164301319318185, 89.09412760717309)\n",
      "459 -- ('0_IsBadBuy', ('4_VehicleAge', 'CHEVROLET_Make'), 87.65396145610278, 5.831263383297645, 1.0289097332608732, 90.18801410105758)\n",
      "460 -- ('0_IsBadBuy', ('4_VehicleAge', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 7.539186295503213, 1.0114964153351356, 88.66166780277209)\n",
      "461 -- ('0_IsBadBuy', ('4_VehicleAge', '[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.080942184154176, 1.0254569902505655, 89.88536749831422)\n",
      "462 -- ('0_IsBadBuy', ('4_VehicleAge', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 8.65610278372591, 1.017124109053167, 89.1549574510192)\n",
      "463 -- ('0_IsBadBuy', ('4_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.522912205567452, 1.0375221670414356, 90.94292803970222)\n",
      "464 -- ('0_IsBadBuy', ('4_VehicleAge', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 7.8903640256959315, 1.0333532688553446, 90.5775075987842)\n",
      "465 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 59.311349036402575, 5.444111349036403, 1.4499330076059582, 85.99748269351794)\n",
      "466 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.444111349036403, 1.0195133069716718, 89.3643801132788)\n",
      "467 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.608565310492505, 1.0202834659566933, 89.43188759926696)\n",
      "468 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.15032119914347, 1.0230475835325326, 89.67417345471969)\n",
      "469 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.505781584582441, 1.3623486791973731, 80.80273802115744)\n",
      "470 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.505781584582441, 1.0315212735051815, 90.41692594897324)\n",
      "471 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.813276231263383, 1.0135328187604646, 88.84016663012497)\n",
      "472 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 8.558458244111348, 1.3674429131151151, 81.1048839071257)\n",
      "473 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size'), 59.311349036402575, 9.61713062098501, 1.3697769750758542, 81.2433202707517)\n",
      "474 -- ('0_IsBadBuy', ('4_VehicleAge', 'MEDIUM_Size'), 87.65396145610278, 9.61713062098501, 1.0152627984002291, 88.99180619878875)\n",
      "475 -- ('0_IsBadBuy', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.1546038543897215, 1.0187647982153185, 89.29877035559987)\n",
      "476 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 59.311349036402575, 5.596573875802998, 1.3866942980669275, 82.24670951943679)\n",
      "477 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 6.285224839400429, 1.3827277341221689, 82.01144726083402)\n",
      "478 -- ('0_IsBadBuy', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.285224839400429, 1.0158506766800797, 89.04333605887163)\n",
      "479 -- ('0_IsBadBuy', ('4_VehicleAge', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.33661670235546, 1.038453935583557, 91.02460124357935)\n",
      "480 -- ('0_IsBadBuy', ('4_VehicleAge', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.628693790149892, 1.0196755159412592, 89.37859837204685)\n",
      "481 -- ('0_IsBadBuy', ('4_VehicleAge', 'Covers_WheelType'), 87.65396145610278, 11.07152034261242, 1.0176386829411506, 89.20006189076281)\n",
      "482 -- ('0_IsBadBuy', ('4_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.901498929336189, 1.0143462362180282, 88.91146589259796)\n",
      "483 -- ('0_IsBadBuy', ('4_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 7.176017130620985, 1.0321844239454385, 90.47505371210313)\n",
      "484 -- ('0_IsBadBuy', ('4_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.669807280513918, 1.01168418836165, 88.67812685240071)\n",
      "485 -- ('0_IsBadBuy', ('4_VehicleAge', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 12.35117773019272, 1.015213868931605, 88.9875173370319)\n",
      "486 -- ('0_IsBadBuy', ('4_VehicleAge', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.194860813704497, 1.023233573252628, 89.69047619047619)\n",
      "487 -- ('0_IsBadBuy', ('4_VehicleAge', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.274946466809422, 0.9975816949902315, 87.44198744198745)\n",
      "488 -- ('0_IsBadBuy', ('4_VehicleAge', 'Alloy_WheelType'), 87.65396145610278, 12.116488222698072, 1.014715930477367, 88.94387105895659)\n",
      "489 -- ('0_IsBadBuy', ('4_VehicleAge', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.632119914346895, 1.0260629224630744, 89.9384798571145)\n",
      "490 -- ('0_IsBadBuy', ('4_VehicleAge', 'MANHEIM_Auction'), 87.65396145610278, 13.68051391862955, 1.0301361815830925, 90.29551715502129)\n",
      "491 -- ('0_IsBadBuy', ('4_VehicleAge', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 15.033832976445396, 1.0105932036559426, 88.58249772105744)\n",
      "492 -- ('0_IsBadBuy', ('4_VehicleAge',), 87.65396145610278, 23.44154175588865, 1.0164601103547068, 89.09675533469745)\n",
      "493 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'OTHER_Auction'), 87.65396145610278, 5.72847965738758, 1.0289482193565955, 90.19138755980862)\n",
      "494 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 8.059957173447538, 1.0295532492744204, 90.24442082890542)\n",
      "495 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.018415417558886, 1.0258458575601697, 89.91945325848182)\n",
      "496 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 5.32933618843683, 1.0469707604640397, 91.77113468338155)\n",
      "497 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 5.471520342612419, 1.0701270665408835, 93.80087664370696)\n",
      "498 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 9.420128479657388, 1.058693630378643, 92.7986906710311)\n",
      "499 -- ('[3649.4, 7297.8)_VehBCost_bin', ('CHEVROLET_Make', 'MEDIUM_Size'), 59.311349036402575, 5.711349036402569, 1.3517474565913437, 80.17396520695861)\n",
      "500 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'MEDIUM_Size'), 87.65396145610278, 5.711349036402569, 1.044353160324783, 91.54169166166767)\n",
      "501 -- ('[3649.4, 7297.8)_VehBCost_bin', ('CHEVROLET_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 5.339614561027838, 1.4674901311751696, 87.03881937760667)\n",
      "502 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.339614561027838, 1.0401973015898813, 91.17741418030157)\n",
      "503 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.301070663811564, 1.049303383244279, 91.97559831065227)\n",
      "504 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.666381156316918, 1.0298993491867878, 90.27475785728404)\n",
      "505 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Covers_WheelType'), 87.65396145610278, 12.945610278372591, 1.04045738731275, 91.20021172422919)\n",
      "506 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.643254817987152, 1.0284710483376505, 90.14956162970603)\n",
      "507 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 8.570449678800857, 1.036866642522304, 90.88546871876873)\n",
      "508 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.002569593147752, 1.0291741036688884, 90.21118721461188)\n",
      "509 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'Alloy_WheelType'), 87.65396145610278, 10.549036402569593, 1.014315099122117, 88.90873660279311)\n",
      "510 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.597430406852249, 1.0250927290026954, 89.85343855693348)\n",
      "511 -- ('0_IsBadBuy', ('CHEVROLET_Make', 'MANHEIM_Auction'), 87.65396145610278, 13.42355460385439, 1.0405376674492832, 91.20724859622257)\n",
      "512 -- ('0_IsBadBuy', ('CHEVROLET_Make', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 13.709635974304069, 1.0131224755890087, 88.80419842559041)\n",
      "513 -- ('0_IsBadBuy', ('CHEVROLET_Make',), 87.65396145610278, 23.70877944325482, 1.0290728523878725, 90.20231213872833)\n",
      "514 -- ('0_IsBadBuy', ('OTHER_Auction', '[71360.2, 82449.4)_VehOdo_bin'), 87.65396145610278, 5.93576017130621, 0.9821514585234098, 86.0894660894661)\n",
      "515 -- ('0_IsBadBuy', ('OTHER_Auction', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 7.328479657387581, 0.9883097645910648, 86.62926601215521)\n",
      "516 -- ('0_IsBadBuy', ('OTHER_Auction', '[7297.8, 10946.2)_VehBCost_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.31220556745182, 1.0477717147870758, 91.84134150274105)\n",
      "517 -- ('0_IsBadBuy', ('OTHER_Auction', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 9.649678800856531, 1.0385722558491477, 91.03497248357891)\n",
      "518 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.9053533190578165, 1.0664157423495118, 93.47556437608534)\n",
      "519 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 7.573447537473234, 1.7024044778894727, 85.2295860665008)\n",
      "520 -- ('MEDIUM_Size', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 7.880085653104925, 1.9405356572555814, 81.91304347826087)\n",
      "521 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 8.212419700214133, 1.6795275888416266, 84.08427200667501)\n",
      "522 -- ('MEDIUM_Size', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 8.572162740899357, 1.908376508889881, 80.55555555555556)\n",
      "523 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.060385438972163, 1.0385054087100816, 91.02911306702775)\n",
      "524 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 8.212419700214133, 1.0520852615892338, 92.21944096787651)\n",
      "525 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.450963597430407, 1.0307803365180706, 90.3519798868636)\n",
      "526 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 9.437259100642398, 1.0451749296534603, 91.61372299872936)\n",
      "527 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 10.805995717344754, 1.598136953739952, 80.00951173113506)\n",
      "528 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.676231263383297, 1.0031127012684646, 87.92680205311314)\n",
      "529 -- ('0_IsBadBuy', ('OTHER_Auction', 'MEDIUM_Size'), 87.65396145610278, 12.070235546038543, 1.0213568296925573, 89.52597218279875)\n",
      "530 -- ('0_IsBadBuy', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.1768736616702355, 1.0362781480214511, 90.83388484447386)\n",
      "531 -- ('0_IsBadBuy', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 8.572162740899357, 1.0487427756356515, 91.92645883293366)\n",
      "532 -- ('0_IsBadBuy', ('OTHER_Auction', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.291220556745182, 1.022286232452876, 89.60743801652893)\n",
      "533 -- ('0_IsBadBuy', ('OTHER_Auction', 'Covers_WheelType'), 87.65396145610278, 13.355032119914348, 1.031828063897844, 90.44381734222678)\n",
      "534 -- ('0_IsBadBuy', ('OTHER_Auction', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.755032119914347, 1.008796454301776, 88.42500552242103)\n",
      "535 -- ('0_IsBadBuy', ('OTHER_Auction', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 13.269379014989294, 1.0222873888025807, 89.60753937516137)\n",
      "536 -- ('0_IsBadBuy', ('OTHER_Auction', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.413276231263383, 0.9368687027988221, 82.12025316455697)\n",
      "537 -- ('0_IsBadBuy', ('OTHER_Auction', 'Alloy_WheelType'), 87.65396145610278, 10.434261241970022, 0.9713424401065803, 85.14201280577902)\n",
      "538 -- ('0_IsBadBuy', ('OTHER_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 13.802141327623128, 0.9884910144791531, 86.64515328285962)\n",
      "539 -- ('0_IsBadBuy', ('OTHER_Auction',), 87.65396145610278, 23.97087794432548, 1.005183775160608, 88.10833988422783)\n",
      "540 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 5.108351177730193, 1.022632924658646, 89.63782696177063)\n",
      "541 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 7.540899357601713, 0.9902741695030884, 86.80145388459792)\n",
      "542 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 7.095503211991434, 1.007539445902482, 88.3148237566393)\n",
      "543 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.252676659528908, 0.975192114934848, 85.47945205479452)\n",
      "544 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[1165.6, 1869.2)_WarrantyCost_bin'), 87.65396145610278, 11.755032119914347, 0.9943780754612189, 87.16117749927135)\n",
      "545 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 8.039400428265525, 1.0241636471534854, 89.77200085233326)\n",
      "546 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 7.357601713062098, 1.0470849159216944, 91.78114086146682)\n",
      "547 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 12.13019271948608, 1.0308087416324936, 90.3544697076684)\n",
      "548 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 5.452676659528908, 1.0028581841226953, 87.90449261702797)\n",
      "549 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.406852248394005, 1.0124278929762252, 88.7433155080214)\n",
      "550 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size', 'Alloy_WheelType'), 87.65396145610278, 5.038115631691649, 0.9794782789375117, 85.85515130907855)\n",
      "551 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 6.305781584582442, 1.0063404340511652, 88.20972561803858)\n",
      "552 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.799571734475375, 0.974721178759457, 85.43817263342851)\n",
      "553 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MEDIUM_Size'), 87.65396145610278, 10.615845824411135, 0.9922833873902349, 86.97756979183477)\n",
      "554 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 5.644539614561028, 0.9871206788480281, 86.52503793626707)\n",
      "555 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.611134903640257, 1.0229901875708105, 89.66914247130318)\n",
      "556 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.563597430406853, 0.9870324401027798, 86.51730346069215)\n",
      "557 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Covers_WheelType'), 87.65396145610278, 12.86338329764454, 1.0022886935302402, 87.8545745105873)\n",
      "558 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 6.326338329764454, 0.985770796574897, 86.40671540752776)\n",
      "559 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 7.177730192719486, 1.000898253084789, 87.73269689737471)\n",
      "560 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.6282655246252675, 0.9707342695166401, 85.08870424432966)\n",
      "561 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 12.157601713062098, 0.9870110559447689, 86.51542905453007)\n",
      "562 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Alloy_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.092933618843683, 0.9685518898773556, 84.89741002354523)\n",
      "563 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 10.329764453961456, 0.9970610583210693, 87.39635157545605)\n",
      "564 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.642398286937901, 0.9549669957561434, 83.70664023785926)\n",
      "565 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'Alloy_WheelType'), 87.65396145610278, 17.228265524625268, 0.9861198046525673, 86.43730734811574)\n",
      "566 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 10.187580299785868, 0.9841195925168885, 86.26198083067092)\n",
      "567 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', 'MANHEIM_Auction'), 87.65396145610278, 18.139614561027837, 1.007899651505087, 88.34639720464634)\n",
      "568 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 17.382441113490362, 0.971414392298133, 85.14831970040406)\n",
      "569 -- ('0_IsBadBuy', ('[71360.2, 82449.4)_VehOdo_bin',), 87.65396145610278, 30.425695931477513, 0.9930486533744082, 87.04464838691514)\n",
      "570 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 6.03169164882227, 1.0245290852046658, 89.80403294518602)\n",
      "571 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 10.15845824411135, 1.026572388729465, 89.98313659359191)\n",
      "572 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 8.597858672376873, 1.0335612298344465, 90.59573620243077)\n",
      "573 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', '[7297.8, 10946.2)_VehBCost_bin'), 87.65396145610278, 14.67408993576017, 1.0272442354125717, 90.04202661685734)\n",
      "574 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', 'Alloy_WheelType'), 87.65396145610278, 5.418415417558887, 0.9522109831132602, 83.46506481188744)\n",
      "575 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.805567451820128, 1.373589731835338, 81.46946001770434)\n",
      "576 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.805567451820128, 0.9782559377532173, 85.7480082620242)\n",
      "577 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.198715203426124, 0.9568263468183076, 83.86961972419556)\n",
      "578 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 8.411134903640257, 1.378345440174241, 81.75152749490834)\n",
      "579 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size'), 59.311349036402575, 9.987152034261241, 1.3840963945431528, 82.0926243567753)\n",
      "580 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size'), 87.65396145610278, 9.987152034261241, 0.9608185714806745, 84.21955403087479)\n",
      "581 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.734475374732335, 1.0165312388972343, 89.1029900332226)\n",
      "582 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 8.638972162740899, 0.9985545896906367, 87.5272655165576)\n",
      "583 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Covers_WheelType'), 87.65396145610278, 13.445824411134904, 1.0016047427917707, 87.79462351891961)\n",
      "584 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 5.966595289079229, 0.9764206443536972, 85.58713752512203)\n",
      "585 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 12.58929336188437, 0.9970986451552291, 87.39964621036876)\n",
      "586 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 10.06423982869379, 0.9618091593149974, 84.3063829787234)\n",
      "587 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 21.13747323340471, 0.9897719889842206, 86.75743577275306)\n",
      "588 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 11.042398286937901, 0.990234928696127, 86.798014272417)\n",
      "589 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 20.51220556745182, 1.0043174555789158, 88.03240354100551)\n",
      "590 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 18.850535331905782, 0.9787006214580223, 85.78698655034533)\n",
      "591 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin',), 87.65396145610278, 34.922483940042824, 0.9943401528118323, 87.1578534288237)\n",
      "592 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 6.393147751605996, 1.0760426365084823, 94.31939978563773)\n",
      "593 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 6.326338329764454, 1.9038631568243345, 95.31546168426753)\n",
      "594 -- ('MEDIUM_Size', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 7.23254817987152, 1.9751177837479026, 83.37280909521554)\n",
      "595 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 6.710064239828693, 1.90309486428507, 95.2769977023232)\n",
      "596 -- ('MEDIUM_Size', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 7.765310492505353, 1.95040355950899, 82.32958305757776)\n",
      "597 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 6.710064239828693, 1.0756084059669666, 94.28133775848863)\n",
      "598 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 50.06423982869379, 5.16830835117773, 1.6955345429222997, 84.88564799469673)\n",
      "599 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 9.737044967880086, 1.0655825689514338, 93.40253342716397)\n",
      "600 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 10.298929336188436, 1.7638681860686953, 88.30671989354624)\n",
      "601 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size'), 50.06423982869379, 11.035546038543897, 1.7624050254040196, 88.233467867122)\n",
      "602 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 5.16830835117773, 1.074675170386364, 94.19953596287704)\n",
      "603 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size'), 87.65396145610278, 11.035546038543897, 1.0646986488761312, 93.32505433095312)\n",
      "604 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 7.765310492505353, 1.0625783463136775, 93.13920141186853)\n",
      "605 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 7.179443254817987, 1.0782404817777873, 94.51204963015986)\n",
      "606 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType'), 87.65396145610278, 14.249250535331907, 1.0529338217780377, 92.29382062995913)\n",
      "607 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.228265524625267, 1.0253443197316967, 89.87549148099608)\n",
      "608 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 9.063811563169164, 1.0231207830293196, 89.68058968058969)\n",
      "609 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 8.738329764453962, 1.0462448793900423, 91.70750833169967)\n",
      "610 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 17.05524625267666, 1.0413863526093925, 91.28163921253515)\n",
      "611 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 13.355032119914348, 1.0253891992245345, 89.87942534633146)\n",
      "612 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 22.836830835117773, 1.0241203927971636, 89.76820943665142)\n",
      "613 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 20.786295503211992, 1.0435381056135402, 91.47024888742376)\n",
      "614 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin',), 87.65396145610278, 37.52805139186295, 1.0351856177200036, 90.73812023554115)\n",
      "615 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.949892933618844, 1.0429903185038467, 91.42223317722456)\n",
      "616 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 9.66509635974304, 1.053294283398721, 92.32541651896491)\n",
      "617 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 13.418415417558888, 1.0375863165946864, 90.9485510021703)\n",
      "618 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 20.0017130620985, 1.0486124970299826, 91.91503939705379)\n",
      "619 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 22.680942184154176, 1.6190678634099949, 81.05740181268882)\n",
      "620 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 9.498929336188437, 1.0250159519785529, 89.84670874661857)\n",
      "621 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 12.563597430406853, 1.0338270299237677, 90.61903463321516)\n",
      "622 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 17.949464668094215, 1.0201012890136647, 89.41591906852453)\n",
      "623 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 25.111777301927198, 1.0304148091909378, 90.31993996861996)\n",
      "624 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 5.77644539614561, 1.0237874682760653, 89.73902728351128)\n",
      "625 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.018415417558886, 0.987418406869805, 86.5511349768123)\n",
      "626 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 10.425695931477517, 1.0038203106166215, 87.98882681564247)\n",
      "627 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 11.016702355460385, 1.031394875694448, 90.40584668014306)\n",
      "628 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 15.602569593147752, 1.0420211977326903, 91.3372859025033)\n",
      "629 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 20.614989293361884, 1.0202613435114996, 89.42994847930864)\n",
      "630 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 30.68608137044968, 1.0333437833536123, 90.57667615698097)\n",
      "631 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Alloy_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 6.831691648822271, 0.9852273165650799, 86.35907723169508)\n",
      "632 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 9.500642398286937, 0.9972664239527634, 87.41435268662099)\n",
      "633 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 11.910920770877945, 0.9613459922815991, 84.26578455343018)\n",
      "634 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Alloy_WheelType'), 87.65396145610278, 16.71777301927195, 0.9774203051995878, 85.67476175837689)\n",
      "635 -- ('0_IsBadBuy', ('MEDIUM_Size', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 16.498501070663814, 1.0079421162308833, 88.35011940608452)\n",
      "636 -- ('0_IsBadBuy', ('MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 22.292077087794432, 1.0179364055509603, 89.22615845692768)\n",
      "637 -- ('0_IsBadBuy', ('MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 30.143040685224836, 0.9965253838995758, 87.34939759036145)\n",
      "638 -- ('0_IsBadBuy', ('MEDIUM_Size',), 87.65396145610278, 42.21156316916488, 1.0092221438696454, 88.46231889939531)\n",
      "639 -- ('0_IsBadBuy', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 10.098501070663811, 1.0278291809023983, 90.0932994062765)\n",
      "640 -- ('0_IsBadBuy', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 13.747323340471093, 1.0383509748109703, 91.01557632398753)\n",
      "641 -- ('0_IsBadBuy', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 19.23083511777302, 1.0202200818350637, 89.4263317299127)\n",
      "642 -- ('0_IsBadBuy', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 27.494646680942186, 1.0299634190177271, 90.28037383177569)\n",
      "643 -- ('0_IsBadBuy', ('Covers_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 17.416702355460387, 1.0165199059539338, 89.10199665584734)\n",
      "644 -- ('0_IsBadBuy', ('Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 25.284796573875802, 1.0293927485377887, 90.23035230352303)\n",
      "645 -- ('0_IsBadBuy', ('Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 31.96573875802998, 1.0097681923053463, 88.51018220793141)\n",
      "646 -- ('0_IsBadBuy', ('Covers_WheelType',), 87.65396145610278, 47.40899357601713, 1.0181285319471916, 89.24299909665764)\n",
      "647 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 7.028693790149893, 0.9934818806218303, 87.08262247136241)\n",
      "648 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 12.68865096359743, 1.0042311825274217, 88.02484136627514)\n",
      "649 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 12.202141327623126, 0.9723569888110084, 85.2309420188123)\n",
      "650 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'Alloy_WheelType'), 87.65396145610278, 21.99914346895075, 0.991425261505619, 86.90235165862015)\n",
      "651 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 17.32933618843683, 1.013750336234143, 88.8592328983788)\n",
      "652 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 26.783725910064238, 1.021985391513284, 89.5810681164055)\n",
      "653 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 31.756745182012846, 1.0018283028214918, 87.81421944114791)\n",
      "654 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin',), 87.65396145610278, 50.06423982869379, 1.0129652748911184, 88.79041916167665)\n",
      "655 -- ('0_IsBadBuy', ('Alloy_WheelType', 'MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 15.655674518201284, 0.9750713859315864, 85.468869679396)\n",
      "656 -- ('0_IsBadBuy', ('Alloy_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 30.199571734475374, 0.9942069718559209, 87.14617959044756)\n",
      "657 -- ('0_IsBadBuy', ('Alloy_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 26.817987152034263, 0.9564773533502354, 83.83902906419675)\n",
      "658 -- ('0_IsBadBuy', ('Alloy_WheelType',), 87.65396145610278, 51.58201284796574, 0.983159315821226, 86.17780877420212)\n",
      "659 -- ('0_IsBadBuy', ('MANHEIM_Auction', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 33.39443254817987, 0.9969413916377663, 87.38586231661024)\n",
      "660 -- ('0_IsBadBuy', ('MANHEIM_Auction',), 87.65396145610278, 56.08051391862955, 1.0102359226018767, 88.55118062131532)\n",
      "661 -- ('0_IsBadBuy', ('[3649.4, 7297.8)_VehBCost_bin',), 87.65396145610278, 59.311349036402575, 0.9855534187627774, 86.3876613811628)\n"
     ]
    }
   ],
   "source": [
    "rules = apriori(baskets, supp=5, zmin=2, target='r', conf=80, report='YXlC') \n",
    "print(len(rules))\n",
    "contare = 0\n",
    "for y in rules:\n",
    "        print('%s -- %s' % (str(contare), y))\n",
    "        contare = contare + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('0_IsBadBuy',\n",
       " ('SXT_Trim',),\n",
       " 87.65396145610278,\n",
       " 5.238543897216274,\n",
       " 1.030420866274744,\n",
       " 90.32047089601046)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#RULES EXAMPLE\n",
    "#INDEX: \n",
    "# 0 : 'AMERICAN_Nationality'\n",
    "# 1 : ('[82449.4, 93538.6)_VehOdo_bin', 'AUTO_Transmission')\n",
    "# 2 : 83.58515777572207 refers to 'Y' in report='YXlC'  that is relative head(head is 'AMERICAN_Nationality') item support as a percentage\n",
    "# 3 : 20.27957652379484 refers to 'X' in report='YXlC'  that is X relative body(body is ('[82449.4, 93538.6)_VehOdo_bin', 'AUTO_Transmission')) set  support as a percentage\n",
    "# 4 : 1.0436783505509324 refers to 'l' in report='YXlC'  that is lift value of a rule (confidence/prior)\n",
    "# 5 : 87.23601959790506 refers to 'C' in report='YXlC'  that is rule confidence as a percentage\n",
    "rules[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 -- ('[3649.4, 7297.8)_VehBCost_bin', ('SXT_Trim', 'DODGE_Make'), 59.311349036402575, 5.238543897216274, 1.405933881814368, 83.38783518639634)\n",
      "1 -- ('DODGE_Make', ('SXT_Trim',), 17.733618843683082, 5.238543897216274, 5.639006955177743, 100.0)\n",
      "2 -- ('[3649.4, 7297.8)_VehBCost_bin', ('SXT_Trim',), 59.311349036402575, 5.238543897216274, 1.405933881814368, 83.38783518639634)\n",
      "3 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin', 'Covers_WheelType'), 50.06423982869379, 5.027837259100643, 1.9110030122281598, 95.67291311754686)\n",
      "4 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin', '0_IsBadBuy'), 50.06423982869379, 6.348608137044969, 1.855144848688253, 92.87641662169455)\n",
      "5 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[38092.6, 49181.8)_VehOdo_bin',), 50.06423982869379, 6.912205567451821, 1.8538758913399966, 92.81288723667906)\n",
      "6 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size', 'Covers_WheelType'), 59.311349036402575, 5.185438972162741, 1.4169903213738744, 84.0436075322101)\n",
      "7 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size', '0_IsBadBuy'), 59.311349036402575, 6.989293361884369, 1.4062546898723676, 83.40686274509804)\n",
      "8 -- ('[3649.4, 7297.8)_VehBCost_bin', ('VAN_Size',), 59.311349036402575, 8.010278372591007, 1.405856297110311, 83.38323353293413)\n",
      "9 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 5.3961456102783725, 1.5661233540966666, 92.88888888888889)\n",
      "10 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.653104925053533, 1.771057884231537, 88.66666666666667)\n",
      "11 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.454389721627409, 1.7232884374825368, 86.2751256281407)\n",
      "12 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', 'Covers_WheelType'), 50.06423982869379, 6.331477516059956, 1.702358270472043, 85.22727272727273)\n",
      "13 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType', '0_IsBadBuy'), 59.311349036402575, 5.454389721627409, 1.5155098667237932, 89.88693467336684)\n",
      "14 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'Covers_WheelType'), 59.311349036402575, 6.331477516059956, 1.5053731829791097, 89.28571428571429)\n",
      "15 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 59.311349036402575, 6.805995717344754, 1.56422406714229, 92.77623961741756)\n",
      "16 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 7.436402569593148, 1.6960471396037031, 84.9113107578899)\n",
      "17 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 7.977730192719486, 1.5603902574354216, 92.54885119175434)\n",
      "18 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 8.769164882226981, 1.681761919188999, 84.19613205704239)\n",
      "19 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size', '0_IsBadBuy'), 50.06423982869379, 8.298072805139187, 1.638275001253833, 82.01899256812551)\n",
      "20 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('COMPACT_Size',), 50.06423982869379, 9.874089935760171, 1.6138183136057616, 80.79458709229702)\n",
      "21 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.483511777301927, 1.495346767402379, 88.6910340518588)\n",
      "22 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size', '0_IsBadBuy'), 59.311349036402575, 8.298072805139187, 1.5109421935982232, 89.61601981833196)\n",
      "23 -- ('[3649.4, 7297.8)_VehBCost_bin', ('COMPACT_Size',), 59.311349036402575, 9.874089935760171, 1.4973500975902967, 88.80985426786954)\n",
      "24 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin', '0_IsBadBuy'), 51.58201284796574, 5.173447537473233, 1.6619839375766616, 85.72847682119206)\n",
      "25 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[1165.6, 1869.2)_WarrantyCost_bin'), 51.58201284796574, 5.9203426124197005, 1.6464027638632124, 84.92476851851852)\n",
      "26 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin', '0_IsBadBuy'), 51.58201284796574, 6.569593147751605, 1.7177490655283838, 88.60495436766624)\n",
      "27 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '[7297.8, 10946.2)_VehBCost_bin'), 51.58201284796574, 7.523768736616702, 1.7020660471858253, 87.7959927140255)\n",
      "28 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', 'MANHEIM_Auction', '0_IsBadBuy'), 51.58201284796574, 5.716488222698072, 1.6969813328881123, 87.53371291579263)\n",
      "29 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', 'MANHEIM_Auction'), 51.58201284796574, 6.627837259100643, 1.6991463024733875, 87.64538640475575)\n",
      "30 -- ('Alloy_WheelType', ('MEDIUM SUV_Size', '0_IsBadBuy'), 51.58201284796574, 9.343040685224839, 1.708679870787827, 88.13714704803813)\n",
      "31 -- ('Alloy_WheelType', ('MEDIUM SUV_Size',), 51.58201284796574, 10.95845824411135, 1.688940721840783, 87.1189620134438)\n",
      "32 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('2_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 5.714775160599571, 1.7148231799504794, 85.85131894484412)\n",
      "33 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('2_VehicleAge', 'MEDIUM_Size'), 50.06423982869379, 6.144753747323341, 1.7190069262089147, 86.06077502090884)\n",
      "34 -- ('MEDIUM_Size', ('CHRYSLER_Make', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 42.21156316916488, 5.020985010706639, 1.930940520130417, 81.5080177413852)\n",
      "35 -- ('MEDIUM_Size', ('CHRYSLER_Make', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 42.21156316916488, 6.9036402569593145, 1.9492971175257845, 82.28287841191066)\n",
      "36 -- ('MEDIUM_Size', ('CHRYSLER_Make', '[3649.4, 7297.8)_VehBCost_bin'), 42.21156316916488, 8.113062098501072, 1.9638448149206387, 82.89695945945947)\n",
      "37 -- ('CHEVROLET_Make', ('LARGE_Size', 'Covers_WheelType', '0_IsBadBuy'), 23.70877944325482, 5.122055674518202, 3.5816431699112647, 84.91638795986623)\n",
      "38 -- ('CHEVROLET_Make', ('LARGE_Size', 'Covers_WheelType'), 23.70877944325482, 5.529764453961456, 3.538391942611972, 83.8909541511772)\n",
      "39 -- ('Covers_WheelType', ('SE_Trim', 'DODGE_Make', '0_IsBadBuy'), 47.40899357601713, 5.7798715203426125, 1.8286056452739987, 86.69235328986366)\n",
      "40 -- ('Covers_WheelType', ('SE_Trim', 'DODGE_Make'), 47.40899357601713, 6.396573875802998, 1.79465992571013, 85.08302088912694)\n",
      "41 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('SE_Trim', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 7.0869379014989295, 1.6531817748528634, 82.76528885665941)\n",
      "42 -- ('MEDIUM_Size', ('SE_Trim', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 6.817987152034262, 2.0380707155761764, 86.03015075376884)\n",
      "43 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('SE_Trim', 'MEDIUM_Size'), 50.06423982869379, 7.969164882226981, 1.616152291903112, 80.91143594153053)\n",
      "44 -- ('MEDIUM_Size', ('SE_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 7.616274089935759, 2.0056203209441605, 84.66036887089518)\n",
      "45 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.425267665952891, 1.948869638592813, 97.56867698137039)\n",
      "46 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 5.838115631691649, 1.9440984730739728, 97.32981220657277)\n",
      "47 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 5.139186295503212, 1.874258625605931, 93.83333333333333)\n",
      "48 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.654817987152034, 1.8667321953660516, 93.45652832475008)\n",
      "49 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 7.582012847965738, 1.9085284984868556, 95.5490284681428)\n",
      "50 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'MEDIUM_Size'), 50.06423982869379, 8.25695931477516, 1.9017060721473473, 95.20746887966804)\n",
      "51 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 5.260813704496789, 1.74442109872454, 87.3331162487789)\n",
      "52 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 5.750749464668094, 1.7386062803538844, 87.0420017873101)\n",
      "53 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 7.876659528907923, 1.727228448713708, 86.4723792953458)\n",
      "54 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', 'Covers_WheelType'), 50.06423982869379, 8.56188436830835, 1.7188800242081435, 86.05442176870748)\n",
      "55 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 7.85610278372591, 1.6402824529745568, 82.11949411251635)\n",
      "56 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '[3649.4, 7297.8)_VehBCost_bin'), 50.06423982869379, 8.736616702355459, 1.6328041396199198, 81.74509803921569)\n",
      "57 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin', '0_IsBadBuy'), 50.06423982869379, 12.664668094218415, 1.6113478440116926, 80.67090491005004)\n",
      "58 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[49181.8, 60271.0)_VehOdo_bin',), 50.06423982869379, 13.946038543897215, 1.6053566792048066, 80.37096179830488)\n",
      "59 -- ('CHEVROLET_Make', ('LS_Trim', '[7297.8, 10946.2)_VehBCost_bin', '0_IsBadBuy'), 23.70877944325482, 5.949464668094218, 3.9312324097205695, 93.20472214224014)\n",
      "60 -- ('CHEVROLET_Make', ('LS_Trim', '[7297.8, 10946.2)_VehBCost_bin'), 23.70877944325482, 6.369164882226981, 3.917220299153936, 92.87251210328134)\n",
      "61 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', 'MANHEIM_Auction'), 23.70877944325482, 5.029550321199143, 3.9535130963443637, 93.73297002724796)\n",
      "62 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 23.70877944325482, 5.310492505353319, 3.786537968487787, 89.77419354838709)\n",
      "63 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType', '0_IsBadBuy'), 23.70877944325482, 8.289507494646681, 3.944153102740618, 93.51105600330646)\n",
      "64 -- ('CHEVROLET_Make', ('LS_Trim', 'Covers_WheelType'), 23.70877944325482, 8.925053533190578, 3.923973808150178, 93.03262955854127)\n",
      "65 -- ('CHEVROLET_Make', ('LS_Trim', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 23.70877944325482, 5.048394004282655, 3.4764675696456275, 82.42280285035629)\n",
      "66 -- ('CHEVROLET_Make', ('LS_Trim', '[462.0, 1165.6)_WarrantyCost_bin'), 23.70877944325482, 5.56916488222698, 3.4510835261004615, 81.82097816056599)\n",
      "67 -- ('CHEVROLET_Make', ('LS_Trim', 'Alloy_WheelType', '0_IsBadBuy'), 23.70877944325482, 5.224839400428265, 3.487675305600303, 82.68852459016394)\n",
      "68 -- ('CHEVROLET_Make', ('LS_Trim', 'Alloy_WheelType'), 23.70877944325482, 5.966595289079229, 3.4549287912055084, 81.91214470284238)\n",
      "69 -- ('CHEVROLET_Make', ('LS_Trim', 'MANHEIM_Auction', '0_IsBadBuy'), 23.70877944325482, 7.837259100642398, 3.7504264190277645, 88.91803278688525)\n",
      "70 -- ('CHEVROLET_Make', ('LS_Trim', 'MANHEIM_Auction'), 23.70877944325482, 8.519057815845825, 3.7165905426877393, 88.11582545747034)\n",
      "71 -- ('CHEVROLET_Make', ('LS_Trim', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 23.70877944325482, 7.474089935760171, 3.64844233365439, 86.50011460004585)\n",
      "72 -- ('CHEVROLET_Make', ('LS_Trim', '[3649.4, 7297.8)_VehBCost_bin'), 23.70877944325482, 8.397430406852248, 3.616403547095323, 85.7405140758874)\n",
      "73 -- ('CHEVROLET_Make', ('LS_Trim', '0_IsBadBuy'), 23.70877944325482, 13.63254817987152, 3.767865424620878, 89.33149032420205)\n",
      "74 -- ('CHEVROLET_Make', ('LS_Trim',), 23.70877944325482, 15.02355460385439, 3.7359445956723194, 88.57468643101483)\n",
      "75 -- ('Alloy_WheelType', ('FORD_Make', '[1165.6, 1869.2)_WarrantyCost_bin', '0_IsBadBuy'), 51.58201284796574, 5.719914346895075, 1.564166164108641, 80.68283917340521)\n",
      "76 -- ('Alloy_WheelType', ('FORD_Make', '[7297.8, 10946.2)_VehBCost_bin'), 51.58201284796574, 5.027837259100643, 1.713419009517143, 88.381601362862)\n",
      "77 -- ('[3649.4, 7297.8)_VehBCost_bin', ('5_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 5.298501070663812, 1.4249114000466472, 84.51341739411575)\n",
      "78 -- ('[3649.4, 7297.8)_VehBCost_bin', ('5_VehicleAge', 'MEDIUM_Size'), 59.311349036402575, 6.1790149892933615, 1.4303340650695882, 84.83504297199889)\n",
      "79 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('DODGE_Make', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.355032119914347, 1.630023473754438, 81.60588611644273)\n",
      "80 -- ('MEDIUM_Size', ('DODGE_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 5.142612419700214, 2.0131138444532506, 84.97668221185876)\n",
      "81 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('DODGE_Make', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 5.730192719486081, 1.6224297081685444, 81.22571001494768)\n",
      "82 -- ('MEDIUM_Size', ('DODGE_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 5.581156316916489, 1.9756368735583183, 83.39472068753837)\n",
      "83 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 5.980299785867238, 1.6495563932085904, 82.58378688054998)\n",
      "84 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 6.516488222698073, 1.646150016326068, 82.41324921135646)\n",
      "85 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction', '0_IsBadBuy'), 50.06423982869379, 5.3173447537473235, 1.6081143126118895, 80.5090206185567)\n",
      "86 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 50.06423982869379, 5.771306209850107, 1.5990141584278332, 80.05342831700801)\n",
      "87 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 8.904496788008567, 1.6150853901497286, 80.8580223162755)\n",
      "88 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('3_VehicleAge', 'MEDIUM_Size'), 50.06423982869379, 9.800428265524626, 1.6081418704279955, 80.51040027967139)\n",
      "89 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', 'Covers_WheelType'), 59.311349036402575, 5.444111349036403, 1.4499330076059582, 85.99748269351794)\n",
      "90 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.505781584582441, 1.3623486791973731, 80.80273802115744)\n",
      "91 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 8.558458244111348, 1.3674429131151151, 81.1048839071257)\n",
      "92 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'MEDIUM_Size'), 59.311349036402575, 9.61713062098501, 1.3697769750758542, 81.2433202707517)\n",
      "93 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 59.311349036402575, 5.596573875802998, 1.3866942980669275, 82.24670951943679)\n",
      "94 -- ('[3649.4, 7297.8)_VehBCost_bin', ('4_VehicleAge', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 6.285224839400429, 1.3827277341221689, 82.01144726083402)\n",
      "95 -- ('[3649.4, 7297.8)_VehBCost_bin', ('CHEVROLET_Make', 'MEDIUM_Size'), 59.311349036402575, 5.711349036402569, 1.3517474565913437, 80.17396520695861)\n",
      "96 -- ('[3649.4, 7297.8)_VehBCost_bin', ('CHEVROLET_Make', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 59.311349036402575, 5.339614561027838, 1.4674901311751696, 87.03881937760667)\n",
      "97 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 7.573447537473234, 1.7024044778894727, 85.2295860665008)\n",
      "98 -- ('MEDIUM_Size', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 7.880085653104925, 1.9405356572555814, 81.91304347826087)\n",
      "99 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 8.212419700214133, 1.6795275888416266, 84.08427200667501)\n",
      "100 -- ('MEDIUM_Size', ('OTHER_Auction', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 8.572162740899357, 1.908376508889881, 80.55555555555556)\n",
      "101 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('OTHER_Auction', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 10.805995717344754, 1.598136953739952, 80.00951173113506)\n",
      "102 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 59.311349036402575, 5.805567451820128, 1.373589731835338, 81.46946001770434)\n",
      "103 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 8.411134903640257, 1.378345440174241, 81.75152749490834)\n",
      "104 -- ('[3649.4, 7297.8)_VehBCost_bin', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MEDIUM_Size'), 59.311349036402575, 9.987152034261241, 1.3840963945431528, 82.0926243567753)\n",
      "105 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 6.326338329764454, 1.9038631568243345, 95.31546168426753)\n",
      "106 -- ('MEDIUM_Size', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 7.23254817987152, 1.9751177837479026, 83.37280909521554)\n",
      "107 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 6.710064239828693, 1.90309486428507, 95.2769977023232)\n",
      "108 -- ('MEDIUM_Size', ('[7297.8, 10946.2)_VehBCost_bin', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 7.765310492505353, 1.95040355950899, 82.32958305757776)\n",
      "109 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', 'MANHEIM_Auction'), 50.06423982869379, 5.16830835117773, 1.6955345429222997, 84.88564799469673)\n",
      "110 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 10.298929336188436, 1.7638681860686953, 88.30671989354624)\n",
      "111 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('[7297.8, 10946.2)_VehBCost_bin', 'MEDIUM_Size'), 50.06423982869379, 11.035546038543897, 1.7624050254040196, 88.233467867122)\n",
      "112 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 22.680942184154176, 1.6190678634099949, 81.05740181268882)\n",
      "Rules with high lift: 113\n"
     ]
    }
   ],
   "source": [
    "#Code that filters all the association rules with a certain lift under\n",
    "count = 0\n",
    "for r in rules:\n",
    "    if r[4]>1.3: #r[4] indeed refers to index 4 so as we have seen before index 4 refers to refers to 'l' in report='YXlC'  that is lift value of a rule (confidence/prior)\n",
    "        print('%s -- %s' % (str(count), r))\n",
    "        count = count + 1\n",
    "print('Rules with high lift: {}'.format(count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "#TASKS ON KAGGLE:\n",
    "# 1) Frequent patterns extraction with different values of support and different types (i.e. frequent, close, maximal), (6 points)\n",
    "# 2) Discussion of the most interesting frequent patterns and analyze how changes the number of patterns w.r.t. the min_sup parameter (7 points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min support = 5 \n",
      " Itemsets = 945\n",
      "Min support = 10 \n",
      " Itemsets = 214\n",
      "Min support = 15 \n",
      " Itemsets = 80\n",
      "Min support = 20 \n",
      " Itemsets = 43\n",
      "Min support = 25 \n",
      " Itemsets = 26\n",
      "Min support = 30 \n",
      " Itemsets = 14\n",
      "Min support = 35 \n",
      " Itemsets = 6\n",
      "Min support = 40 \n",
      " Itemsets = 5\n",
      "Min support = 45 \n",
      " Itemsets = 2\n",
      "Min support = 50 \n",
      " Itemsets = 1\n",
      "Min support = 55 \n",
      " Itemsets = 0\n",
      "Min support = 60 \n",
      " Itemsets = 0\n",
      "Min support = 65 \n",
      " Itemsets = 0\n",
      "Min support = 70 \n",
      " Itemsets = 0\n",
      "Min support = 75 \n",
      " Itemsets = 0\n",
      "Min support = 80 \n",
      " Itemsets = 0\n",
      "Min support = 85 \n",
      " Itemsets = 0\n",
      "Min support = 90 \n",
      " Itemsets = 0\n",
      "Min support = 95 \n",
      " Itemsets = 0\n",
      "Min support = 100 \n",
      " Itemsets = 0\n"
     ]
    }
   ],
   "source": [
    "# s/a   sets/all   all     frequent item sets\n",
    "for i in range(5,101,5):\n",
    "    itemsets = apriori(baskets, supp=i, zmin=2, target='a') \n",
    "    print(\"Min support = {} \\n Itemsets = {}\".format(i,len(itemsets)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min support = 5 \n",
      " Itemsets = 945\n",
      "Min support = 10 \n",
      " Itemsets = 214\n",
      "Min support = 15 \n",
      " Itemsets = 80\n",
      "Min support = 20 \n",
      " Itemsets = 43\n",
      "Min support = 25 \n",
      " Itemsets = 26\n",
      "Min support = 30 \n",
      " Itemsets = 14\n",
      "Min support = 35 \n",
      " Itemsets = 6\n",
      "Min support = 40 \n",
      " Itemsets = 5\n",
      "Min support = 45 \n",
      " Itemsets = 2\n",
      "Min support = 50 \n",
      " Itemsets = 1\n",
      "Min support = 55 \n",
      " Itemsets = 0\n",
      "Min support = 60 \n",
      " Itemsets = 0\n",
      "Min support = 65 \n",
      " Itemsets = 0\n",
      "Min support = 70 \n",
      " Itemsets = 0\n",
      "Min support = 75 \n",
      " Itemsets = 0\n",
      "Min support = 80 \n",
      " Itemsets = 0\n",
      "Min support = 85 \n",
      " Itemsets = 0\n",
      "Min support = 90 \n",
      " Itemsets = 0\n",
      "Min support = 95 \n",
      " Itemsets = 0\n",
      "Min support = 100 \n",
      " Itemsets = 0\n"
     ]
    }
   ],
   "source": [
    "# c     closed     closed  frequent item sets\n",
    "for i in range(5,101,5):\n",
    "    itemsets = apriori(baskets, supp=i, zmin=2, target='c')\n",
    "    print(\"Min support = {} \\n Itemsets = {}\".format(i,len(itemsets)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min support = 5 \n",
      " Itemsets = 347\n",
      "Min support = 10 \n",
      " Itemsets = 94\n",
      "Min support = 15 \n",
      " Itemsets = 36\n",
      "Min support = 20 \n",
      " Itemsets = 24\n",
      "Min support = 25 \n",
      " Itemsets = 14\n",
      "Min support = 30 \n",
      " Itemsets = 14\n",
      "Min support = 35 \n",
      " Itemsets = 6\n",
      "Min support = 40 \n",
      " Itemsets = 5\n",
      "Min support = 45 \n",
      " Itemsets = 2\n",
      "Min support = 50 \n",
      " Itemsets = 1\n",
      "Min support = 55 \n",
      " Itemsets = 0\n",
      "Min support = 60 \n",
      " Itemsets = 0\n",
      "Min support = 65 \n",
      " Itemsets = 0\n",
      "Min support = 70 \n",
      " Itemsets = 0\n",
      "Min support = 75 \n",
      " Itemsets = 0\n",
      "Min support = 80 \n",
      " Itemsets = 0\n",
      "Min support = 85 \n",
      " Itemsets = 0\n",
      "Min support = 90 \n",
      " Itemsets = 0\n",
      "Min support = 95 \n",
      " Itemsets = 0\n",
      "Min support = 100 \n",
      " Itemsets = 0\n"
     ]
    }
   ],
   "source": [
    "#m     maximal    maximal frequent item sets\n",
    "for i in range(5,101,5):\n",
    "    itemsets = apriori(baskets, supp=i, zmin=2, target='m') \n",
    "    print(\"Min support = {} \\n Itemsets = {}\".format(i,len(itemsets)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "#TASK ON KAGGLE:\n",
    "# 3) Association rules extraction with different values of confidence (6 points)\n",
    "# 4) Discussion of the most interesting rules and analyze how changes the number of rules w.r.t. the min_conf parameter, histogram of rules' confidence and lift (7 points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support = 5 \n",
      "Confidence = 5 \n",
      "Rules = 41141\n",
      "Rules with high lift: 7617\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 10 \n",
      "Rules = 28290\n",
      "Rules with high lift: 4520\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 15 \n",
      "Rules = 20054\n",
      "Rules with high lift: 3581\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 20 \n",
      "Rules = 13701\n",
      "Rules with high lift: 2663\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 25 \n",
      "Rules = 8933\n",
      "Rules with high lift: 1787\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 30 \n",
      "Rules = 6553\n",
      "Rules with high lift: 1287\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 35 \n",
      "Rules = 5323\n",
      "Rules with high lift: 888\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 40 \n",
      "Rules = 4547\n",
      "Rules with high lift: 735\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 45 \n",
      "Rules = 3826\n",
      "Rules with high lift: 645\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 50 \n",
      "Rules = 3181\n",
      "Rules with high lift: 570\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 55 \n",
      "Rules = 2476\n",
      "Rules with high lift: 495\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 60 \n",
      "Rules = 1647\n",
      "Rules with high lift: 427\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 65 \n",
      "Rules = 1216\n",
      "Rules with high lift: 353\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 70 \n",
      "Rules = 934\n",
      "Rules with high lift: 265\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 75 \n",
      "Rules = 754\n",
      "Rules with high lift: 156\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 80 \n",
      "Rules = 662\n",
      "Rules with high lift: 104\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 85 \n",
      "Rules = 553\n",
      "Rules with high lift: 57\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 90 \n",
      "Rules = 199\n",
      "Rules with high lift: 20\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 95 \n",
      "Rules = 9\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 5 \n",
      "Confidence = 100 \n",
      "Rules = 1\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 5 \n",
      "Rules = 11104\n",
      "Rules with high lift: 1597\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 10 \n",
      "Rules = 7653\n",
      "Rules with high lift: 895\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 15 \n",
      "Rules = 5335\n",
      "Rules with high lift: 678\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 20 \n",
      "Rules = 3591\n",
      "Rules with high lift: 464\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 25 \n",
      "Rules = 2252\n",
      "Rules with high lift: 252\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 30 \n",
      "Rules = 1654\n",
      "Rules with high lift: 163\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 35 \n",
      "Rules = 1360\n",
      "Rules with high lift: 104\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 40 \n",
      "Rules = 1160\n",
      "Rules with high lift: 87\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 45 \n",
      "Rules = 977\n",
      "Rules with high lift: 87\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 50 \n",
      "Rules = 825\n",
      "Rules with high lift: 80\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 55 \n",
      "Rules = 618\n",
      "Rules with high lift: 73\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 60 \n",
      "Rules = 379\n",
      "Rules with high lift: 56\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 65 \n",
      "Rules = 256\n",
      "Rules with high lift: 46\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 70 \n",
      "Rules = 192\n",
      "Rules with high lift: 32\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 75 \n",
      "Rules = 159\n",
      "Rules with high lift: 14\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 80 \n",
      "Rules = 150\n",
      "Rules with high lift: 9\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 85 \n",
      "Rules = 133\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 90 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 10 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 5 \n",
      "Rules = 4774\n",
      "Rules with high lift: 607\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 10 \n",
      "Rules = 3284\n",
      "Rules with high lift: 307\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 15 \n",
      "Rules = 2279\n",
      "Rules with high lift: 225\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 20 \n",
      "Rules = 1515\n",
      "Rules with high lift: 136\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 25 \n",
      "Rules = 922\n",
      "Rules with high lift: 57\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 30 \n",
      "Rules = 665\n",
      "Rules with high lift: 32\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 35 \n",
      "Rules = 565\n",
      "Rules with high lift: 25\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 40 \n",
      "Rules = 476\n",
      "Rules with high lift: 22\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 45 \n",
      "Rules = 390\n",
      "Rules with high lift: 22\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 50 \n",
      "Rules = 342\n",
      "Rules with high lift: 22\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 55 \n",
      "Rules = 246\n",
      "Rules with high lift: 22\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 60 \n",
      "Rules = 143\n",
      "Rules with high lift: 19\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 65 \n",
      "Rules = 99\n",
      "Rules with high lift: 14\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 70 \n",
      "Rules = 78\n",
      "Rules with high lift: 12\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 75 \n",
      "Rules = 61\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 80 \n",
      "Rules = 59\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 85 \n",
      "Rules = 54\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 90 \n",
      "Rules = 12\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 15 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 5 \n",
      "Rules = 2823\n",
      "Rules with high lift: 344\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 10 \n",
      "Rules = 1950\n",
      "Rules with high lift: 177\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 15 \n",
      "Rules = 1356\n",
      "Rules with high lift: 127\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 20 \n",
      "Rules = 901\n",
      "Rules with high lift: 74\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 25 \n",
      "Rules = 539\n",
      "Rules with high lift: 31\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 30 \n",
      "Rules = 392\n",
      "Rules with high lift: 18\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 35 \n",
      "Rules = 326\n",
      "Rules with high lift: 13\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 40 \n",
      "Rules = 281\n",
      "Rules with high lift: 13\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 45 \n",
      "Rules = 237\n",
      "Rules with high lift: 13\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 50 \n",
      "Rules = 207\n",
      "Rules with high lift: 13\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 55 \n",
      "Rules = 149\n",
      "Rules with high lift: 13\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 60 \n",
      "Rules = 89\n",
      "Rules with high lift: 10\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 65 \n",
      "Rules = 63\n",
      "Rules with high lift: 7\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 70 \n",
      "Rules = 48\n",
      "Rules with high lift: 6\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 75 \n",
      "Rules = 38\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 80 \n",
      "Rules = 37\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 85 \n",
      "Rules = 34\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 90 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 20 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 5 \n",
      "Rules = 1692\n",
      "Rules with high lift: 200\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 10 \n",
      "Rules = 1159\n",
      "Rules with high lift: 100\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 15 \n",
      "Rules = 818\n",
      "Rules with high lift: 68\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 20 \n",
      "Rules = 533\n",
      "Rules with high lift: 38\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 25 \n",
      "Rules = 311\n",
      "Rules with high lift: 11\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 30 \n",
      "Rules = 225\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 35 \n",
      "Rules = 185\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 40 \n",
      "Rules = 160\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 45 \n",
      "Rules = 139\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 50 \n",
      "Rules = 122\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 55 \n",
      "Rules = 84\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 60 \n",
      "Rules = 55\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 65 \n",
      "Rules = 38\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 70 \n",
      "Rules = 28\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 75 \n",
      "Rules = 21\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 80 \n",
      "Rules = 20\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 85 \n",
      "Rules = 19\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 90 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 25 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 5 \n",
      "Rules = 1150\n",
      "Rules with high lift: 121\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 10 \n",
      "Rules = 794\n",
      "Rules with high lift: 57\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 15 \n",
      "Rules = 558\n",
      "Rules with high lift: 38\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 20 \n",
      "Rules = 367\n",
      "Rules with high lift: 20\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 25 \n",
      "Rules = 213\n",
      "Rules with high lift: 6\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 30 \n",
      "Rules = 160\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 35 \n",
      "Rules = 134\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 40 \n",
      "Rules = 114\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 45 \n",
      "Rules = 98\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 50 \n",
      "Rules = 87\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 55 \n",
      "Rules = 58\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 60 \n",
      "Rules = 36\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 65 \n",
      "Rules = 24\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 70 \n",
      "Rules = 19\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 75 \n",
      "Rules = 15\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 80 \n",
      "Rules = 15\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 85 \n",
      "Rules = 15\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 90 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 30 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 5 \n",
      "Rules = 673\n",
      "Rules with high lift: 64\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 10 \n",
      "Rules = 473\n",
      "Rules with high lift: 29\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 15 \n",
      "Rules = 327\n",
      "Rules with high lift: 19\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 20 \n",
      "Rules = 218\n",
      "Rules with high lift: 11\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 25 \n",
      "Rules = 123\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 30 \n",
      "Rules = 96\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 35 \n",
      "Rules = 82\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 40 \n",
      "Rules = 71\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 45 \n",
      "Rules = 61\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 50 \n",
      "Rules = 53\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 55 \n",
      "Rules = 33\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 60 \n",
      "Rules = 19\n",
      "Rules with high lift: 4\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 65 \n",
      "Rules = 13\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 70 \n",
      "Rules = 11\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 75 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 80 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 85 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 90 \n",
      "Rules = 1\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 35 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 5 \n",
      "Rules = 576\n",
      "Rules with high lift: 49\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 10 \n",
      "Rules = 408\n",
      "Rules with high lift: 23\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 15 \n",
      "Rules = 280\n",
      "Rules with high lift: 14\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 20 \n",
      "Rules = 187\n",
      "Rules with high lift: 8\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 25 \n",
      "Rules = 106\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 30 \n",
      "Rules = 84\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 35 \n",
      "Rules = 71\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 40 \n",
      "Rules = 63\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 45 \n",
      "Rules = 53\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 50 \n",
      "Rules = 46\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 55 \n",
      "Rules = 27\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 60 \n",
      "Rules = 14\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 65 \n",
      "Rules = 10\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 70 \n",
      "Rules = 8\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 75 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 80 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 85 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 40 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 5 \n",
      "Rules = 386\n",
      "Rules with high lift: 22\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 10 \n",
      "Rules = 275\n",
      "Rules with high lift: 11\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 15 \n",
      "Rules = 185\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 20 \n",
      "Rules = 127\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 25 \n",
      "Rules = 72\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 30 \n",
      "Rules = 60\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 35 \n",
      "Rules = 50\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 40 \n",
      "Rules = 44\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 45 \n",
      "Rules = 37\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 50 \n",
      "Rules = 31\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 55 \n",
      "Rules = 17\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 60 \n",
      "Rules = 8\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 65 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 70 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 75 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 80 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 85 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 45 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 5 \n",
      "Rules = 293\n",
      "Rules with high lift: 18\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 10 \n",
      "Rules = 206\n",
      "Rules with high lift: 10\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 15 \n",
      "Rules = 137\n",
      "Rules with high lift: 5\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 20 \n",
      "Rules = 96\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 25 \n",
      "Rules = 52\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 30 \n",
      "Rules = 46\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 35 \n",
      "Rules = 38\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 40 \n",
      "Rules = 34\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 45 \n",
      "Rules = 28\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 50 \n",
      "Rules = 24\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 55 \n",
      "Rules = 13\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 60 \n",
      "Rules = 6\n",
      "Rules with high lift: 1\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 65 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 70 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 75 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 80 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 85 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 50 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 5 \n",
      "Rules = 146\n",
      "Rules with high lift: 3\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 10 \n",
      "Rules = 105\n",
      "Rules with high lift: 2\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 15 \n",
      "Rules = 68\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 20 \n",
      "Rules = 50\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 25 \n",
      "Rules = 27\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 30 \n",
      "Rules = 25\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 35 \n",
      "Rules = 21\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 40 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 45 \n",
      "Rules = 16\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 50 \n",
      "Rules = 12\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 55 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 60 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 65 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 70 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 75 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 80 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 85 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 55 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 60 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 65 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 70 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 75 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 80 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 5 \n",
      "Rules = 51\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 10 \n",
      "Rules = 36\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 15 \n",
      "Rules = 23\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 20 \n",
      "Rules = 17\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 25 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 30 \n",
      "Rules = 9\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 35 \n",
      "Rules = 7\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 40 \n",
      "Rules = 6\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 45 \n",
      "Rules = 5\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 50 \n",
      "Rules = 4\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 55 \n",
      "Rules = 2\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 85 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 5 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 10 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 15 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 20 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 25 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 30 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 35 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 40 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 45 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 50 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 55 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 90 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 5 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 10 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 15 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 20 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 25 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 30 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 35 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 40 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 45 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 50 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 55 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 95 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 5 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 10 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 15 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 20 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 25 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 30 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 35 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 40 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 45 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 50 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 55 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 60 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 65 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 70 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 75 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 80 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 85 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 90 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 95 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n",
      "Support = 100 \n",
      "Confidence = 100 \n",
      "Rules = 0\n",
      "Rules with high lift: 0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#EXTRACT RULES\n",
    "for i in range(5,101,5):\n",
    "    for j in range(5,101,5):\n",
    "        rules = apriori(baskets, supp=i, zmin=2, target='r', conf=j, report='YXlC') \n",
    "        print(\"Support = {} \\nConfidence = {} \\nRules = {}\".format(i,j,len(rules)))\n",
    "        #Code that filters all the association rules with a certain lift under\n",
    "        count = 0\n",
    "        for r in rules:\n",
    "            if r[4]>1.4: #r[4] indeed refers to index 4 so as we have seen before index 4 refers to refers to 'l' in report='YXlC'  that is lift value of a rule (confidence/prior)\n",
    "                count = count + 1\n",
    "        print('Rules with high lift: {}'.format(count))\n",
    "        print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rules: 48\n",
      "1 -- ('0_IsBadBuy', ('3_VehicleAge',), 87.65396145610278, 21.7558886509636, 1.0465275264313818, 91.73228346456693)\n",
      "2 -- ('0_IsBadBuy', ('[60271.0, 71360.2)_VehOdo_bin',), 87.65396145610278, 22.25781584582441, 1.0164301319318185, 89.09412760717309)\n",
      "3 -- ('0_IsBadBuy', ('4_VehicleAge',), 87.65396145610278, 23.44154175588865, 1.0164601103547068, 89.09675533469745)\n",
      "4 -- ('0_IsBadBuy', ('CHEVROLET_Make',), 87.65396145610278, 23.70877944325482, 1.0290728523878725, 90.20231213872833)\n",
      "5 -- ('0_IsBadBuy', ('OTHER_Auction',), 87.65396145610278, 23.97087794432548, 1.005183775160608, 88.10833988422783)\n",
      "6 -- ('0_IsBadBuy', ('[1165.6, 1869.2)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 20.51220556745182, 1.0043174555789158, 88.03240354100551)\n",
      "7 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'Alloy_WheelType'), 87.65396145610278, 22.836830835117773, 1.0241203927971636, 89.76820943665142)\n",
      "8 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 20.786295503211992, 1.0435381056135402, 91.47024888742376)\n",
      "9 -- ('0_IsBadBuy', ('[7297.8, 10946.2)_VehBCost_bin',), 87.65396145610278, 37.52805139186295, 1.0351856177200036, 90.73812023554115)\n",
      "10 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 20.0017130620985, 1.0486124970299826, 91.91503939705379)\n",
      "11 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 50.06423982869379, 22.680942184154176, 1.6190678634099949, 81.05740181268882)\n",
      "12 -- ('MEDIUM_Size', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin', '0_IsBadBuy'), 42.21156316916488, 24.822269807280513, 1.7546109825149885, 74.06487232574189)\n",
      "13 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', 'Covers_WheelType'), 50.06423982869379, 25.111777301927198, 1.5909704569304668, 79.65072651613343)\n",
      "14 -- ('MEDIUM_Size', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 42.21156316916488, 27.494646680942186, 1.723406054873213, 72.74766355140187)\n",
      "15 -- ('[3649.4, 7297.8)_VehBCost_bin', ('MEDIUM_Size', 'Covers_WheelType', '0_IsBadBuy'), 59.311349036402575, 22.680942184154176, 1.1930741928618604, 70.76283987915409)\n",
      "16 -- ('[3649.4, 7297.8)_VehBCost_bin', ('MEDIUM_Size', 'Covers_WheelType'), 59.311349036402575, 25.111777301927198, 1.2051365193127583, 71.47827273347431)\n",
      "17 -- ('0_IsBadBuy', ('MEDIUM_Size', 'Covers_WheelType'), 87.65396145610278, 25.111777301927198, 1.0304148091909378, 90.31993996861996)\n",
      "18 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 20.614989293361884, 1.0202613435114996, 89.42994847930864)\n",
      "19 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', '[3649.4, 7297.8)_VehBCost_bin', '0_IsBadBuy'), 50.06423982869379, 26.329764453961456, 1.3985934627631065, 70.01951854261549)\n",
      "20 -- ('0_IsBadBuy', ('MEDIUM_Size', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 30.68608137044968, 1.0333437833536123, 90.57667615698097)\n",
      "21 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size', '0_IsBadBuy'), 50.06423982869379, 37.34132762312633, 1.486758502969681, 74.43343426002386)\n",
      "22 -- ('[462.0, 1165.6)_WarrantyCost_bin', ('MEDIUM_Size',), 50.06423982869379, 42.21156316916488, 1.4520526740034805, 72.69591331520637)\n",
      "23 -- ('[3649.4, 7297.8)_VehBCost_bin', ('MEDIUM_Size', 'MANHEIM_Auction'), 59.311349036402575, 22.292077087794432, 1.2478320925462554, 74.01060477983556)\n",
      "24 -- ('0_IsBadBuy', ('MEDIUM_Size', 'MANHEIM_Auction'), 87.65396145610278, 22.292077087794432, 1.0179364055509603, 89.22615845692768)\n",
      "25 -- ('[3649.4, 7297.8)_VehBCost_bin', ('MEDIUM_Size', '0_IsBadBuy'), 59.311349036402575, 37.34132762312633, 1.188829072441306, 70.511056060189)\n",
      "26 -- ('[3649.4, 7297.8)_VehBCost_bin', ('MEDIUM_Size',), 59.311349036402575, 42.21156316916488, 1.2039759795066947, 71.40943955196623)\n",
      "27 -- ('0_IsBadBuy', ('MEDIUM_Size',), 87.65396145610278, 42.21156316916488, 1.0092221438696454, 88.46231889939531)\n",
      "28 -- ('0_IsBadBuy', ('Covers_WheelType', '[462.0, 1165.6)_WarrantyCost_bin'), 87.65396145610278, 27.494646680942186, 1.0299634190177271, 90.28037383177569)\n",
      "29 -- ('0_IsBadBuy', ('Covers_WheelType', 'MANHEIM_Auction'), 87.65396145610278, 25.284796573875802, 1.0293927485377887, 90.23035230352303)\n",
      "30 -- ('0_IsBadBuy', ('Covers_WheelType', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 31.96573875802998, 1.0097681923053463, 88.51018220793141)\n",
      "31 -- ('0_IsBadBuy', ('Covers_WheelType',), 87.65396145610278, 47.40899357601713, 1.0181285319471916, 89.24299909665764)\n",
      "32 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', 'MANHEIM_Auction'), 87.65396145610278, 26.783725910064238, 1.021985391513284, 89.5810681164055)\n",
      "33 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin', '[3649.4, 7297.8)_VehBCost_bin'), 87.65396145610278, 31.756745182012846, 1.0018283028214918, 87.81421944114791)\n",
      "34 -- ('0_IsBadBuy', ('[462.0, 1165.6)_WarrantyCost_bin',), 87.65396145610278, 50.06423982869379, 1.0129652748911184, 88.79041916167665)\n",
      "35 -- ('0_IsBadBuy', ('MANHEIM_Auction',), 87.65396145610278, 56.08051391862955, 1.0102359226018767, 88.55118062131532)\n",
      "Rules with high lift: 35\n"
     ]
    }
   ],
   "source": [
    "#HERE WE CAN SEE THE RULES THAT WE WANT\n",
    "rules = apriori(baskets, supp=20, zmin=2, target='r', conf=70, \n",
    "                report='YXlC') \n",
    "print('Number of rules:', len(rules))\n",
    "#Code that filters all the association rules with a certain lift under\n",
    "c = 0\n",
    "for r in rules:\n",
    "        if r[4]>1: #r[4] indeed refers to index 4 so as we have seen before index 4 refers to refers to 'l' in report='YXlC'  that is lift value of a rule (confidence/prior)\n",
    "            c += 1\n",
    "            print('%s -- %s' % (str(c), r))\n",
    "print('Rules with high lift: {}'.format(c))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Auction  =  58375\n",
      "VehicleAge  =  58375\n",
      "Make  =  58375\n",
      "Trim  =  58375\n",
      "Color  =  58375\n",
      "WheelType  =  58375\n",
      "Size  =  58375\n",
      "VNST  =  58375\n",
      "IsBadBuy  =  58375\n",
      "VehBCost_bin  =  58375\n",
      "VehOdo_bin  =  58375\n",
      "WarrantyCost_bin  =  58375\n"
     ]
    }
   ],
   "source": [
    "# count how many rows for each attribute to make sure i haven't cut anything\n",
    "for i in df_new:\n",
    "    conta = 0\n",
    "    for j in df_new.iterrows():\n",
    "        conta += 1\n",
    "    print(i, \" = \", conta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0_IsBadBuy    51168\n",
       "1_IsBadBuy     7207\n",
       "Name: IsBadBuy, dtype: int64"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.IsBadBuy.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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