81% capstone.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import pandas library for creating dataframe\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataframe\n",
    "ebay_df = pd.read_csv(\"C:/Users/sourav singh/Downloads/eBayiPadTrain.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1861 entries, 0 to 1860\n",
      "Data columns (total 11 columns):\n",
      "description    790 non-null object\n",
      "biddable       1861 non-null int64\n",
      "startprice     1861 non-null float64\n",
      "condition      1861 non-null object\n",
      "cellular       1861 non-null object\n",
      "carrier        1861 non-null object\n",
      "color          1861 non-null object\n",
      "storage        1861 non-null object\n",
      "productline    1861 non-null object\n",
      "sold           1861 non-null int64\n",
      "UniqueID       1861 non-null int64\n",
      "dtypes: float64(1), int64(3), object(7)\n",
      "memory usage: 160.0+ KB\n"
     ]
    }
   ],
   "source": [
    "#data overview\n",
    "ebay_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "description    1071\n",
       "biddable          0\n",
       "startprice        0\n",
       "condition         0\n",
       "cellular          0\n",
       "carrier           0\n",
       "color             0\n",
       "storage           0\n",
       "productline       0\n",
       "sold              0\n",
       "UniqueID          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if dataset consist of any null value\n",
    "ebay_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model is created by removing uniqueId field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>biddable</th>\n",
       "      <th>startprice</th>\n",
       "      <th>condition</th>\n",
       "      <th>cellular</th>\n",
       "      <th>carrier</th>\n",
       "      <th>color</th>\n",
       "      <th>storage</th>\n",
       "      <th>productline</th>\n",
       "      <th>sold</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>iPad is in 8.5+ out of 10 cosmetic condition!</td>\n",
       "      <td>0</td>\n",
       "      <td>159.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Previously used, please read description. May ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>Verizon</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>235.00</td>\n",
       "      <td>New other (see details)</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Please feel free to buy. All products have bee...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>175.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad mini 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>White</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>150.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>good condition, minor wear and tear on body so...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>99.99</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>GOOD CONDITION..CLEAN ICLOUD..NO LOCKS..CLEAN ...</td>\n",
       "      <td>1</td>\n",
       "      <td>20.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>75.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>New Digitizer installed. Some scratches on bac...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>344.95</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad Air</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Great working iPad.  Very minor surface scratc...</td>\n",
       "      <td>0</td>\n",
       "      <td>184.50</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>We are selling good quality iPads that have be...</td>\n",
       "      <td>0</td>\n",
       "      <td>209.98</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>375.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Crack on screen.</td>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Great working iPad.  Only light scratching con...</td>\n",
       "      <td>0</td>\n",
       "      <td>187.50</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>FULLY FUNCTIONAL, CLEAN ESN</td>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>Verizon</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>New</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>149.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>T-Mobile</td>\n",
       "      <td>White</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad Air</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>iPad mini 2 is an open box item, good conditio...</td>\n",
       "      <td>0</td>\n",
       "      <td>238.80</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>FULLY FUNCTIONAL</td>\n",
       "      <td>0</td>\n",
       "      <td>84.99</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ipad is used, in very good cosmetic condition....</td>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>‰ÛÏ‰ÛÏCustomer or Carrier Return. Cosmetic con...</td>\n",
       "      <td>0</td>\n",
       "      <td>309.99</td>\n",
       "      <td>New other (see details)</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Comes with USB Cable and wall adapter.  May ha...</td>\n",
       "      <td>0</td>\n",
       "      <td>319.95</td>\n",
       "      <td>Manufacturer refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad Air</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>629.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Gold</td>\n",
       "      <td>128</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>429.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>529.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>430.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>52.25</td>\n",
       "      <td>Used</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Black</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>87.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>Powers up, Good Glass, LCD, Digi. All function...</td>\n",
       "      <td>1</td>\n",
       "      <td>50.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>Sprint</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad Air</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>139.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>Item specifics: Condition:  The screen got bro...</td>\n",
       "      <td>0</td>\n",
       "      <td>219.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>iPad 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>BROKEN: Device has at least one or more proble...</td>\n",
       "      <td>0</td>\n",
       "      <td>36.95</td>\n",
       "      <td>For parts or not working</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>Black bezel, Screen like new.  Working excelle...</td>\n",
       "      <td>0</td>\n",
       "      <td>250.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>Slightly used item in mint condition. 100% wor...</td>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>Cosmetically in mint condition. 100% working. ...</td>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>100% working and cosmetically perfect. Minimal...</td>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>119.99</td>\n",
       "      <td>Manufacturer refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>Item Specifics: Condition: USED    The screen ...</td>\n",
       "      <td>0</td>\n",
       "      <td>219.95</td>\n",
       "      <td>Used</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>iPad 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>Unit has lots of scuffs and scratches from use...</td>\n",
       "      <td>0</td>\n",
       "      <td>59.99</td>\n",
       "      <td>For parts or not working</td>\n",
       "      <td>1</td>\n",
       "      <td>Verizon</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>279.00</td>\n",
       "      <td>New</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>319.00</td>\n",
       "      <td>Used</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>White</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>Good Condition. Used. Screen has a glitter siz...</td>\n",
       "      <td>0</td>\n",
       "      <td>424.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>White</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad Air 2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>Overall item is in good condition and is fully...</td>\n",
       "      <td>0</td>\n",
       "      <td>89.50</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>Used. Tested. Guaranteed to work. Physical con...</td>\n",
       "      <td>0</td>\n",
       "      <td>239.95</td>\n",
       "      <td>Used</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>32</td>\n",
       "      <td>iPad 4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>This item is brand new and was never used; how...</td>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>New other (see details)</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Space Gray</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad Air</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Gold</td>\n",
       "      <td>16</td>\n",
       "      <td>iPad mini 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>This unit has minor scratches on case and seve...</td>\n",
       "      <td>0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Seller refurbished</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Black</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>30 Day Warranty.  Fully functional engraved iP...</td>\n",
       "      <td>0</td>\n",
       "      <td>119.99</td>\n",
       "      <td>Used</td>\n",
       "      <td>1</td>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>Black</td>\n",
       "      <td>64</td>\n",
       "      <td>iPad 1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            description  biddable  startprice  \\\n",
       "0         iPad is in 8.5+ out of 10 cosmetic condition!         0      159.99   \n",
       "1     Previously used, please read description. May ...         1        0.99   \n",
       "2                                                   NaN         0      199.99   \n",
       "3                                                   NaN         0      235.00   \n",
       "4     Please feel free to buy. All products have bee...         0      199.99   \n",
       "5                                                   NaN         1      175.00   \n",
       "6                                                   NaN         1      100.00   \n",
       "7                                                   NaN         0      329.99   \n",
       "8                                                   NaN         1        0.99   \n",
       "9                                                   NaN         1      150.00   \n",
       "10    good condition, minor wear and tear on body so...         0      199.99   \n",
       "11                                                  NaN         0       99.99   \n",
       "12    GOOD CONDITION..CLEAN ICLOUD..NO LOCKS..CLEAN ...         1       20.00   \n",
       "13                                                  NaN         0       75.00   \n",
       "14    New Digitizer installed. Some scratches on bac...         0      199.99   \n",
       "15                                                  NaN         0      344.95   \n",
       "16    Great working iPad.  Very minor surface scratc...         0      184.50   \n",
       "17    We are selling good quality iPads that have be...         0      209.98   \n",
       "18                                                  NaN         0      375.00   \n",
       "19                                                  NaN         0       95.00   \n",
       "20                                     Crack on screen.         0      125.00   \n",
       "21    Great working iPad.  Only light scratching con...         0      187.50   \n",
       "22                          FULLY FUNCTIONAL, CLEAN ESN         0      129.99   \n",
       "23                                                  NaN         0      329.99   \n",
       "24                                                  NaN         0      149.00   \n",
       "25    iPad mini 2 is an open box item, good conditio...         0      238.80   \n",
       "26                                     FULLY FUNCTIONAL         0       84.99   \n",
       "27    Ipad is used, in very good cosmetic condition....         0      249.99   \n",
       "28    ‰ÛÏ‰ÛÏCustomer or Carrier Return. Cosmetic con...         0      309.99   \n",
       "29    Comes with USB Cable and wall adapter.  May ha...         0      319.95   \n",
       "...                                                 ...       ...         ...   \n",
       "1831                                                NaN         0      629.00   \n",
       "1832                                                NaN         0      429.00   \n",
       "1833                                                NaN         0      529.00   \n",
       "1834                                                NaN         0      430.00   \n",
       "1835                                                NaN         1       52.25   \n",
       "1836                                                NaN         0       90.00   \n",
       "1837                                                NaN         0       87.00   \n",
       "1838  Powers up, Good Glass, LCD, Digi. All function...         1       50.00   \n",
       "1839                                                NaN         0      249.99   \n",
       "1840                                                NaN         0      139.00   \n",
       "1841  Item specifics: Condition:  The screen got bro...         0      219.99   \n",
       "1842                                                NaN         0      329.99   \n",
       "1843  BROKEN: Device has at least one or more proble...         0       36.95   \n",
       "1844                                                NaN         0      400.00   \n",
       "1845  Black bezel, Screen like new.  Working excelle...         0      250.00   \n",
       "1846  Slightly used item in mint condition. 100% wor...         0      164.99   \n",
       "1847  Cosmetically in mint condition. 100% working. ...         0      129.99   \n",
       "1848  100% working and cosmetically perfect. Minimal...         0      164.99   \n",
       "1849                                                NaN         1      119.99   \n",
       "1850  Item Specifics: Condition: USED    The screen ...         0      219.95   \n",
       "1851  Unit has lots of scuffs and scratches from use...         0       59.99   \n",
       "1852                                                NaN         0      279.00   \n",
       "1853                                                NaN         0      319.00   \n",
       "1854  Good Condition. Used. Screen has a glitter siz...         0      424.99   \n",
       "1855  Overall item is in good condition and is fully...         0       89.50   \n",
       "1856  Used. Tested. Guaranteed to work. Physical con...         0      239.95   \n",
       "1857  This item is brand new and was never used; how...         0      329.99   \n",
       "1858                                                NaN         0      400.00   \n",
       "1859  This unit has minor scratches on case and seve...         0       89.00   \n",
       "1860  30 Day Warranty.  Fully functional engraved iP...         0      119.99   \n",
       "\n",
       "                     condition cellular   carrier       color  storage  \\\n",
       "0                         Used        0      None       Black       16   \n",
       "1                         Used        1   Verizon     Unknown       16   \n",
       "2                         Used        0      None       White       16   \n",
       "3      New other (see details)        0      None     Unknown       16   \n",
       "4           Seller refurbished  Unknown   Unknown     Unknown  Unknown   \n",
       "5                         Used        1      AT&T  Space Gray       32   \n",
       "6                          New        0      None  Space Gray       16   \n",
       "7                          New        0      None       White       16   \n",
       "8                         Used        1   Unknown       White       64   \n",
       "9                         Used        0      None       White       32   \n",
       "10                        Used        0      None       Black       16   \n",
       "11          Seller refurbished        0      None       White       16   \n",
       "12                        Used        1      AT&T       Black       16   \n",
       "13                        Used        0      None       Black       16   \n",
       "14          Seller refurbished        0      None       White       16   \n",
       "15                         New        0      None  Space Gray       16   \n",
       "16                        Used        0      None       Black       16   \n",
       "17          Seller refurbished        0      None       White       16   \n",
       "18                        Used        0      None       White       16   \n",
       "19                        Used        0      None       Black       32   \n",
       "20                        Used        0      None     Unknown       16   \n",
       "21                        Used        0      None       Black       16   \n",
       "22                        Used        1   Verizon       Black       16   \n",
       "23                         New  Unknown   Unknown  Space Gray  Unknown   \n",
       "24                        Used        1  T-Mobile       White       64   \n",
       "25                        Used        0      None  Space Gray       16   \n",
       "26          Seller refurbished        1      AT&T     Unknown       64   \n",
       "27                        Used        0      None     Unknown       16   \n",
       "28     New other (see details)        0      None       White       32   \n",
       "29    Manufacturer refurbished        0      None  Space Gray       32   \n",
       "...                        ...      ...       ...         ...      ...   \n",
       "1831                       New        0      None        Gold      128   \n",
       "1832                       New        0      None       White       16   \n",
       "1833                       New        0      None       White       64   \n",
       "1834                      Used  Unknown   Unknown     Unknown  Unknown   \n",
       "1835                      Used  Unknown   Unknown     Unknown  Unknown   \n",
       "1836        Seller refurbished        1      AT&T       Black       64   \n",
       "1837                      Used        0      None     Unknown       16   \n",
       "1838                      Used        0      None       Black       32   \n",
       "1839                      Used        1    Sprint  Space Gray       16   \n",
       "1840                      Used        0      None       Black       32   \n",
       "1841                      Used  Unknown      None       Black  Unknown   \n",
       "1842                       New        0      None     Unknown       16   \n",
       "1843  For parts or not working        0      None     Unknown       16   \n",
       "1844                       New        0      None       White       16   \n",
       "1845                      Used        0      None       Black       16   \n",
       "1846                      Used        0      None       White       16   \n",
       "1847                      Used        0      None       Black       32   \n",
       "1848                      Used        0      None       White       16   \n",
       "1849  Manufacturer refurbished        0      None       Black       16   \n",
       "1850                      Used  Unknown      None       Black  Unknown   \n",
       "1851  For parts or not working        1   Verizon     Unknown       16   \n",
       "1852                       New  Unknown   Unknown     Unknown  Unknown   \n",
       "1853                      Used  Unknown   Unknown       White  Unknown   \n",
       "1854                      Used        0      None       White       64   \n",
       "1855                      Used        1      AT&T     Unknown       16   \n",
       "1856                      Used        0      None       Black       32   \n",
       "1857   New other (see details)        0      None  Space Gray       16   \n",
       "1858                       New        0      None        Gold       16   \n",
       "1859        Seller refurbished        0      None       Black       64   \n",
       "1860                      Used        1      AT&T       Black       64   \n",
       "\n",
       "      productline  sold  \n",
       "0          iPad 2     0  \n",
       "1          iPad 2     1  \n",
       "2          iPad 4     1  \n",
       "3     iPad mini 2     0  \n",
       "4         Unknown     0  \n",
       "5     iPad mini 2     1  \n",
       "6       iPad mini     1  \n",
       "7     iPad mini 3     0  \n",
       "8          iPad 1     1  \n",
       "9          iPad 4     1  \n",
       "10         iPad 4     1  \n",
       "11         iPad 1     0  \n",
       "12         iPad 1     1  \n",
       "13         iPad 1     1  \n",
       "14         iPad 4     1  \n",
       "15       iPad Air     0  \n",
       "16         iPad 3     1  \n",
       "17    iPad mini 2     0  \n",
       "18     iPad Air 2     1  \n",
       "19         iPad 1     0  \n",
       "20         iPad 2     1  \n",
       "21         iPad 3     0  \n",
       "22         iPad 2     0  \n",
       "23        Unknown     0  \n",
       "24       iPad Air     0  \n",
       "25    iPad mini 2     0  \n",
       "26         iPad 1     1  \n",
       "27         iPad 4     0  \n",
       "28         iPad 4     0  \n",
       "29       iPad Air     1  \n",
       "...           ...   ...  \n",
       "1831   iPad Air 2     0  \n",
       "1832   iPad Air 2     0  \n",
       "1833   iPad Air 2     0  \n",
       "1834   iPad Air 2     0  \n",
       "1835      Unknown     0  \n",
       "1836       iPad 1     0  \n",
       "1837      Unknown     0  \n",
       "1838       iPad 1     1  \n",
       "1839     iPad Air     1  \n",
       "1840       iPad 2     0  \n",
       "1841       iPad 3     0  \n",
       "1842  iPad mini 2     0  \n",
       "1843       iPad 1     0  \n",
       "1844  iPad mini 3     0  \n",
       "1845       iPad 4     0  \n",
       "1846       iPad 2     0  \n",
       "1847       iPad 1     0  \n",
       "1848       iPad 2     0  \n",
       "1849    iPad mini     1  \n",
       "1850       iPad 3     0  \n",
       "1851       iPad 2     1  \n",
       "1852      Unknown     0  \n",
       "1853      Unknown     0  \n",
       "1854   iPad Air 2     1  \n",
       "1855       iPad 1     0  \n",
       "1856       iPad 4     1  \n",
       "1857     iPad Air     0  \n",
       "1858  iPad mini 3     0  \n",
       "1859       iPad 1     1  \n",
       "1860       iPad 1     0  \n",
       "\n",
       "[1861 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x = ebay_df.drop(['UniqueID'],axis = 1)\n",
    "model_wo_desc_x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot a graph to see how target data is distributed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d1a37d55c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "sns.distplot(model_wo_desc_x['sold'], kde=False,hist = True, color='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1001\n",
       "1     860\n",
       "Name: sold, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x['sold'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### converting every column of dataframe into one-hot encoding and at the same time renaming column \"Unkown\" with meaning full column name "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "encod_condition = pd.get_dummies(model_wo_desc_x.condition)\n",
    "encod_carrier = pd.get_dummies(model_wo_desc_x.carrier)\n",
    "model_wo_desc_x = pd.concat([model_wo_desc_x, encod_condition, encod_carrier], axis=1)\n",
    "model_wo_desc_x.rename(columns={'Unknown':'Unknown_carrier'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "encod_color = pd.get_dummies(model_wo_desc_x.color)\n",
    "model_wo_desc_x = pd.concat([model_wo_desc_x, encod_color], axis=1)\n",
    "model_wo_desc_x.rename(columns={'Unknown':'Unknown_color'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "encod_storage = pd.get_dummies(model_wo_desc_x.storage)\n",
    "model_wo_desc_x = pd.concat([model_wo_desc_x, encod_storage], axis=1)\n",
    "model_wo_desc_x.rename(columns={'Unknown':'Unknown_storage'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "encod_productline = pd.get_dummies(model_wo_desc_x.productline)\n",
    "model_wo_desc_x = pd.concat([model_wo_desc_x, encod_productline], axis=1)\n",
    "model_wo_desc_x.rename(columns={'Unknown':'Unknown_productline'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "encod_cellular = pd.get_dummies(model_wo_desc_x.cellular)\n",
    "encod_cellular.rename(columns={'0':'Celluar_notEnabled','1':'Cellular_enabled','Unknown':'Unknown_cellular'},inplace=True)\n",
    "model_wo_desc_x = pd.concat([model_wo_desc_x, encod_cellular], axis=1)\n",
    "model_wo_desc_x.rename(columns={'Unknown':'Unknown_cellular'},inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### removing coulmns : condition,cellular,carrier,color, storage , productline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "description                 1071\n",
       "biddable                       0\n",
       "startprice                     0\n",
       "condition                      0\n",
       "cellular                       0\n",
       "carrier                        0\n",
       "color                          0\n",
       "storage                        0\n",
       "productline                    0\n",
       "sold                           0\n",
       "For parts or not working       0\n",
       "Manufacturer refurbished       0\n",
       "New                            0\n",
       "New other (see details)        0\n",
       "Seller refurbished             0\n",
       "Used                           0\n",
       "AT&T                           0\n",
       "None                           0\n",
       "Other                          0\n",
       "Sprint                         0\n",
       "T-Mobile                       0\n",
       "Unknown_carrier                0\n",
       "Verizon                        0\n",
       "Black                          0\n",
       "Gold                           0\n",
       "Space Gray                     0\n",
       "Unknown_color                  0\n",
       "White                          0\n",
       "128                            0\n",
       "16                             0\n",
       "32                             0\n",
       "64                             0\n",
       "Unknown_storage                0\n",
       "Unknown_productline            0\n",
       "iPad 1                         0\n",
       "iPad 2                         0\n",
       "iPad 3                         0\n",
       "iPad 4                         0\n",
       "iPad 5                         0\n",
       "iPad Air                       0\n",
       "iPad Air 2                     0\n",
       "iPad mini                      0\n",
       "iPad mini 2                    0\n",
       "iPad mini 3                    0\n",
       "iPad mini Retina               0\n",
       "Celluar_notEnabled             0\n",
       "Cellular_enabled               0\n",
       "Unknown_cellular               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    555\n",
       "1    516\n",
       "Name: sold, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# model_wo_desc_x['sold'].value_counts()\n",
    "df_NAN = model_wo_desc_x[   model_wo_desc_x['description'].isna() ]\n",
    "df_NAN['sold'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1861 entries, 0 to 1860\n",
      "Data columns (total 48 columns):\n",
      "description                 790 non-null object\n",
      "biddable                    1861 non-null int64\n",
      "startprice                  1861 non-null float64\n",
      "condition                   1861 non-null object\n",
      "cellular                    1861 non-null object\n",
      "carrier                     1861 non-null object\n",
      "color                       1861 non-null object\n",
      "storage                     1861 non-null object\n",
      "productline                 1861 non-null object\n",
      "sold                        1861 non-null int64\n",
      "For parts or not working    1861 non-null uint8\n",
      "Manufacturer refurbished    1861 non-null uint8\n",
      "New                         1861 non-null uint8\n",
      "New other (see details)     1861 non-null uint8\n",
      "Seller refurbished          1861 non-null uint8\n",
      "Used                        1861 non-null uint8\n",
      "AT&T                        1861 non-null uint8\n",
      "None                        1861 non-null uint8\n",
      "Other                       1861 non-null uint8\n",
      "Sprint                      1861 non-null uint8\n",
      "T-Mobile                    1861 non-null uint8\n",
      "Unknown_carrier             1861 non-null uint8\n",
      "Verizon                     1861 non-null uint8\n",
      "Black                       1861 non-null uint8\n",
      "Gold                        1861 non-null uint8\n",
      "Space Gray                  1861 non-null uint8\n",
      "Unknown_color               1861 non-null uint8\n",
      "White                       1861 non-null uint8\n",
      "128                         1861 non-null uint8\n",
      "16                          1861 non-null uint8\n",
      "32                          1861 non-null uint8\n",
      "64                          1861 non-null uint8\n",
      "Unknown_storage             1861 non-null uint8\n",
      "Unknown_productline         1861 non-null uint8\n",
      "iPad 1                      1861 non-null uint8\n",
      "iPad 2                      1861 non-null uint8\n",
      "iPad 3                      1861 non-null uint8\n",
      "iPad 4                      1861 non-null uint8\n",
      "iPad 5                      1861 non-null uint8\n",
      "iPad Air                    1861 non-null uint8\n",
      "iPad Air 2                  1861 non-null uint8\n",
      "iPad mini                   1861 non-null uint8\n",
      "iPad mini 2                 1861 non-null uint8\n",
      "iPad mini 3                 1861 non-null uint8\n",
      "iPad mini Retina            1861 non-null uint8\n",
      "Celluar_notEnabled          1861 non-null uint8\n",
      "Cellular_enabled            1861 non-null uint8\n",
      "Unknown_cellular            1861 non-null uint8\n",
      "dtypes: float64(1), int64(2), object(7), uint8(38)\n",
      "memory usage: 214.5+ KB\n"
     ]
    }
   ],
   "source": [
    "model_wo_desc_x.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1861 entries, 0 to 1860\n",
      "Data columns (total 42 columns):\n",
      "description                 790 non-null object\n",
      "biddable                    1861 non-null int64\n",
      "startprice                  1861 non-null float64\n",
      "sold                        1861 non-null int64\n",
      "For parts or not working    1861 non-null uint8\n",
      "Manufacturer refurbished    1861 non-null uint8\n",
      "New                         1861 non-null uint8\n",
      "New other (see details)     1861 non-null uint8\n",
      "Seller refurbished          1861 non-null uint8\n",
      "Used                        1861 non-null uint8\n",
      "AT&T                        1861 non-null uint8\n",
      "None                        1861 non-null uint8\n",
      "Other                       1861 non-null uint8\n",
      "Sprint                      1861 non-null uint8\n",
      "T-Mobile                    1861 non-null uint8\n",
      "Unknown_carrier             1861 non-null uint8\n",
      "Verizon                     1861 non-null uint8\n",
      "Black                       1861 non-null uint8\n",
      "Gold                        1861 non-null uint8\n",
      "Space Gray                  1861 non-null uint8\n",
      "Unknown_color               1861 non-null uint8\n",
      "White                       1861 non-null uint8\n",
      "128                         1861 non-null uint8\n",
      "16                          1861 non-null uint8\n",
      "32                          1861 non-null uint8\n",
      "64                          1861 non-null uint8\n",
      "Unknown_storage             1861 non-null uint8\n",
      "Unknown_productline         1861 non-null uint8\n",
      "iPad 1                      1861 non-null uint8\n",
      "iPad 2                      1861 non-null uint8\n",
      "iPad 3                      1861 non-null uint8\n",
      "iPad 4                      1861 non-null uint8\n",
      "iPad 5                      1861 non-null uint8\n",
      "iPad Air                    1861 non-null uint8\n",
      "iPad Air 2                  1861 non-null uint8\n",
      "iPad mini                   1861 non-null uint8\n",
      "iPad mini 2                 1861 non-null uint8\n",
      "iPad mini 3                 1861 non-null uint8\n",
      "iPad mini Retina            1861 non-null uint8\n",
      "Celluar_notEnabled          1861 non-null uint8\n",
      "Cellular_enabled            1861 non-null uint8\n",
      "Unknown_cellular            1861 non-null uint8\n",
      "dtypes: float64(1), int64(2), object(1), uint8(38)\n",
      "memory usage: 127.3+ KB\n"
     ]
    }
   ],
   "source": [
    "model_wo_desc_x_OHE = model_wo_desc_x.drop(['condition','cellular','carrier','color','storage','productline'],axis=1)\n",
    "model_wo_desc_x_OHE.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### fill all NAN in DESC column with nill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "model_wo_desc_x_OHE['description'].fillna('Neutal',inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>biddable</th>\n",
       "      <th>startprice</th>\n",
       "      <th>sold</th>\n",
       "      <th>For parts or not working</th>\n",
       "      <th>Manufacturer refurbished</th>\n",
       "      <th>New</th>\n",
       "      <th>New other (see details)</th>\n",
       "      <th>Seller refurbished</th>\n",
       "      <th>Used</th>\n",
       "      <th>...</th>\n",
       "      <th>iPad 5</th>\n",
       "      <th>iPad Air</th>\n",
       "      <th>iPad Air 2</th>\n",
       "      <th>iPad mini</th>\n",
       "      <th>iPad mini 2</th>\n",
       "      <th>iPad mini 3</th>\n",
       "      <th>iPad mini Retina</th>\n",
       "      <th>Celluar_notEnabled</th>\n",
       "      <th>Cellular_enabled</th>\n",
       "      <th>Unknown_cellular</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>235.00</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Please feel free to buy. All products have bee...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         description  biddable  startprice  \\\n",
       "0      iPad is in 8.5+ out of 10 cosmetic condition!         0      159.99   \n",
       "1  Previously used, please read description. May ...         1        0.99   \n",
       "2                                             Neutal         0      199.99   \n",
       "3                                             Neutal         0      235.00   \n",
       "4  Please feel free to buy. All products have bee...         0      199.99   \n",
       "\n",
       "   sold  For parts or not working  Manufacturer refurbished  New  \\\n",
       "0     0                         0                         0    0   \n",
       "1     1                         0                         0    0   \n",
       "2     1                         0                         0    0   \n",
       "3     0                         0                         0    0   \n",
       "4     0                         0                         0    0   \n",
       "\n",
       "   New other (see details)  Seller refurbished  Used  ...  iPad 5  iPad Air  \\\n",
       "0                        0                   0     1  ...       0         0   \n",
       "1                        0                   0     1  ...       0         0   \n",
       "2                        0                   0     1  ...       0         0   \n",
       "3                        1                   0     0  ...       0         0   \n",
       "4                        0                   1     0  ...       0         0   \n",
       "\n",
       "   iPad Air 2  iPad mini  iPad mini 2  iPad mini 3  iPad mini Retina  \\\n",
       "0           0          0            0            0                 0   \n",
       "1           0          0            0            0                 0   \n",
       "2           0          0            0            0                 0   \n",
       "3           0          0            1            0                 0   \n",
       "4           0          0            0            0                 0   \n",
       "\n",
       "   Celluar_notEnabled  Cellular_enabled  Unknown_cellular  \n",
       "0                   1                 0                 0  \n",
       "1                   0                 1                 0  \n",
       "2                   1                 0                 0  \n",
       "3                   1                 0                 0  \n",
       "4                   0                 0                 1  \n",
       "\n",
       "[5 rows x 42 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1861\n"
     ]
    }
   ],
   "source": [
    "print(model_wo_desc_x_OHE['description'].isna().sum().sum())\n",
    "print(model_wo_desc_x_OHE['description'].count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# library to clean data \n",
    "import re  \n",
    "  \n",
    "# Natural Language Tool Kit \n",
    "import nltk  \n",
    "  \n",
    "#nltk.download('stopwords') \n",
    "  \n",
    "# to remove stopword \n",
    "from nltk.corpus import stopwords \n",
    "  \n",
    "# for Stemming propose  \n",
    "from nltk.stem.porter import PorterStemmer \n",
    "  \n",
    "# Initialize empty array to append clean text \n",
    "corpus = []  \n",
    "  \n",
    "# 1000 (reviews) rows to clean \n",
    "for i in range(0, 1861):  \n",
    "      \n",
    "    # column : \"Review\", row ith \n",
    "    review = re.sub('[^a-zA-Z]', ' ', model_wo_desc_x_OHE['description'][i])  \n",
    "      \n",
    "    # convert all cases to lower cases \n",
    "    review = review.lower()  \n",
    "      \n",
    "    # split to array(default delimiter is \" \") \n",
    "    review = review.split()  \n",
    "      \n",
    "    # creating PorterStemmer object to \n",
    "    # take main stem of each word \n",
    "    ps = PorterStemmer()  \n",
    "      \n",
    "    # loop for stemming each word \n",
    "    # in string array at ith row     \n",
    "    review = [ps.stem(word) for word in review \n",
    "                if not word in set(stopwords.words('english'))]  \n",
    "                  \n",
    "    # rejoin all string array elements \n",
    "    # to create back into a string \n",
    "    review = ' '.join(review)   \n",
    "      \n",
    "    # append each string to create \n",
    "    # array of clean text  \n",
    "    corpus.append(review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'day warranti fulli function engrav ipad st gener sign normal wear'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>235.00</td>\n",
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       "      <td>199.99</td>\n",
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       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>150.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>good condition, minor wear and tear on body so...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>good condit minor wear tear bodi light scratch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>99.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>GOOD CONDITION..CLEAN ICLOUD..NO LOCKS..CLEAN ...</td>\n",
       "      <td>1</td>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>good condit clean icloud lock clean imei table...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>75.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>New Digitizer installed. Some scratches on bac...</td>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>new digit instal scratch back small dent top r...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          description  biddable  startprice  \\\n",
       "0       iPad is in 8.5+ out of 10 cosmetic condition!         0      159.99   \n",
       "1   Previously used, please read description. May ...         1        0.99   \n",
       "2                                              Neutal         0      199.99   \n",
       "3                                              Neutal         0      235.00   \n",
       "4   Please feel free to buy. All products have bee...         0      199.99   \n",
       "5                                              Neutal         1      175.00   \n",
       "6                                              Neutal         1      100.00   \n",
       "7                                              Neutal         0      329.99   \n",
       "8                                              Neutal         1        0.99   \n",
       "9                                              Neutal         1      150.00   \n",
       "10  good condition, minor wear and tear on body so...         0      199.99   \n",
       "11                                             Neutal         0       99.99   \n",
       "12  GOOD CONDITION..CLEAN ICLOUD..NO LOCKS..CLEAN ...         1       20.00   \n",
       "13                                             Neutal         0       75.00   \n",
       "14  New Digitizer installed. Some scratches on bac...         0      199.99   \n",
       "\n",
       "    sold  For parts or not working  Manufacturer refurbished  New  \\\n",
       "0      0                         0                         0    0   \n",
       "1      1                         0                         0    0   \n",
       "2      1                         0                         0    0   \n",
       "3      0                         0                         0    0   \n",
       "4      0                         0                         0    0   \n",
       "5      1                         0                         0    0   \n",
       "6      1                         0                         0    1   \n",
       "7      0                         0                         0    1   \n",
       "8      1                         0                         0    0   \n",
       "9      1                         0                         0    0   \n",
       "10     1                         0                         0    0   \n",
       "11     0                         0                         0    0   \n",
       "12     1                         0                         0    0   \n",
       "13     1                         0                         0    0   \n",
       "14     1                         0                         0    0   \n",
       "\n",
       "    New other (see details)  Seller refurbished  Used  ...  iPad Air  \\\n",
       "0                         0                   0     1  ...         0   \n",
       "1                         0                   0     1  ...         0   \n",
       "2                         0                   0     1  ...         0   \n",
       "3                         1                   0     0  ...         0   \n",
       "4                         0                   1     0  ...         0   \n",
       "5                         0                   0     1  ...         0   \n",
       "6                         0                   0     0  ...         0   \n",
       "7                         0                   0     0  ...         0   \n",
       "8                         0                   0     1  ...         0   \n",
       "9                         0                   0     1  ...         0   \n",
       "10                        0                   0     1  ...         0   \n",
       "11                        0                   1     0  ...         0   \n",
       "12                        0                   0     1  ...         0   \n",
       "13                        0                   0     1  ...         0   \n",
       "14                        0                   1     0  ...         0   \n",
       "\n",
       "    iPad Air 2  iPad mini  iPad mini 2  iPad mini 3  iPad mini Retina  \\\n",
       "0            0          0            0            0                 0   \n",
       "1            0          0            0            0                 0   \n",
       "2            0          0            0            0                 0   \n",
       "3            0          0            1            0                 0   \n",
       "4            0          0            0            0                 0   \n",
       "5            0          0            1            0                 0   \n",
       "6            0          1            0            0                 0   \n",
       "7            0          0            0            1                 0   \n",
       "8            0          0            0            0                 0   \n",
       "9            0          0            0            0                 0   \n",
       "10           0          0            0            0                 0   \n",
       "11           0          0            0            0                 0   \n",
       "12           0          0            0            0                 0   \n",
       "13           0          0            0            0                 0   \n",
       "14           0          0            0            0                 0   \n",
       "\n",
       "    Celluar_notEnabled  Cellular_enabled  Unknown_cellular  \\\n",
       "0                    1                 0                 0   \n",
       "1                    0                 1                 0   \n",
       "2                    1                 0                 0   \n",
       "3                    1                 0                 0   \n",
       "4                    0                 0                 1   \n",
       "5                    0                 1                 0   \n",
       "6                    1                 0                 0   \n",
       "7                    1                 0                 0   \n",
       "8                    0                 1                 0   \n",
       "9                    1                 0                 0   \n",
       "10                   1                 0                 0   \n",
       "11                   1                 0                 0   \n",
       "12                   0                 1                 0   \n",
       "13                   1                 0                 0   \n",
       "14                   1                 0                 0   \n",
       "\n",
       "                                           new_Phrase  \n",
       "0                                  ipad cosmet condit  \n",
       "1   previous use pleas read descript may show sign...  \n",
       "2                                              neutal  \n",
       "3                                              neutal  \n",
       "4   pleas feel free buy product thoroughli inspect...  \n",
       "5                                              neutal  \n",
       "6                                              neutal  \n",
       "7                                              neutal  \n",
       "8                                              neutal  \n",
       "9                                              neutal  \n",
       "10  good condit minor wear tear bodi light scratch...  \n",
       "11                                             neutal  \n",
       "12  good condit clean icloud lock clean imei table...  \n",
       "13                                             neutal  \n",
       "14  new digit instal scratch back small dent top r...  \n",
       "\n",
       "[15 rows x 43 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE['new_Phrase']=corpus\n",
    "model_wo_desc_x_OHE.head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### remove the desc column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_wo_desc_x_OHE.drop(['description'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>biddable</th>\n",
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       "      <th>...</th>\n",
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       "      <th>iPad Air 2</th>\n",
       "      <th>iPad mini</th>\n",
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       "      <th>iPad mini 3</th>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>150.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>good condit minor wear tear bodi light scratch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>99.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>good condit clean icloud lock clean imei table...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>75.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>new digit instal scratch back small dent top r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>344.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>184.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>great work ipad minor surfac scratch back pict...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>209.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>sell good qualiti ipad fulli test appl certifi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>375.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>crack screen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>187.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>great work ipad light scratch consist typic we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>fulli function clean esn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>149.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>238.80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ipad mini open box item good condit includ ori...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>84.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>fulli function</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ipad use good cosmet condit minor scratch bodi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>309.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>custom carrier return cosmet condit origin box</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>319.95</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>come usb cabl wall adapt may minor ding scuff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>629.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>429.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>529.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>430.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>1</td>\n",
       "      <td>52.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0</td>\n",
       "      <td>87.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>1</td>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>power good glass lcd digi function work proper...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>139.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0</td>\n",
       "      <td>219.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>item specif condit screen got broken replac un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0</td>\n",
       "      <td>36.95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>broken devic least one problem part repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0</td>\n",
       "      <td>250.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>black bezel screen like new work excel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>slightli use item mint condit work test verifi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>cosmet mint condit work inivis scratch front s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>work cosmet perfect minim sign use invis scrat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>1</td>\n",
       "      <td>119.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>0</td>\n",
       "      <td>219.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>item specif condit use screen got broken repla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>0</td>\n",
       "      <td>59.99</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>unit lot scuff scratch use part bezel miss digit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>0</td>\n",
       "      <td>279.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>0</td>\n",
       "      <td>319.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>0</td>\n",
       "      <td>424.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>good condit use screen glitter size spec scree...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>0</td>\n",
       "      <td>89.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>overal item good condit fulli oper readi use c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>0</td>\n",
       "      <td>239.95</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>use test guarante work physic condit grade b l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>item brand new never use howev box packag open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unit minor scratch case sever small scratch di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>0</td>\n",
       "      <td>119.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>day warranti fulli function engrav ipad st gen...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      biddable  startprice  sold  For parts or not working  \\\n",
       "0            0      159.99     0                         0   \n",
       "1            1        0.99     1                         0   \n",
       "2            0      199.99     1                         0   \n",
       "3            0      235.00     0                         0   \n",
       "4            0      199.99     0                         0   \n",
       "5            1      175.00     1                         0   \n",
       "6            1      100.00     1                         0   \n",
       "7            0      329.99     0                         0   \n",
       "8            1        0.99     1                         0   \n",
       "9            1      150.00     1                         0   \n",
       "10           0      199.99     1                         0   \n",
       "11           0       99.99     0                         0   \n",
       "12           1       20.00     1                         0   \n",
       "13           0       75.00     1                         0   \n",
       "14           0      199.99     1                         0   \n",
       "15           0      344.95     0                         0   \n",
       "16           0      184.50     1                         0   \n",
       "17           0      209.98     0                         0   \n",
       "18           0      375.00     1                         0   \n",
       "19           0       95.00     0                         0   \n",
       "20           0      125.00     1                         0   \n",
       "21           0      187.50     0                         0   \n",
       "22           0      129.99     0                         0   \n",
       "23           0      329.99     0                         0   \n",
       "24           0      149.00     0                         0   \n",
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       "26           0       84.99     1                         0   \n",
       "27           0      249.99     0                         0   \n",
       "28           0      309.99     0                         0   \n",
       "29           0      319.95     1                         0   \n",
       "...        ...         ...   ...                       ...   \n",
       "1831         0      629.00     0                         0   \n",
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       "1833         0      529.00     0                         0   \n",
       "1834         0      430.00     0                         0   \n",
       "1835         1       52.25     0                         0   \n",
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       "1842         0      329.99     0                         0   \n",
       "1843         0       36.95     0                         1   \n",
       "1844         0      400.00     0                         0   \n",
       "1845         0      250.00     0                         0   \n",
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       "1849         1      119.99     1                         0   \n",
       "1850         0      219.95     0                         0   \n",
       "1851         0       59.99     1                         1   \n",
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       "1853         0      319.00     0                         0   \n",
       "1854         0      424.99     1                         0   \n",
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       "1858         0      400.00     0                         0   \n",
       "1859         0       89.00     1                         0   \n",
       "1860         0      119.99     0                         0   \n",
       "\n",
       "      Manufacturer refurbished  New  New other (see details)  \\\n",
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       "29                           1    0                        0   \n",
       "...                        ...  ...                      ...   \n",
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       "\n",
       "      Seller refurbished  Used  AT&T  ...  iPad Air  iPad Air 2  iPad mini  \\\n",
       "0                      0     1     0  ...         0           0          0   \n",
       "1                      0     1     0  ...         0           0          0   \n",
       "2                      0     1     0  ...         0           0          0   \n",
       "3                      0     0     0  ...         0           0          0   \n",
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       "10                     0     1     0  ...         0           0          0   \n",
       "11                     1     0     0  ...         0           0          0   \n",
       "12                     0     1     1  ...         0           0          0   \n",
       "13                     0     1     0  ...         0           0          0   \n",
       "14                     1     0     0  ...         0           0          0   \n",
       "15                     0     0     0  ...         1           0          0   \n",
       "16                     0     1     0  ...         0           0          0   \n",
       "17                     1     0     0  ...         0           0          0   \n",
       "18                     0     1     0  ...         0           1          0   \n",
       "19                     0     1     0  ...         0           0          0   \n",
       "20                     0     1     0  ...         0           0          0   \n",
       "21                     0     1     0  ...         0           0          0   \n",
       "22                     0     1     0  ...         0           0          0   \n",
       "23                     0     0     0  ...         0           0          0   \n",
       "24                     0     1     0  ...         1           0          0   \n",
       "25                     0     1     0  ...         0           0          0   \n",
       "26                     1     0     1  ...         0           0          0   \n",
       "27                     0     1     0  ...         0           0          0   \n",
       "28                     0     0     0  ...         0           0          0   \n",
       "29                     0     0     0  ...         1           0          0   \n",
       "...                  ...   ...   ...  ...       ...         ...        ...   \n",
       "1831                   0     0     0  ...         0           1          0   \n",
       "1832                   0     0     0  ...         0           1          0   \n",
       "1833                   0     0     0  ...         0           1          0   \n",
       "1834                   0     1     0  ...         0           1          0   \n",
       "1835                   0     1     0  ...         0           0          0   \n",
       "1836                   1     0     1  ...         0           0          0   \n",
       "1837                   0     1     0  ...         0           0          0   \n",
       "1838                   0     1     0  ...         0           0          0   \n",
       "1839                   0     1     0  ...         1           0          0   \n",
       "1840                   0     1     0  ...         0           0          0   \n",
       "1841                   0     1     0  ...         0           0          0   \n",
       "1842                   0     0     0  ...         0           0          0   \n",
       "1843                   0     0     0  ...         0           0          0   \n",
       "1844                   0     0     0  ...         0           0          0   \n",
       "1845                   0     1     0  ...         0           0          0   \n",
       "1846                   0     1     0  ...         0           0          0   \n",
       "1847                   0     1     0  ...         0           0          0   \n",
       "1848                   0     1     0  ...         0           0          0   \n",
       "1849                   0     0     0  ...         0           0          1   \n",
       "1850                   0     1     0  ...         0           0          0   \n",
       "1851                   0     0     0  ...         0           0          0   \n",
       "1852                   0     0     0  ...         0           0          0   \n",
       "1853                   0     1     0  ...         0           0          0   \n",
       "1854                   0     1     0  ...         0           1          0   \n",
       "1855                   0     1     1  ...         0           0          0   \n",
       "1856                   0     1     0  ...         0           0          0   \n",
       "1857                   0     0     0  ...         1           0          0   \n",
       "1858                   0     0     0  ...         0           0          0   \n",
       "1859                   1     0     0  ...         0           0          0   \n",
       "1860                   0     1     1  ...         0           0          0   \n",
       "\n",
       "      iPad mini 2  iPad mini 3  iPad mini Retina  Celluar_notEnabled  \\\n",
       "0               0            0                 0                   1   \n",
       "1               0            0                 0                   0   \n",
       "2               0            0                 0                   1   \n",
       "3               1            0                 0                   1   \n",
       "4               0            0                 0                   0   \n",
       "5               1            0                 0                   0   \n",
       "6               0            0                 0                   1   \n",
       "7               0            1                 0                   1   \n",
       "8               0            0                 0                   0   \n",
       "9               0            0                 0                   1   \n",
       "10              0            0                 0                   1   \n",
       "11              0            0                 0                   1   \n",
       "12              0            0                 0                   0   \n",
       "13              0            0                 0                   1   \n",
       "14              0            0                 0                   1   \n",
       "15              0            0                 0                   1   \n",
       "16              0            0                 0                   1   \n",
       "17              1            0                 0                   1   \n",
       "18              0            0                 0                   1   \n",
       "19              0            0                 0                   1   \n",
       "20              0            0                 0                   1   \n",
       "21              0            0                 0                   1   \n",
       "22              0            0                 0                   0   \n",
       "23              0            0                 0                   0   \n",
       "24              0            0                 0                   0   \n",
       "25              1            0                 0                   1   \n",
       "26              0            0                 0                   0   \n",
       "27              0            0                 0                   1   \n",
       "28              0            0                 0                   1   \n",
       "29              0            0                 0                   1   \n",
       "...           ...          ...               ...                 ...   \n",
       "1831            0            0                 0                   1   \n",
       "1832            0            0                 0                   1   \n",
       "1833            0            0                 0                   1   \n",
       "1834            0            0                 0                   0   \n",
       "1835            0            0                 0                   0   \n",
       "1836            0            0                 0                   0   \n",
       "1837            0            0                 0                   1   \n",
       "1838            0            0                 0                   1   \n",
       "1839            0            0                 0                   0   \n",
       "1840            0            0                 0                   1   \n",
       "1841            0            0                 0                   0   \n",
       "1842            1            0                 0                   1   \n",
       "1843            0            0                 0                   1   \n",
       "1844            0            1                 0                   1   \n",
       "1845            0            0                 0                   1   \n",
       "1846            0            0                 0                   1   \n",
       "1847            0            0                 0                   1   \n",
       "1848            0            0                 0                   1   \n",
       "1849            0            0                 0                   1   \n",
       "1850            0            0                 0                   0   \n",
       "1851            0            0                 0                   0   \n",
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       "1858            0            1                 0                   1   \n",
       "1859            0            0                 0                   1   \n",
       "1860            0            0                 0                   0   \n",
       "\n",
       "      Cellular_enabled  Unknown_cellular  \\\n",
       "0                    0                 0   \n",
       "1                    1                 0   \n",
       "2                    0                 0   \n",
       "3                    0                 0   \n",
       "4                    0                 1   \n",
       "5                    1                 0   \n",
       "6                    0                 0   \n",
       "7                    0                 0   \n",
       "8                    1                 0   \n",
       "9                    0                 0   \n",
       "10                   0                 0   \n",
       "11                   0                 0   \n",
       "12                   1                 0   \n",
       "13                   0                 0   \n",
       "14                   0                 0   \n",
       "15                   0                 0   \n",
       "16                   0                 0   \n",
       "17                   0                 0   \n",
       "18                   0                 0   \n",
       "19                   0                 0   \n",
       "20                   0                 0   \n",
       "21                   0                 0   \n",
       "22                   1                 0   \n",
       "23                   0                 1   \n",
       "24                   1                 0   \n",
       "25                   0                 0   \n",
       "26                   1                 0   \n",
       "27                   0                 0   \n",
       "28                   0                 0   \n",
       "29                   0                 0   \n",
       "...                ...               ...   \n",
       "1831                 0                 0   \n",
       "1832                 0                 0   \n",
       "1833                 0                 0   \n",
       "1834                 0                 1   \n",
       "1835                 0                 1   \n",
       "1836                 1                 0   \n",
       "1837                 0                 0   \n",
       "1838                 0                 0   \n",
       "1839                 1                 0   \n",
       "1840                 0                 0   \n",
       "1841                 0                 1   \n",
       "1842                 0                 0   \n",
       "1843                 0                 0   \n",
       "1844                 0                 0   \n",
       "1845                 0                 0   \n",
       "1846                 0                 0   \n",
       "1847                 0                 0   \n",
       "1848                 0                 0   \n",
       "1849                 0                 0   \n",
       "1850                 0                 1   \n",
       "1851                 1                 0   \n",
       "1852                 0                 1   \n",
       "1853                 0                 1   \n",
       "1854                 0                 0   \n",
       "1855                 1                 0   \n",
       "1856                 0                 0   \n",
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       "1858                 0                 0   \n",
       "1859                 0                 0   \n",
       "1860                 1                 0   \n",
       "\n",
       "                                             new_Phrase  \n",
       "0                                    ipad cosmet condit  \n",
       "1     previous use pleas read descript may show sign...  \n",
       "2                                                neutal  \n",
       "3                                                neutal  \n",
       "4     pleas feel free buy product thoroughli inspect...  \n",
       "5                                                neutal  \n",
       "6                                                neutal  \n",
       "7                                                neutal  \n",
       "8                                                neutal  \n",
       "9                                                neutal  \n",
       "10    good condit minor wear tear bodi light scratch...  \n",
       "11                                               neutal  \n",
       "12    good condit clean icloud lock clean imei table...  \n",
       "13                                               neutal  \n",
       "14    new digit instal scratch back small dent top r...  \n",
       "15                                               neutal  \n",
       "16    great work ipad minor surfac scratch back pict...  \n",
       "17    sell good qualiti ipad fulli test appl certifi...  \n",
       "18                                               neutal  \n",
       "19                                               neutal  \n",
       "20                                         crack screen  \n",
       "21    great work ipad light scratch consist typic we...  \n",
       "22                             fulli function clean esn  \n",
       "23                                               neutal  \n",
       "24                                               neutal  \n",
       "25    ipad mini open box item good condit includ ori...  \n",
       "26                                       fulli function  \n",
       "27    ipad use good cosmet condit minor scratch bodi...  \n",
       "28       custom carrier return cosmet condit origin box  \n",
       "29        come usb cabl wall adapt may minor ding scuff  \n",
       "...                                                 ...  \n",
       "1831                                             neutal  \n",
       "1832                                             neutal  \n",
       "1833                                             neutal  \n",
       "1834                                             neutal  \n",
       "1835                                             neutal  \n",
       "1836                                             neutal  \n",
       "1837                                             neutal  \n",
       "1838  power good glass lcd digi function work proper...  \n",
       "1839                                             neutal  \n",
       "1840                                             neutal  \n",
       "1841  item specif condit screen got broken replac un...  \n",
       "1842                                             neutal  \n",
       "1843         broken devic least one problem part repair  \n",
       "1844                                             neutal  \n",
       "1845             black bezel screen like new work excel  \n",
       "1846  slightli use item mint condit work test verifi...  \n",
       "1847  cosmet mint condit work inivis scratch front s...  \n",
       "1848  work cosmet perfect minim sign use invis scrat...  \n",
       "1849                                             neutal  \n",
       "1850  item specif condit use screen got broken repla...  \n",
       "1851   unit lot scuff scratch use part bezel miss digit  \n",
       "1852                                             neutal  \n",
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       "1858                                             neutal  \n",
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       "\n",
       "[1861 rows x 42 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_wo_desc_x_OHE_Y = model_wo_desc_x_OHE[\"sold\"]\n",
    "model_wo_desc_x_OHE_X = model_wo_desc_x_OHE.drop(\"sold\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Creating the Bag of Words \n",
    "# model now here some steps to count every word \n",
    "from sklearn.feature_extraction.text import CountVectorizer \n",
    "bag=model_wo_desc_x_OHE_X['new_Phrase']\n",
    "vectorizer = CountVectorizer(analyzer = \"word\",   \n",
    "                             tokenizer = None,    \n",
    "                             preprocessor = None, \n",
    "                             stop_words = None,   \n",
    "                             max_features = 2000)\n",
    "vector = vectorizer.fit_transform(bag)\n",
    "\n",
    "#creating BOG dictonary\n",
    "#print(vectorizer.vocabulary_)\n",
    "\n",
    "bag_words = vector.toarray()\n",
    "\n",
    "#list of all features name\n",
    "#print(vectorizer.get_feature_names()) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "bag_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1846</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1847</th>\n",
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       "      <th>1848</th>\n",
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       "    <tr>\n",
       "      <th>1849</th>\n",
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       "    <tr>\n",
       "      <th>1850</th>\n",
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       "      <th>1851</th>\n",
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       "      <th>1859</th>\n",
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       "      <th>1860</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 694 columns</p>\n",
       "</div>"
      ],
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       "\n",
       "[1861 rows x 694 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_df = pd.DataFrame(bag_words)\n",
    "bag_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
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       "      <td>0.99</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>99.99</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>184.50</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>209.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>187.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>149.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>238.80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>84.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>309.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>319.95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>629.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>429.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>529.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>430.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>1</td>\n",
       "      <td>52.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0</td>\n",
       "      <td>87.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>1</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>139.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0</td>\n",
       "      <td>219.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0</td>\n",
       "      <td>36.95</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0</td>\n",
       "      <td>250.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>1</td>\n",
       "      <td>119.99</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>0</td>\n",
       "      <td>219.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>0</td>\n",
       "      <td>59.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>0</td>\n",
       "      <td>279.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>0</td>\n",
       "      <td>319.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>0</td>\n",
       "      <td>424.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>0</td>\n",
       "      <td>89.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>0</td>\n",
       "      <td>239.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>0</td>\n",
       "      <td>119.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 734 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      biddable  startprice  For parts or not working  \\\n",
       "0            0      159.99                         0   \n",
       "1            1        0.99                         0   \n",
       "2            0      199.99                         0   \n",
       "3            0      235.00                         0   \n",
       "4            0      199.99                         0   \n",
       "5            1      175.00                         0   \n",
       "6            1      100.00                         0   \n",
       "7            0      329.99                         0   \n",
       "8            1        0.99                         0   \n",
       "9            1      150.00                         0   \n",
       "10           0      199.99                         0   \n",
       "11           0       99.99                         0   \n",
       "12           1       20.00                         0   \n",
       "13           0       75.00                         0   \n",
       "14           0      199.99                         0   \n",
       "15           0      344.95                         0   \n",
       "16           0      184.50                         0   \n",
       "17           0      209.98                         0   \n",
       "18           0      375.00                         0   \n",
       "19           0       95.00                         0   \n",
       "20           0      125.00                         0   \n",
       "21           0      187.50                         0   \n",
       "22           0      129.99                         0   \n",
       "23           0      329.99                         0   \n",
       "24           0      149.00                         0   \n",
       "25           0      238.80                         0   \n",
       "26           0       84.99                         0   \n",
       "27           0      249.99                         0   \n",
       "28           0      309.99                         0   \n",
       "29           0      319.95                         0   \n",
       "...        ...         ...                       ...   \n",
       "1831         0      629.00                         0   \n",
       "1832         0      429.00                         0   \n",
       "1833         0      529.00                         0   \n",
       "1834         0      430.00                         0   \n",
       "1835         1       52.25                         0   \n",
       "1836         0       90.00                         0   \n",
       "1837         0       87.00                         0   \n",
       "1838         1       50.00                         0   \n",
       "1839         0      249.99                         0   \n",
       "1840         0      139.00                         0   \n",
       "1841         0      219.99                         0   \n",
       "1842         0      329.99                         0   \n",
       "1843         0       36.95                         1   \n",
       "1844         0      400.00                         0   \n",
       "1845         0      250.00                         0   \n",
       "1846         0      164.99                         0   \n",
       "1847         0      129.99                         0   \n",
       "1848         0      164.99                         0   \n",
       "1849         1      119.99                         0   \n",
       "1850         0      219.95                         0   \n",
       "1851         0       59.99                         1   \n",
       "1852         0      279.00                         0   \n",
       "1853         0      319.00                         0   \n",
       "1854         0      424.99                         0   \n",
       "1855         0       89.50                         0   \n",
       "1856         0      239.95                         0   \n",
       "1857         0      329.99                         0   \n",
       "1858         0      400.00                         0   \n",
       "1859         0       89.00                         0   \n",
       "1860         0      119.99                         0   \n",
       "\n",
       "      Manufacturer refurbished  New  New other (see details)  \\\n",
       "0                            0    0                        0   \n",
       "1                            0    0                        0   \n",
       "2                            0    0                        0   \n",
       "3                            0    0                        1   \n",
       "4                            0    0                        0   \n",
       "5                            0    0                        0   \n",
       "6                            0    1                        0   \n",
       "7                            0    1                        0   \n",
       "8                            0    0                        0   \n",
       "9                            0    0                        0   \n",
       "10                           0    0                        0   \n",
       "11                           0    0                        0   \n",
       "12                           0    0                        0   \n",
       "13                           0    0                        0   \n",
       "14                           0    0                        0   \n",
       "15                           0    1                        0   \n",
       "16                           0    0                        0   \n",
       "17                           0    0                        0   \n",
       "18                           0    0                        0   \n",
       "19                           0    0                        0   \n",
       "20                           0    0                        0   \n",
       "21                           0    0                        0   \n",
       "22                           0    0                        0   \n",
       "23                           0    1                        0   \n",
       "24                           0    0                        0   \n",
       "25                           0    0                        0   \n",
       "26                           0    0                        0   \n",
       "27                           0    0                        0   \n",
       "28                           0    0                        1   \n",
       "29                           1    0                        0   \n",
       "...                        ...  ...                      ...   \n",
       "1831                         0    1                        0   \n",
       "1832                         0    1                        0   \n",
       "1833                         0    1                        0   \n",
       "1834                         0    0                        0   \n",
       "1835                         0    0                        0   \n",
       "1836                         0    0                        0   \n",
       "1837                         0    0                        0   \n",
       "1838                         0    0                        0   \n",
       "1839                         0    0                        0   \n",
       "1840                         0    0                        0   \n",
       "1841                         0    0                        0   \n",
       "1842                         0    1                        0   \n",
       "1843                         0    0                        0   \n",
       "1844                         0    1                        0   \n",
       "1845                         0    0                        0   \n",
       "1846                         0    0                        0   \n",
       "1847                         0    0                        0   \n",
       "1848                         0    0                        0   \n",
       "1849                         1    0                        0   \n",
       "1850                         0    0                        0   \n",
       "1851                         0    0                        0   \n",
       "1852                         0    1                        0   \n",
       "1853                         0    0                        0   \n",
       "1854                         0    0                        0   \n",
       "1855                         0    0                        0   \n",
       "1856                         0    0                        0   \n",
       "1857                         0    0                        1   \n",
       "1858                         0    1                        0   \n",
       "1859                         0    0                        0   \n",
       "1860                         0    0                        0   \n",
       "\n",
       "      Seller refurbished  Used  AT&T  None  ...  684  685  686  687  688  689  \\\n",
       "0                      0     1     0     1  ...    0    0    0    0    0    0   \n",
       "1                      0     1     0     0  ...    0    0    0    0    0    0   \n",
       "2                      0     1     0     1  ...    0    0    0    0    0    0   \n",
       "3                      0     0     0     1  ...    0    0    0    0    0    0   \n",
       "4                      1     0     0     0  ...    0    0    0    0    0    0   \n",
       "5                      0     1     1     0  ...    0    0    0    0    0    0   \n",
       "6                      0     0     0     1  ...    0    0    0    0    0    0   \n",
       "7                      0     0     0     1  ...    0    0    0    0    0    0   \n",
       "8                      0     1     0     0  ...    0    0    0    0    0    0   \n",
       "9                      0     1     0     1  ...    0    0    0    0    0    0   \n",
       "10                     0     1     0     1  ...    0    0    0    0    0    0   \n",
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       "...                  ...   ...   ...   ...  ...  ...  ...  ...  ...  ...  ...   \n",
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       "\n",
       "      690  691  692  693  \n",
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       "...   ...  ...  ...  ...  \n",
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       "1860    0    0    0    0  \n",
       "\n",
       "[1861 rows x 734 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_desc_final = pd.concat([model_wo_desc_x_OHE_X, bag_df], axis=1)\n",
    "X_desc_final.drop(['new_Phrase'],axis=1,inplace = True)\n",
    "X_desc_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "biddable\n",
      "startprice\n",
      "For parts or not working\n",
      "Manufacturer refurbished\n",
      "New\n",
      "New other (see details)\n",
      "Seller refurbished\n",
      "Used\n",
      "AT&T\n",
      "None\n",
      "Other\n",
      "Sprint\n",
      "T-Mobile\n",
      "Unknown_carrier\n",
      "Verizon\n",
      "Black\n",
      "Gold\n",
      "Space Gray\n",
      "Unknown_color\n",
      "White\n",
      "128\n",
      "16\n",
      "32\n",
      "64\n",
      "Unknown_storage\n",
      "Unknown_productline\n",
      "iPad 1\n",
      "iPad 2\n",
      "iPad 3\n",
      "iPad 4\n",
      "iPad 5\n",
      "iPad Air\n",
      "iPad Air 2\n",
      "iPad mini\n",
      "iPad mini 2\n",
      "iPad mini 3\n",
      "iPad mini Retina\n",
      "Celluar_notEnabled\n",
      "Cellular_enabled\n",
      "Unknown_cellular\n",
      "0\n",
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     ]
    }
   ],
   "source": [
    "for col in X_desc_final.columns: \n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       0\n",
       "1       1\n",
       "2       1\n",
       "3       0\n",
       "4       0\n",
       "5       1\n",
       "6       1\n",
       "7       0\n",
       "8       1\n",
       "9       1\n",
       "10      1\n",
       "11      0\n",
       "12      1\n",
       "13      1\n",
       "14      1\n",
       "15      0\n",
       "16      1\n",
       "17      0\n",
       "18      1\n",
       "19      0\n",
       "20      1\n",
       "21      0\n",
       "22      0\n",
       "23      0\n",
       "24      0\n",
       "25      0\n",
       "26      1\n",
       "27      0\n",
       "28      0\n",
       "29      1\n",
       "       ..\n",
       "1831    0\n",
       "1832    0\n",
       "1833    0\n",
       "1834    0\n",
       "1835    0\n",
       "1836    0\n",
       "1837    0\n",
       "1838    1\n",
       "1839    1\n",
       "1840    0\n",
       "1841    0\n",
       "1842    0\n",
       "1843    0\n",
       "1844    0\n",
       "1845    0\n",
       "1846    0\n",
       "1847    0\n",
       "1848    0\n",
       "1849    1\n",
       "1850    0\n",
       "1851    1\n",
       "1852    0\n",
       "1853    0\n",
       "1854    1\n",
       "1855    0\n",
       "1856    1\n",
       "1857    0\n",
       "1858    0\n",
       "1859    1\n",
       "1860    0\n",
       "Name: sold, Length: 1861, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE_Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train_desc, X_test_desc, y_train_desc, y_test_desc = train_test_split(X_desc_final, model_wo_desc_x_OHE_Y, test_size = 0.20,random_state=50) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest with description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
       "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=501, n_jobs=None,\n",
       "            oob_score=False, random_state=None, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier \n",
    " \n",
    "model_rfc = RandomForestClassifier(n_estimators = 501,criterion = 'entropy')\n",
    "model_rfc.fit(X_train_desc,y_train_desc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.806970509383378"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_rfc.score(X_test_desc, y_test_desc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision Tree with description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7587131367292225"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "decTree_desc = DecisionTreeClassifier()\n",
    "decTree_desc.fit(X_train_desc,y_train_desc)\n",
    "decTree_desc.score(X_test_desc, y_test_desc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sourav singh\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8096514745308311"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression \n",
    "logreg_desc = LogisticRegression()\n",
    "logreg_desc.fit(X_train_desc,y_train_desc)\n",
    "logreg_desc.score(X_test_desc, y_test_desc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'ipad': 307, 'cosmet': 135, 'condit': 117, 'previous': 470, 'use': 655, 'pleas': 456, 'read': 489, 'descript': 162, 'may': 366, 'show': 552, 'sign': 559, 'scratch': 529, 'screen': 531, 'neutal': 398, 'feel': 217, 'free': 234, 'buy': 84, 'product': 474, 'thoroughli': 623, 'inspect': 297, 'clean': 106, 'test': 618, 'good': 254, 'minor': 380, 'wear': 671, 'tear': 615, 'bodi': 68, 'light': 334, 'function': 239, 'great': 258, 'icloud': 283, 'lock': 346, 'imei': 287, 'tablet': 611, 'fulli': 238, 'work': 683, 'new': 400, 'digit': 166, 'instal': 298, 'back': 44, 'small': 570, 'dent': 157, 'top': 629, 'right': 519, 'bottom': 71, 'left': 327, 'corner': 132, 'surfac': 605, 'pictur': 449, 'sell': 539, 'qualiti': 482, 'appl': 32, 'certifi': 97, 'technician': 616, 'crack': 138, 'consist': 123, 'typic': 637, 'esn': 193, 'mini': 377, 'open': 417, 'box': 74, 'item': 310, 'includ': 293, 'origin': 420, 'genuin': 246, 'normal': 406, 'custom': 140, 'carrier': 93, 'return': 517, 'come': 113, 'usb': 654, 'cabl': 86, 'wall': 665, 'adapt': 11, 'ding': 167, 'scuff': 534, 'front': 236, 'mostli': 388, 'case': 94, 'time': 625, 'still': 595, 'month': 387, 'like': 338, 'smart': 571, 'accessori': 5, 'rare': 485, 'ever': 198, 'profession': 475, 'featur': 215, 'correctli': 134, 'unit': 640, 'grade': 256, 'contain': 126, 'imperfect': 292, 'batteri': 52, 'ago': 18, 'local': 345, 'store': 599, 'engrav': 188, 'shape': 546, 'book': 69, 'charger': 100, 'damag': 143, 'otherwis': 421, 'look': 350, 'flawless': 227, 'see': 537, 'day': 146, 'ship': 549, 'warranti': 667, 'major': 359, 'previou': 469, 'heavili': 274, 'plastic': 454, 'cover': 137, 'antenna': 29, 'overal': 426, 'regular': 503, 'fine': 222, 'ac': 3, 'perfectli': 439, 'owner': 428, 'protector': 479, 'excel': 201, 'tab': 610, 'averag': 42, 'hous': 280, 'affect': 17, 'devic': 164, 'list': 342, 'near': 393, 'mint': 381, 'blemish': 63, 'amp': 26, 'readipad': 491, 'absolut': 1, 'noth': 408, 'wrong': 687, 'recent': 498, 'grey': 259, 'divid': 172, 'white': 676, 'stylu': 601, 'cord': 131, 'hdmi': 271, 'adaptor': 12, 'bare': 50, 'brand': 76, 'unopen': 644, 'seal': 535, 'air': 19, 'refurbish': 502, 'factori': 208, 'packag': 429, 'level': 332, 'rear': 495, 'nick': 403, 'scrape': 528, 'add': 13, 'complet': 115, 'unnotic': 643, 'stock': 596, 'seller': 540, 'fair': 211, 'never': 399, 'realli': 494, 'note': 407, 'one': 415, 'slight': 568, 'amount': 25, 'possibl': 462, 'repeat': 507, 'get': 247, 'plug': 457, 'rubber': 523, 'line': 340, 'worn': 684, 'lt': 357, 'br': 75, 'gt': 260, 'order': 419, 'gener': 243, 'compon': 116, 'unseal': 645, 'money': 386, 'guarante': 261, 'imag': 286, 'refer': 499, 'close': 109, 'moder': 385, 'someth': 576, 'happen': 268, 'sound': 580, 'ringer': 520, 'restor': 513, 'set': 543, 'clear': 108, 'littl': 344, 'issu': 309, 'perfect': 438, 'fast': 213, 'alway': 24, 'multipl': 389, 'ebay': 184, 'third': 622, 'parti': 434, 'approv': 34, 'almost': 20, 'replac': 508, 'roughli': 522, 'year': 688, 'unabl': 639, 'properli': 477, 'assembl': 38, 'two': 636, 'blue': 65, 'photo': 445, 'addit': 14, 'inform': 294, 'sync': 609, 'charg': 99, 'minim': 378, 'earbud': 182, 'howev': 281, 'done': 175, 'cleanli': 107, 'result': 514, 'home': 278, 'button': 83, 'loos': 352, 'chip': 103, 'lighten': 335, 'power': 464, 'brick': 77, 'camera': 88, 'speaker': 583, 'port': 459, 'touch': 631, 'cherish': 102, 'faint': 210, 'valid': 658, 'march': 364, 'adult': 15, 'own': 427, 'pristin': 472, 'sinc': 562, 'date': 145, 'purchas': 481, 'hand': 265, 'semi': 541, 'deep': 148, 'middl': 375, 'portion': 461, 'photograph': 446, 'kept': 315, 'zombi': 692, 'skin': 566, 'easili': 183, 'extrem': 206, 'heavi': 273, 'invis': 304, 'hard': 269, 'fantast': 212, 'padfolio': 431, 'flicker': 229, 'chang': 98, 'color': 111, 'would': 685, 'describ': 161, 'well': 674, 'taken': 613, 'care': 92, 'sticker': 594, 'flaw': 226, 'notic': 409, 'sigh': 558, 'tini': 626, 'nice': 402, 'backsid': 48, 'question': 483, 'entir': 189, 'auction': 41, 'broken': 80, 'fix': 225, 'shatter': 547, 'rather': 486, 'associ': 39, 'medium': 371, 'duti': 181, 'life': 333, 'gentli': 245, 'mark': 365, 'st': 592, 'gen': 242, 'gb': 240, 'sold': 575, 'oem': 411, 'faulti': 214, 'wi': 678, 'fi': 218, 'suppli': 603, 'perform': 441, 'flawlessli': 228, 'lightli': 336, 'uppser': 651, 'must': 390, 'smoke': 572, 'pet': 443, 'otterbox': 423, 'took': 628, 'piec': 450, 'corpor': 133, 'protect': 478, 'along': 21, 'side': 557, 'pre': 465, 'etc': 195, 'demo': 156, 'readi': 490, 'sever': 545, 'phone': 444, 'run': 524, 'old': 414, 'black': 62, 'defect': 150, 'drop': 177, 'zagg': 690, 'upper': 650, 'updat': 648, 'io': 306, 'higher': 276, 'lightn': 337, 'gig': 249, 'sim': 561, 'card': 91, 'discolor': 169, 'shown': 553, 'everyth': 199, 'advis': 16, 'receiv': 497, 'consider': 122, 'wifi': 679, 'lcd': 324, 'space': 581, 'gray': 257, 'problem': 473, 'full': 237, 'discript': 170, 'beetl': 54, 'defens': 152, 'compani': 114, 'pretti': 468, 'detail': 163, 'insid': 296, 'seamlessli': 536, 'daili': 142, 'display': 171, 'usag': 653, 'attach': 40, 'headphon': 272, 'jack': 312, 'retail': 515, 'take': 612, 'toy': 633, 'liquid': 341, 'keyboard': 316, 'lower': 356, 'unlock': 642, 'film': 219, 'degre': 154, 'rotat': 521, 'zero': 691, 'dead': 147, 'pixel': 452, 'exact': 200, 'dust': 180, 'part': 433, 'sometim': 577, 'shut': 556, 'turn': 634, 'exterior': 205, 'manufactur': 363, 'septemb': 542, 'mc': 368, 'mf': 373, 'cannot': 89, 'hardli': 270, 'begin': 55, 'oper': 418, 'intend': 301, 'bump': 82, 'bruis': 81, 'non': 404, 'view': 662, 'liter': 343, 'invisibleshield': 305, 'came': 87, 'instruct': 300, 'pad': 430, 'keyword': 317, 'pic': 448, 'icl': 282, 'ud': 638, 'therefor': 620, 'physic': 447, 'visibl': 664, 'miss': 382, 'awesom': 43, 'person': 442, 'magnet': 358, 'fold': 230, 'letter': 331, 'effect': 186, 'swipe': 608, 'memori': 372, 'contact': 125, 'us': 652, 'remov': 505, 'beauti': 53, 'appear': 31, 'spent': 589, 'storag': 598, 'outer': 424, 'except': 202, 'unus': 647, 'high': 275, 'speed': 587, 'check': 101, 'even': 197, 'whole': 677, 'zoogu': 693, 'reserv': 511, 'reset': 512, 'thin': 621, 'bought': 72, 'cellular': 96, 'super': 602, 'till': 624, 'less': 329, 'special': 585, 'bend': 56, 'best': 58, 'geek': 241, 'squad': 591, 'sleev': 567, 'anyon': 30, 'scroll': 532, 'way': 670, 'page': 432, 'conditon': 119, 'edg': 185, 'wipe': 681, 'activ': 8, 'convert': 130, 'capabl': 90, 'name': 391, 'known': 319, 'februari': 216, 'content': 127, 'frame': 233, 'fade': 209, 'handl': 266, 'actuuli': 10, 'goe': 252, 'need': 395, 'cut': 141, 'outsid': 425, 'deliv': 155, 'etch': 196, 'mean': 370, 'perfectlycord': 440, 'retina': 516, 'latest': 323, 'model': 384, 'silver': 560, 'descipt': 160, 'bluetooth': 66, 'leather': 326, 'cream': 139, 'gentl': 244, 'smudg': 573, 'length': 328, 'neither': 396, 'sparkil': 582, 'rang': 484, 'broke': 79, 'shrinkwrap': 555, 'make': 360, 'sure': 604, 'mobil': 383, 'mb': 367, 'touchscreen': 632, 'document': 174, 'gift': 248, 'newer': 401, 'want': 666, 'place': 453, 'binder': 61, 'soon': 579, 'occasion': 410, 'wrap': 686, 'provid': 480, 'hospit': 279, 'intern': 303, 'buyer': 85, 'freight': 235, 'forward': 232, 'abl': 0, 'also': 23, 'proof': 476, 'long': 349, 'april': 35, 'bezel': 59, 'backlit': 46, 'passcod': 435, 'definit': 153, 'necessari': 394, 'minimum': 379, 'mgye': 374, 'gold': 253, 'version': 661, 'eread': 191, 'manual': 362, 'seen': 538, 'face': 207, 'sale': 526, 'verizon': 660, 'realiz': 493, 'receipt': 496, 'water': 668, 'refund': 501, 'block': 64, 'bad': 49, 'conditionha': 118, 'speigen': 588, 'temper': 617, 'glass': 250, 'preinstal': 466, 'portfolio': 460, 'consum': 124, 'immacul': 290, 'offer': 412, 'scuf': 533, 'essenti': 194, 'default': 149, 'data': 144, 'sprint': 590, 'tmobil': 627, 'abus': 2, 'interior': 302, 'untouch': 646, 'verifi': 659, 'around': 37, 'instead': 299, 'mind': 376, 'week': 673, 'shrink': 554, 'onlin': 416, 'school': 527, 'class': 105, 'accept': 4, 'connect': 120, 'network': 397, 'contidion': 128, 'plate': 455, 'mani': 361, 'virtual': 663, 'coupl': 136, 'singl': 563, 'largest': 320, 'somewhat': 578, 'twice': 635, 'rd': 487, 'md': 369, 'iphon': 308, 'past': 437, 'shell': 548, 'defend': 151, 'exhibit': 203, 'remot': 504, 'control': 129, 'user': 656, 'guid': 262, 'setup': 544, 'account': 6, 'depict': 158, 'due': 178, 'win': 680, 'bidder': 60, 'otter': 422, 'alreadi': 22, 'late': 322, 'loss': 353, 'site': 564, 'dock': 173, 'connector': 121, 'often': 413, 'depress': 159, 'short': 551, 'without': 682, 'yr': 689, 'limit': 339, 'expir': 204, 'juli': 313, 'pouch': 463, 'eras': 190, 'impact': 291, 'chrome': 104, 'half': 264, 'barley': 51, 'durabl': 179, 'love': 355, 'fineicloud': 223, 'least': 325, 'repair': 506, 'anoth': 27, 'id': 284, 'repond': 509, 'stop': 597, 'said': 525, 'pin': 451, 'last': 321, 'softwar': 574, 'upgrad': 649, 'total': 630, 'reactiv': 488, 'final': 220, 'stuck': 600, 'itun': 311, 'logo': 348, 'bent': 57, 'nd': 392, 'answer': 28, 'usual': 657, 'imeino': 288, 'dont': 176, 'know': 318, 'what': 675, 'hairlin': 263, 'actual': 9, 'area': 36, 'price': 471, 'reflect': 500, 'handset': 267, 'im': 285, 'tape': 614, 'across': 7, 'cloud': 110, 'pressur': 467, 'appli': 33, 'sustain': 606, 'keep': 314, 'boot': 70, 'loop': 351, 'poor': 458, 'let': 330, 'forgot': 231, 'els': 187, 'disclaim': 168, 'password': 436, 'requir': 510, 'unknown': 641, 'logic': 347, 'board': 67, 'hole': 277, 'first': 224, 'slightli': 569, 'bound': 73, 'none': 405, 'bright': 78, 'backlight': 45, 'caus': 95, 'wavi': 669, 'textur': 619, 'real': 492, 'review': 518, 'swappa': 607, 'com': 112, 'websit': 672, 'statu': 593, 'backplat': 47, 'esi': 192, 'imi': 289, 'screeb': 530, 'find': 221, 'shipment': 550, 'digi': 165, 'specif': 586, 'got': 255, 'inivis': 295, 'lot': 354, 'glitter': 251, 'size': 565, 'spec': 584}\n",
      "[7.43079417 6.33218188 7.83625928 6.73764699 7.43079417 5.48488402\n",
      " 7.83625928 7.83625928 6.91996855 7.83625928 7.83625928 6.22682136\n",
      " 7.83625928 7.83625928 7.1431121  7.43079417 7.83625928 5.58496748\n",
      " 6.91996855 5.69619311 6.22682136 7.1431121  6.91996855 7.43079417\n",
      " 5.75681774 7.83625928 4.840527   7.1431121  7.43079417 7.83625928\n",
      " 7.83625928 7.43079417 4.70076506 7.83625928 7.43079417 7.83625928\n",
      " 7.83625928 7.43079417 7.83625928 7.1431121  7.83625928 6.91996855\n",
      " 6.44996492 7.83625928 4.54042241 7.83625928 7.83625928 7.83625928\n",
      " 7.83625928 6.91996855 5.9644571  7.83625928 6.91996855 7.43079417\n",
      " 7.83625928 7.83625928 7.83625928 7.83625928 7.1431121  7.1431121\n",
      " 7.83625928 7.83625928 6.04449981 5.31053063 7.83625928 7.1431121\n",
      " 7.43079417 7.83625928 6.33218188 7.83625928 7.83625928 6.73764699\n",
      " 6.73764699 7.83625928 4.22534136 6.73764699 5.35135263 7.83625928\n",
      " 7.83625928 7.83625928 5.6390347  7.83625928 7.83625928 5.9644571\n",
      " 6.44996492 7.83625928 5.82135626 7.1431121  6.44996492 7.43079417\n",
      " 7.83625928 7.43079417 6.33218188 7.1431121  4.29529995 7.83625928\n",
      " 6.91996855 6.44996492 7.43079417 5.82135626 5.16211063 7.83625928\n",
      " 7.83625928 6.91996855 7.83625928 7.83625928 5.00304593 7.83625928\n",
      " 5.9644571  7.83625928 7.83625928 6.91996855 7.83625928 4.79173684\n",
      " 7.83625928 6.91996855 7.43079417 2.69459572 7.83625928 7.43079417\n",
      " 7.43079417 7.43079417 7.83625928 7.83625928 7.83625928 5.9644571\n",
      " 7.1431121  7.83625928 7.83625928 7.83625928 7.83625928 6.33218188\n",
      " 5.23356959 7.43079417 7.1431121  4.11056585 7.83625928 5.438364\n",
      " 4.57816274 7.83625928 6.73764699 7.83625928 7.83625928 5.53367418\n",
      " 7.43079417 7.83625928 5.27130992 7.83625928 7.83625928 7.43079417\n",
      " 6.22682136 7.83625928 7.83625928 7.43079417 7.83625928 7.43079417\n",
      " 7.43079417 4.79173684 7.83625928 7.83625928 7.83625928 7.43079417\n",
      " 5.19720195 7.1431121  4.4350619  7.83625928 5.82135626 5.69619311\n",
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      " 7.83625928 7.83625928 7.83625928 5.48488402 6.33218188 7.83625928\n",
      " 7.83625928 7.83625928 6.73764699 7.43079417 7.83625928 7.43079417\n",
      " 7.83625928 6.13151119 7.83625928 7.83625928 5.27130992 6.73764699\n",
      " 7.83625928 6.73764699 6.58349631 7.83625928 6.58349631 7.83625928\n",
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      " 7.83625928 7.83625928 7.43079417 7.83625928 7.43079417 7.83625928\n",
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      " 7.83625928 7.83625928 7.83625928 7.83625928 6.33218188 7.43079417\n",
      " 5.12820908 5.89034913 7.83625928 7.83625928 7.83625928 6.13151119\n",
      " 7.83625928 7.43079417 7.83625928 7.83625928 6.58349631 6.73764699\n",
      " 7.83625928 7.1431121  7.83625928 7.83625928 7.43079417 7.83625928\n",
      " 7.83625928 7.83625928 7.83625928 7.1431121  6.13151119 7.83625928\n",
      " 6.58349631 5.35135263 6.33218188 7.83625928 6.91996855 7.1431121\n",
      " 7.83625928 7.43079417 7.83625928 7.43079417 6.91996855 6.33218188\n",
      " 7.83625928 7.83625928 7.83625928 6.91996855 5.6390347  5.9644571\n",
      " 7.83625928 6.91996855 7.83625928 5.438364   6.91996855 7.83625928\n",
      " 5.16211063 7.83625928 7.83625928 7.83625928 7.1431121  7.83625928\n",
      " 7.43079417 6.13151119 7.1431121  7.83625928 7.43079417 5.58496748\n",
      " 7.83625928 6.33218188 7.43079417 7.83625928 7.1431121  7.83625928\n",
      " 6.58349631 7.83625928 7.83625928 7.1431121  5.19720195 7.83625928\n",
      " 6.58349631 7.43079417 7.43079417 7.43079417 7.83625928 7.43079417\n",
      " 6.91996855 7.43079417 7.83625928 7.83625928 6.13151119 7.1431121\n",
      " 5.9644571  3.19668766 7.83625928 7.43079417 7.83625928 7.43079417\n",
      " 7.83625928 7.83625928 7.43079417 7.83625928 5.9644571  6.73764699\n",
      " 7.83625928 5.69619311 7.43079417 7.83625928 7.83625928 4.29529995\n",
      " 7.83625928 7.83625928 6.04449981 7.83625928 6.22682136 7.83625928\n",
      " 6.58349631 5.6390347  7.83625928 7.1431121  6.91996855 3.5735794\n",
      " 7.83625928 7.43079417 6.91996855 7.1431121  6.22682136 7.83625928\n",
      " 7.1431121  7.83625928 7.83625928 7.83625928]\n",
      "(1861, 694)\n",
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n"
     ]
    }
   ],
   "source": [
    "# list of text documents\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "# create the transform\n",
    "vectorizer1 = TfidfVectorizer()\n",
    "# tokenize and build vocab\n",
    "vectorizer1.fit(bag)\n",
    "# summarize\n",
    "print(vectorizer1.vocabulary_)\n",
    "print(vectorizer1.idf_)\n",
    "# encode document\n",
    "vector1 = vectorizer.transform(bag)\n",
    "# summarize encoded vector\n",
    "print(vector1.shape)\n",
    "print(vector1.toarray())\n",
    "bow_tfidf = vector1.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 694 columns</p>\n",
       "</div>"
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       "\n",
       "[1861 rows x 694 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_df_tfidf = pd.DataFrame(bow_tfidf)\n",
    "bag_df_tfidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>biddable</th>\n",
       "      <th>startprice</th>\n",
       "      <th>For parts or not working</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>99.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>344.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>184.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>209.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>375.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>187.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>149.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>238.80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>84.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>309.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>319.95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>629.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>429.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>529.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>430.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>1</td>\n",
       "      <td>52.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0</td>\n",
       "      <td>87.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>1</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0</td>\n",
       "      <td>249.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0</td>\n",
       "      <td>139.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0</td>\n",
       "      <td>219.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0</td>\n",
       "      <td>36.95</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0</td>\n",
       "      <td>250.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>0</td>\n",
       "      <td>129.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>0</td>\n",
       "      <td>164.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>1</td>\n",
       "      <td>119.99</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>0</td>\n",
       "      <td>219.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>0</td>\n",
       "      <td>59.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>0</td>\n",
       "      <td>279.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>0</td>\n",
       "      <td>319.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>0</td>\n",
       "      <td>424.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>0</td>\n",
       "      <td>89.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>0</td>\n",
       "      <td>239.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>0</td>\n",
       "      <td>329.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>0</td>\n",
       "      <td>400.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>0</td>\n",
       "      <td>119.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 734 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      biddable  startprice  For parts or not working  \\\n",
       "0            0      159.99                         0   \n",
       "1            1        0.99                         0   \n",
       "2            0      199.99                         0   \n",
       "3            0      235.00                         0   \n",
       "4            0      199.99                         0   \n",
       "5            1      175.00                         0   \n",
       "6            1      100.00                         0   \n",
       "7            0      329.99                         0   \n",
       "8            1        0.99                         0   \n",
       "9            1      150.00                         0   \n",
       "10           0      199.99                         0   \n",
       "11           0       99.99                         0   \n",
       "12           1       20.00                         0   \n",
       "13           0       75.00                         0   \n",
       "14           0      199.99                         0   \n",
       "15           0      344.95                         0   \n",
       "16           0      184.50                         0   \n",
       "17           0      209.98                         0   \n",
       "18           0      375.00                         0   \n",
       "19           0       95.00                         0   \n",
       "20           0      125.00                         0   \n",
       "21           0      187.50                         0   \n",
       "22           0      129.99                         0   \n",
       "23           0      329.99                         0   \n",
       "24           0      149.00                         0   \n",
       "25           0      238.80                         0   \n",
       "26           0       84.99                         0   \n",
       "27           0      249.99                         0   \n",
       "28           0      309.99                         0   \n",
       "29           0      319.95                         0   \n",
       "...        ...         ...                       ...   \n",
       "1831         0      629.00                         0   \n",
       "1832         0      429.00                         0   \n",
       "1833         0      529.00                         0   \n",
       "1834         0      430.00                         0   \n",
       "1835         1       52.25                         0   \n",
       "1836         0       90.00                         0   \n",
       "1837         0       87.00                         0   \n",
       "1838         1       50.00                         0   \n",
       "1839         0      249.99                         0   \n",
       "1840         0      139.00                         0   \n",
       "1841         0      219.99                         0   \n",
       "1842         0      329.99                         0   \n",
       "1843         0       36.95                         1   \n",
       "1844         0      400.00                         0   \n",
       "1845         0      250.00                         0   \n",
       "1846         0      164.99                         0   \n",
       "1847         0      129.99                         0   \n",
       "1848         0      164.99                         0   \n",
       "1849         1      119.99                         0   \n",
       "1850         0      219.95                         0   \n",
       "1851         0       59.99                         1   \n",
       "1852         0      279.00                         0   \n",
       "1853         0      319.00                         0   \n",
       "1854         0      424.99                         0   \n",
       "1855         0       89.50                         0   \n",
       "1856         0      239.95                         0   \n",
       "1857         0      329.99                         0   \n",
       "1858         0      400.00                         0   \n",
       "1859         0       89.00                         0   \n",
       "1860         0      119.99                         0   \n",
       "\n",
       "      Manufacturer refurbished  New  New other (see details)  \\\n",
       "0                            0    0                        0   \n",
       "1                            0    0                        0   \n",
       "2                            0    0                        0   \n",
       "3                            0    0                        1   \n",
       "4                            0    0                        0   \n",
       "5                            0    0                        0   \n",
       "6                            0    1                        0   \n",
       "7                            0    1                        0   \n",
       "8                            0    0                        0   \n",
       "9                            0    0                        0   \n",
       "10                           0    0                        0   \n",
       "11                           0    0                        0   \n",
       "12                           0    0                        0   \n",
       "13                           0    0                        0   \n",
       "14                           0    0                        0   \n",
       "15                           0    1                        0   \n",
       "16                           0    0                        0   \n",
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       "20                           0    0                        0   \n",
       "21                           0    0                        0   \n",
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       "23                           0    1                        0   \n",
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       "27                           0    0                        0   \n",
       "28                           0    0                        1   \n",
       "29                           1    0                        0   \n",
       "...                        ...  ...                      ...   \n",
       "1831                         0    1                        0   \n",
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       "1842                         0    1                        0   \n",
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       "1859                         0    0                        0   \n",
       "1860                         0    0                        0   \n",
       "\n",
       "      Seller refurbished  Used  AT&T  None  ...  684  685  686  687  688  689  \\\n",
       "0                      0     1     0     1  ...    0    0    0    0    0    0   \n",
       "1                      0     1     0     0  ...    0    0    0    0    0    0   \n",
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       "11                     1     0     0     1  ...    0    0    0    0    0    0   \n",
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       "14                     1     0     0     1  ...    0    0    0    0    0    0   \n",
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       "...                  ...   ...   ...   ...  ...  ...  ...  ...  ...  ...  ...   \n",
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       "1860                   0     1     1     0  ...    0    0    0    0    0    0   \n",
       "\n",
       "      690  691  692  693  \n",
       "0       0    0    0    0  \n",
       "1       0    0    0    0  \n",
       "2       0    0    0    0  \n",
       "3       0    0    0    0  \n",
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       "5       0    0    0    0  \n",
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       "10      0    0    0    0  \n",
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       "29      0    0    0    0  \n",
       "...   ...  ...  ...  ...  \n",
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       "1860    0    0    0    0  \n",
       "\n",
       "[1861 rows x 734 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_desc_final_tiidf = pd.concat([model_wo_desc_x_OHE_X, bag_df_tfidf], axis=1)\n",
    "X_desc_final_tiidf.drop(['new_Phrase'],axis=1,inplace = True)\n",
    "# for col in X_desc_final_tiidf.columns: \n",
    "#     print(col)\n",
    "X_desc_final_tiidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train_desc_tiidf, X_test_desc_tiidf, y_train_desc_tiidf, y_test_desc_tiidf = train_test_split(X_desc_final_tiidf, model_wo_desc_x_OHE_Y, test_size = 0.20) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
       "            max_depth=70, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=None,\n",
       "            oob_score=False, random_state=None, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier \n",
    " \n",
    "model_rfc_tiidf = RandomForestClassifier(n_estimators = 500,criterion = 'entropy',max_depth = 70)\n",
    "model_rfc_tiidf.fit(X_train_desc_tiidf,y_train_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8150134048257373"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_rfc_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sourav singh\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.774798927613941"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression \n",
    "logreg_desc_tiidf = LogisticRegression()\n",
    "logreg_desc_tiidf.fit(X_train_desc_tiidf,y_train_desc_tiidf)\n",
    "logreg_desc_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7479892761394102"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "decTree_desc_tiidf = DecisionTreeClassifier()\n",
    "decTree_desc_tiidf.fit(X_train_desc_tiidf,y_train_desc_tiidf)\n",
    "decTree_desc_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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